• Infrastructure

    • Storage

      • Vast Data

        Vast Data

        United States
        Founding Year: 2016Total Funding: $263M
        https://vastdata.com/

        VAST Data is an IT infrastructure company. Its exabyte-scale Universal Storage system is built entirely from high-performance flash media and has several features that result in a total cost of acquisition that is equivalent to hard drive-based archive systems.

      • IBM Storage

        IBM Storage

        United States
        Founding Year: 1911
        https://www.ibm.com/storage

        IBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.

      • Azure Storage

        Azure Storage

        United States
        Founding Year: 1975
        https://azure.microsoft.com/en-us/products/category/storage/

        Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.

      • Backblaze

        Backblaze

        United States
        Founding Year: 2007Total Funding: $8.5M
        https://www.backblaze.com/b2/docs/s3_compatible_api.html

        Backblaze (NASDAQ: BLZE) is a data storage provider. It offers two products: B2 Cloud Storage - An object storage service similar to Amazon's S3. Computer Backup - An online backup tool that allows Windows and macOS users to back up their data to offsite data centers.

      • HPE Nimble Storage

        HPE Nimble Storage

        United States
        Founding Year: 2015
        https://www.hpe.com/us/en/services/nimble-storage.html

        Hewlett Packard Enterprise (NYSE: HPE) provides information technology solutions. The Company offers enterprise security, information technology infrastructure, analytics and data management, applications development and testing, data center care, cloud consulting, and business process services. Hewlett Packard Enterprise serves customers worldwide.

      • Alluxio

        Alluxio

        United States
        Founding Year: 2015Total Funding: $73.68M
        https://www.alluxio.io/

        Alluxio is a memory-centric distributed storage system enabling reliable data sharing at memory-speed across cluster frameworks. Alluxio leverages lineage information and using memory aggressively. Tachyon caches working set files in memory, thereby avoiding disk to load datasets that are frequently read. This enables different jobs/queries and frameworks to access cached files at memory speed.

      • Minio

        Minio

        United States
        Founding Year: 2014Total Funding: $126.3M
        https://min.io/

        Minio provides open source object storage for cloud-native and containerized applications.

      • Panasas

        Panasas

        United States
        Founding Year: 1999Total Funding: $133.13M
        https://www.panasas.com/

        Panasas, a provider in high performance parallel storage for technical computing applications and big data workloads, enables customers to rapidly solve complex computing problems, speed innovation and accelerate new product introduction. All Panasas storage products leverage the PanFS storage operating system to deliver superior performance, data protection, scalability and manageability. Panasas systems are optimized for demanding storage environments in the bioscience, energy, finance, government, manufacturing, and university markets.

      • Amazon S3

        Amazon S3

        United States
        Founding Year: 2006
        https://aws.amazon.com/s3/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Cohesity

        Cohesity

        United States
        Founding Year: 2013Total Funding: $660M
        https://www.cohesity.com/

        Cohesity is a late-stage technology firm that develops an intelligent data platform that converges secondary storage workflows to transform disparate silos of data into business insight. Cohesity provides secondary storage services for data protection, development, and analytics by applying a distributed, web-scale architecture to break down these data silos. The firm serves a wide variety of industries including healthcare, telecom, technology, and IT. The firm was founded in 2013 and is based in San Jose, California.

      • Wasabi

        Wasabi

        United States
        Founding Year: 2015Total Funding: $546.47M
        https://wasabi.com/

        Wasabi provides a cloud storage platform that supports hot data, active archive cool data, and inactive archive cool data, with integrations for gateways, apps, and third-party platforms. It enables organizations to store and instantly access an unlimited amount of data with no tiers or unpredictable egress fees. It was formerly known as BlueArchive. The firm was founded in 2015 and is based in Boston, Massachusetts.

      • Weka

        Weka

        United States
        Founding Year: 2013Total Funding: $273.2M
        https://www.weka.io/

        Weka offers a shared parallel file system, WekaFS, which leapfrogs legacy storage infrastructure. It helps tackle demanding storage performance challenges in data-intensive technical computing environments, so customers can solve problems. Its WekaFS accelerates time-to-insight from data and helps customers get high-powered IT investments. It was formerly known as WekaIO. The company was founded in 2013 and is based in Campbell, California.

      • Pure Storage

        Pure Storage

        United States
        Founding Year: 2009Total Funding: $470M
        https://www.purestorage.com/

        Pure Storage, the all-flash enterprise storage company, enables the broad deployment of flash in the data center. When compared to traditional disk-centric arrays, Pure Storage all-flash enterprise arrays are 10x faster and 10x more space and power efficient at a price point that is less than performance disk per gigabyte stored. The Pure Storage FlashArray is ideal for high performance workloads, including server virtualization, desktop virtualization (VDI), database (OLTP, real-time analytics) and cloud computing. The company was founded in 2009 and is based in Mountain View, California.

      • Google Cloud Storage

        Google Cloud Storage

        United States
        Founding Year: 2008
        https://cloud.google.com/storage

        Google Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.

      • Qumulo

        Qumulo

        United States
        Founding Year: 2012Total Funding: $345.5M
        https://qumulo.com/

        Qumulo, headquartered in Seattle, has developed data-aware scale-out NAS, which enables enterprises to manage and store enormous numbers of digital assets by building real-time analytics directly into the file system itself. Qumulo Core is a software-only solution designed to leverage the price/performance of commodity hardware coupled with the modern technologies of flash, virtualization, and cloud.

      • Cloudflare

        Cloudflare

        United States
        Founding Year: 2009Total Funding: $332.07M
        https://www.cloudflare.com/products/r2/

        Cloudflare offers services to help companies reduce latencies, including distributed denial of service (DDoS) attack mitigation and a content delivery network (CDN). The company uses technology to solve problems over the internet. Cloudflare was founded in 2009 and is based in San Franciso, California.

      • Clumio

        Clumio

        United States
        Founding Year: 2017Total Funding: $186M
        https://clumio.com/

        Clumio is a secure, backup as a service that consolidates the protection of an enterprise data center and any remote sites with no hardware or software to size, configure, manage - or even buy at all.

    • MPP DBs

      • Exasol

        Exasol

        Germany
        Founding Year: 2000
        https://www.exasol.com/

        Exasol develops an in-memory database for analytics and data warehousing, and offers expertise in data insight and analytics. The in-memory analytic database combines in-memory, columnar compression and massively parallel processing. The company was founded in 2000 and is based in Nuremberg, Germany.

      • IBM Data Warehouse Systems

        IBM Data Warehouse Systems

        United States
        Founding Year: 1911
        https://www.ibm.com/data-warehouse

        IBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.

      • Actian

        Actian

        United States
        https://www.actian.com/

        Actian is a computer software company that enables organizations to transform big data into business value with data management solutions to transact, connect, analyze and act on data. Actian helps customers worldwide take action on their big data with Vectorwise analytics database, RushAnalytics Hadoop accelerator, DataCloud for cloud and on-premises data integration, Action Apps, as well as Ingres, Versant and PSQL transactional mission-critical databases.

      • Greenplum Database

        Greenplum Database

        https://greenplum.org/

      • Teradata

        Teradata

        United States
        Founding Year: 1979
        https://www.teradata.com/

        Teradata provides analytic data platforms, marketing and analytic applications, and consulting services. Teradata helps organizations collect, integrate, and analyze all of their data so they can know more about their customers and business.

      • Vertica, An OpenText Company

        Vertica, An OpenText Company

        United States
        Founding Year: 2005Total Funding: $23.5M
        https://www.vertica.com/

        Vertica Systems is developing an analytics database management software company. Vertica makes SQL database management software designed to derive business intelligence from complex and large sets of data, in real-time.

    • Data Lakes/Lakehouses

      • Databricks

        Databricks

        United States
        Founding Year: 2013Total Funding: $3497M
        https://www.databricks.com/

        Databricks provides a data platform that aims to simplify data integration and offers data analytic services. Databricks Lakehouse Platform serves corporations in various industries worldwide. It was founded in 2013 and is based in San Francisco, California.

      • OneHouse

        OneHouse

        United States
        Founding Year: 2021Total Funding: $33M
        https://www.onehouse.ai/

        Onehouse provides a cloud-native managed lakehouse service that helps to build data lakes, process data, and own data in open-source formats. The company provides data, through a cloud-managed lakehouse service built. Onehouse was founded in 2021 and is based in Menlo Park, California.

      • Azure Data Lake Storage

        Azure Data Lake Storage

        United States
        Founding Year: 1975
        https://azure.microsoft.com/en-us/products/storage/data-lake-storage

        Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.

      • IBM Data Lake

        IBM Data Lake

        United States
        Founding Year: 1911
        https://www.ibm.com/data-lake

        IBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.

      • Qubole

        Qubole

        United States
        Founding Year: 2011Total Funding: $75M
        https://www.qubole.com/

        Qubole operates a cloud-native data platform for analytics and machine learning. Qubole's intelligent automation and self-service improve productivity, while workload-aware auto-scaling and real-time spot buying drive down compute costs. On October 14, 2020 Qubole was acquired by Idera. The terms of the transaction were not disclosed.

      • Azure HD Insight

        Azure HD Insight

        United States
        Founding Year: 1975
        https://azure.microsoft.com/en-us/products/hdinsight/

        Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.

      • Dremio

        Dremio

        United States
        Founding Year: 2015Total Funding: $405M
        https://www.dremio.com/

        Dremio provides a data analytics platform that allows business users to curate precisely the data they need, from any data source, then accelerate analytical processing for BI tools, machine learning, data science, and SQL clients. The company was founded in 2015 and is based in Santa Clara, California.

      • Google Cloud Dataproc

        Google Cloud Dataproc

        United States
        Founding Year: 2008
        https://cloud.google.com/dataproc

        Google Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.

      • Google BigLake

        Google BigLake

        United States
        Founding Year: 2008
        https://cloud.google.com/blog/products/data-analytics/unify-data-lakes-and-warehouses-with-biglake-now-generally-available

        Google Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.

      • Cloudera

        Cloudera

        United States
        Founding Year: 2008Total Funding: $1041M
        https://www.cloudera.com/

        Cloudera provides enterprise data management solutions that offer a unified platform for data, an enterprise data hub built on Apache Hadoop. It provides enterprises one place to store, process, and analyze all their data, empowering them to extend the value of existing investments while enabling fundamental new ways to derive value from their data.

      • Amazon EMR

        Amazon EMR

        United States
        Founding Year: 2006
        https://aws.amazon.com/emr/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • AWS Lake Formation

        AWS Lake Formation

        United States
        Founding Year: 2006
        https://aws.amazon.com/lake-formation/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • HPE Ezmeral Data Fabric

        HPE Ezmeral Data Fabric

        United States
        Founding Year: 2015
        https://www.hpe.com/us/en/hpe-ezmeral-data-fabric.html

        Hewlett Packard Enterprise (NYSE: HPE) provides information technology solutions. The Company offers enterprise security, information technology infrastructure, analytics and data management, applications development and testing, data center care, cloud consulting, and business process services. Hewlett Packard Enterprise serves customers worldwide.

    • Data Warehouses

      • Amazon RedShift

        Amazon RedShift

        United States
        Founding Year: 2006
        https://aws.amazon.com/redshift/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Hydra

        Hydra

        United States
        Founding Year: 2021Total Funding: $3.6M
        https://hydra.so/

        Hydra is an open source Snowflake alternative that transforms Postgres into a fast, scalable data warehouse. With Hydra, engineers can standardize both transactional and analytics workloads around the familiar Postgres syntax, tools, and ecosystem without app code changes. Hydra offers a fully managed cloud instance with columnar storage with high throughput writes. Hydra was founded in 2021 and is based in San Francisco, California.

      • StarRocks

        StarRocks

        United States
        Founding Year: 2020
        https://www.starrocks.io/

        StarRocks offers real-time SQL engines for enterprise-scale analytics. It was founded in 2020 and is based in San Francisco, California.

      • Firebolt

        Firebolt

        Israel
        Founding Year: 2019Total Funding: $264M
        https://www.firebolt.io/home-v2

        Firebolt aims to redesign the concept of a data warehouse to work more efficiently and at a lower cost.

      • VMWare Greenplum

        VMWare Greenplum

        United States
        Founding Year: 1998Total Funding: $394.5M
        https://www.vmware.com/products/greenplum.html

        VMware (NYSE: VMW) is a cloud computing and virtualization technology company that enables organizations to build, run, manage and secure their apps across clouds. It serves the banking, healthcare, government, retail, telecommunications, manufacturing, and transportation industries. The company was founded in 1998 and is based in Palo Alto, California.

      • Tabular

        Tabular

        United States
        https://tabular.io/

        Tabular is a cloud-native data platform designed to automate maintenance and optimization of data. It was founded in 2021 and is based in San Jose, California.

      • Oracle Exdata Cloud Service

        Oracle Exdata Cloud Service

        https://docs.oracle.com/en-us/iaas/exadatacloud/exacs/exadata-cloud-service-overview.html

      • Google BigQuery

        Google BigQuery

        United States
        Founding Year: 2008
        https://cloud.google.com/bigquery

        Google Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.

      • Yellowbrick Data Warehouse

        Yellowbrick Data Warehouse

        United States
        Founding Year: 2014Total Funding: $248M
        https://yellowbrick.com/

        Yellowbrick Data Warehouse is a modern, elastic data warehouse with separate storage and compute that runs in the cloud and on-premises. Yellowbrick enables large-scale enterprises to eliminate complexity, reduce risk, and predict and control costs by running all their data anywhere, across multi-cloud instances. Yellowbrick allows enterprises to run complex queries on live data at a petabyte scale in their own cloud account while supporting high concurrency with fast, interactive query responses to customers' most challenging business questions. Yellowbrick Data was founded in 2014 and is headquartered in Mountain View, California.

      • Azure Synapse Analytics

        Azure Synapse Analytics

        United States
        Founding Year: 1975
        https://azure.microsoft.com/en-us/products/synapse-analytics/#overview

        Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.

      • Kyligence

        Kyligence

        United States
        Founding Year: 2016Total Funding: $118M
        https://kyligence.io/

        Kyligence is an enterprise-level data warehouse product based on a big data platform. The company empowers sub-second query latency on big data and simplifies data analytics for business users, analysts and engineers.

      • Ocient

        Ocient

        United States
        Founding Year: 2016Total Funding: $82.89M
        https://ocient.com/

        Ocient enables organizations to explore and interact with hyperscale data sets to deliver meaningful insights and drive customer innovation. The company offers a hyperscale enterprise data warehouse platform that enables rapid transformation and analysis of massive (petabyte)-scale data. The company was founded in 2016 and is based in Chicago, Illinois.

      • IBM Db2 Warehouse

        IBM Db2 Warehouse

        United States
        Founding Year: 1911
        https://www.ibm.com/products/db2/warehouse

        IBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.

      • Snowflake

        Snowflake

        United States
        Founding Year: 2012Total Funding: $1386.79M
        https://www.snowflake.com/en/

        Snowflake (NYSE: SNOW) provides a cloud data warehouse enabling enterprises to access structured and semi-structured data.

    • Streaming/In-Memory

      • Meroxa

        Meroxa

        United States
        Founding Year: 2019Total Funding: $19.2M
        https://meroxa.com/

        Meroxa makes real-time data infrastructure accessible to any company regardless of expertise or available resource.

      • Tinybird

        Tinybird

        Spain
        Founding Year: 2019Total Funding: $40M
        https://www.tinybird.co/

        Tinybird helps data teams build real-time data products at scale through SQL-based API endpoints. It ingests millions of rows per second and serves low latency, high concurrency analytical queries over any amount of data. It was founded in 2019 and is based in Madrid, Spain.

      • Gigaspaces

        Gigaspaces

        United States
        Founding Year: 2000Total Funding: $58M
        https://www.gigaspaces.com/

        GigaSpaces Technologies provides software middleware for deployment, management and scaling of mission-critical applications on cloud environments through two main product lines, XAP In-Memory Computing and Cloudify. Hundreds of Tier-1 organizations worldwide are leveraging GigaSpaces' technology to enhance IT efficiency and performance, from top financial firms, e-commerce companies, online gaming providers, healthcare organizations and telecom carriers.

      • Bytewax

        Bytewax

        United States
        https://www.bytewax.io/

        Bytewax, founded in 2020, develops a serverless machine learning platform o let data scientists and machine learning engineers build and scale ML-powered features. The company's platform allows users to build custom pipelines to transform data and make predictions in real-time, run the software locally to speed up development, and build complex workflows. It is based in Santa Cruz, California.

      • Upsolver

        Upsolver

        Israel
        Founding Year: 2014Total Funding: $45.18M
        https://www.upsolver.com/

        Upsolver develops a cloud architecture for NoSQL databases. Upsolver NoSQL DB stores data in the cloud instead of local servers, and its platform works on data streams and offers unique algorithms and aggregation functions.

      • Ververica

        Ververica

        Germany
        https://www.ververica.com/

        Ververica is an enterprise stream processing platform that provides multi-tenancy, authentication, role-based access control, and auto-scaling for Apache Flink. The company offers solutions such as event-driven applications, fraud detection, machine learning, and more. The company was founded in 2014 and is based in Berlin, Germany.

      • Arcion

        Arcion

        United States
        Founding Year: 2018Total Funding: $18.16M
        https://www.arcion.io/

        Arcion offers a cloud-native, real-time data mobility platform. It enables data teams to build zero-maintenance data pipelines in minutes.

      • GridGain

        GridGain

        United States
        Founding Year: 2007Total Funding: $28.18M
        https://www.gridgain.com/

        GridGain is focused on real-time data access and processing by offering the enterprise-grade In-Memory Data Fabric built on Apache Ignite. The solution is used by global enterprises in financial, tech, retail, healthcare and other major sectors. GridGain solutions connect traditional and emerging data stores (SQL, NoSQL, and Hadoop) with cloud-scale applications and enable massive data throughput and ultra-low latencies across a scalable cluster of commodity servers. A converged data platform, GridGain In-Memory Data Fabric offers a comprehensive, enterprise-grade in-memory computing solution for high-volume transactions, real-time analytics and hybrid data processing.

      • Aiven

        Aiven

        Finland
        Founding Year: 2016Total Funding: $419.93M
        https://aiven.io/

        Aiven offers a managed cloud service that hosts software infrastructure services. It provides managed open-source data technologies, like PostgreSQL, Kafka, and OpenSearch, on all major clouds, allowing developers to create applications. The company was founded in 2016 and is based in Helsinki, Finland.

      • Estuary

        Estuary

        United States
        https://www.estuary.dev/

        Estuary is a database software company that specializes in linking to both internal and external systems, integrating real-time batch operations, and allowing clients to stream data, including internal services, apps, or external SaaS. It is based in New York, New York.

      • Rising Wave Labs

        Rising Wave Labs

        United States
        Founding Year: 2021Total Funding: $36M
        https://www.risingwave-labs.com/

        RisingWave Labs provides a cloud-native streaming database that maintains storage and allows users to access data efficiently. It uses SQL as the interface, consumes streaming data, and performs incremental computations. The company was founded in 2021 and is based in San Francisco, California.

      • Amazon Kinesis

        Amazon Kinesis

        United States
        Founding Year: 2006
        https://aws.amazon.com/kinesis/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • RedPanda

        RedPanda

        United States
        Founding Year: 2019Total Funding: $65.5M
        https://redpanda.com/

        Redpanda, fka Vectorized, delivers enterprises with a modern data-streaming platform for mission-critical applications. The company is building a family of products designed to reliably transform data streams into data products by unifying historical and real-time data, enabling inline Lambda transformations, all exposed under a drop-in Kafka-API replacement.

      • Google Cloud Dataflow

        Google Cloud Dataflow

        United States
        Founding Year: 2008
        https://cloud.google.com/dataflow

        Google Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.

      • Striim

        Striim

        United States
        Founding Year: 2013Total Funding: $92.5M
        https://www.striim.com/

        Striim is an end-to-end streaming integration and intelligence platform. Striim specializes in multi-stream data integration and real-time Change Data Capture (CDC) across a wide variety of data sources including transaction/change data, events, log files, application and IoT sensor data. With data pipelines in-place, the Striim platform makes streaming analytics easy. Enterprises can detect anomalies, identify and visualize events of interest, and trigger alerts and workflows – all in-time and in-context.

      • Oracle Coherence

        Oracle Coherence

        United States
        Founding Year: 1977
        https://www.oracle.com/java/coherence/

        Oracle (NYSE: ORCL) is an enterprise software company that aims to offer a complete, open, and integrated IT stack of cloud applications, platform services, and engineered systems to help clients manage business information and streamline business processes. The company was founded in 1977 and is based in Redwood City, California.

      • Ably

        Ably

        United Kingdom
        Founding Year: 2013Total Funding: $78M
        https://ably.com/

        Ably is a realtime data delivery platform that allows users to add realtime messaging and streaming data to applications.

      • MotherDuck

        MotherDuck

        United States
        Founding Year: 2022Total Funding: $47M
        https://motherduck.com/

        Mother Duck delivers a serverless data analytics platform for data. The platform offers a serverless analytics service built for lightweight use cases. It is built on the open-source platform DuckDB, an in-process online analytical processing database. The company was founded in 2022 and is based in San Fransico, California.

      • Confluent

        Confluent

        United States
        Founding Year: 2014Total Funding: $455.9M
        https://www.confluent.io/

        Confluent (NASDAQ: CFLT) provides an Apache Kafka-based streaming platform for enterprises in industries such as retail, logistics, manufacturing, financial services, technology, and media to maximize the value of their data. Confluent Platform lets enterprises move data from isolated systems into a real-time data pipeline where they can act on it immediately.

      • Hazelcast

        Hazelcast

        United States
        Founding Year: 2010Total Funding: $88.2M
        https://hazelcast.com/

        Hazelcast develops, distributes, and supports open source In-Memory Data Grid. Hazelcast's computing platform is comprised of two core products: Hazelcast IMDG, an in-memory data grid, and Hazelcast Jet, an application embeddable, stream and batch processing engine capable of supporting real-time streaming data.

      • DeltaStream

        DeltaStream

        United States
        Founding Year: 2020Total Funding: $10M
        https://deltastream.io/

        DeltaStream provides a serverless database to manage, secure and process streams. The firm's product allows users to build real-time streaming applications and pipelines with SQL in minutes. The firm was founded in 2020 and is based in San Mateo, California.

      • SAP HANA

        SAP HANA

        Germany
        Founding Year: 1972
        https://www.sap.com/products/technology-platform/hana.html

        SAP (FWB: SAP) (NYSE: SAP) is a multinational software corporation that makes enterprise software to manage business operations and customer relations.

      • StreamNative

        StreamNative

        United States
        Founding Year: 2019Total Funding: $23M
        https://streamnative.io/

        StreamNative develops an event streaming platform that aims to enable companies to leverage enterprise data as real-time event streams to develop and launch new products and services.

      • Voltron Data

        Voltron Data

        United States
        Founding Year: 2021Total Funding: $110M
        https://voltrondata.com/subscription

        Voltron Data is a remote company that connects data, hardware, and developers, as well as focuses on improving the Apache Arrow Ecosystem. The company is based in Mountain View, California.

      • Databricks

        Databricks

        United States
        Founding Year: 2013Total Funding: $3497M
        https://www.databricks.com/

        Databricks provides a data platform that aims to simplify data integration and offers data analytic services. Databricks Lakehouse Platform serves corporations in various industries worldwide. It was founded in 2013 and is based in San Francisco, California.

      • Quix

        Quix

        United Kingdom
        Founding Year: 2020Total Funding: $16.1M
        https://www.quix.io/

        Quix helps to manage the volume and velocity of data by making streaming data accessible to Python professionals and Machine Learning (ML) models. It offers solutions for data processing pipelines, back ends, streaming, and service status services. The company serves the finance, gaming, mobility, e-commerce, telecom, and media sectors. Quix was founded in 2020 and is based in London, U.K.

      • Conduktor

        Conduktor

        United States
        Founding Year: 2021Total Funding: $20M
        https://www.conduktor.io/

        Conduktor is a computer software company. It helps companies operate their data using Apache Kafka. It is based in Jackson, Wyoming.

      • Decodable

        Decodable

        United States
        Founding Year: 2021Total Funding: $25.5M
        https://www.decodable.co/

        Decodable, founded in 2021, specializes in the development of a data engineering platform. The platform enables applications and data engineers to build data pipelines to process and deliver data to offline and online systems. The company is based in San Francisco.

    • RDBMs

      • Microsoft SQL Server

        Microsoft SQL Server

        United States
        Founding Year: 1975
        https://www.microsoft.com/en-us/sql-server

        Microsoft (NASDAQ: MSFT) provides, develops, and licenses consumer and enterprise software. The company develops, manufactures, and sells computer software, consumer electronics, and personal computers and services. It is known for its Windows operating systems, Office productivity suite, cloud-based Azure platforms, and many more. The company was founded in 1975 and is based in Redmond, Washington.

      • IBM DB2

        IBM DB2

        United States
        Founding Year: 1911
        https://www.ibm.com/products/db2

        IBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.

      • Oracle

        Oracle

        United States
        Founding Year: 1977
        https://www.oracle.com/

        Oracle (NYSE: ORCL) is an enterprise software company that aims to offer a complete, open, and integrated IT stack of cloud applications, platform services, and engineered systems to help clients manage business information and streamline business processes. The company was founded in 1977 and is based in Redwood City, California.

      • Microsoft Access

        Microsoft Access

        United States
        Founding Year: 1975
        https://www.microsoft.com/en-us/microsoft-365/access

        Microsoft (NASDAQ: MSFT) provides, develops, and licenses consumer and enterprise software. The company develops, manufactures, and sells computer software, consumer electronics, and personal computers and services. It is known for its Windows operating systems, Office productivity suite, cloud-based Azure platforms, and many more. The company was founded in 1975 and is based in Redmond, Washington.

      • Amazon RDS

        Amazon RDS

        United States
        Founding Year: 2006
        https://aws.amazon.com/rds/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • SAP ASE

        SAP ASE

        Germany
        Founding Year: 1972
        https://www.sap.com/products/technology-platform/sybase-ase.html

        SAP (FWB: SAP) (NYSE: SAP) is a multinational software corporation that makes enterprise software to manage business operations and customer relations.

    • NoSQL Databases

      • VMware Tanzu GemFire

        VMware Tanzu GemFire

        https://tanzu.vmware.com/gemfire

      • MarkLogic

        MarkLogic

        United States
        Founding Year: 2001Total Funding: $172.5M
        https://www.marklogic.com/

        MarkLogic develops a metadata refining platform. It provides an enterprise-class database designed for unstructured content. Its platform helps to store, manage, search, navigate and deliver content and toolkits for the integration of documents. The company caters to media, financial services, the public sector, aviation, and healthcare industries. MarkLogic was founded in 2001 and is based in Redwood City, California. In January 2023, MarkLogic was acquired by Progress Software at a valuation of $355M.

      • Crate.io

        Crate.io

        United States
        Founding Year: 2013Total Funding: $29.11M
        https://crate.io/

        Crate.io is a scalable real-time database for the machine data era, such as information from the Internet of Things that stores massive amounts of data over the cloud and provides it via SQL connections.

      • Datastax

        Datastax

        United States
        Founding Year: 2010Total Funding: $342.27M
        https://www.datastax.com/

        DataStax is a real-time data company allowing enterprises to mobilize real-time data and quickly build the smart, highly scalable applications required to be a data-driven business. With Astra DB and Astra Streaming, DataStax delivers the power of Apache Cassandra, a scalable database, with the Apache Pulsar streaming technology in an open data stack that is available on any cloud. Astra DB is a multi-cloud DBaaS built on Apache Cassandra, while Astra Streaming is a multi-cloud Streaming-as-a-Service built on Apache Pulsar. The company also offers Luna for Apache Cassandra, a Subscription-to-Success product with open-source Apache Cassandra; Luna Streaming, a Subscription-to-Success product with open-source Apache Pulsar; and DataStax Enterprise, a scale-out, cloud-native NoSQL built on Ap

      • Couchbase

        Couchbase

        United States
        Founding Year: 2009Total Funding: $248M
        https://www.couchbase.com/

        Couchbase (NASDAQ:BASE) provides a scalable NoSQL database. The solution includes a shared nothing architecture, a single node-type, a built in caching layer, true auto-sharding and a NoSQL mobile offering: Couchbase Mobile, a NoSQL mobile solution comprised of Couchbase Server, Couchbase Sync Gateway and Couchbase Lite. Couchbase Server and all Couchbase Mobile products are open source projects.

      • SpeeDB

        SpeeDB

        Israel
        Founding Year: 2020Total Funding: $4M
        https://www.speedb.io/

        Speedb provides a drop-in replacement for RocksDB embedded storage engine for hyperscale data operations. Speedb Data Engine removes the capacity, scale, and performance limitations of using existing KVS solutions. It redesigned the RocksDB internal data structure to fit the performance and scalability requirements of modern, hyperscale data operations. By redesigning parts of RocksDB, it was able to develop an embedded KVS. Speedb supports petabyte scaling of datasets with billions of objects.

      • Amazon DynamoDB

        Amazon DynamoDB

        United States
        Founding Year: 2006
        https://aws.amazon.com/dynamodb/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Oracle NoSQL

        Oracle NoSQL

        United States
        Founding Year: 1977
        https://www.oracle.com/

        Oracle (NYSE: ORCL) is an enterprise software company that aims to offer a complete, open, and integrated IT stack of cloud applications, platform services, and engineered systems to help clients manage business information and streamline business processes. The company was founded in 1977 and is based in Redwood City, California.

      • ScyllaDB

        ScyllaDB

        United States
        Founding Year: 2012Total Funding: $58M
        https://www.scylladb.com/

        ScyllaDB provides a real-time big data database compatible with Apache Cassandra and used for a variety of business-critical purposes, including as a key value store, time-series database, large blob store, and graph database backend.

      • Google Cloud Bigtable

        Google Cloud Bigtable

        United States
        Founding Year: 2008
        https://cloud.google.com/bigtable

        Google Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.

      • Amazon DocumentDB

        Amazon DocumentDB

        United States
        Founding Year: 2006
        https://aws.amazon.com/documentdb/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Aerospike

        Aerospike

        United States
        Founding Year: 2009Total Funding: $52M
        https://aerospike.com/

        Aerospike specializes in real-time NoSQL data solutions for any scale. Aerospike enterprises overcome seemingly impossible data bottlenecks to compete and win with a fraction of the infrastructure complexity and cost of legacy NoSQL databases. Aerospike empowers customers to instantly fight fraud; dramatically increase shopping cart size; deploy global digital payment networks; and deliver instant, one-to-one personalization for millions of customers.

      • MongoDB

        MongoDB

        United States
        Founding Year: 2008Total Funding: $310M
        https://www.mongodb.com/

        MongoDB is a general purpose, document-based, distributed database built for modern application developers and for the cloud era.

      • Azure CosmosDB

        Azure CosmosDB

        United States
        Founding Year: 1975
        https://azure.microsoft.com/en-ca/products/cosmos-db/

        Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.

    • NewSQL Databases

      • PlanetScale

        PlanetScale

        United States
        Founding Year: 2018Total Funding: $105M
        https://planetscale.com/

        PlanetScale offers Vitess, an open source sharding middleware system for MySQL that lets applications view a sharded MySQL cluster as a giant monolithic database.

      • YugabyteDB

        YugabyteDB

        United States
        Founding Year: 2016Total Funding: $290M
        https://www.yugabyte.com/

        YugaByte is the company behind YugaByte DB, the cloud-native, transactional, high-performance database for planet-scale cloud applications. YugaByte DB converges the operational database needs of mission-critical applications into an easy-to-manage, unified platform, allowing enterprises to focus on growing their business rather than managing complex infrastructure. The company was founded in 2016 and is based in Sunnyvale, California.

      • Google Cloud AlloyDB

        Google Cloud AlloyDB

        United States
        Founding Year: 2008
        https://cloud.google.com/alloydb

        Google Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.

      • Amazon Aurora

        Amazon Aurora

        United States
        Founding Year: 2006
        https://aws.amazon.com/rds/aurora/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Volt Active Data

        Volt Active Data

        United States
        Founding Year: 2010Total Funding: $44.32M
        https://www.voltactivedata.com/

        Volt Active Data develops a data platform designed to augment existing big data investments. It replaces the various layers typically required to make contextual decisions on streaming data with a single, unified layer that can handle ingest to action in milliseconds. The platform features include real-time business decisions; zero-lag streaming aggregation; and monetized streaming data. Its customers include Openet, Huawei, Connexity, Nokia, Mitsubishi Electric, and others. Volt Active Data, formerly VoltDB, was founded in 2010 and is based in Bedford, Massachusetts.

      • influxData

        influxData

        United States
        Founding Year: 2012Total Funding: $200.12M
        https://www.influxdata.com/

        InfluxData is a time series, metrics, and analytics database. It is targeted at use cases for DevOps, metrics, sensor data, and analytics. It offers an open-source server agent named Telegraf that helps customers collect metrics from your stacks, sensors, and systems. The company was founded in 2012 and is based in San Francisco, California.

      • Cockroach Labs

        Cockroach Labs

        United States
        Founding Year: 2015Total Funding: $632.85M
        https://www.cockroachlabs.com/

        Cockroach Labs enables developers to build scalable applications that can survive datacenter-scale outages. With strong consistency and transactions, Cockroach Labs frees developers to focus on what matters, instead of engineering solutions to database shortcomings. The company was founded in 2015 and is based in New York, New York.

      • MariaDB Xpand

        MariaDB Xpand

        United States
        Founding Year: 2009Total Funding: $225.32M
        https://mariadb.com/products/enterprise/xpand/

        MariaDB (NYSE: MRDB) provides open-source database solutions for SaaS, cloud, and on-premises applications that require availability, scalability, and performance. Its software uses pluggable, purpose-built storage engines to support workloads that previously required a variety of specialized databases delivering operational agility for businesses to focus on operations and reduce costs, constraints, and complexity related to proprietary databases. MariaDB was formerly known as SkySQI. The company was founded in 2009 and is based in Redwood City, California.

      • Google Cloud Spanner

        Google Cloud Spanner

        United States
        Founding Year: 2008
        https://cloud.google.com/spanner

        Google Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.

      • Timescale

        Timescale

        United States
        Founding Year: 2015Total Funding: $181.06M
        https://www.timescale.com/

        Timescale is an open-source time-series database specifically designed for ease of use and complex queries that is fully compatible with Postgres. The company focuses on developers and businesses working with machine data and IoT. The company was founded in 2015 and is based in New York, New York.

      • PingCAP

        PingCAP

        China
        Founding Year: 2015Total Funding: $335M
        https://www.pingcap.com/

        PingCAP is a NewSQL database provider that develops TiDB, a popular open-source distributed Hybrid Transactional/Analytical Processing (HTAP) database.

      • Dassault Systemes DuoDB

        Dassault Systemes DuoDB

        France
        Founding Year: 1983
        https://www.3ds.com/nuodb-distributed-sql-database

        Dassault Systemes (Euronext: DSY) (OTC Pink: DASTY) develops 3D design, 3D digital mock-up, and product lifecycle management (PLM) software. It provides solutions for a wide range of industries including aerospace and defense, architecture, engineering, construction, consumer goods, retail, and more. It was founded in 1983 and is based in Velizy-Villacoublay, France.

    • Real Time Databases

      • Imply

        Imply

        United States
        Founding Year: 2015Total Funding: $215.3M
        https://imply.io/

        Imply is a real-time analytics solution to store, query, and visualize event-driven data. It is built around Apache Druid, a widely-adopted open-source real-time analytics database architected to support streaming ingest and sub-second ad-hoc queries at scale. The company is based in Burlingame, California, and was founded in 2015.

      • Clickhouse

        Clickhouse

        United States
        Founding Year: 2021Total Funding: $300M
        https://clickhouse.com/

        ClickHouse provides an open-source, column-oriented Online analytical processing (OLAP) database management system that allows users to generate analytical reports using SQL queries. The company was founded in 2021 and is based in Redwood City, California.

      • Startree

        Startree

        United States
        Founding Year: 2019Total Funding: $75M
        https://startree.ai/

        StarTree operates a real-time analytics platform to power both enterprise and user-facing analytics applications. Its platform helps its users manage their real-time analytics and allows them to onboard more data and applications across additional use cases. It was formerly known as CortexData. The firm was founded in 2019 and is based in Mountain View, California.

      • Macrometa

        Macrometa

        United States
        Founding Year: 2017Total Funding: $65M
        https://www.macrometa.com/

        Macrometa provides a managed service that helps developers create geo-distributed applications and application programming interface (API), with a distributed server-less, database management system. It computes runtime for event driven applications across several edge data centers. Marcometa caters to the IoT, retail, e-commerce, SaaS, telecommunications, gaming and more sectors. The company was founded in 2017 and is based in San Mateo, California.

      • FeatureBase

        FeatureBase

        United States
        Founding Year: 2017Total Funding: $33.76M
        https://www.featurebase.com/

        FeatureBase offers a distributed, highly-scalable, real-time database available via open source or cloud that is designed to execute analytical queries with low latency regardless of throughput or query volumes. It is designed for workloads that require real-time analytics on data that is continuously updated through inserts, updates, or deletes. FeatureBase was formerly known as Molecula. The company was founded in 2017 and is based in Austin, Texas.

      • SingleStore

        SingleStore

        United States
        Founding Year: 2011Total Funding: $464.12M
        https://www.singlestore.com/

        SingleStore offers a scalable in-memory database that delivers speed and throughput advantages while retaining SQL and ACID compliance. By offering a familiar relational interface to an in-memory data tier, SingleStore empowers developers with the technology web-scale companies use to cope with massive traffic and growth. SingleStore offers orders of magnitude improvements in write and read performance and simplifies application development and maintenance. It was formerly known as MemSQL. The company was founded in 2011 and is based in San Francisco, California.

      • ReadySet

        ReadySet

        United States
        Founding Year: 2020Total Funding: $33.9M
        https://readyset.io/

        ReadySet provides a drop-in solution to the database performance problems that often arise when a company is in a phase of rapid growth, such as when dealing with large datasets, complicated queries, or high request volumes. To mitigate this problem today, developers must build in-house solutions based on custom query caching systems and read replica hierarchies. The resulting systems are complex, expensive, and prone to failures and outages. ReadySet was founded in 2020 and is based in Boston Massachusetts.

      • Materialize

        Materialize

        United States
        Founding Year: 2019Total Funding: $100M
        https://materialize.com/

        Materialize is a SQL streaming database for building internal tools, interactive dashboards, and customer-facing experiences. The company was founded in 2019 and is based in New York, New York.

      • Redis

        Redis

        United States
        Founding Year: 2011
        https://redis.com/

        Redis provides a real-time data platform. It offers solutions for enterprise caching, session management, leaderboards, fraud detection, deduplication, and more. It serves retail, gaming, healthcare, and other sectors. It was founded in 2011 and is based in Mountain View, California.

      • KX

        KX

        United Kingdom
        Founding Year: 1993
        https://kx.com/

        Kx Systems provides software solutions that offer tools for the processing of real-time and historical data for trading, research, and smart meter data analysis. Kx offers kdb+, a column-store database with a built-in expressive query and programming language, q.

      • Rockset

        Rockset

        United States
        Founding Year: 2016Total Funding: $61.5M
        https://rockset.com/

        Rockset is a data platform designed to simplify much of the processing to get to querying and application building faster.

      • Altinity

        Altinity

        United Kingdom
        Founding Year: 2017Total Funding: $4M
        https://altinity.com/

        Altinity is the commercial company behind the open-source ClickHouse data warehouse is an open-source SQL data warehouse to match the performance, maturity, and scalability of proprietary databases like Sybase IQ, Vertica, and Snowflake.

    • Graph DBs

      • TerminusDB

        TerminusDB

        Ireland
        Total Funding: $4.29M
        https://terminusdb.com/

        TerminusDB is an open source model driven graph database for knowledge graph representation designed specifically for the web-age.

      • Stardog

        Stardog

        United States
        Founding Year: 2015Total Funding: $24.84M
        https://www.stardog.com/

        Stardog uses smart graph technology to unify heterogeneous, disparate data across the enterprise. With Stardog, companies can unify data into a coherent graph-based model that allows business logic and data sources to evolve independently.

      • neo4j

        neo4j

        United States
        Founding Year: 2007Total Funding: $581.1M
        https://neo4j.com/

        Neo4j provides websites, telcos, and bioinformatics research organizations a graph database to model and query connected data. The company, which also has a large ecosystem of partners and developers, operates offices in Germany, UK, France, Belgium, Sweden, and Malaysia.

      • TigerGraph

        TigerGraph

        United States
        Founding Year: 2012Total Funding: $174.04M
        https://www.tigergraph.com/

        TigerGraph is a provider of a native complete, distributed and parallel graph database platform for enterprise applications, which powers real-time deep link analytics for enterprises with complex and colossal amounts of data, a cloud service and GraphStudio, a visual software development kit (SDK) designed for technical and non-technical users to create, explore and query graphs visually. The company was founded in 2012 and is based in Redwood City, California.

      • Objectivity

        Objectivity

        United States
        Total Funding: $15.2M
        https://objectivity.com/resources/objectivitydb-10-product-introduction-and-strengths/

        Objectivity is a provider of distributed, real-time, SOA-enabled, service and embedded database management solutions for mission-critical applications. The company's flagship product, Objectivity/DB, is used by government, security, complex manufacturing, commercial services, science, and engineering organizations to increase speed, precision and productivity.

      • Memgraph

        Memgraph

        United Kingdom
        Founding Year: 2016Total Funding: $16.16M
        https://memgraph.com/

        Memgraph is a scalable and enterprise-ready graph database. The memory optimized storage engine provides lock-free data structure and native query compiling. Bundled with import, data processing and visualization tools, it provides a complete ecosystem to tackle the future challenges of big data.

      • IBM Graph

        IBM Graph

        United States
        Founding Year: 1911
        https://www.ibm.com/analytics/ca/en/technology/cloud-data-services/graph/

        IBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.

      • ArangoDB

        ArangoDB

        United States
        Founding Year: 2014Total Funding: $44.51M
        https://www.arangodb.com/

        ArangoDB is an open-source database with a flexible data model for documents, graphs, and key-values. The company allows users to build high performance applications using a convenient SQL-like query language or JavaScript/Ruby extensions.

      • Dgraph

        Dgraph

        United States
        Founding Year: 2016Total Funding: $20.5M
        https://dgraph.io/

        DGRaph Labs offers an open source, native, and distributed graph database, developed for real-time, low-latency, and high throughput query flow. Its data distribution is designed to minimize the number of network calls, keeping them directly proportional to the complexity of a query, not the number of results. DGraph, which allows scaling a database from a single laptop to serving terabytes of structured data via commodity hardware, has been built to survive machine failures and partial data center collapses. It also provides joins, the most common operation for a graph database. The company was founded in 2016 and is based in Palo Alto, California.

      • Oracle Graph

        Oracle Graph

        United States
        Founding Year: 1977
        https://www.oracle.com/

        Oracle (NYSE: ORCL) is an enterprise software company that aims to offer a complete, open, and integrated IT stack of cloud applications, platform services, and engineered systems to help clients manage business information and streamline business processes. The company was founded in 1977 and is based in Redwood City, California.

      • Amazon Neptune

        Amazon Neptune

        United States
        Founding Year: 2006
        https://aws.amazon.com/neptune/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

    • GPU Databases

      • Kinetica

        Kinetica

        United States
        Founding Year: 2016Total Funding: $77.4M
        https://www.kinetica.com/

        Kinetica, formerly GPUdb, provides a distributed, in-memory database accelerated by GPUs, which delivers real-time actionable intelligence on large, complex and streaming data sets from IoT, transactions and other sources and allows organizations to ingest, explore, analyze and visualize streaming data within milliseconds.

      • PG-Strom

        PG-Strom

        United States
        Founding Year: 2008Total Funding: $350M
        https://github.com/heterodb/pg-strom

        GitHub is a social network to share code with friends, co-workers, classmates, and strangers. Users have access to free public repositories, collaborator management, issue tracking, wikis, downloads, code review, graphs and more. The hosted service GitHub.com is free for open source projects and according to much of the developer community, it has helped to improve open source collaboration. On October 26, 2018, GitHub was acquired by Microsoft at a valuation of $7.5B.

      • Heavy.ai

        Heavy.ai

        United States
        Founding Year: 2013Total Funding: $97.21M
        https://www.heavy.ai/

        HEAVY.AI develops GPU-powered data analytics and visualization software platform that enables data analysts to interactively explore large datasets at high speed. The company's database is using Graphics Processing Units (GPUs) to allow SQL queries to be executed in parallel, yielding massive speedups over in-memory databases.

      • Brytlyt

        Brytlyt

        United Kingdom
        Founding Year: 2013Total Funding: $9M
        https://brytlyt.io/

        Brytlyt provides large telcos, retailers, and financial institutions with the SpotLyt tool to make sense of their data through analysis and visualization technology. Its GPU database works with patent-pending software built on PostgreSQL for high performance, high speed, high-quality visual analytics. The company can handle complex queries on billions of rows of data, delivering results in milliseconds in the form of user-friendly graphics, maps, and charts. With clear visual analysis, customers can interpret their end-users’ behavior in essential areas such as fraud prevention, attracting and retaining customers, network performance optimization and risk management, supporting decision-making, and improved outcomes.

      • Sqream

        Sqream

        United States
        Founding Year: 2010Total Funding: $76.8M
        https://sqream.com/

        SQream Technologies provides organizations with a big data analytics SQL database. The GPU-powered platform enables enterprises to rapidly ingest and analyze their growing data.

    • Vector Databases

      • Zilliz

        Zilliz

        United States
        Founding Year: 2017Total Funding: $115M
        https://zilliz.com/

        Zilliz provides an enterprise-ready vector database for AI applications. The company builds database technologies to help organizations rapidly create AI/ML applications, and unlock the potential of unstructured data. The company was founded in 2017 and is based in San Francisco, California.

      • Twelve Labs

        Twelve Labs

        United States
        Founding Year: 2021Total Funding: $17.12M
        https://twelvelabs.io/

        Twelve Labs provides a semantic search for videos through context-aware AI (Artificial Intelligence). Its platform uses AI to extract information from videos such as movement and actions, objects and people, sound, text on screen, and speech. The company was founded in 2021 and is based in San Francisco, California.

      • qdrant

        qdrant

        Germany
        Founding Year: 2021
        https://qdrant.tech/

        Qdrant is an open-source vector similarity search engine. The company deploys it as an API service, providing a search for the nearest high-dimensional vectors. With Qdrant, embeddings or neural network encoders can be turned into full-fledged applications for matching, searching, recommending, and more. It was founded in 2021 and is based in Berlin, Germany.

      • Pinecone

        Pinecone

        United States
        Founding Year: 2019Total Funding: $38M
        https://www.pinecone.io/

        Pinecone is a fully managed vector database that provides performance without compromises. It lets engineers quickly build accurate, real-time ML applications and then launch or scale them with less overhead, dramatically cutting the time, cost, risk and effort.

      • Weaviate

        Weaviate

        Netherlands
        Founding Year: 2019Total Funding: $17.2M
        https://weaviate.io/

        Weaviate develops and manages a cloud-native search engine that allows users to bring machine learning models to scale. It offers an open-source vector search engine that stores both objects and vectors and allows combining vector search with structured filtering with the fault-tolerance and scalability of a cloud-native database, all accessible through GraphQL, REST, and various language clients. It was formerly known as SeMi Technologies and changed its name to Weaviate in January 2023. The company was founded in 2019 and is based in Amsterdam, Netherlands.

    • Database Abstraction

      • Hasura

        Hasura

        United States
        Founding Year: 2017Total Funding: $136.51M
        https://hasura.io/

        Hasura is an API gateway with auth middleware. It features auto-renewing SSL, auth APIs and UI kit, and extensible to add providers. It allows users to create their own applications. The company was founded in 2017 and is based in San Francisco, California.

      • Xata

        Xata

        United States
        Founding Year: 2021Total Funding: $35M
        https://xata.io/

        Xata is a software company that offers a serverless database service for Jamstack applications. Its service is a combination of a document database with relations, an analytics engine, and a free-text search engine. It is based in Delaware, United States.

      • Prisma

        Prisma

        Germany
        Founding Year: 2016Total Funding: $56.5M
        https://www.prisma.io/

        Prisma is an open-source ORM for Node.js and TypeScript that helps developers build faster and make fewer errors. It supports JavaScript and TypeScript and has supported databases including PostgreSQL, MySQL, MariaDB, SQL Server, SQLite, and more recently, MongoDB. The company was founded in 2016 and is based in Berlin, Germany.

      • Apollo

        Apollo

        https://www.apollographql.com/

      • Supabase

        Supabase

        Singapore
        Founding Year: 2020Total Funding: $116.63M
        https://supabase.com/

        Supabase develops an open-source alternative to Google's Firebase. The firm helps developers by providing a Postgres database with a self-documenting API based on the data inside. The company is based in Singapore and was founded in 2020.

      • AppWrite

        AppWrite

        Israel
        Founding Year: 2020Total Funding: $37M
        https://appwrite.io/

        Appwrite is a self-hosted solution that provides developers with a set of easy-to-integrate REST APIs to manage core backend needs and assist application development through a flexible plug-and-play solution. Appwrite was founded in 2020 and is based in Tel Aviv, Israel.

      • Convex

        Convex

        United States
        Founding Year: 2021Total Funding: $0.1M
        https://www.convex.dev/

        Convex offers a global state management platform for web developers. Its platform allows users to create their own projects, store and sync the app's shared state, and watch the app update with automatic subscriptions. It was founded in 2021 and is based in San Francisco, California.

      • SurrealDB

        SurrealDB

        United Kingdom
        Founding Year: 2021Total Funding: $6M
        https://surrealdb.com/

        SurrealDB is a powerful multi-model database, built for the cloud, and designed to improve the development process of traditional and modern applications. It offers an SQL-style query language, real-time queries with highly-efficient related data retrieval, advanced security permissions for multi-tenant access, and support for performant analytical workloads. The company was founded in 2021 and is based in London, United Kingdom.

      • Chiselstrike

        Chiselstrike

        Canada
        Founding Year: 2021Total Funding: $7.1M
        https://chiselstrike.com/

        ChiselStrike offers a data platform that allows frontend developers to easily build, customize, and scale their own backend infrastructure without having specialized, backend-specific knowledge. The company was founded in 2021 and is based in Kitchener, Ontario.

      • Fauna

        Fauna

        United States
        Founding Year: 2011Total Funding: $59.61M
        https://fauna.com/home

        Fauna is a database for social and mobile applications. FaunaDB is a modern, adaptive operational database built from the ground up to help digital business scale, without compromising productivity or agility.

    • ETL/ELT/Data Transformation

      • Cdata

        Cdata

        United States
        Founding Year: 2016Total Funding: $160M
        https://www.cdata.com/

        CData Software provides data access and connectivity solutions. CData Software specializes in the development of drivers and data access technologies for real-time access to online or on-premise applications, databases, and Web APIs.

      • Dataddo

        Dataddo

        United States
        Founding Year: 2015Total Funding: $5M
        https://www.dataddo.com/

        Dataddo is a data integration platform for marketers, business owners, data analysts, sales representatives, finance officers, data engineers, and data scientists. It specializes in data integration, extraction, and analytics, data fabric, data management, cloud computing services and transforms data into actionable insights. The company was founded in 2015 and is based in Mountain View, California.

      • Astera Centerprise

        Astera Centerprise

        United States
        Founding Year: 1990
        https://www.astera.com/products/centerprise-data/

        Astera Software is focused on providing scalable solutions that enable businesses to spend less time on data extraction and integration, and more time on using the transformed data to make smarter business decisions and drive better business outcomes. Astera’s products allow users to improve operational efficiency and meet challenges of complex data extraction and integration in easy, no-code, drag-and-drop interfaces.Its products serve both business people and tech-savvy individuals who wish to increase efficiency in their data-related processes. It was founded in 1990 and is based in Westlake, California.

      • Meltano

        Meltano

        Mexico
        Founding Year: 2021Total Funding: $12.4M
        https://meltano.com/

        Meltano is ELT (Extract, Load, Transform) for the DataOps era: open-source, self-hosted, CLI-first, debuggable, and extensible. Pipelines are code, ready to be version controlled, containerized and deployed continuously. Meltano lets users develop and test locally, then deploy in production along with the built-in airflow integration. Meltano was founded in 2021 and is based in Mexico.

      • Talend

        Talend

        United States
        Founding Year: 2005Total Funding: $105.5M
        https://www.talend.com/

        Talend provides integration that truly scales. From small projects to enterprise-wide implementations, Talend's highly-scalable data, application, and business process integration platform maximizes the value of an organization's information assets and optimizes return on investment through a usage-based subscription model.

      • dbt Labs

        dbt Labs

        United States
        Founding Year: 2016Total Funding: $415.9M
        https://www.getdbt.com/

        dbt Labs helps data teams work directly within the warehouse to produce trusted datasets for reporting, ML modeling, and operational workflows.

      • Portable

        Portable

        United States
        Founding Year: 2020Total Funding: $3.24M
        https://portable.io/

        Portable offers an ELT platform to build connectors on-demand for data teams. The platform enables data teams and companies to access fully-managed connectors and custom development in a no-code solution. The company was founded in 2020 and is based New York, New York.

      • Google Cloud Data Fusion

        Google Cloud Data Fusion

        United States
        Founding Year: 2008
        https://cloud.google.com/data-fusion

        Google Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.

      • Hitachi Vantara Pentaho

        Hitachi Vantara Pentaho

        United States
        Founding Year: 2017
        https://www.hitachivantara.com/en-us/products/dataops-software/data-integration-analytics.html

        Hitachi Vantara, a wholly owned subsidiary of Hitachi, combines technology, intellectual property and industry knowledge to deliver data-managing solutions that help enterprises improve their customers' experiences, develop new revenue streams, and lower the costs of business. The firm's products include enterprise storage, industrial data & IoT management, Lumada data integration, object storage, virtual storage platforms, and EverFlex. It was founded in 2017 and is based in Santa Clara, California.

      • Integrate.io

        Integrate.io

        United States
        Founding Year: 2012
        https://www.integrate.io/

        Integrate.io is a data warehouse integration platform that provides a complete integration layer for turning a data warehouse into a data platform. It offers data analytics that requires no coding or deployment. It provides data security, data ingestion, reverse ETL, business intelligence, and more. It serves the e-commerce, media, travel, and healthcare industries. It was founded in 2012 and is based in San Francisco, California.

      • Datorios

        Datorios

        Israel
        Total Funding: $22M
        https://datorios.com/

        Datorios is a unified data operations platform that aims to let users rapidly and dynamically build, adjust, and deploy their business and operational pipelines, using all data sources, reducing the dependency on data engineering, DevOps, and outside contractors leveraging the analyst and data privacy. Using no-code visual dev tools, the Datorios product seeks to assist businesses in building and deploying dataflow infrastructures. Customers can build their own data pipelines to handle a variety of transformations, combining on-premises and cloud solutions with current processes and databases.

      • tamr

        tamr

        United States
        Founding Year: 2013Total Funding: $69.2M
        https://www.tamr.com/

        Tamr connects and enriches the vast reserves of underutilized internal and external data, so enterprises can use all their data for analytics. Tamr combines machine learning algorithms with human insight to identify sources, understand relationships and curate the massive variety of siloed data. The company was formerly known as DataTamer and changed its name to Tamr. The company was founded in 2013 and is based in Cambridge, Massachusetts.

      • Airbyte

        Airbyte

        United States
        Founding Year: 2020
        https://airbyte.com/

        Airbyte is an open-source data integration platform that syncs data from applications, APIs, and databases to data warehouses, lakes, and other destinations. The company was founded in 2020 and is based in San Francisco, California.

      • Rivery

        Rivery

        United States
        Founding Year: 2017Total Funding: $46.6M
        https://rivery.io/

        Rivery offers a data ETL pipeline and integration platform service that allows businesses to aggregate, transform and automate their data systems in the cloud. Rivery provides a single end-to-end ELT (extract, load, transform) solution which covers key processes to create the optimal data stack: Ingestion, Transformation, Orchestration, and Reverse ETL. Teams can choose from the different modules to build their ideal data infrastructure. Rivery was founded in 2017 and is based in New York, New York.

      • Azure Data Factory

        Azure Data Factory

        United States
        Founding Year: 1975
        https://azure.microsoft.com/en-us/products/data-factory/

        Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.

      • Hevo Data

        Hevo Data

        United States
        Founding Year: 2017Total Funding: $44.5M
        https://hevodata.com/

        Hevo Data is a fully automated, no-code data pipeline platform that helps organizations leverage data effortlessly. Hevo's end-to-end data pipeline platform enables users to pull data from all sources to the warehouse and run transformations for analytics to generate real-time data-driven business insights. The platform supports ready-to-use integrations across databases, SaaS applications, cloud storage, SDKs, and streaming services. The company was founded in 2017 and is based in San Francisco, California.

      • Stitch

        Stitch

        United States
        Founding Year: 2016
        https://www.stitchdata.com/

        Stitch is an ETL service built for developers. It connects to tools like Salesforce and Facebook Ads, and consolidates that data into a central location where it's ready for analysis.

      • Kleene

        Kleene

        United Kingdom
        Founding Year: 2017Total Funding: $15.5M
        https://www.kleene.ai/

        Kleene's user interface allows data transformations and modelling to be created and orchestrated with no data engineering required.

      • Matillion

        Matillion

        United Kingdom
        Founding Year: 2011Total Funding: $310.32M
        https://www.matillion.com/

        Matillion provides data integration and transformation solution for cloud and cloud data warehouses. Its solutions include data transformation, data analytics, data integration, data lakes, data preparation, and data governance. The company serves enterprises and small and midsize businesses (SMBs). Matillion was founded in 2011 and is based in Altrincham, U.K.

      • Alteryx

        Alteryx

        United States
        Founding Year: 2010Total Funding: $163M
        https://www.alteryx.com/

        Alteryx (NYSE: AYX) serves the self-service data analytics movement with a platform that can discover, prep, and analyze data, then deploy and share analytics at scale for deeper insights. The company was founded in 2010 and is based in Irvine, California.

      • Coalesce

        Coalesce

        United States
        Founding Year: 2020Total Funding: $31.92M
        https://coalesce.io/

        Coalesce provides a data transformation platform that simplifies the modeling, cleansing, governance, and documentation of data by bringing efficiency and flexibility to the analytics landscape and increasing data engineer productivity and insights to tackle today’s data-intensive architectures. The company was founded in 2020 and is based in San Francisco, California.

      • Fivetran

        Fivetran

        United States
        Founding Year: 2012Total Funding: $728.02M
        https://www.fivetran.com/

        Fivetran fully automated connectors sync data from cloud applications, databases, event logs and more into the data warehouse.

      • AWS Glue

        AWS Glue

        United States
        Founding Year: 2006
        https://aws.amazon.com/glue/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Prophecy

        Prophecy

        United States
        Founding Year: 2017Total Funding: $34.35M
        https://www.prophecy.io/

        Prophecy.io is a low-code data engineering platform. Prophecy.io democratizes the development and deployment of high-quality data pipelines, combining visual development with agile software engineering best practices.

    • Reverse ETL

      • Rudderstack

        Rudderstack

        United States
        Founding Year: 2019Total Funding: $82M
        https://www.rudderstack.com/

        RudderStack is a customer data infrastructure for routing and processing event data from apps and websites to data warehouses and cloud apps.

      • MessageGears

        MessageGears

        United States
        Founding Year: 2007Total Funding: $80.33M
        https://messagegears.com/

        MessageGears offers cloud-based email delivery and tracking services to businesses. Its technology runs partly on-premises, connects an enterprise company's database, and gives customers secure access to marketing data. It offers solutions such as segmentation, messaging, personalization, and more services. It caters its services to retail, technology, finance, and more sectors. The company was founded in 2007 and is based in Atlanta, Georgia.

      • Polytomic

        Polytomic

        United States
        Total Funding: $2.53M
        https://www.polytomic.com/

        Polytomic helps to sync internal data to your business systems.

      • Hightouch

        Hightouch

        United States
        Founding Year: 2018Total Funding: $54.3M
        https://hightouch.com/

        Hightouch is a data platform that helps businesses sync their customer data from their data warehouse to their CRM, marketing, and support tools. Per the company, it aims to help clients get their data out of a data warehouse and into applications via a process it dubs “reverse ETL.” The company was founded in 2018 and is based in San Francisco, California.

      • Census

        Census

        United States
        Founding Year: 2018Total Funding: $80.3M
        https://www.getcensus.com/

        Census is a data automation platform that syncs data warehouses with relevant apps.

      • Octolis

        Octolis

        France
        Founding Year: 2020
        https://octolis.com/

        Octolis develops a customer data management platform. Its platform offers software to unify, score, and synchronize customer data that allows members to understand the customer base, normalize data, manage the data life cycle, and create a calculated field for better targeting. The company was founded in 2020 and is based in Saint-Mande, France.

    • Data Integration

      • import.io

        import.io

        United States
        Founding Year: 2012Total Funding: $32.4M
        https://www.import.io/

        Import.io is a cloud-based big data platform that specializes in the conversion of the web into a database. It allows companies, developers, and coders to extract, connect and fuse disparate sources of data from the web on sectors such as consumer goods and retail, travel, and hospitality, events and tickets, and marketplaces. It caters its solutions to analytics providers, brands, and retailers. The company was founded in 2012 and is based in Campbell, California.

      • StreamSets

        StreamSets

        United States
        Founding Year: 2014Total Funding: $77.75M
        https://streamsets.com/

        StreamSets provides data ingest technology for big data applications. Its enterprise-grade infrastructure accelerates data analysis and decision-making by bringing unprecedented transparency and event processing to data in motion. On February 28th, 2022, StreamSets was acquired by Software AG. The terms of the transaction were not disclosed.

      • Flatfile

        Flatfile

        United States
        Founding Year: 2018Total Funding: $94.71M
        https://flatfile.com/

        Flatfile plugs into any web app and provides data importing solutions. It uses AI to map and resolve schema with files such as spreadsheets and CSVs. When the algorithms encounter an anomaly or a data type they can’t process automatically, they prompt customers to make a decision and then add that scenario to a database for future reference. It develops a software development kit that allows developers to build on top of Flatfile’s components to access import, match, merge and export functions. The company was founded in 2018 and is based in Denver, Colorado.

      • Informatica

        Informatica

        United States
        Founding Year: 1993Total Funding: $18.6M
        https://www.informatica.com/

        Informatica Corporation (NYSE: INFA) is a provider of enterprise data integration software and services. With Informatica, companies can gain greater business value by integrating all their information assets from across the enterprise. More than 2,900 companies worldwide rely on Informatica to reduce the cost and expedite the time to address data integration needs of any complexity and scale.

      • Boomi

        Boomi

        United States
        Founding Year: 2000Total Funding: $4.25M
        https://boomi.com/

        Boomi AtomSphere is an integration service that is fully on-demand and connects any combination of Software-as-a-Service (SaaS), cloud, and on-premise applications without the burden of installing and maintaining software packages or appliances.

      • Sequentum

        Sequentum

        United States
        Founding Year: 2014
        https://www.sequentum.com/

        Sequentum is a software development company which focuses on web data extraction and web automation technologies, and provides related consulting and managed data services. The company's software significantly reduces the time, effort and cost of precise web data extraction at scale while bringing reliability and accuracy to the data extraction process.

      • NextData

        NextData

        United States
        Founding Year: 2022
        https://www.nextdata.com/

        Nextdata provides various data-related services such as data product containers, analytic data product APIs, embedded computational policies, and data product discovery. The company was founded in 2022 and is based in California.

      • Snowplow

        Snowplow

        United Kingdom
        Founding Year: 2012Total Funding: $55.14M
        https://snowplow.io/

        Snowplow has created a fully managed platform for creating behavioral data that’s used by companies to power artificial intelligence, machine learning and advanced analytics applications. With the Snowplow Behavioral Data Platform, data teams can access behavioral data that’s created, modeled and customized for the specific application they’re building. Snowplow was founded in 2012 and is based in London, England.

      • Twilio Segment

        Twilio Segment

        United States
        Founding Year: 2011Total Funding: $281.72M
        https://segment.com/twilio/

        Segment is a platform for collecting customer data wherever it's generated - website, mobile app, servers, and more - and sending it to third-party tools, internal systems, or SQL databases with the flip of a switch. By consolidating data tracking to a single API, Segment saves engineers' time integrating new tools, eliminates data discrepancies, and democratizes data access across organizations. On October 12th, 2020, Segment was acquired by Twilio for a valuation of $3.2B.

      • Freshpaint

        Freshpaint

        United States
        Founding Year: 2019Total Funding: $16.3M
        https://www.freshpaint.io/

        Freshpaint is a data platform that connects and standardizes customer data from sites or apps to marketing and analytics tools. Its auto-track system collects all pageviews and clicks across a user's site to allow them to push data into analytical tools to eliminate inefficiencies in manually tracking metrics. Its solutions include auto track, precision track, Application Programming Interface (API) identity resolution, time machine, and replay solutions. The company was founded in 2019 and is based in San Francisco.

      • tray.io

        tray.io

        United States
        Founding Year: 2012Total Funding: $149.12M
        https://tray.io/

        Tray.io offers a low-code automation platform that can turn unique business processes into repeatable and scalable workflows that evolve whenever business needs change. The self-service platform enables users to build integrations using any API and connect enterprise applications at scale without incremental costs. The platform has applications in areas such as eCommerce, IT, marketing, marketing ops, product, sales, and sales ops. The company was founded in 2012 and is based in San Francisco, California.

      • SAP Data Services

        SAP Data Services

        Germany
        Founding Year: 1972
        https://www.sap.com/products/technology-platform/data-services.html

        SAP (FWB: SAP) (NYSE: SAP) is a multinational software corporation that makes enterprise software to manage business operations and customer relations.

      • Crux Data

        Crux Data

        United States
        Founding Year: 2017Total Funding: $116M
        https://www.cruxdata.com/

        Crux Informatics offers data engineering and information supply chain operation services that aim to help companies reduce the effort and money spent acquiring, exploring, and processing data. It implements and operates the data processing pipelines they create for its customers' requirements. It delivers solutions such as cloud migration, supply chain, and data integration solutions. The company was founded in 2017 and is based in San Francisco, California.

      • Tealium

        Tealium

        United States
        Founding Year: 2008Total Funding: $263.9M
        https://tealium.com/

        Tealium develops a customer data platform, comprised of an enterprise tag management solution, omnichannel customer segmentation and action engine, and suite of rich data services, creating a vendor-neutral data foundation that spans web, mobile, offline, and IoT. The firm primarily serves financial services, healthcare, retail, sports & entertainment, and hospitality industries. It was founded in 2008 and is based in San Diego, California.

      • Celigo

        Celigo

        United States
        Founding Year: 2005Total Funding: $79.83M
        https://www.celigo.com/

        Celigo offers iPaaS integration that can be used to easily and quickly create customized integrations using intuitive wizards to guide business and IT users. Celigo's Integration Apps (formerly SmartConnectors) are prebuilt, full integrations between multiple applications, such as NetSuite, Salesforce, Shopify, Amazon, Jira, Zendesk, and many other popular applications.

      • Bobsled

        Bobsled

        United States
        Founding Year: 2021
        https://bobsled.it/

        Bobsled is a developer of a data-sharing platform intended for a no-code experience connecting any cloud, platform, or region. The platform manages all aspects such as distribution, updates, versioning, entitlements, telemetry, and more, from any cloud to any destination, enabling clients to choose the right data, update it at the right time, and deliver it to the right place, all from an intuitive web interface. It was founded in 2021 and is based in Los Angeles, California.

      • SnapLogic

        SnapLogic

        United States
        Founding Year: 2006Total Funding: $397.86M
        https://www.snaplogic.com/

        SnapLogic specializes in self-service integration. The company's cloud-based platform makes it fast and easy to connect data, applications, and devices, eliminating business silos and technology bottlenecks to accelerate digital business.

      • InfoWorks

        InfoWorks

        United States
        Founding Year: 2014Total Funding: $85.72M
        https://www.infoworks.io/

        InfoWorkshas developed a Dynamic Data Warehousing (DDW) platform on Hadoop. The Infoworks DDW platform provides a high-performance and shared data repository that supports all enterprise analytics on Hadoop through software automation and intelligent data organization.

      • MuleSoft

        MuleSoft

        United States
        Founding Year: 2006Total Funding: $258.5M
        https://www.mulesoft.com/

        MuleSoft provides an integration platform for connecting SaaS and enterprise applications in the cloud and on-premise. MuleSoft's Anypoint technology eliminates costly, time-intensive point-to-point integration, enabling business agility. Delivered as a packaged integration experience, Mule iON and Mule ESB are built on open source technology for fast, reliable integration without vendor lock-in. In March 2018, MuleSoft was acquired by Salesforce for $6.86B.

      • Qlik

        Qlik

        United States
        Founding Year: 1993Total Funding: $12.5M
        https://www.qlik.com/us/

        Qlik specializes in data discovery and user-driven business intelligence, delivering solutions ranging from reporting and self-service visual analysis to guided, embedded, and custom analytics, regardless of where data is located.

      • Denodo

        Denodo

        United States
        Founding Year: 1999
        https://www.denodo.com/en

        Denodo is the leader in data virtualization providing agile, high performance data integration and data abstraction across the broadest range of enterprise, cloud, big data, unstructured data sources and real-time data services at half the cost of traditional approaches. Denodo's customers across every major industry have gained significant business agility and ROI by enabling faster and easier access to unified business information for agile BI, big data analytics, Web and cloud integration, single-view applications, and enterprise data services.

    • Data Governance & Catalog

      • ALTR

        ALTR

        United States
        Founding Year: 2014Total Funding: $30M
        https://www.altr.com/

        ALTR provides a data-security platform that unleashes the cybersecurity benefits of blockchain. Built on ALTRchain, a high-performance, enterprise-grade blockchain technology for ultra-secure data access and storage, the ALTR platform allows organizations to monitor, access and store critical information.

      • Alation

        Alation

        United States
        Founding Year: 2012Total Funding: $315M
        https://www.alation.com/

        Alation is a company that specializes in enterprise data intelligence solutions, including data search & discovery, data governance, data stewardship, analytics, and digital transformation. With its Behavioral Analysis Engine, inbuilt collaboration capabilities, and open interfaces, Alation combines machine learning with human insight to tackle demanding challenges in data and metadata management. Alation serves enterprises across a wide range of industries. It was founded in 2012 and is based in Redwood City, California.

      • Metaphor

        Metaphor

        United States
        Founding Year: 2020
        https://metaphor.io/

        Metaphor provides a system of record for users' data ecosystems unifying data assets into a single searchable catalog.

      • IBM

        IBM

        United States
        Founding Year: 1911
        https://www.ibm.com/us-en/

        IBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.

      • Ataccama

        Ataccama

        Canada
        Founding Year: 2007Total Funding: $150M
        https://www.ataccama.com/

        Ataccama is a unified data management platform provider. Combining data governance, data catalog, data quality, and master data management into a single, AI-powered fabric across hybrid and cloud environments, Ataccama gives businesses and data teams the ability to scale and accelerate business outcomes while maintaining the trust, security, and governance of data. Financial, commercial, and government organizations use Ataccama's solutions to execute and deliver business benefits. The company was founded in 2007 and is based in Toronto, Ontario.

      • Skyhigh Security

        Skyhigh Security

        United States
        Founding Year: 2022
        https://www.skyhighsecurity.com/en-us/

        Skyhigh Security is a name for the McAfee Enterprise security service edge business. McAfee is a security technology company, headquartered in Santa Clara, California, that delivers proactive and proven solutions and services that secure systems and networks.

      • ObservePoint

        ObservePoint

        United States
        Total Funding: $32.52M
        https://www.observepoint.com/

        ObservePoint provides an enterprise data quality assurance platform that maximizes return on marketing technology by identifying, analyzing, and testing Javascript-based technologies deployed on websites. Organizations leverage ObservePoint technology to improve data quality, provide transparency into data collection methods, and monitor and systematically protect vital business metrics.

      • Demyst

        Demyst

        United States
        Founding Year: 2010Total Funding: $25.18M
        https://demyst.com/

        DemystData helps financial institutions optimize customer interactions through improved access to information. The company brings together online, social, and internal company data to create more comprehensive profiles and refined customer predictions.

      • Stratio

        Stratio

        Spain
        Founding Year: 2014Total Funding: $81.6M
        https://www.stratio.com/home

        Stratio offers data intelligence solutions for the banking, energy, healthcare, insurance, and retail sectors. It offers cloud adoption-assisted mapping, ontologies and knowledge graphs, data marketplace, augmented analytics AI and ML suite, and an on-demand application. The company was founded in 2014 and is based in Madrid, Spain.

      • Collibra

        Collibra

        Belgium
        Founding Year: 2008Total Funding: $595.9M
        https://www.collibra.com/us/en

        Collibra is a data governance and intelligence platform that helps businesses unlock insights from disparate data sources. The company offers various products that allow both technical and business users to collaborate and combine data silos to find hidden meaning in their wealth of information.

      • Securiti

        Securiti

        United States
        Founding Year: 2019Total Funding: $156M
        https://securiti.ai/

        Securiti offers a data privacy, security, governance, and compliance platform that creates a layer of unified data intelligence and controls across all major public clouds, data clouds, SaaS, and private clouds. The company serves organizations globally. The company was founded in 2019 and is based in San Jose, California.

      • Immuta

        Immuta

        United States
        Founding Year: 2015Total Funding: $259.5M
        https://www.immuta.com/

        Immuta helps organizations unlock value from their cloud data by providing an integrated Data Security Platform for sensitive data discovery and classification, security and access control, and activity monitoring. The company was founded in 2015 and is based in Boston, Massachusetts

      • Atlan

        Atlan

        United States
        Founding Year: 2018Total Funding: $70M
        https://atlan.com/

        Atlan is a modern data collaboration workspace similar to Github for engineering or Figma for design. By acting as a virtual hub for data assets ranging from tables and dashboards to models & code, Atlan enables teams to create a single source of truth for all their data assets and collaborate across the modern data stack through deep integrations with tools like Slack, BI tools, data science tools, and more.

      • Okera

        Okera

        United States
        Founding Year: 2016Total Funding: $29.6M
        https://www.okera.com/

        Okera is a software provider that enables the management of data access and governance at scale for the modern heterogeneous data environment. Okera's Active Data Access Platform allows agility and governance to co-exist and gives data producers, consumers, and stewards the confidence to unlock the power of their data for growth. This unique, enterprise-wide platform facilitates the provisioning, accessing, governing, and auditing of data in the multi-cloud, multi-data format, and multi-tool world.

      • Solidatus

        Solidatus

        United Kingdom
        Founding Year: 2017Total Funding: $19.35M
        https://www.solidatus.com/

        Solidatus is a data lineage and visualization tool application that allows organizations to rapidly discover, visualize, and understand how data flows through their systems. The company was founded in 2017 and is based in London, England.

      • Acryl Data

        Acryl Data

        United States
        Founding Year: 2020Total Funding: $9M
        https://www.acryldata.io/

        Acryl Data’s vision is to empower data teams with extreme productivity, using trusted, compliant data through a metadata platform.

      • Informatica

        Informatica

        United States
        Founding Year: 1993Total Funding: $18.6M
        https://www.informatica.com/

        Informatica Corporation (NYSE: INFA) is a provider of enterprise data integration software and services. With Informatica, companies can gain greater business value by integrating all their information assets from across the enterprise. More than 2,900 companies worldwide rely on Informatica to reduce the cost and expedite the time to address data integration needs of any complexity and scale.

      • Secoda

        Secoda

        Canada
        Founding Year: 2021Total Funding: $2.28M
        https://www.secoda.co/

        Secoda offers digital collaborative knowledge management tools specializing in metadata, queries, charts and documentation sharing.

      • Stemma

        Stemma

        United States
        Founding Year: 2020Total Funding: $4.8M
        https://www.stemma.ai/

        Stemma is a fully managed data catalog powered by Amundsen, an open-source data catalog.

      • Select Star

        Select Star

        United States
        Founding Year: 2020Total Funding: $17.5M
        https://www.selectstar.com/

        Select Star builds an automated, and intelligent data discovery platform. It offers a full-text search that allows users to find data and identify which columns of a dataset are most used by applications within a company and are referenced in queries. The company was founded in 2020 and is based in San Franciso, California.

      • Orion

        Orion

        United States
        Founding Year: 2017
        https://www.oriongovernance.com/

        Orion Governance offers an automated data governance platform. The company's software and metadata harvester automatically merge structured, unstructured, and legacy data into a single data center and use it to compile an end-to-end data lineage map on a real-time basis. The company also provides consulting and implementation support and services in the industries of financial services, retail, software, healthcare, airlines, and more. It was founded in 2017 and is based in San Mateo, California.

      • Raito

        Raito

        Belgium
        Founding Year: 2021
        https://www.raito.io/

        Raito is a software development company. It develops a data protection platform to manage data access across all databases and dashboards. It simplifies access management without sacrificing performance with the automated policy manager and open-source connectors, enabling users to share their data without having to worry about unauthorized access. It was founded in 2021 and is based in Woluwe-Saint-Pierre, Belgium.

      • Data.world

        Data.world

        United States
        Founding Year: 2016Total Funding: $131.75M
        https://data.world/

        Data.World provides a platform that allows people to solve complex, academic, commercial, and societal problems. Users can find relevant data from a wide range of sources, manage numerous file formats, understand the data's meaning in ways that can be enhanced and shared, and contribute to and discuss data to trigger collaboration. Data.World was founded in 2016 and is based in Austin, Texas.

      • Modern Data Company

        Modern Data Company

        United States
        Founding Year: 2018
        https://themoderndatacompany.com/

        The Modern Data Company develops a data operating system to remove complexity the data ecosystem. It simplifies how organizations manage, access, and interact with data. The company provides data operations for retail and consumer packaged goods, distribution, environmental, social, governance, technology companies, and more. It was founded in 2018 and is based in Palo Alto, California.

      • Hitachi Vantara

        Hitachi Vantara

        United States
        Founding Year: 2017
        https://www.hitachivantara.com/en-us

        Hitachi Vantara, a wholly owned subsidiary of Hitachi, combines technology, intellectual property and industry knowledge to deliver data-managing solutions that help enterprises improve their customers' experiences, develop new revenue streams, and lower the costs of business. The firm's products include enterprise storage, industrial data & IoT management, Lumada data integration, object storage, virtual storage platforms, and EverFlex. It was founded in 2017 and is based in Santa Clara, California.

      • Castor

        Castor

        France
        Founding Year: 2020Total Funding: $23.5M
        https://www.castordoc.com/

        Castor operates a data catalog platform. It provides enterprise users with tools to collect, discover, understand and use datasets according to business needs. The solution automatically documents datasets and provides an overview of the entire data environment, giving employees the ability to search through all available data assets in the company. It was founded in 2020 and is based in Paris, France.

      • SailPoint

        SailPoint

        United States
        Founding Year: 2005Total Funding: $26.08M
        https://www.sailpoint.com/

        SailPoint (SV7:FRA) provides an identity security cloud platform that discovers, manages, and secures identities and access. Through its AI-driven intelligence, SaaS-based security, cloud access management, file access management, password management, and real-time access risk analysis it enables the enterprises to gain complete access visibility to all their systems. The company was founded in 2005 and is based in Austin, Texas. In August 2022, SailPoint was acquired by Thoma Bravo at a valuation of $6.9B.

    • Infrastructure - Orchestration

      • Akuity

        Akuity

        United States
        Founding Year: 2021Total Funding: $24.5M
        https://akuity.io/

        Akuity provides solutions that empower DevOps engineers to deliver applications more simply, more safely, and faster. It is powered by Argo, the open-source suite of Kubernetes-native application delivery software. The company was founded in 2021 and is based in Sunnyvale, California.

      • Google Cloud Workflows

        Google Cloud Workflows

        United States
        Founding Year: 2008
        https://cloud.google.com/workflows

        Google Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.

      • AWS Step Functions

        AWS Step Functions

        United States
        Founding Year: 2006
        https://aws.amazon.com/step-functions/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Astronomer

        Astronomer

        United States
        Founding Year: 2018Total Funding: $224.16M
        https://www.astronomer.io/

        Astronomer develops data orchestration solutions based on Apache Airflow. The company's suite of products and services include Astronomer Cloud, a multi-tenant, multi-cloud Airflow as a Service and Astronomer Enterprise, a Kubernetes-native platform to easily deploy, manage, and scale distributed Airflow services.

      • Prefect

        Prefect

        United States
        Founding Year: 2018Total Funding: $46M
        https://www.prefect.io/

        Prefect Technologies is a workflow management system designed for modern infrastructure and powered by the open-source Prefect Core workflow engine.

      • Outerbounds

        Outerbounds

        United States
        Founding Year: 2001Total Funding: $1.5M
        https://outerbounds.com/

        Provider of full service application hosting and professional services specializing in complete end-to-end solutions. The company offers complete IT outsourcing, ISV hosting solutions, PC-lifecycle management, and electronic software distribution. The company develops and implements enterprise-wide solutions for server-based application deployment, thin-client, network security, wireless connectivity, and other networking solutions. The professional services encompass consulting, system design and integration, certified training, and support.

      • Mage

        Mage

        United States
        Founding Year: 2020Total Funding: $6.3M
        https://www.mage.ai/

        Mage offers digital AI solutions to build, improve, and integrate AI models into apps.

      • Union.ai

        Union.ai

        United States
        Founding Year: 2021Total Funding: $10M
        https://www.union.ai/

        Union.ai is the developer of Flyte, a platform for programming and processing concurrent AI and data analytics workflows. It was founded in 2021 and is based in Seattle, Washington.

      • Microsoft Azure Data Factory

        Microsoft Azure Data Factory

        United States
        Founding Year: 1975
        https://azure.microsoft.com/en-us/products/data-factory/

        Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.

      • Elementl

        Elementl

        United States
        https://www.elementl.com/

        Elementl is a software solution company. The company offers a system for building modern data applications. It is based in San Francisco, California.

    • Data Quality & Observability

      • Validio

        Validio

        Sweden
        Founding Year: 2019Total Funding: $16.4M
        https://validio.io/

        Validio is a SaaS company that offers a cloud-based solution for enterprise customers for real-time validation, monitoring and cleaning of big data. The platform aims to help data teams eliminate bad data through monitoring, validation and cleaning of data in real time streams and batches. It was founded in 2019 and is based in Stockholm, Sweden.

      • Timeseer

        Timeseer

        Belgium
        Founding Year: 2020Total Funding: $6M
        https://www.timeseer.ai/

        Timeseer offers a time-series data reliability and observability platform that automates the overall data orchestration throughout and organization to deliver on-demand data to organizational customers.

      • Monte Carlo

        Monte Carlo

        United States
        Founding Year: 2019Total Funding: $236M
        https://www.montecarlodata.com/

        Monte Carlo is on a mission to accelerate the adoption of data by minimizing data downtime. It solves the costly problem of broken data through its fully automated, SOC-2 Type II-certified Data Observability platform. The company monitors, alerts, resolves, and prevents data quality issues, helping data teams across various industries achieve data reliability. Monte Carlo was founded in 2019 and is based in San Francisco, California.

      • Talend

        Talend

        United States
        Founding Year: 2005Total Funding: $105.5M
        https://www.talend.com/

        Talend provides integration that truly scales. From small projects to enterprise-wide implementations, Talend's highly-scalable data, application, and business process integration platform maximizes the value of an organization's information assets and optimizes return on investment through a usage-based subscription model.

      • Lightup

        Lightup

        United States
        Founding Year: 2019Total Funding: $4.75M
        https://www.lightup.ai/

        Lightup enables data-driven businesses to achieve their full potential. The platform allows businesses the ability to continuously measure the performance of their data-driven operations at fine granularity across the entire pipeline. Lightup is enabling businesses to continuously track vitals of their data-driven operations at the finest granularity, catch problems before their customers do, and fix them before they impact the business.

      • Datafold

        Datafold

        United States
        Founding Year: 2020Total Funding: $22.23M
        https://www.datafold.com/

        Datafold automates data engineering workflows such as data quality monitoring.

      • Collibra

        Collibra

        Belgium
        Founding Year: 2008Total Funding: $595.9M
        https://www.collibra.com/us/en

        Collibra is a data governance and intelligence platform that helps businesses unlock insights from disparate data sources. The company offers various products that allow both technical and business users to collaborate and combine data silos to find hidden meaning in their wealth of information.

      • Great Expectations

        Great Expectations

        United States
        Founding Year: 2017
        https://greatexpectations.io/

        Great Expectations is a tool for validating, documenting, and profiling data to maintain quality and improve communication between teams. Its features include expectations, tests are docs and docs are tests, automated data profiling, battery-included data validation, pluggable and extensible. It was founded in 2017 and is based in San Francisco, California.

      • Sifflet

        Sifflet

        France
        https://www.siffletdata.com/

        Sifflet is a cloud-native solution aimed at helping organizations make the most of their data. The company's platform handles the complex process of connecting to different data sources and adapts instantly to the data volumes, enabling every type and size of business to make data management more accessible. It was founded in 2021 and is based in Paris, France.

      • Manta

        Manta

        United States
        Founding Year: 2015Total Funding: $52M
        https://getmanta.com/

        Manta is a tool for the automatic analysis of information flows in business intelligence, enabling companies to automate data flow mapping in complex environments. The tool can optimize systems, reduce development costs, perform impact analyses, and comply with regulatory requirements such as GDPR, CCAR, or HIPAA. It caters to companies across all industries, such as healthcare, banking, and more. Manta was founded in 2015 and is based in New York, New York.

      • Bigeye

        Bigeye

        United States
        Founding Year: 2019Total Funding: $66M
        https://www.bigeye.com/

        Bigeye provides software that makes it easy for teams to see whether data is precise.

      • Unravel Data

        Unravel Data

        United States
        Founding Year: 2016Total Funding: $107.86M
        https://www.unraveldata.com/

        > Unravel Data radically transforms the way businesses understand and optimize the performance and cost of their modern data applications – and the complex data pipelines that power those applications. Providing a unified view across the entire data stack, Unravel’s market-leading data observability platform leverages AI, machine learning, and advanced analytics to provide modern data teams with the actionable recommendations they need to turn data into insights.

      • Soda

        Soda

        Belgium
        Founding Year: 2018Total Funding: $14.43M
        https://www.soda.io/

        SodaData is a data monitoring platform for data owners, data engineers and data analytics teams. It's an easy-to-use, collaborative environment that tells users about important data events in real-time, across your data infrastructure.

      • Synq

        Synq

        United Kingdom
        Founding Year: 2022Total Funding: $3.5M
        https://www.synq.io/

        Synq is a platform helping data practitioners build reliability throughout the entire development life-cycle, from planning to production.

      • Acceldata

        Acceldata

        United States
        Founding Year: 2018Total Funding: $95.56M
        https://www.acceldata.io/

        Acceldata provides a big data APM (Application performance management) solution assisting enterprises to optimize data lake operations, predicting failures, and troubleshooting. It provides insights into application performance, detects anomalies and alerts which can be used by data engineers, architects, and cluster operators. Acceldata analyzes performance bottlenecks and generates recommendations for remediation. The company was founded in 2018 and is based in San Jose, California.

      • Metaplane

        Metaplane

        United States
        Founding Year: 2020Total Funding: $8.4M
        https://www.metaplane.dev/

        Metaplane provides metadata cataloging and management solutions. The company specializes in interfaces for discovery, curation, annotation, application programming interface (API) integration, data centralization, deployments, and many more. It was founded in 2020 and is based in Boston, Massachusetts.

      • Precisely

        Precisely

        United States
        Founding Year: 1992Total Funding: $125M
        https://www.precisely.com/

        Precisely specializes in data integrity, providing accuracy and consistency in data for customers in more than 100 countries. Precisely’s data integration, data quality, location intelligence, and data enrichment products power better business decisions to create better outcomes. The company was founded in 1992 and is based in Burlington, Massachusetts.

      • Anomalo

        Anomalo

        United States
        Founding Year: 2018Total Funding: $38.95M
        https://www.anomalo.com/

        Anomalo provides data validation and documentation services for developers.

      • Databand

        Databand

        Israel
        Founding Year: 2019Total Funding: $14.83M
        https://databand.ai/

        Databand develops a software platform for agile machine learning development. The company is developing a framework that aims to offer cross-team standardization and complete visibility for project stakeholders. The company was founded in 2019 and is based in Tel Aviv, Israel. As of July 6th, 2022, Databand was acquired by IBM. The terms of the transaction were not disclosed.

    • Fully Managed

      • Keboola

        Keboola

        Czech Republic
        Founding Year: 2017Total Funding: $4.5M
        https://www.keboola.com/

        Keboola provides a cloud-based data platform that helps clients combine, enhance and publish crucial information for their internal analytics projects and data products. It offers a flow builder, data catalog, integrations, data science, development branches, and other tools. It primarily caters to eCommerce, financial services, restaurants, retail, car dealership, marketing agencies, and other companies. The company was founded in 2017 and is based in Prague 7, Czech Republic.

      • Adverity

        Adverity

        Austria
        Founding Year: 2014Total Funding: $167.7M
        https://www.adverity.com/

        Adverity offers a marketing and ETL platform that can connect and manage data sources, create data stack with data normalization, and calculate and clean up functionalities.

      • Y42

        Y42

        Germany
        Founding Year: 2020Total Funding: $33.9M
        https://www.y42.com/

        Y42 is a no-code business intelligence platform for loading, cleaning, connecting, visualizing, and sharing data. It offers a data platform that allows the user to set up a stacked platform without engineering investment from integrating data sources to automating data pipelines and dashboards. The platform caters its services to SaaS, marketing agencies, and eCommerce sectors. The company was founded in 2020 and is based in Berlin, Germany.

      • 5X

        5X

        Singapore
        Founding Year: 2020
        https://5x.co/

        5x integrates different data technology vendors to create a data platform specific to the business. The company enables other companies to answer business questions without having to worry about building data infrastructure. It was founded in 2020 and is based in Singapore, Singapore.

      • Mozart Data

        Mozart Data

        United States
        Founding Year: 2020Total Funding: $19.13M
        https://www.mozartdata.com/

        Mozart Data is a one-stop-shop for setting up and optimizing a modern data platform. If users have data spread across a variety of SaaS tools like Shopify, Salesforce, or Zendesk, Mozart collects and organizes that data, making it accessible in whichever data visualization tool they like. The company was founded in 2020 and is based in San Francisco, California.

      • Data Virtuality

        Data Virtuality

        Germany
        Total Funding: $1.22M
        https://datavirtuality.com/en/

        datavirtuality is a B2B software that integrates the variety of Big Data. It acts as an intelligent data hub - connecting any data, any system, any time.

      • Fruition Data

        Fruition Data

        https://www.fruitiondata.com/

      • Nexla

        Nexla

        United States
        Founding Year: 2016Total Funding: $15.57M
        https://www.nexla.com/

        Nexla provides a data operations platform that manages inter-company data collaboration, securely. It automates data operations so companies can derive value from their data with minimal engineering required. It allows business users to send, receive, transform, and monitor data in their preferred format via an easy-to-use web interface. The company was founded in 2016 and is based in Millbrae, California.

    • MGMT/Monitoring

      • Veeam

        Veeam

        Switzerland
        Founding Year: 2006Total Funding: $500M
        https://www.veeam.com/

        Veeam Software is an information technology company that develops backup, disaster recovery and data management software for virtual, physical and cloud-based workloads. On January 9, 2020, Veeam Software was acquired by Insight Partners at a valuation between $5000-5548.37M.

      • Wavefront

        Wavefront

        https://marketplace.cloud.vmware.com/services/details/wavefront-by-vmware-always-the-latest/?slug=true

      • Datadog

        Datadog

        United States
        Founding Year: 2010Total Funding: $147.09M
        https://www.datadoghq.com/

        Datadog (NASDAQ: DDOG) offers a monitoring and security platform for developers, information technology operations teams, and business users available in the cloud. The company collects data from servers, databases, applications, tools, and services to present a unified view of the infrastructure. These capabilities are provided on a SaaS-based monitoring and data analytics platform that enables multiple teams to work collaboratively on the infrastructure to avoid downtime, resolve performance problems and ensure that development and deployment cycles finish on time. The company was founded in 2010 and is based in New York, New York.

      • VMWare Aria

        VMWare Aria

        United States
        Founding Year: 1998Total Funding: $394.5M
        https://www.vmware.com/products/aria.html

        VMware (NYSE: VMW) is a cloud computing and virtualization technology company that enables organizations to build, run, manage and secure their apps across clouds. It serves the banking, healthcare, government, retail, telecommunications, manufacturing, and transportation industries. The company was founded in 1998 and is based in Palo Alto, California.

      • DataSet

        DataSet

        United States
        Founding Year: 2011
        https://www.dataset.com/solutions/aws-monitoring/

        DataSet operates as a cloud-based platform built for live or historical data, at a petabyte scale. It processes live data in real time and delivers log management, data analytics, data queries, insights, and more. It was founded in 2011 and is based in Mountain View, California.

      • honeycomb.io

        honeycomb.io

        United States
        Founding Year: 2016Total Funding: $96.9M
        https://www.honeycomb.io/

        Honeycomb is an infrastructure monitoring startup that has built a cloud service for monitoring various layers of software that companies depend on to run applications. Built for engineers with operational responsibilities – software, infrastructure, platform, operations, DevOps, SRE – Honeycomb provides full stack observability. The product is designed from the ground up for debugging live production software, consuming event data from any source with any data model, and making collaboration a central part of problem-solving. The company was founded in 2016 and is based in San Francisco, California.

      • Splunk

        Splunk

        United States
        Founding Year: 2005Total Funding: $40M
        https://www.splunk.com/

        Splunk (NASDAQ: SPLK) provides a software platform that enables organizations to gain operational intelligence. Its software collects and indexes data, regardless of format or source, and enables users to quickly and easily search, correlate, analyze, monitor, and report on this data. The company was founded in 2005 and is based in San Francisco, California.

      • Cisco AppDynamics

        Cisco AppDynamics

        United States
        Founding Year: 2008Total Funding: $414.5M
        https://www.appdynamics.com/

        AppDynamics is a provider of Software-as-Service (SaaS) and on-premise application performance management for modern application architectures in both the cloud and the data center. The company delivers solutions for highly distributed and agile environments, helping companies monitor, troubleshoot, diagnose, and scale production applications. AppDynamics has combined its technology platform with an "easy-to-use" approach which enables Development and Operations teams to be up and running on AppDynamics within minutes.

      • New Relic

        New Relic

        United States
        Founding Year: 2008Total Funding: $214.5M
        https://newrelic.com/

        New Relic (NYSE: NEWR) develops cloud-based software to help website and application owners track the performance of their services. The company's SaaS-based solution provides an interface for web and native mobile applications and consolidates the performance monitoring data for any chosen technology in an environment. The firm was founded in 2008 and is based in San Francisco, California.

      • Solarwinds

        Solarwinds

        United States
        Founding Year: 1999Total Funding: $207.5M
        https://www.solarwinds.com/

        SolarWinds (NYSE:SWI) is a company that develops software for businesses to help manage their networks, systems, and information technology infrastructure.

      • Cast AI

        Cast AI

        United States
        Founding Year: 2019Total Funding: $22.77M
        https://cast.ai/

        CAST AI is a SaaS company specializing in cost optimization for customers running cloud-native applications in AWS, Microsoft Azure, and Google Cloud. The company was founded in 2019 and is based in Miami, Florida.

      • Rubrik

        Rubrik

        United States
        Founding Year: 2014Total Funding: $553M
        https://www.rubrik.com/

        Rubrik makes data protection software that businesses employ to ensure that business documents can be restored if they are lost due to a technical failure or a ransomware assault. Customers can store backup copies of their documents in the cloud for convenient access with Rubrik. To ensure that ransomware assaults do not damage backup copies of organizations' data, the company's products use a method known as zero-trust data management.

      • Cribl

        Cribl

        United States
        Founding Year: 2017Total Funding: $392.41M
        https://cribl.io/

        Cribl is a company focusing on making open observability a reality for tech professionals. The Cribl product suite defies data gravity with choice and control by delivering the freedom and flexibility to make choices rather than compromises. With Cribl, companies have the power to control their data, get more out of existing investments, and shape the observability future. The Cribl product suite is used by clients across industries spanning financial services, healthcare, retail, manufacturing, and more. Cribl was founded in 2017 and is based in San Francisco, California.

      • Amazon Cloudwatch

        Amazon Cloudwatch

        United States
        Founding Year: 2006
        https://aws.amazon.com/cloudwatch/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • GrafanaLabs

        GrafanaLabs

        United States
        Founding Year: 2014Total Funding: $570.23M
        https://grafana.com/

        Grafana Labs supports projects such as Grafana, an open-source software for visualizing time series data. Grafana Labs enables users to take control of their unified monitoring and avoid vendor lock-in and the spiraling costs of closed solutions. The company was founded in 2014 and is based in New York, New York.

      • PagerDuty

        PagerDuty

        United States
        Founding Year: 2009Total Funding: $173.82M
        https://www.pagerduty.com/

        PagerDuty offers alerting and incident tracking system that helps IT operations and DevOps engineers resolve critical errors in IT systems as quickly as possible. PagerDuty's operations performance platform helps companies increase reliability. By connecting people, systems, and data in a single view, PagerDuty delivers visibility and intelligence across global operations for effective incident resolution management.

      • ScienceLogic

        ScienceLogic

        United States
        Founding Year: 2003Total Funding: $235.17M
        https://sciencelogic.com/

        ScienceLogic engages in IT Operations Management, providing IT operations with insights to resolve and predict problems. Its AIOps platform sees everything across cloud and distributed architectures, contextualizes data through relationship mapping, and acts on this insight through integration and automation. The company was founded in 2003 and is based in Reston, Virginia.

      • Chronosphere

        Chronosphere

        United States
        Founding Year: 2019Total Funding: $370.34M
        https://chronosphere.io/

        Chronosphere provides an observability platform that helps engineering organizations by taming rampant data growth and cloud-native complexity. The platform offers SaaS monitoring solutions for limited data retention and wasted engineering time debugging monitoring issues, cloud-native monitoring, and more solutions. The company was founded in 2019 and is based in Issaquah, Washington.

      • Dynatrace

        Dynatrace

        United States
        Founding Year: 2005Total Funding: $21.9M
        https://www.dynatrace.com/

        Dynatrace specializes in digital performance management, and is an AI-powered, full stack and completely automated solution that provides answers based on deep insight into every user, every transaction, across every application.

      • Moogsoft

        Moogsoft

        United States
        Founding Year: 2011Total Funding: $92.93M
        https://www.moogsoft.com/

        Moogsoft develops AIOps technology that helps enterprise IT Ops and DevOps teams become faster, smarter and more effective. Moogsoft AIOps' real-time machine learning algorithms help teams remediate issues that impact their customers' experience by reducing operational noise (alert fatigue) across the production stack, proactively detecting Incidents and correlating events across the monitoring ecosystem, streamlining collaboration and workflow across teams and toolsets, and codifying knowledge to make operators smarter when encountering future incidents. The company was founded in 2011 and is based in San Francisco, California.

    • Privacy & Security

      • SkyFlow

        SkyFlow

        United States
        Founding Year: 2019Total Funding: $70M
        https://www.skyflow.com/

        Skyflow develops a secure platform for API usage.

      • Cape Privacy

        Cape Privacy

        United States
        Founding Year: 2018Total Funding: $25.06M
        https://capeprivacy.com/

        Cape Privacy provides enterprise companies with a SaaS collaboration platform on top of advanced privacy and security technology to maximize the value of their data. It allows businesses to collaborate internally (e.g. risk, legal, compliance divisions in a bank) or with third-party vendors (e.g. an agency or outside law firm) and across organizations (even competitors such as major pharmaceutical firms) by enhancing the privacy of data.

      • Privacera

        Privacera

        United States
        Founding Year: 2016Total Funding: $63.54M
        https://privacera.com/

        Privacera is focused on helping enterprises discover, manage, and monitor sensitive data within their systems.

      • Privacy Dynamics

        Privacy Dynamics

        United States
        Founding Year: 2018Total Funding: $9.57M
        https://www.privacydynamics.io/

        Privacy Dynamics develops no-code data privacy tools built for analytics engineers. After removing or masking direct identifiers, records are analyzed and labeled. Identifiable records are treated, while unidentifiable records are left alone. The result is highly accurate, privacy-safe data. The platform has use cases in areas such as dev and test data, analytics, and healthcare. The company was founded in 2018 and is based in Seattle, Washington.

      • Ketch

        Ketch

        United States
        Total Funding: $43M
        https://www.ketch.com/

        Ketch helps organizations satisfy their data privacy and governance through a data control platform.

      • Privitar

        Privitar

        United Kingdom
        Founding Year: 2014Total Funding: $148M
        https://www.privitar.com/

        Privitar provides data-privacy management solutions to companies and public sector organizations to protect sensitive data and enable ethical data analysis. It accelerates and automates the provision of privacy-preserving data. The company serves the financial services, healthcare, insurance, and retail industries. Privitar was founded in 2014 and is based in London, U.K.

      • In Country

        In Country

        United States
        Founding Year: 2019Total Funding: $40M
        https://incountry.com/

        InCountry develops a product to help companies comply with laws on how user profile and registration information should be stored and maintained. Through the service, data is housed in private data centers or with public cloud operators that operate within the country of origin, therefore ensuring compliance with data residency laws. The company also provides software development kits in a range of popular programming languages, so that companies can easily access their customer data to build new apps and services.

      • Cyral

        Cyral

        United States
        Founding Year: 2018Total Funding: $41.1M
        https://cyral.com/

        Cyral's security product acts as a security layer on top of cloud data repositories — whether databases, data lakes, data warehouse or other data repository — helping identify issues like faulty configurations or anomalous activity.

      • TripleBlind

        TripleBlind

        United States
        Founding Year: 2019Total Funding: $32.2M
        https://tripleblind.com/

        TripleBlind offers digital privacy as a service with a suite of tools that enables companies to safely provide and consume extremely sensitive data and algorithms in encrypted space.

      • Duality Technologies

        Duality Technologies

        United States
        Founding Year: 2016Total Funding: $50.05M
        https://dualitytech.com/

        Duality Technologies is a homomorphic encryption company that develops privacy-enhancing technologies leveraging data sets, including training and tuning artificial intelligence and machine learning models, performing secure queries and statistical analysis. It offers solutions for financial services, healthcare, insurance, and government industries. The company was founded in 2016 and is based in Hoboken, New Jersey.

      • Very Good Security

        Very Good Security

        United States
        Founding Year: 2016Total Funding: $104.9M
        https://www.verygoodsecurity.com/

        Very Good Security offers a modern approach to data security and compliance, enabling companies to use sensitive data without the liability or costs of data custodianship. VGS' purpose-built infrastructure lets companies retain full use of sensitive data without ever needing to see or hold the data themselves. Companies can thus rapidly adopt a comprehensive security and privacy posture, making it easy to inherit and maintain compliance certifications like PCI-DSS, SOC-2, GDPR, CCPA, HIPAA and more.

      • Enveil

        Enveil

        United States
        Founding Year: 2016Total Funding: $40M
        https://www.enveil.com/

        Enveil is a data security company that protects data in use. The company's business-enabling and privacy-preserving capabilities for secure data search, sharing, and collaboration protect data while it's being used or processed. Powered by homomorphic encryption, Enveil’s ZeroReveal solutions allow organizations to securely derive insights, cross-match, and search third-party data assets without ever revealing the contents of the search itself or compromising the security or ownership of the underlying data. The company serves the financial services, healthcare, data monetization, audit & compliance, cloud security, and federal industry clients. The company was founded in 2016 and is based in Fulton, Maryland.

      • PrivateAI

        PrivateAI

        Canada
        Founding Year: 2017Total Funding: $10.79M
        https://www.private-ai.com/

        Private AI develops privacy-preserving machine learning and natural language processing tools. It offers services such as ASR (Automated Speech Recognition) transcripts, machine learning, data discovery, compliance, secure storage, and named entity recognition. The company was founded in 2017 and is based in Toronto, Ontario.

      • Transcend

        Transcend

        United States
        Founding Year: 2017Total Funding: $28.95M
        https://transcend.io/

        Transcend develops an end-to-end solution for handling requests to access, erase, update, and transfer personal data. It seeks to give users more control over their data by making it easier for them to see how apps are using their personal data and downloading it.

      • Opaque Systems

        Opaque Systems

        United States
        Founding Year: 2021Total Funding: $31.5M
        https://opaque.co/

        Opaque provides a cloud-based service for secure analytics and machine learning on encrypted data, enabling data teams to extract value from and collaborate over data silos without exposing the data to anyone. Opaque was founded in 2021 and is based in San Francisco, California.

      • OneTrust

        OneTrust

        United States
        Founding Year: 2016Total Funding: $943.65M
        https://www.onetrust.com/

        OneTrust operates as a software platform for privacy professionals. The platform operationalizes data privacy compliance and Privacy by Design. The web-based console helps automate privacy impact assessments and data mapping, identify privacy risks, and enforce risk management and control activities in an integrated and agile approach. The result is the ability to demonstrate accountability and compliance with EU's data protection requirements globally across privacy jurisdictions and frameworks. The company serves customers across a range of industries. The company was founded in 2016 and is based in Atlanta, Georgia.

    • Compute

      • Coiled

        Coiled

        United States
        Founding Year: 2020Total Funding: $26M
        https://www.coiled.io/

        Coiled products ensure that data infrastructure scales at maximum speed, minimum cost, and with the Python tools data scientists already use. Coiled makes it easy for teams and organizations to collaborate and ensures reproducibility with data of any size and simplifies working in the cloud.

      • Equinix

        Equinix

        United States
        Founding Year: 1998Total Funding: $195.79M
        https://www.equinix.com/

        Equinix (NASDAQ: EQIX) connects businesses with partners and customers through a global platform of high performance data centers, containing dynamic ecosystems and the broadest choice of networks. Enterprises, cloud, digital content, and financial companies connect to network service providers and rely on Platform Equinix to grow their business, improve application performance and protect their vital digital assets. The company operates in the Americas, EMEA and Asia-Pacific and continually invests in expanding its platform to power customer growth.

      • Amazon EKS

        Amazon EKS

        United States
        Founding Year: 2006
        https://aws.amazon.com/eks/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • D2IQ

        D2IQ

        United States
        Founding Year: 2013Total Funding: $245M
        https://d2iq.com/

        D2iQ, formerly Mesosphere, is a provider of enterprise-grade cloud platforms that enable organizations to embrace open source and cloud native innovations while delivering smarter Day 2 operations. D2iQ empowers organizations to better navigate and accelerate cloud-native journeys with enterprise-grade technologies, training, professional services, and support.

      • AWS Lambda

        AWS Lambda

        United States
        Founding Year: 2006
        https://aws.amazon.com/lambda/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Nvidia Bright Cluster

        Nvidia Bright Cluster

        United States
        Founding Year: 1993Total Funding: $12.6M
        https://www.nvidia.com/en-us/data-center/bright-cluster-manager/

        NVIDIA (NASDAQ: NVDA) is an advanced graphics processing company, with a product family that allows multimedia experiences for the entire desktop computer market from workstations to internet-enabled appliances.

      • Microsoft Azure

        Microsoft Azure

        United States
        Founding Year: 1975
        https://azure.microsoft.com/en-us

        Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.

      • Google Cloud Functions

        Google Cloud Functions

        United States
        Founding Year: 2008
        https://cloud.google.com/functions

        Google Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.

      • Amazon ECS

        Amazon ECS

        United States
        Founding Year: 2006
        https://aws.amazon.com/ecs/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Nuclio

        Nuclio

        Israel
        Founding Year: 2017
        https://nuclio.io/

        Nuclio operates an open-source and managed server less platform for automated data science. It offers a high-performance server less platform focused on data, input/output (I/O), and computed workloads. It was founded in 2017 and is based in Herzliya, Israel.

      • Microsoft Azure CycleCloud

        Microsoft Azure CycleCloud

        https://learn.microsoft.com/en-us/azure/cyclecloud/overview?view=cyclecloud-8

      • Modal

        Modal

        United States
        Founding Year: 2021
        https://modal.com/

        Modal is a platform that provides a solution for cloud-based encryption. The platform enables users to write and run code in the cloud and launch custom containers. The platform enables users to either define a container environment in the code or leverage the pre-built backend. Its features include monitoring, distributed queues, live logs, and more. It was founded in 2021 and is based in New York, New York.

      • HPE

        HPE

        United States
        Founding Year: 2015
        https://www.hpe.com/us/en/home.html

        Hewlett Packard Enterprise (NYSE: HPE) provides information technology solutions. The Company offers enterprise security, information technology infrastructure, analytics and data management, applications development and testing, data center care, cloud consulting, and business process services. Hewlett Packard Enterprise serves customers worldwide.

      • Anyscale

        Anyscale

        United States
        Founding Year: 2019Total Funding: $259.6M
        https://www.anyscale.com/

        Anyscale is the developer of Ray Open Source, a unified compute framework for scalable computing. Ray Open Source is an open-source, unified, distributed framework to easily scale AI and Python applications. It enables developers to effortlessly scale any workload or application from a laptop to the cloud without the cost or expertise required to build complex infrastructure. Anyscale is a fully-managed, enterprise-ready unified compute platform that makes it easy to build, deploy, and manage scalable AI and Python applications using Ray, which allows organizations to bring AI products to market faster at significantly lower costs. The company was formerly known as Indigostack. Anyscale was founded in 2019 and is based in San Francisco, California.

      • Penguin Solutions

        Penguin Solutions

        https://www.penguinsolutions.com/

  • Analytics

    • BI Platforms

      • Omni

        Omni

        United States
        Founding Year: 2022Total Funding: $26.9M
        https://www.exploreomni.com/

        Omni operates a BI and data platform that turns SQL into intelligence. Its platform builds a sandbox data model as users query and allows them to promote metrics to an authoritative, shared model that can be used by the entire organization. The company was founded in 2022 and is based in San Francisco, California.

      • Oracle Analytics

        Oracle Analytics

        United States
        Founding Year: 1977
        https://www.oracle.com/business-analytics/

        Oracle (NYSE: ORCL) is an enterprise software company that aims to offer a complete, open, and integrated IT stack of cloud applications, platform services, and engineered systems to help clients manage business information and streamline business processes. The company was founded in 1977 and is based in Redwood City, California.

      • Metabase

        Metabase

        United States
        Founding Year: 2014Total Funding: $38M
        https://www.metabase.com/

        Metabase is an open-source analytics and business intelligence application that can connect to the most commonly used databases. It lets anyone in a company quickly ask questions, and create dashboards or nightly emails without knowing SQL. Metabase was founded in 2014 and is based in San Francisco, California.

      • Amazon QuickSight

        Amazon QuickSight

        United States
        Founding Year: 2006
        https://aws.amazon.com/quicksight/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Domo

        Domo

        United States
        Founding Year: 2010Total Funding: $698.16M
        https://www.domo.com/

        Domo is a fully mobile, cloud-based operating system that unifies every component of a business and delivers it all on the user's phone. The company was founded in 2010 and is based in American Fork, Utah.

      • Sas Business Intelligence

        Sas Business Intelligence

        United States
        Founding Year: 1976
        https://www.sas.com/en_us/solutions/business-intelligence.html

        SAS provides software and solutions for business analytics, data management, and AI, used to gather, manage, and analyze corporate information. It offers business analytics SaaS for a range of industries that include agriculture, banking, education, healthcare, insurance, life sciences, manufacturing, retail and consumer goods, public sector, sports, telecommunications and utility industries. The company was founded in 1976 and is based in Cary, North Carolina.

      • Grow

        Grow

        United States
        Founding Year: 2014Total Funding: $30.5M
        https://www.grow.com

        Grow aims to make it easy and affordable to visualize and share business performance in real-time by uniting data from hundreds of sources, including spreadsheets, databases, and SaaS applications. On March 1st, 2022, Grow was acquired by Epicor. Terms of the transaction were not disclosed.

      • Atscale

        Atscale

        United States
        Founding Year: 2013Total Funding: $95.7M
        https://www.atscale.com/

        AtScale provides enterprises with a universal semantic platform for Business Intelligence on Big Data, allowing business users at corporations across financial services, healthcare, telecommunications, retail, and online industries to get interactive and multi-dimensional analysis capabilities, directly on Hadoop and cloud-based big data platforms.

      • Microstrategy

        Microstrategy

        United States
        Founding Year: 1989
        https://www.microstrategy.com/en

        MicroStrategy (Nasdaq: MSTR) is an independent business intelligence company with an enterprise analytics platform. It provides modern analytics on an open, comprehensive enterprise platform used by global brands in the Fortune Global 500. Optimized for cloud and on-premises deployments, the platform features HyperIntelligence®, a technology that overlays actionable enterprise data on popular business applications to help users make smarter and faster decisions. The company was founded in 1989 and is based in Vienna, Virginia.

      • Tibco Spotfire

        Tibco Spotfire

        United States
        Founding Year: 1997Total Funding: $27.03M
        https://www.tibco.com/products/tibco-spotfire

        TIBCO Software focuses on infrastructure and business intelligence software. It offers products such as TIBCO Cloud integration, TIBCO Cloud API management, TIBCO BusinessWorks, TIBCO BusinessConnect and more. The company caters to banking, credit union, energy, government, healthcare, insurance and more. TIBCO Software was founded in 1997 and is based in Palo Alto, California.

      • Qlik

        Qlik

        United States
        Founding Year: 1993Total Funding: $12.5M
        https://www.qlik.com/us/

        Qlik specializes in data discovery and user-driven business intelligence, delivering solutions ranging from reporting and self-service visual analysis to guided, embedded, and custom analytics, regardless of where data is located.

      • Salesforce Einstein Analytics

        Salesforce Einstein Analytics

        United States
        Founding Year: 1999Total Funding: $98.86M
        https://www.salesforce.com/form/sem/sales-cloud/sales-einstein-demo/

        Salesforce (NYSE: CRM) is an enterprise cloud computing provider. The company supplies a customer relationship management service to businesses worldwide providing a technology platform for customers and developers to build and run business applications. Its clients use salesforce.com to manage their customer, sales, and operational data. Sales Cloud, Service Cloud, Marketing Cloud, Community Cloud, Salesforce Analytics, and App Cloud are the product developed by the platform. It primarily focuses on automotive, communication, healthcare, education, financial services, non-profit, media, and other industries. The company was founded in 1999 and is based in San Francisco, California.

      • ThoughtSpot

        ThoughtSpot

        United States
        Founding Year: 2012Total Funding: $673.7M
        https://www.thoughtspot.com/

        ThoughtSpot is a modern analytics cloud company that creates a fact-driven world with an easy-to-use analytics platform. Through its platform, users can leverage natural language search and AI to find data insights on Live Analytics. Companies can put modern data stacks in the hands of employees, extend the value of data to partners and customers, and automate entire business processes. With ThoughtSpot’s developer-friendly platform, ThoughtSpot Everywhere, customers can bring the Modern Analytics Cloud to their products and services. The company was founded in 2012 and is based in Mountain View, California.

      • Sisense

        Sisense

        United States
        Founding Year: 2004Total Funding: $278M
        https://www.sisense.com/

        Sisense goes beyond traditional business intelligence by providing organizations with the ability to infuse analytics everywhere, embedded in both customer and employee applications and workflows. Sisense customers are breaking through the barriers of analytics adoption by going beyond the dashboard with Sisense Fusion - the highly customizable, AI-driven analytics cloud platform, that infuses intelligence at the right place and the right time, every time.

      • Lightdash

        Lightdash

        United States
        Founding Year: 2020Total Funding: $8.53M
        https://www.lightdash.com/

        Lightdash provides an open-sourced business intelligence (BI) platform for analysts to write metrics. It enables self-serve for the entire business and offers a developer-friendly BI platform with popular data insights warehouse integrations. The company was founded in 2020 and is based in San Francisco, California.

      • InforBirst

        InforBirst

        United States
        Founding Year: 2002Total Funding: $4133M
        https://www.infor.com/solutions/advanced-analytics/business-intelligence/birst

        Infor Global Solutions provides business applications to mid-sized companies. The company offers numerous products for human capital management, enterprise resource planning, and customer relationship management. The company offers, Infor ERP, solutions that deliver functionality and usability specifically for the manufacturing and distribution industries. On February 4th, 2020, Infor was acquired by Koch Equity Development at a valuation of $11 billion.

      • Looker

        Looker

        United States
        Founding Year: 2012Total Funding: $280.5M
        https://www.looker.com/

        Looker provides a SaaS unified platform for data that delivers business insights to every employee at the point of decision. It delivers applications through its platform, including Business Intelligence, business-specific solutions such as Digital Marketing Analytics and Web Event Analytics, and a flexible, embedded analytics framework. The solution also integrates data into the daily workflows of users to allow organizations to extract value from data at web scale. The company was founded in 2012 and is based in Santa Cruz, California.

      • Popsql

        Popsql

        United States
        Founding Year: 2017Total Funding: $18.55M
        https://popsql.com/

        PopSQL provides collaborative SQL query editing. PopSQL allows users to store SQL queries they run regularly, grouping them into folders that can be kept private or shared amongst their team.

      • Kyvos

        Kyvos

        United States
        Founding Year: 2015
        https://www.kyvosinsights.com/

        Kyvos is a BI acceleration platform that delivers instant insights on trillions of rows of data, both on the cloud and on-premise data lakes. Using its patented OLAP technology, Kyvos builds a high-performing semantic layer on modern data platforms that enables your existing BI tools to access extremely large datasets with interactive response times and no data movement. This capability allows users across the enterprise to conduct self-service, interactive analysis on data at a massive scale using any BI tool they like.

      • GoodData

        GoodData

        United States
        Founding Year: 2007Total Funding: $167.8M
        https://www.gooddata.com/

        GoodData is a provider of end-to-end cloud analytics that allows users to combine, analyze, and visualize data to quickly answer business-critical questions. GoodData's mission is to help companies become all data enterprises: companies that gain a competitive advantage by leveraging all data available to them through advanced analytics. The GoodData Open Analytics Platform helps companies manage and analyze that data in one seamless, interactive environment. The company was founded in 2007 and is based in San Francisco, California.

      • SAP Business Intelligence Suite

        SAP Business Intelligence Suite

        Germany
        Founding Year: 1972
        https://www.sap.com/products/technology-platform/bi-platform.html

        SAP (FWB: SAP) (NYSE: SAP) is a multinational software corporation that makes enterprise software to manage business operations and customer relations.

      • IBM Cognos Analytics

        IBM Cognos Analytics

        United States
        Founding Year: 1911
        https://www.ibm.com/products/cognos-analytics

        IBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.

    • Analytics - Visualization

      • Astrato

        Astrato

        https://astrato.io/

      • Microsoft Power BI

        Microsoft Power BI

        https://powerbi.microsoft.com/en-us/

      • Rill

        Rill

        United States
        Founding Year: 2020Total Funding: $12M
        https://www.rilldata.com/

        Rill Data develops a fully managed cloud service platform that provides data analytics. The product consists of a database designed to process key data from the underlying data source more quickly. It was founded in 2020 and is based in San Francisco, California.

      • Google Data Studio

        Google Data Studio

        https://datastudio.withgoogle.com/

      • Plotly

        Plotly

        Canada
        https://plotly.com/

        Plotly is a technical computing company that develops online data analytics and visualization tools. It is based in Montreal, Quebec.

      • Toucan Toco

        Toucan Toco

        France
        Founding Year: 2014Total Funding: $14.78M
        https://www.toucantoco.com/en/

        Toucan Toco provides a data storytelling platform that allows organizations to provide insights to non-technical business users.

      • Observable

        Observable

        United States
        Founding Year: 2017Total Funding: $46.1M
        https://observablehq.com/

        Observable empowers everyone to create, collaborate, and learn with data. People can discover insights faster and collaborate seamlessly with interactive Observable notebooks built for data analysis, visualization, and exploration. It is based in San Francisco, California.

      • SAP Lumira

        SAP Lumira

        Germany
        Founding Year: 1972
        https://www.sap.com/products/technology-platform/lumira.html

        SAP (FWB: SAP) (NYSE: SAP) is a multinational software corporation that makes enterprise software to manage business operations and customer relations.

      • Streamlit

        Streamlit

        United States
        Founding Year: 2018Total Funding: $62M
        https://streamlit.io/

        Streamlit is an app framework specifically for machine learning and data science teams. Streamlit aims to turn data scripts into shareable web apps in pure Python. On March 2nd, 2022, Streamlit was acquired by Snowflake at a valuation of $800M.

      • Grid

        Grid

        Iceland
        Founding Year: 2018Total Funding: $17.12M
        https://grid.is/

        Grid allows Excel users to turn spreadsheets into modern web applications without learning any new skills.

      • Tableau

        Tableau

        United States
        Founding Year: 2003Total Funding: $15M
        https://www.tableau.com/

        Tableau Software is a provider of visual analysis and reporting solutions. Its flagship product is used by managers, business intelligence professionals, business analysts, strategic consultants, financial professionals, market researchers, scientists and engineers in nearly every industry. The company was founded in 2003 and is based in Seattle, Washington.

      • Preset

        Preset

        United States
        Founding Year: 2019Total Funding: $48.4M
        https://preset.io/

        Preset offers an open analytics data platform built on Apache Superset. The company's digital platform aims to help users to explore and analyze their data. The company was founded in 2019 and is based in San Mateo, California.

      • Infogram

        Infogram

        United States
        https://infogram.com/

        Infogram is a data visualization platform solution company. The company offers infographics, data visualization, graphs, charts, data storytelling, maps, reports, presentation, data storytelling, and visual communication. It is based in San Francisco, California.

      • Datawrapper

        Datawrapper

        Germany
        Founding Year: 2011
        https://www.datawrapper.de/

        Datawrapper helps to create interactive charts, maps, and bars for data visualization. Some of its responsive and customizable graphics include heat maps, choropleth maps, symbol maps, split bars, pie charts, locator maps, and more. It also automates chart creation using application programming interface (API) integrations. The company serves media companies, government organizations, and financial institutions to replace static reports with interactive ones. It was founded in 2011 and is based in Berlin, Germany.

      • Cumul.io

        Cumul.io

        Belgium
        Founding Year: 2015Total Funding: $15.58M
        https://www.cumul.io/

        Cumul.io provides a data platform to connect and combine data from any source, and analyze it into dashboards. It offers a low-code platform for data analysis with integration into other SaaS platforms or applications. The company was founded in 2015 and is based in Leuven, Belgium.

    • Data Analyst Platforms

      • Datameer

        Datameer

        United States
        Founding Year: 2009Total Funding: $139.79M
        https://www.datameer.com/

        Datameer offers an agile analytics lifecycle platform that enables enterprises to unlock the value of all their data. Without any code, teams can rapidly integrate, transform, discover, and operationalize datasets to their projects. Datameer breaks down data siloes, gets companies ahead of their data demands, and empowers everyone to discover insights.

      • Seek AI

        Seek AI

        United States
        Founding Year: 2021
        https://www.seek.ai/

        Seek AI provides a data analytics platform intended to offer solutions for data bottleneck problems in organizations. Its platform uses artificial intelligence to reduce human error and inefficiencies in the organization's data team, enabling organizations to deliver projects in less time and at a reduced cost. The company was founded in 2021 and is based in New York, New York.

      • Glean

        Glean

        United States
        Founding Year: 2019Total Funding: $7M
        https://glean.io/

        Glean is a platform for data exploration. The company helps democratize data inside organizations.

      • Incorta

        Incorta

        United States
        Founding Year: 2013Total Funding: $193.03M
        https://www.incorta.com/

        Incorta is a cloud-based analytical warehouse solution engineered to quickly and easily analyze massive volumes of data from multiple sources. Users can securely access any amount of the latest and most relevant data from one source of truth, ensuring that all users are accessing, analyzing, and collaborating around consistent information.

      • Microsoft

        Microsoft

        United States
        Founding Year: 1975
        https://www.microsoft.com/

        Microsoft (NASDAQ: MSFT) provides, develops, and licenses consumer and enterprise software. The company develops, manufactures, and sells computer software, consumer electronics, and personal computers and services. It is known for its Windows operating systems, Office productivity suite, cloud-based Azure platforms, and many more. The company was founded in 1975 and is based in Redmond, Washington.

      • Airtable

        Airtable

        United States
        Founding Year: 2013Total Funding: $1352.6M
        https://www.airtable.com/

        Airtable enables teams to create apps on top of shared data to power workflows. Users can bring their data together using integrations, extensible APIs, custom scripting and more. The company provides solutions to organizational departments within Marketing, Product Operations, Human Resources, Sales, Operations, Content Operations, FInance and more. It was founded in 2013 and is based in San Francisco, California.

      • Deephaven

        Deephaven

        United States
        Founding Year: 2015
        https://deephaven.io/

        Deephaven is a complete data system that empowers users to quickly build analyses, models, algorithms, reports and dashboards. Engineered for massive data sets, Deephaven is a powerful and expressive programming language seamlessly integrated with a high performance database and an intuitive user interface. Designed for programmers and non-programmers alike, Deephaven uses concise and clear syntax to enable a wide variety of complex analyses. Deephaven was founded in 2015 and is based in New York, New York.

      • Cube

        Cube

        United States
        Founding Year: 2019Total Funding: $21.7M
        https://cube.dev/

        Cube Dev is a developer framework for building analytics applications. It provides a complete backend API platform over the raw data while giving full customization and flexibility on the frontend.

      • iGenius

        iGenius

        Italy
        Founding Year: 2016Total Funding: $34.08M
        https://www.igenius.ai/

        iGenius has created an Augmented Intelligence that enables businesses to talk with client's data. Its product, Crystal, introduces a consumerized no-code user experience for decision intelligence. The ability to “talk with data” via a virtual advisor and receive data-driven responses makes technology as complex as AI accessible to anyone. The company was founded in 2016 and is based in Milan, Italy.

      • Ascend.io

        Ascend.io

        United States
        Founding Year: 2015Total Funding: $50M
        https://www.ascend.io/

        Ascend.io has developed a platform that introduces new cognitive models for working with big data pipelines that refocusses efforts on what matters most to businesses. The company was founded in 2015 and is based in Palo Alto, California.

      • Pyramid Analytics

        Pyramid Analytics

        Netherlands
        Founding Year: 2009Total Funding: $186.5M
        https://www.pyramidanalytics.com/

        Pyramid Analytics aims to deliver a BI platform that provides business users with the tools needed to gain insights about their business in a way that is natural and does not require any particular technical skills while allowing a depth of analysis comparable to the best applications available. The company was founded in 2009 and is based in Amsterdam, Netherlands.

      • Tellius

        Tellius

        United States
        Founding Year: 2015Total Funding: $31.75M
        https://www.tellius.com/

        Tellius provides typical BI features such as dashboards and data preparation with AI-powered capabilities. Its Genius Insights Engine analyzes data automatically to reveal hidden insights and eliminate the guesswork from the analysis. The company was founded in 2015 and is based in Reston, Virginia.

      • Zing Data

        Zing Data

        United States
        Founding Year: 2021Total Funding: $2.4M
        https://getzingdata.com/

        Zing Data operates a platform that connects to a variety of popular data sources including Snowflake, Trino, Google BigQuery, and Google Sheets, as well as databases like Postgres and MySQL. Once connected, users can choose a specific dataset, choose some fields to display, then manipulate the data as they wish, changing different aspects to see different views, while sharing the chart with others. It was founded in 2021 and is based in San Francisco, California.

      • Canvas

        Canvas

        United States
        Founding Year: 2020
        https://canvasapp.com/

        Canvas is a collaborative data exploration tool that helps business teams make decisions without SQL. It automates reporting and shares insights using spreadsheet abilities. It was founded in 2020 and is based in San Francisco, California.

      • Trace

        Trace

        https://www.hellotrace.io/

      • Mode

        Mode

        United States
        Founding Year: 2013Total Funding: $82.55M
        https://mode.com/

        Mode makes data analysts more productive by enabling them to easily share and discover each other's work. Mode works with languages analysts are already familiar with - SQL, R, and Python - and records their work from end to end to provide a complete, shareable, auditable picture of any type of analysis.

      • Preql

        Preql

        United States
        Founding Year: 2021Total Funding: $7M
        https://www.preql.com/

        Preql offers a no-code data transformation platform that enables business users to access analysis-ready data without having to learn SQL or rely on a data team. The company was founded in 2021 and is based in Brooklyn, New York.

      • Anodot

        Anodot

        Israel
        Founding Year: 2014Total Funding: $62.5M
        https://www.anodot.com/

        Anodot applies AI to deliver autonomous analytics in real-time, across all data types, at enterprise scale. Unlike the manual limitations of traditional Business Intelligence, the company provides analysts mastery over their business with a self-service AI platform that runs continuously to eliminate blind spots, alert incidents, and investigate root causes.

      • Narrator

        Narrator

        United States
        Founding Year: 2017Total Funding: $7.65M
        https://www.narratordata.com/

        Narrator is a data intelligence company that equips decision makers with personalized insights.

      • Lido

        Lido

        United States
        Founding Year: 2018
        https://www.lido.app/

        Lido is a provider of a no-code data integration platform. The platform enables enterprises to integrate all enterprise data, such as custom databases, customer service, market research, social media, web analytics, e-commerce and sales, and more, into one platform. It was founded in 2018 and is based in New York City, New York.

      • Sisu Data

        Sisu Data

        United States
        Founding Year: 2018Total Funding: $128.7M
        https://sisudata.com/

        Sisu Data is building software that aims to help people make decisions with data.

      • Equals

        Equals

        United States
        Founding Year: 2021Total Funding: $22.6M
        https://equals.app/

        Equals provides a spreadsheet with built-in connections to any database, versioning, and collaboration. It enables users to build any analysis with data directly from their database, whether or not they know SQL. Equals was founded in 2021 and is based in San Francisco, California.

      • Alteryx

        Alteryx

        United States
        Founding Year: 2010Total Funding: $163M
        https://www.alteryx.com/

        Alteryx (NYSE: AYX) serves the self-service data analytics movement with a platform that can discover, prep, and analyze data, then deploy and share analytics at scale for deeper insights. The company was founded in 2010 and is based in Irvine, California.

      • Weld

        Weld

        Denmark
        Founding Year: 2021Total Funding: $4.6M
        https://weld.app/

        Weld is the all-in-one data solution for modern teams. Weld platform allows companies to build powerful data models and metrics, enabling greater insights and expedited decision-making capabilities, as well as streamlining data workflows.

      • Pecan

        Pecan

        Israel
        Founding Year: 2016Total Funding: $116M
        https://www.pecan.ai/

        Pecan AI is a deep learning platform that automatically generates business intelligence predictions for companies and organizations.

      • Workstream

        Workstream

        United States
        Founding Year: 2020Total Funding: $7M
        https://www.workstream.io/

        Workstream is a hub for analytical work where a team can organize their data products, get insights into their impact, and more easily collaborate with stakeholders. The company unifies the workflow of complex, analytical projects. As a collaboration solution purpose-built for analysts, Workstream natively integrates with existing analytical tools. Through its solution, teams can consolidate their workflow into a single experience, allowing them to streamline collaboration, better orchestrate their projects, and power better business results. Workstream's platform is used by the data teams of various organizations. Workstream was founded in 2020 and is based in New York, New York.

      • Guavus

        Guavus

        United States
        Founding Year: 2006Total Funding: $137.01M
        https://www.guavus.com/

        Guavus is a big data analytics company ushering in a new class of analytically powered applications for communications service providers and enterprise customers. The company offers an operational intelligence platform integrated with a suite of decisioning applications for network planning and operations, marketing, security and customer care. The world's most data-intensive companies trust Guavus to help them take strategic advantage of their data assets to grow revenue, improve operating efficiencies and delight customers in new ways. It analyzes more than 50% of all US mobile data traffic and processes more than 2.5 petabytes of data per day.

    • Customer Data Platforms

      • ActionIQ

        ActionIQ

        United States
        Founding Year: 2014Total Funding: $145M
        https://www.actioniq.com/

        ActionIQ is an enterprise customer data platform that aims to solve the problems marketers face including the flow and scale of data, analytics, and campaigns.

      • Adobe Real-Time CDP

        Adobe Real-Time CDP

        https://business.adobe.com/products/real-time-customer-data-platform/RTCDP

      • Salesforce CDP

        Salesforce CDP

        United States
        Founding Year: 1999Total Funding: $98.86M
        https://www.salesforce.com/products/marketing-cloud/customer-data-platform/

        Salesforce (NYSE: CRM) is an enterprise cloud computing provider. The company supplies a customer relationship management service to businesses worldwide providing a technology platform for customers and developers to build and run business applications. Its clients use salesforce.com to manage their customer, sales, and operational data. Sales Cloud, Service Cloud, Marketing Cloud, Community Cloud, Salesforce Analytics, and App Cloud are the product developed by the platform. It primarily focuses on automotive, communication, healthcare, education, financial services, non-profit, media, and other industries. The company was founded in 1999 and is based in San Francisco, California.

      • Treasure Data

        Treasure Data

        United States
        Founding Year: 2011Total Funding: $286.5M
        https://www.treasuredata.com/

        Treasure Data is a cloud-based enterprise customer data platform (CDP) that lets non-specialists get value out of data without a big IT overhead. The company provides the ability to aggregate and translate massive volumes of scattered and siloed data.

      • mparticle

        mparticle

        United States
        Founding Year: 2012Total Funding: $271.36M
        https://www.mparticle.com/

        mParticle puts app owners in full control of their data assets while helping to solve many of the complications that go along with running a mobile business. mParticle not only solves the core challenges of truly creating personalization in mobile but also gives app owners better marketing insights, autonomy from IT cycles, accelerates the launch of new partners/campaigns, and significantly improves app performance & stability. Through a unique approach to mobile data management, mParticle empowers clients to collect, organize and synchronize data, from mobile web and apps. The company was founded in 2012 and is based in New York, New York.

      • Optimove

        Optimove

        Israel
        Founding Year: 2012Total Funding: $95M
        https://www.optimove.com/

        Optimove develops CRM software primarily for business-to-consumer brands. The company’s platform aims to use AI to discover customer segments and orchestrate CRM journeys, facilitating the management of marketing communications with up to hundreds of segments. Marketers use Optimove to manage and automate their entire cross-channel customer marketing plan. By automatically personalizing, executing, and evaluating a complete system of customer-data-driven campaigns, the software enables marketers to maximize revenues and customer lifetime value. The company was founded in 2012 and is based in Tel Aviv, Israel.

      • Simon Data

        Simon Data

        United States
        Founding Year: 2014Total Funding: $56.96M
        https://www.simondata.com/

        Simon Data is a platform that uses data to improve a company's marketing strategy. Simon Data unifies disparate data sources, connects data to a company's marketing channels, and runs rigorous tests and tracks results to improve the user's marketing campaign.

      • Lytics

        Lytics

        United States
        Founding Year: 2012Total Funding: $58.42M
        https://www.lytics.com/

        Lytics provides adaptive digital marketing and offers a marketing activation platform that integrates all touch points and surfaces behaviors of customers and prospects to recommend how to best target audiences across Web, mobile, email, and social channels. Through machine learning, its cloud-based software predicts SmartAudience segments and suggests opportunities to marketers to adapt their tactics in real-time.

      • Insider

        Insider

        Turkey
        Founding Year: 2012Total Funding: $166.2M
        https://useinsider.com/

        Insider is a multi-channel digital experience platform for marketers. Accessible from a unified data engine, Insider enables marketers to leverage personalization, predictive segmentation, and real-time technologies to boost loyalty and digital growth.

      • Twilio Segment

        Twilio Segment

        United States
        Founding Year: 2011Total Funding: $281.72M
        https://segment.com/twilio/

        Segment is a platform for collecting customer data wherever it's generated - website, mobile app, servers, and more - and sending it to third-party tools, internal systems, or SQL databases with the flip of a switch. By consolidating data tracking to a single API, Segment saves engineers' time integrating new tools, eliminates data discrepancies, and democratizes data access across organizations. On October 12th, 2020, Segment was acquired by Twilio for a valuation of $3.2B.

      • Tealium

        Tealium

        United States
        Founding Year: 2008Total Funding: $263.9M
        https://tealium.com/

        Tealium develops a customer data platform, comprised of an enterprise tag management solution, omnichannel customer segmentation and action engine, and suite of rich data services, creating a vendor-neutral data foundation that spans web, mobile, offline, and IoT. The firm primarily serves financial services, healthcare, retail, sports & entertainment, and hospitality industries. It was founded in 2008 and is based in San Diego, California.

      • Flywheel Software

        Flywheel Software

        United States
        Founding Year: 2017
        https://www.flywheelsoftware.com/

        Flywheel Software is a no code data activation platform built for enterprises. It turns data warehouses and data lakes into growth engines. Flywheel's no code interface democratizes the ability to activate customer data to any destination in minutes. The company was founded in 2017 and is based in San Francisco, California.

      • Blueconic

        Blueconic

        United States
        Founding Year: 2010Total Funding: $24.57M
        https://www.blueconic.com/

        BlueConic helps brands optimize cross-channel marketing opportunities through improved customer engagement. It offers a SaaS-based online customer engagement platform that leverages a Big Data profile interaction store and machine learning to help marketers synchronize relevant communications across web, mobile and social channels in real time.

      • Rudderstack

        Rudderstack

        United States
        Founding Year: 2019Total Funding: $82M
        https://www.rudderstack.com/

        RudderStack is a customer data infrastructure for routing and processing event data from apps and websites to data warehouses and cloud apps.

      • Syncari

        Syncari

        United States
        Founding Year: 2019Total Funding: $23.8M
        https://syncari.com/

        Syncari is a modern data automation platform that helps businesses solve costly data inconsistencies and integration challenges revenue teams face today.

      • Amperity

        Amperity

        United States
        Founding Year: 2016Total Funding: $217.3M
        https://amperity.com/

        Amperity provides an Intelligent Customer Data Platform empowering global consumer brands to create personalized experiences by leveraging all their customer data.

      • Blueshift

        Blueshift

        United States
        Founding Year: 2014Total Funding: $57.83M
        https://blueshift.com/

        Blueshift helps consumer brands intelligently scale their customer engagement. It's Customer Data Activation Platform uses patented AI technology to unlock the value of customer data and enables marketers to orchestrate individualized customer journeys across every owned and paid channel.

    • Product Analytics

      • Google Analytics

        Google Analytics

        United States
        https://analytics.google.com/analytics/web/provision/#/provision

        Google Analytics is an American multinational technology company that specializes in Internet-related services and products. The company is based in Mountain View, California.

      • Fullstory

        Fullstory

        United States
        Founding Year: 2014Total Funding: $195.2M
        https://www.fullstory.com/

        FullStory develops software that records user interactions on a website or app, providing product and support teams insight into the interactions of visitors and customers. By adding a script to any website, FullStory records user interactions during a visit, enabling session playback that can replay everything from navigation to mouse clicks exactly as each user experienced it. The company was founded in 2014 and is based in Atlanta, Georgia.

      • Data.ai

        Data.ai

        United States
        Founding Year: 2010Total Funding: $157M
        https://www.data.ai/en/

        data.ai is a decision-making platform for the mobile app economy. data.ai combines the analytics of one's own apps with a granular understanding of the competition and market to provide a unique 360 degree view of one's mobile business.

      • Glassbox

        Glassbox

        United Kingdom
        Founding Year: 2010Total Funding: $72M
        https://www.glassbox.com/

        Glassbox (TASE: GLBX) provides a platform that enables companies to optimize digital customer experiences across web, mobile web and mobile apps and provides automatic insights.

      • Mixpanel

        Mixpanel

        United States
        Founding Year: 2009Total Funding: $284.52M
        https://mixpanel.com/

        Mixpanel is a real-time analytics service that helps companies understand how users interact with web applications.

      • Pendo

        Pendo

        United States
        Founding Year: 2013Total Funding: $359.17M
        https://www.pendo.io/

        Pendo is a product cloud that helps digital product teams and application owners deliver software experiences to users. The Pendo Product Cloud surfaces insights from product usage patterns, user sentiment, and user feedback to help product teams understand how people are using their products. Teams then use these insights to improve the product experience with smarter product decisions, in-app messages, guides, and product walkthroughs.

      • Whatfix

        Whatfix

        India
        Founding Year: 2013Total Funding: $139.38M
        https://whatfix.com/

        WhatFix is a SaaS customer engagement startup that helps businesses onboard their customers and provides interactive knowledge flows to enhance product adoption. It allows for the creation of interactive support FAQs, training materials, and tutorials which can be integrated across all touch-points inside applications, blogs, and more.

      • Contentsquare

        Contentsquare

        France
        Founding Year: 2012Total Funding: $1412M
        https://contentsquare.com/

        ContentSquare monitors touch and mouse movements on websites and apps to understand how these services are used. It leverages data to improve users' experience and increase engagement. Contentsquare helps brands everywhere transform the way they do business, allowing them to take action at enterprise scale and build customer trust with security, privacy and accessibility. Contentsquare was founded in 2012 and is based in Paris, France.

      • Heap

        Heap

        United States
        Founding Year: 2013Total Funding: $206.92M
        https://www.heap.io/

        Heap automatically collects and organizes customer behavioral data, allowing businesses to analyze customer experiences and create products without the typical costs associated with analytics implementations. It automatically captures every web, mobile, and cloud interaction: clicks, submits, transactions, emails, and more, to allow users to retroactively analyze data without writing code.

      • Amplitude

        Amplitude

        United States
        Founding Year: 2012Total Funding: $335.97M
        https://amplitude.com/

        Amplitude (NASDAQ: AMPLT) provides mobile analytics that help companies leverage data to improve user growth. Amplitude provides Amplitude Analytics, a Built on Nova platform which gives companies access to user behavior analytics for mobile and web to pinpoint and act in order to reach better retention, engagement, and conversion results.

    • Log Analytics

      • LogicMonitor

        LogicMonitor

        United States
        Founding Year: 2008Total Funding: $152M
        https://www.logicmonitor.com/

        LogicMonitor is the SaaS-based performance monitoring solution, enabling IT Ops teams to intelligently monitor the infrastructure, applications and services fueling businesses. LogicMonitor, a software-as-a-service, or SaaS, company that helps businesses monitor data centers and flag possible problems.

      • Sumologic

        Sumologic

        United States
        Founding Year: 2010Total Funding: $345.5M
        https://www.sumologic.com/

        Sumo Logic (NASDAQ: SUMO) develops software, which helps organizations address the challenges and opportunities presented by digital transformation, applications development, and cloud computing. The platform assists organizations to automate the collection, ingestion, and analysis of application, infrastructure, security, and IoT data. The company was founded in 2010 and is based in Redwood City, California.

      • Coralogix

        Coralogix

        United States
        Founding Year: 2014Total Funding: $232.05M
        https://coralogix.com/

        Coralogix provides an ML-powered log analytics platform that allows DevOps teams to autonomously manage and analyze log data in cloud applications. Engineers can narrow down hundreds of millions of logs to suspected logs, broken flows, error trends, and problematic version upgrades in order to reach time to market fast, avoid customer attrition, and accelerate their version delivery without compromising quality or stability. Coralogix allows DevOps and other engineering teams a way to observe and analyze data streams before they get indexed and/or sent to storage, giving them more flexibility to query the data in different ways and glean more insights faster. Coralogix was founded in 2014 and is based in San Francisco, California.

      • Logz.io

        Logz.io

        Israel
        Founding Year: 2014Total Funding: $122M
        https://logz.io/

        Logz.io offers a cloud-based service that enables companies to process the diagnostics data they collect about their applications.

      • Mezmo

        Mezmo

        United States
        Founding Year: 2015
        https://www.mezmo.com/

        Mezmo is an observability platform to manage and take action on data. It ingests, processes, and routes log data to fuel enterprise-level application development and delivery, security, and compliance use cases. It offers solutions such as reducing SIEM costs, ELK replacement, enabling digital transformation, and DevSecOps and Control. It was formerly known as LogDNA. It was founded in 2015 and is based in San Jose, California.

      • Cisco AppDynamics

        Cisco AppDynamics

        United States
        Founding Year: 2008Total Funding: $414.5M
        https://www.appdynamics.com/

        AppDynamics is a provider of Software-as-Service (SaaS) and on-premise application performance management for modern application architectures in both the cloud and the data center. The company delivers solutions for highly distributed and agile environments, helping companies monitor, troubleshoot, diagnose, and scale production applications. AppDynamics has combined its technology platform with an "easy-to-use" approach which enables Development and Operations teams to be up and running on AppDynamics within minutes.

      • Datadog

        Datadog

        United States
        Founding Year: 2010Total Funding: $147.09M
        https://www.datadoghq.com/

        Datadog (NASDAQ: DDOG) offers a monitoring and security platform for developers, information technology operations teams, and business users available in the cloud. The company collects data from servers, databases, applications, tools, and services to present a unified view of the infrastructure. These capabilities are provided on a SaaS-based monitoring and data analytics platform that enables multiple teams to work collaboratively on the infrastructure to avoid downtime, resolve performance problems and ensure that development and deployment cycles finish on time. The company was founded in 2010 and is based in New York, New York.

      • Observe

        Observe

        United States
        Founding Year: 2017Total Funding: $105M
        https://www.observeinc.com/

        Observe is a SaaS observability company that discerns why applications and infrastructure are running the way they are from the data they emit. The company enables engineers to spend more time coding features and less time investigating incidents. The company was founded in 2017 and is based in San Mateo, California.

      • Sematext

        Sematext

        https://sematext.com/

      • Google Cloud Logging

        Google Cloud Logging

        United States
        Founding Year: 2008
        https://cloud.google.com/logging

        Google Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.

      • Azure Monitor

        Azure Monitor

        United States
        Founding Year: 1975
        https://azure.microsoft.com/en-us/products/monitor

        Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.

      • LogRythm

        LogRythm

        United States
        Founding Year: 2003Total Funding: $126.25M
        https://logrhythm.com/

        LogRhythm, a provider in security intelligence and analytics, empowers organizations around the globe to rapidly detect, respond to and neutralize damaging cyber threats. The company's platform unifies next-generation SIEM, log management, network and endpoint monitoring, and advanced security analytics. In addition to protecting customers from the risks associated with cyber threats, LogRhythm provides unparalleled compliance automation and assurance, and enhanced IT intelligence.

      • Kibana

        Kibana

        Netherlands
        Founding Year: 2012Total Funding: $104M
        https://www.elastic.co/kibana/

        Elastic is a search engine based on Lucene. It provides a distributed, multitenant-capable full-text search engine with an HTTP web interface and schema-free JSON documents.

      • Splunk

        Splunk

        United States
        Founding Year: 2005Total Funding: $40M
        https://www.splunk.com/

        Splunk (NASDAQ: SPLK) provides a software platform that enables organizations to gain operational intelligence. Its software collects and indexes data, regardless of format or source, and enables users to quickly and easily search, correlate, analyze, monitor, and report on this data. The company was founded in 2005 and is based in San Francisco, California.

      • Exabeam

        Exabeam

        United States
        Founding Year: 2013Total Funding: $390M
        https://www.exabeam.com/

        Exabeam complements existing security information and event management and log management systems with machine-learning technology that focuses on attacker behavior rather than malware and tools to detect modern cyberattacks. Exabeam's user behavior analytics solution leverages existing log data to quickly detect advanced attacks, prioritize incidents and guide effective response. The company's Stateful User Tracking automates the work of security analysts by resolving individual security events and behavioral anomalies into a complete attack chain. The firm primarily serves retail banks, investment banks, academic institutions, retail, and technology firms. It was founded in 2013 and is based in Foster city, California.

      • Solarwinds loggly

        Solarwinds loggly

        United States
        Founding Year: 1999Total Funding: $207.5M
        https://www.solarwinds.com/loggly

        SolarWinds (NYSE:SWI) is a company that develops software for businesses to help manage their networks, systems, and information technology infrastructure.

    • Crypto & Web 3 Analytics

      • TRM

        TRM

        United States
        Founding Year: 2017Total Funding: $150.05M
        https://www.trmlabs.com/

        TRM Labs offers a platform designed specifically to streamline on-chain AML compliance for digital asset companies, saving them time and reducing risk. The TRM platform includes solutions for on-chain customer due diligence, transaction monitoring, and customer relationship management. It was founded in 2017 and is based in San Francisco, California.

      • Nansen

        Nansen

        Singapore
        Founding Year: 2020Total Funding: $88.2M
        https://www.nansen.ai/

        Nansen is an Ethereum data provider that analyzes millions of data points on Ethereum wallets, transactions, and smart contracts, helping separate the signal from the noise in blockchain data.

      • Merlin

        Merlin

        https://www.getmerlin.xyz/

      • Luabase

        Luabase

        United States
        Founding Year: 2022Total Funding: $4.5M
        https://luabase.com/

        Luabase ingests, models, and enriches blockchain data. It allows users to mitigate the cost of querying large sums of blockchain data with SQL, analyze it in Notebooks, and embed the data in various applications via its API. The company was founded in 2022 and is based in Philadelphia, Pennsylvania.

      • Allium

        Allium

        United States
        Founding Year: 2022Total Funding: $4.25M
        https://www.allium.so/

        Allium provides on-chain data infrastructure products ranging from managed blockchain databases, and enriched data schemas, to real-time alerting capabilities. The company primarily serves crypto analytics teams. The company was founded in 2022 and is based in New York, New York.

      • Dune

        Dune

        Norway
        Founding Year: 2018Total Funding: $79.42M
        https://dune.com/home

        Dune Analytics is a web-based tool that lets users view and creates charts depicting activity on the Ethereum blockchain. It enables users to pull data directly from the Ethereum blockchain via SQL queries. The company was founded in 2018 and is based in Oslo, Norway.

      • nxyz

        nxyz

        United States
        Founding Year: 2022Total Funding: $40M
        https://n.xyz/

        Nxyz provides a multi-chain indexing product suite that exposes blockchain data through low-latency APIs. It provides data infrastructure so that developers can spend more time building user-facing applications, not bringing up infrastructure. The company was founded in 2022 and is based in Mountain View, California.

      • Elliptic

        Elliptic

        United Kingdom
        Founding Year: 2013Total Funding: $99.13M
        https://www.elliptic.co/

        Elliptic offers a cryptocurrency surveillance service for law enforcement and companies that aims to make cryptocurrency transaction activity more transparent and accountable. The company uses artificial intelligence to explore cryptocurrency networks for patterns of suspicious transactions and activity and allows users to detect unusual transactions and track their origin.

      • Chainalysis

        Chainalysis

        United States
        Founding Year: 2014Total Funding: $536.72M
        https://www.chainalysis.com/

        Chainalysis offers cryptocurrency investigation and compliance solutions to government agencies, exchanges, financial institutions, and insurance and cybersecurity companies globally. Its products include Chainalysis Business Data, on-chain customer intelligence for cryptocurrency businesses; Chainalysis KYT, an automated cryptocurrency transaction monitoring software; and Chainalysis Kryptos, a reference directory for cryptocurrency services' on-chain activity. The company also offers Chainalysis Maket Intel that provides on-chain metrics on the trading, demand, supply, generation, and risk of cryptocurrencies and Chainalysis Reactor, an investigation software for tracking flow of funds across blockchains. Chainalysis was founded in 2014 and is based in New York, New York

    • Query Engine

      • Ahana

        Ahana

        United States
        Founding Year: 2020Total Funding: $31.75M
        https://ahana.io/

        Ahana offers a managed service platform for Presto on AWS with the vision to simplify open data lake analytics. Ahana is used by tech companies in various industries. The company was founded in 2020 and is based in San Mateo, California.

      • Amazon Athena

        Amazon Athena

        United States
        Founding Year: 2006
        https://aws.amazon.com/athena/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Starburst

        Starburst

        United States
        Founding Year: 2017Total Funding: $414M
        https://www.starburst.io/

        Starburst is an analytics anywhere company. It provides a distributed SQL query engine. With the ability to connect to a wide variety of data sources, companies use Presto to power large-scale, interactive analytics without the need to move their data. Starburst was previously known as Project Flex. The company was founded in 2017 and is based in Boston, Massachusetts.

      • Dremio

        Dremio

        United States
        Founding Year: 2015Total Funding: $405M
        https://www.dremio.com/

        Dremio provides a data analytics platform that allows business users to curate precisely the data they need, from any data source, then accelerate analytical processing for BI tools, machine learning, data science, and SQL clients. The company was founded in 2015 and is based in Santa Clara, California.

    • Enterprise Search

      • ChaosSearch

        ChaosSearch

        United States
        Founding Year: 2017Total Funding: $50.68M
        https://www.chaossearch.io/

        ChaosSearch is a cloud-based log management and analytics service that extends the power of ELK directly onto AWS S3, providing access to long term data.

      • Seva

        Seva

        United States
        Founding Year: 2017Total Funding: $2.4M
        https://www.hiseva.com/

        Seva is a hosted information discovery and collaboration platform that helps teams be more efficient. Integrated across a range of applications for email, messaging, document management, code management, and others, Seva gives knowledge workers a single source of truth, giving users access to information they need to do their jobs.

      • Onna

        Onna

        United States
        Founding Year: 2015Total Funding: $54M
        https://onna.com/

        Onna is a central access point for enterprise apps for users to find information in one place (legal discovery, compliance, knowledge management and enterprise search) regardless of where it is originally stored. It gives customers an open API to integrate any data source, drop in any ML model and finally connect to any workflow or application.

      • Microsoft Azure Cognitive Search

        Microsoft Azure Cognitive Search

        United States
        Founding Year: 1975
        https://azure.microsoft.com/en-us/products/cognitive-services/

        Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.

      • Glean

        Glean

        United States
        Founding Year: 2019Total Funding: $155.3M
        https://www.glean.com/

        Glean is a work assistant platform that searches across all of its users' company's apps with the aim of finding exactly what they need. Per the company, its enterprise search platform understands context, language, behavior, and relationships with others and helps users find personalized answers to their questions. The company was founded in 2019 and is based in Palo Alto, California.

      • Algolia

        Algolia

        United States
        Founding Year: 2012Total Funding: $334.34M
        https://www.algolia.com/

        Algolia provides a search engine as a service for enterprise search headless e-commerce mobile and app search, and voice search. It offers products such as algolia Search for relevant search and discovery and algolia Recommend for recommended searches. It caters its solution to e-commerce, B2B e-commerce marketplaces, media, and SaaS Industries. Algolia products integrate with Salesforce, Netlify, Shopify and more. The company was founded in 2012 and is based in San Francisco, California.

      • AWS OpenSearch

        AWS OpenSearch

        United States
        Founding Year: 2006
        https://aws.amazon.com/what-is/opensearch/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Vectara

        Vectara

        United States
        Founding Year: 2022Total Funding: $20M
        https://vectara.com/

        Vectara is a semantic search software company. It uses neural search technology, providing increases in search relevance when compared with keyword-based algorithms. The company was founded in 2022 and is based in Cupertino, California.

      • Coveo

        Coveo

        Canada
        Founding Year: 2005Total Funding: $341.75M
        https://www.coveo.com/en

        Coveo uses AI and intelligent search technologies to personalize millions of digital experiences for customers, partners, dealers, and employees. Coveo combines unified content, unified interactions and machine learning to deliver relevant information and recommendations across every business interaction, making websites, commerce, contact centers, intranets and digital properties and apps effortless, content-rich and effective.

      • Quickwit

        Quickwit

        United States
        Founding Year: 2020
        https://quickwit.io/

        Quickwit is an open-source search engine built explicitly for object storage. It offers search on object storage with sub-second latency, an ingest and aggregation API that is Elasticsearch compatible, cloud-native strict schema indexing, a log management solution, and more. It was founded in 2020 and is based in San Francisco, California.

      • Lucidworks

        Lucidworks

        United States
        Founding Year: 2007Total Funding: $211M
        https://lucidworks.com/

        Lucidworks builds AI-powered search solutions for various large brands. Fusion, Lucidworks' advanced development platform, provides the capabilities needed to design, develop, and deploy intelligent search applications at any scale. Companies across all industries, from consumer retail and healthcare to insurance and financial services, rely on Lucidworks every day to power their consumer-facing and enterprise search apps.

      • Amazon CloudSearch

        Amazon CloudSearch

        United States
        Founding Year: 2006
        https://aws.amazon.com/cloudsearch/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Elastic

        Elastic

        Netherlands
        Founding Year: 2012Total Funding: $104M
        https://www.elastic.co/

        Elastic is a search engine based on Lucene. It provides a distributed, multitenant-capable full-text search engine with an HTTP web interface and schema-free JSON documents.

      • Sinequa

        Sinequa

        France
        Founding Year: 1984Total Funding: $29M
        https://www.sinequa.com/

        Sinequa is an independent software vendor providing an AI-powered search & analytics platform for Global 2000 companies and government agencies that connects people with the information and insights necessary for organizations to become information-driven.

      • Amazon Kendra

        Amazon Kendra

        United States
        Founding Year: 2006
        https://aws.amazon.com/kendra/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Oracle Endeca

        Oracle Endeca

        United States
        Founding Year: 1977
        https://www.oracle.com/middleware/technologies/endeca-server.html#:~:text=Oracle%20Endeca%20Server%20is%20a,Server%20is%20designed%20for%20discovery.

        Oracle (NYSE: ORCL) is an enterprise software company that aims to offer a complete, open, and integrated IT stack of cloud applications, platform services, and engineered systems to help clients manage business information and streamline business processes. The company was founded in 1977 and is based in Redwood City, California.

      • Alphasense

        Alphasense

        United States
        Founding Year: 2011Total Funding: $497.36M
        https://www.alpha-sense.com/

        AlphaSense develops a market intelligence platform. The company's AI-based technology helps professionals make smarter business decisions by delivering insights from an extensive universe of public and private content, including company filings, event transcripts, expert call transcripts, news, trade journals, and equity research. AlphaSense was founded in 2011 and is headquartered in New York, New York.

  • Machine Learning & Artificial Intelligence

    • Data Science Notebooks

      • Amazon SageMaker

        Amazon SageMaker

        United States
        Founding Year: 2006
        https://aws.amazon.com/pm/sagemaker/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • SaturnCloud

        SaturnCloud

        United States
        Founding Year: 2019Total Funding: $10.5M
        https://saturncloud.io/

        Saturn Cloud provides a data science platform that features a parallel computing library, Dask, as its flagship product and offers teams collaboration, scalable compute resources, and analytics.

      • Count

        Count

        United Kingdom
        Founding Year: 2016Total Funding: $5.4M
        https://count.co/

        Count develops a data platform that provides early-stage teams with tools to build data pipelines. It provides solutions for ad hoc analysis, data transformation, problem-solving, and reporting. The company was founded in 2016 and is based in London, U.K.

      • Binder

        Binder

        Canada
        Total Funding: $0.07M
        https://mybinder.org/

        Binder is a cloud-based platform that aims to empower high-growth companies to attract, identify, qualify, and hire entry-level talent.

      • Hex

        Hex

        United States
        Founding Year: 2019Total Funding: $73.5M
        https://hex.tech/

        Hex is building a data science platform that aims to allow users to build and collaborate on analyses, and turn them into data-driven apps, backed by powerful logic and deep connections to data. The company was founded in 2019 and is based in San Francisco, California.

      • noteable

        noteable

        United States
        Founding Year: 2020Total Funding: $25.08M
        https://noteable.io/

        Noteable develops a collaborative notebook experience that eliminates the barriers between data analytics and data science teams.

      • Google Colab

        Google Colab

        https://colab.research.google.com/

      • Deepnote

        Deepnote

        United States
        Founding Year: 2019Total Funding: $23.8M
        https://deepnote.com/

        Deepnote is building a data science notebook for teams. In the notebook, users can connect their data, explore, and analyze it. Users can easily share project links with team collaborators, or with end-users to present polished assets. All of this is done through a simple, browser-based UI that runs in the cloud.

      • Jupyter

        Jupyter

        https://jupyter.org/

      • Cocalc

        Cocalc

        https://cocalc.com/

      • Azure Notebooks

        Azure Notebooks

        https://visualstudio.microsoft.com/vs/features/notebooks-at-microsoft/

      • NextJournal

        NextJournal

        https://nextjournal.com/

      • Curvenote

        Curvenote

        Canada
        Founding Year: 2020Total Funding: $0.13M
        https://curvenote.dev/

        Curvenote is a collaborative writing environment for scientific content, with integrations to Jupyter.

    • Data Science Platforms

      • Altair

        Altair

        United States
        Founding Year: 1985Total Funding: $35.05M
        https://www.altair.com/

        Altair empowers client development and decision-making through technology that optimizes the analysis, management, and visualization of business and engineering information. The company was founded in 1985 and is based in Troy, Michigan.

      • anaconda

        anaconda

        United States
        Founding Year: 2012Total Funding: $55.85M
        https://www.anaconda.com/

        Anaconda is a python data science platform and its flagship product, Anaconda Enterprise, allows organizations to secure, govern, scale, and extend Anaconda to deliver insights that drive businesses and industries forward.

      • IBM Watson Studio

        IBM Watson Studio

        United States
        Founding Year: 1911
        https://www.ibm.com/cloud/watson-studio

        IBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.

      • Mathworks

        Mathworks

        United States
        Founding Year: 1984
        https://www.mathworks.com/

        MathWorks develops mathematical computing software, MATLAB and Simulink. Engineers and scientists worldwide rely on its products to accelerate the pace of discovery and development of ideas and solutions to challenging problems.

      • Oracle Data Science Platform

        Oracle Data Science Platform

        United States
        Founding Year: 1977
        https://www.oracle.com/artificial-intelligence/data-science/

        Oracle (NYSE: ORCL) is an enterprise software company that aims to offer a complete, open, and integrated IT stack of cloud applications, platform services, and engineered systems to help clients manage business information and streamline business processes. The company was founded in 1977 and is based in Redwood City, California.

      • Sas

        Sas

        United States
        Founding Year: 1976
        https://www.sas.com/en_us/home.html

        SAS provides software and solutions for business analytics, data management, and AI, used to gather, manage, and analyze corporate information. It offers business analytics SaaS for a range of industries that include agriculture, banking, education, healthcare, insurance, life sciences, manufacturing, retail and consumer goods, public sector, sports, telecommunications and utility industries. The company was founded in 1976 and is based in Cary, North Carolina.

      • Tibco

        Tibco

        United States
        Founding Year: 1997Total Funding: $27.03M
        https://www.tibco.com/

        TIBCO Software focuses on infrastructure and business intelligence software. It offers products such as TIBCO Cloud integration, TIBCO Cloud API management, TIBCO BusinessWorks, TIBCO BusinessConnect and more. The company caters to banking, credit union, energy, government, healthcare, insurance and more. TIBCO Software was founded in 1997 and is based in Palo Alto, California.

      • Knime

        Knime

        Switzerland
        Founding Year: 2008
        https://www.knime.com/

        KNIME specializes in data mining, business intelligence, data analysis, data integration, predictive models, statistics, workflow tool, reporting, data science and machine learning. It is based in Zurich, Switzerland.

      • Palantir Technologies

        Palantir Technologies

        United States
        Founding Year: 2003Total Funding: $2494.23M
        https://www.palantir.com/

        Palantir Technologies (NYSE: PLTR) offers a suite of software applications for integrating, visualizing and analyzing the world's information, supporting datasets including structured, unstructured, relational, temporal and geospatial. Palantir's products are built for real analysis with a focus on security, scalability, ease of use and collaboration. The products are broadly deployed in the intelligence, defense, law enforcement and financial communities.

      • RapidMiner

        RapidMiner

        United States
        Founding Year: 2007Total Funding: $36.68M
        https://rapidminer.com/

        RapidMiner is a data analytics and machine learning software provider. It is a predictive analytics platform, that provides solutions for a variety of industries. The platform is used by business analysts. RapidMiner was formerly known as Rapid-I. The company was founded in 2007 and is based in Boston, Massachusetts. In September 2022, RapidMiner was acquired by Altair. The terms of the transaction were not disclosed.

    • Enterprise ML Platforms

      • Continual

        Continual

        United States
        Founding Year: 2019Total Funding: $18.5M
        https://continual.ai/

        Continual brings operational AI to the modern, warehouse-centric data stack. The company was founded in 2019 and is based in San Francisco, California.

      • Amazon SageMaker

        Amazon SageMaker

        United States
        Founding Year: 2006
        https://aws.amazon.com/pm/sagemaker/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Graft

        Graft

        United States
        Founding Year: 2021Total Funding: $4.5M
        https://graft.com/

        Graft is a cloud-native platform that empowers organizations to wield advanced AI techniques to unlock the value of text, images, video, audio, and graphs. The company was founded in 2021 and is based in San Francisco, California.

      • Snorkel

        Snorkel

        United States
        Founding Year: 2019Total Funding: $135M
        https://snorkel.ai/

        Snorkel AI is the developer of a system for programmatically building and managing training datasets. The company's platform allows users to develop training datasets. The company was founded in 2019 and is based in Redwood City, California.

      • Google Cloud Vertex AI

        Google Cloud Vertex AI

        United States
        Founding Year: 2008
        https://cloud.google.com/vertex-ai

        Google Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.

      • DotData

        DotData

        United States
        Founding Year: 2018Total Funding: $54.6M
        https://dotdata.com/

        dotData provides an end-to-end data science automation platform that accelerates, democratizes, and operationalizes the entire data science process with artificial intelligence/machine learning. It was founded in 2018 and is based in San Mateo, California.

      • Obviously.ai

        Obviously.ai

        United States
        Founding Year: 2018Total Funding: $8.3M
        https://www.obviously.ai/

        Obviously AI helps users integrate their workflow by connecting data sources. Its platform allows users to run machine learning predictions and analytics. Obviously AI aims to forego coding required for machine learning and analytics to drive productivity.

      • Databricks

        Databricks

        United States
        Founding Year: 2013Total Funding: $3497M
        https://www.databricks.com/

        Databricks provides a data platform that aims to simplify data integration and offers data analytic services. Databricks Lakehouse Platform serves corporations in various industries worldwide. It was founded in 2013 and is based in San Francisco, California.

      • Modular

        Modular

        United States
        Founding Year: 2022Total Funding: $30M
        https://www.modular.com/

        Modular offers a platform that unifies popular AI framework frontends via modular, “composable” common components. The company aims to let developers plug in custom hardware to train AI systems and deploy those systems to edge devices or servers. It was founded in 2022 and is based in San Francisco, California.

      • Wallaroo

        Wallaroo

        United States
        Founding Year: 2017Total Funding: $31.32M
        https://www.wallaroo.ai/

        Wallaroo is an enterprise ML & AI platform that turns data into business results faster, easier, and with lower investment. It is streamlining the ML lifecycle and giving data scientists the freedom to use the tools they love.

      • Domino

        Domino

        United States
        Founding Year: 2013Total Funding: $223.6M
        https://www.dominodatalab.com/

        Domino is a workbench that accelerates the entire analytical lifecycle, from early exploratory work all the way to deploying your models, allowing users to track and share work along the way. It works alongside the tools and languages already used, including R, Python, Julia and more. Domino Data Lab was founded in 2013 and is based in San Francisco, California.

      • Abacus.ai

        Abacus.ai

        United States
        Founding Year: 2019Total Funding: $90.25M
        https://abacus.ai/

        Abacus.AI helps enterprises make better use of AI by empowering developers to build custom models from data sets. It provides deep learning techniques to create custom models or plug and play models on its ML infrastructure. Abacus.AI has support for all aspects of the ML lifecycle including data pipelines, data wrangling, online feature store, model training, hosting, and monitoring drift.

      • Aible

        Aible

        United States
        Founding Year: 2018Total Funding: $26.93M
        https://www.aible.com/

        Aible has developed an AI software that offers services including data cleansing, feature creation, model training, data scoring, model deployment and quantifying impact to help business users.

      • Azure Machine Learning

        Azure Machine Learning

        United States
        Founding Year: 1975
        https://azure.microsoft.com/en-us/products/machine-learning/#product-overview

        Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.

      • Dataiku

        Dataiku

        United States
        Founding Year: 2013Total Funding: $846.6M
        https://www.dataiku.com/

        Dataiku is a late-stage technology firm that develops a centralized data platform that democratizes the use of data science, machine learning, and AI in the enterprise. Dataiku helps businesses move along their data journey from data preparation to analytics at scale to enterprise AI by providing a common ground for data experts and explorers, a repository of best practices, shortcuts to machine learning and AI deployment/management, and a centralized, controlled environment. The firm primarily serves the retail, financial, pharmaceutical, and manufacturing industries. It was founded in 2013 and is based in New York, New York.

      • DataRobot

        DataRobot

        United States
        Founding Year: 2012Total Funding: $1089.37M
        https://www.datarobot.com/

        DataRobot offers an enterprise machine learning platform that empowers users of all skill levels to make better predictions faster. Incorporating a library of hundreds of open-source machine learning algorithms, the DataRobot platform automates, trains, and evaluates predictive models in parallel, delivering more accurate predictions at scale.

      • CausaLens

        CausaLens

        United Kingdom
        Founding Year: 2017Total Funding: $51M
        https://www.causalens.com/

        causaLens builds Causal AI-powered products that are trusted by organizations across a wide range of industries. Its No-Code Causal AI Platform empowers all types of users to make decisions through an intuitive user interface.

      • H2O.ai

        H2O.ai

        United States
        Founding Year: 2011Total Funding: $246.12M
        https://h2o.ai/

        H2O.ai is an AI company that makes machine learning accessible to corporates and allows business users to extract key information from data, without needing prior knowledge in deploying or tuning machine learning model, with key deployments in financial services, insurance, healthcare, among other industries. The firm was founded in 2011 and is based in Mountain View, California.

    • Data Generation & Labelling

      • MostlyAI

        MostlyAI

        Austria
        Founding Year: 2017Total Funding: $31.14M
        https://mostly.ai/

        Mostly AI develops and offers a synthetic data engine that provides organizations the ability to generate realistic and representative synthetic users and data, retaining structure and variation while preserving privacy. The company serves the banking, insurance and telecommunications industries. It was founded in 2017 and is based in Vienna, Austria.

      • Appen

        Appen

        Australia
        Founding Year: 1996
        https://appen.com/

        Appen is a global provider in speech and search technology services. With expertise in more than 150 languages, Appen partners with technology and ecommerce companies as they develop new offerings and expand them to global markets. The company's solutions help companies create engaging products with accurate speech interfaces and relevant content ranging from web sites, to maps, images, and merchandise.

      • Scale

        Scale

        United States
        Founding Year: 2016Total Funding: $602.82M
        https://scale.com/

        Scale AI is an API for human labor that allows developers to enter requests for humans to complete menial, repetitive tasks that cannot be done by a computer. With Scale, developers can get information screened for duplicates and mismatches and have user-generated content moderated and categorized.

      • Amazon MechanicalTurk

        Amazon MechanicalTurk

        United States
        https://www.mturk.com/

        Amazon Mechanical Turk (MTurk) is a crowdsourcing marketplace that makes it easier for individuals and businesses to outsource their processes and jobs to a distributed workforce who can perform these tasks virtually. The company is based in Seattle, Washington.

      • Alegion

        Alegion

        United States
        Founding Year: 2012Total Funding: $32.38M
        https://www.alegion.com/

        Alegion is a data labeling solution for enterprise-grade Machine Learning. The company's services include streaming, high-resolution, high-density video annotation, and delivering accurately-annotated, model-ready data to train and validate ML models. Alegion provides both the platform and workforce to operate with quality at scale, processing structured and unstructured data including video, image, audio, and text. The platform supports complex use cases, powered by robust ontologies and entity relationships. Alegion was founded in 2012 and is based in Austin, Texas.

      • Upwork

        Upwork

        United States
        Founding Year: 2004Total Funding: $75M
        https://www.upwork.com/

        Upwork is a freelance talent marketplace that enables businesses with more access to quality talent.

      • Datagen

        Datagen

        Israel
        Founding Year: 2018Total Funding: $69M
        https://datagen.tech/

        DatGen Technologies is a data-as-a-service (DaaS) platform, creating customized, photorealistic, synthetic visual data to train neural networks. Has applications in virtual reality, augmented reality, drones, security, and autonomous vehicles.

      • Hive

        Hive

        United States
        Founding Year: 2013Total Funding: $85M
        https://thehive.ai/

        Hive provides cloud-based enterprise AI solutions that help companies use AI to interpret video, image, audio, and text. The company offers end-to-end AI services, including pre-trained AI models served via API and a suite of enterprise applications. Hive's technology enables use cases that includes automated content moderation, brand protection and platform integrity, content-based ad targeting, advertising and sponsorship measurement, and more. The company serves the automotive & transportation, financial services & insurance, media & entertainment, communications, manufacturing, travel, retail, restaurants, and utilities industries. It was founded in 2013 and is based in San Francisco, California.

      • super.ai

        super.ai

        United States
        Founding Year: 2017Total Funding: $18.13M
        https://super.ai/

        Super.AI develops an AI enablement platform that accelerates machine learning projects by using AI and humans to generate, structure, and label any type of data. The firm's products include unstructured data processing, intelligent document processing, Super.Redact, Super.Classify, Super.Extract, and Super.Answer. Super.AI primarily serves the financial services, insurance, and retail industries. It was founded in 2017 and is based in Bellevue, Washington.

      • CloudFactory

        CloudFactory

        United Kingdom
        Founding Year: 2010Total Funding: $77.3M
        https://www.cloudfactory.com/

        CloudFactory creates economic and leadership opportunities for talented people in developing nations. It is a distributed labor platform offering human and machine intelligence. The company was founded in 2010 and is based in Reading, U.K.

      • M47 AI

        M47 AI

        https://www.m47.ai/

      • Kili

        Kili

        France
        Founding Year: 2018Total Funding: $32M
        https://kili-technology.com/

        Kili Technology is an image, video, and text annotation tool that speeds up training sets’ annotation. It is based in Paris, France.

      • Sama

        Sama

        United States
        Founding Year: 2008Total Funding: $84.84M
        https://www.sama.com/

        Sama provides accurate data for ambitious AI. Its training data platform develops accurate machine learning models specializing in image, video, and sensor data annotation and validation for machine learning algorithms in industries including transportation, retail and e-commerce, consumer and media, MedTech, manufacturing and robotics, and agriculture. The company was founded in 2008 and is based in San Francisco, California.

      • V7

        V7

        United Kingdom
        Founding Year: 2018Total Funding: $36M
        https://www.v7labs.com/

        V7 provides artificial intelligence (AI) computer vision. The platform offers image annotation, dataset management, model management and more solutions. It operates in agriculture, automotive, construction, energy, food and beverage, government, healthcare and more. The company's Aipoly offers an app for the blind and visually impaired. The company was founded in 2018 and is based in London, U.K.

      • Gretel

        Gretel

        United States
        Founding Year: 2019Total Funding: $65.5M
        https://gretel.ai/

        Gretel develops software that enables developers and engineers to access and share anonymized data for developing applications.

      • SuperAnnotate

        SuperAnnotate

        United States
        Founding Year: 2018Total Funding: $17.5M
        https://www.superannotate.com/

        SuperAnnotate AI develops an end-to-end platform to annotate, train, and automate AI. The company designs AI-powered image and video annotation software solutions for industries. It serves clients in the Agriculture, Autonomous Driving, Robotics, Aerial Imagery, NLP, Healthcare, Sports, Insurance, and Security industries. SuperAnnotate was founded in 2018 and is based in Sunnyvale, California.

      • Tonic AI

        Tonic AI

        United States
        Founding Year: 2018Total Funding: $43M
        https://www.tonic.ai/

        Tonic.ai automatically creates mock data that preserves characteristics of secure datasets so that developers, data scientists, and salespeople can work without breaching privacy. It offers data that is modeled from a client's production data to help tell an identical story in the client's testing environments. The company was founded in 2018 and is based in San Francisco, California.

      • Unity

        Unity

        United States
        Founding Year: 2004Total Funding: $973.5M
        https://unity.com/

        Unity (NYSE: U) develops a 3D development platform, giving developers around the world the tools to create interactive 2D, 3D, VR, and AR experiences. It offers software solutions to create, run, and monetize 2D and 3D content for mobile phones, tablets, PCs, consoles, and augmented and virtual reality devices. The company was founded in 2004 and is based in San Francisco, California.

      • Superb AI

        Superb AI

        United States
        Founding Year: 2018Total Funding: $26.98M
        https://www.superb-ai.com/

        Superb AI uses AI to customize training data for large tech companies. The company's Superb AI Suite is an enterprise SaaS platform built to help ML engineers, product teams, researchers, and data annotators create efficient training data workflows through its filter and search, auto-labeling AI, and ML Ops integration solutions. It was founded in 2018 and is based in San Mateo, California.

      • Dataloop

        Dataloop

        Israel
        Founding Year: 2017Total Funding: $49M
        https://dataloop.ai/

        Dataloop provides an enterprise-grade data platform for vision AI systems in development and in production. It specializes in high volume and complex data and helps a wide range of deep learning teams automate their data preparation processes. It caters its services to retail, drones, aerial imagery, robotics, autonomous vehicles, precision agriculture, media, and content industries. The platform provides features such as lidar data annotation, data annotation, data operations, and deep learning. The company was founded in 2017 and is based in Herzliya, Israel.

    • MLOps

      • MindsDB

        MindsDB

        United States
        Founding Year: 2017Total Funding: $27.2M
        https://mindsdb.com/

        MindsDB develops an open-source applied machine learning (ML) platform that enables developers to create AI-centered applications for living and working. The company offers to retrain models, BI tools, data transformation, and more. MindsDB was founded in 2017 and is based in San Jose, California.

      • Predibase

        Predibase

        United States
        Founding Year: 2021Total Funding: $16.25M
        https://predibase.com/

        Predibase’s mission is to make ML easy for every organization. Like Infrastructure-as-Code simplified IT, Predibase’s ML platform allows users to focus on the “what” of their ML models rather than the “how,” breaking free of the usual limitations in low-code systems and bringing down the time-to-value of ML projects from years to days. The company was founded in 2021 and is based in San Francisco, California.

      • Fiddler AI

        Fiddler AI

        United States
        Founding Year: 2018Total Funding: $45.2M
        https://www.fiddler.ai/

        Fiddler AI is building an explainable AI engine that will allow companies to analyze, manage, and deploy their machine learning models at scale. It serves businesses ranging from large enterprises to startups.

      • Truera

        Truera

        United States
        Founding Year: 2019Total Funding: $42.28M
        https://truera.com/

        TruEra helps companies to build and maintain better ML models, faster. TruEra provides a suite of AI quality solutions that help enterprises analyze machine learning, improve and monitor model quality, and build trust. Powered by Artificial Intelligence (AI) Explainability technology, the TruEra platform helps eliminate the black box surrounding widely used AI and ML technologies. This visibility leads to higher quality, explainable models that sustainably achieve measurable business results, address unfair bias, and ensure governance and compliance. TruEra serves companies in industries including aerospace and defense, banking, government, healthcare, insurance, and manufacturing. The company was formerly known as AILens. TruEra was founded in 2019 and is based in Redwood City, California

      • Seldon

        Seldon

        United Kingdom
        Founding Year: 2014Total Funding: $13.01M
        https://www.seldon.io/

        Seldon Technologies accelerates the adoption of machine learning to solve challenging problems. The company democratizes technologies that were once the preserve of tech giants – and putting them in everyone's hands.

      • Arize AI

        Arize AI

        United States
        Founding Year: 2019Total Funding: $61M
        https://arize.com/

        Arize AI develops an analytical platform for observability in artificial intelligence (AI) and machine learning to watch, troubleshoot and guardrail deployed AI enables clients to accelerate detecting and resolving issues. Its solutions provide ML teams the tools to understand their models in production and to get the cause behind issues that emerge. The company was founded in 2019 and is based in Mill Valley, California.

      • Neptune.ai

        Neptune.ai

        United States
        Founding Year: 2017Total Funding: $12.7M
        https://neptune.ai/

        Neptune is a platform built for data scientists to make machine learning models development fast and reliable. With Neptune data scientists can easily monitor, compare, track and reproduce their experiments and results. Neptune was founded in 2017 and is based in Palo Alto, California.

      • Finegrain

        Finegrain

        http://finegrain.ai/

      • OctoML

        OctoML

        United States
        Founding Year: 2019Total Funding: $131.9M
        https://octoml.ai/

        OctoML offers efficient and secure deployments of machine learning and deep learning models as a managed service.

      • Cortex

        Cortex

        United States
        Founding Year: 2018
        https://www.cortex.dev/

        cortex provides containers as a service on AWS to deploy, manage, and scale containers without worrying about Kubernetes. It was founded in 2018 and is based in Oakland, California. On April 25th, 2022, cortex was acquired by Databricks. The terms of the transaction were not disclosed.

      • NannyML

        NannyML

        Belgium
        Founding Year: 2020Total Funding: $1.25M
        https://www.nannyml.com/

        NannyML develops an AI-monitoring platform designed to detect data drift, concept drift and estimate possible model degradation. The company's system measures the performance of the AI models in production, automatically lets the user know when their AI models are failing and offering a deep and intuitive understanding of how the AI models make decisions and those change over time, enabling decision-makers to monitor the decisions that AI takes and make their business decisions accordingly.

      • Diveplane

        Diveplane

        United States
        Founding Year: 2017Total Funding: $25M
        https://diveplane.com/

        Diveplane develops technology that helps to understand AI with a trainable, interpretable, and auditable. It offers products such as Diveplane REACTOR, Diveplane GEMINAI, Diveplane ALLUVION, and Diveplane SONAR, and offers a solution Diveplane professional services to finance, healthcare, supply chain, commercial real estate, and defense industries. The company was founded in 2017 and is based in Raleigh, North Carolina.

      • Gantry

        Gantry

        United States
        Founding Year: 2020Total Funding: $28.3M
        https://gantry.io/

        Gantry operates a service that aims to help AI development teams decide when to retrain their AI systems and which data to use during retraining. Its platform can connect to existing apps, data labeling services, and data storage and can summarize and visualize data during the training, evaluation, and deployment stages. It was founded in 2020 and is based in San Francisco, California.

      • Verta

        Verta

        United States
        Founding Year: 2018Total Funding: $11.7M
        https://www.verta.ai/

        Verta builds software infrastructure to help enterprise data science and machine learning (ML) teams rapidly develop and deploy ML models. The Verta platform builds upon research at MIT CSAIL on ModelDB, an open-source model management system used at Fortune 500 companies. Verta's technology extends ModelDB to support the entire modeling lifecycle including model training, deployment, and governance.

      • Iterative

        Iterative

        United States
        Founding Year: 2018Total Funding: $23.85M
        https://iterative.ai/

        Iterative offers DVC.org as an open source tool for data and models versioning for ML projects.

      • Datatron

        Datatron

        United States
        Founding Year: 2016Total Funding: $8.18M
        https://datatron.com/

        Datatron's real-time big data AI engine is complete with proprietary software that allows for enterprises to optimize real-time business decisions.

      • Valohai

        Valohai

        Finland
        Founding Year: 2016Total Funding: $1.8M
        https://valohai.com/

        Valohai is a SaaS platform that allows international companies to accelerate machine learning development and scale their model deployment. The scalable solution allows companies to run multiple variations of machine learning ideas in parallel, leaving developers free to focus on pushing the boundaries of their research with minimal idle time. The platform, which requires no setup, meaning companies can start building large-scale ML models immediately, is designed to be used for peer review and open-source collaboration. The Valohai system can track changes, build reproducible algorithms, and ensure changes in team composition do not hinder the experiment process.

      • Hopsworks

        Hopsworks

        Sweden
        https://www.hopsworks.ai/

        The Hopsworks Feature Store provides an open ecosystem that connects to the largest number of data storage, data pipelines, and data science platforms. The company specializes in Hadoop, distributed systems, Spark, Tensorflow and more. It was founded in 2016 and is based in Stockholm, Sweden.

      • Preemo

        Preemo

        United States
        https://www.preemo.io/

        Preemo is a provider of a real-time data infrastructure that allows companies to centralize scattered data into their data warehouse and push insights to operational tools without requiring engineering work, enabling data teams to build insights faster by making it easy to collect, monitor, and activate all data in one place. The company is based in Burlingame, California.

      • Giskard

        Giskard

        France
        Founding Year: 2021Total Funding: $1.6M
        https://www.giskard.ai/

        Giskard offers a collaborative and open-source software platform to ensure the quality of AI models. Its continuous integration and continuous delivery (CI/CD) platform help in the integration, uploading, evaluation, testing, and deployment of machine learning (ML) models. The company was founded in 2021 and is based in Paris, France.

      • Dust

        Dust

        France
        https://dust.tt/

        Dust designs and deploys large language-model apps. The company helps in accelerating large language models (LLMs). It is based in Paris, France.

      • Google Cloud Vertex AI

        Google Cloud Vertex AI

        United States
        Founding Year: 2008
        https://cloud.google.com/vertex-ai

        Google Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.

      • Evidently AI

        Evidently AI

        United States
        Founding Year: 2020Total Funding: $0.13M
        https://www.evidentlyai.com/

        Evidently AI builds an open-source standard to evaluate and monitor machine-learning models in production. It is designed to help enterprise data science teams operate their models more reliably and detect and resolve issues.

      • Amazon SageMaker

        Amazon SageMaker

        United States
        Founding Year: 2006
        https://aws.amazon.com/sagemaker/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Modzy

        Modzy

        United States
        Founding Year: 2019Total Funding: $5M
        https://www.modzy.com/

        Modzy provides a secure ModelOps AI enterprise platform to discover, deploy, manage and govern AI at scale. The platform offers a rapid deploy-anywhere approach and a model marketplace with vetted and pre-trained models from AI companies. Modzy includes explainability to increase AI trust levels and adversarial defense for resilience against data poisoning and other threats.

      • Baseten

        Baseten

        United States
        Founding Year: 2019Total Funding: $20M
        https://www.baseten.co/

        Baseten makes going from machine learning models to production-grade applications fast and easy. With Baseten, data science and machine learning teams can ship full-stack ML applications without backend, frontend, or MLOps knowledge, enabling faster, smarter decision-making at their organizations. It was founded in 2019 and is based in San Francisco, California.

      • Robust Intelligence

        Robust Intelligence

        United States
        Founding Year: 2019Total Funding: $44M
        https://www.robustintelligence.com/

        Robust Intelligence builds products that integrate seamlessly into the AI development life cycle to ensure robustness and reliability. Its customers include technology companies, financial institutions, and government agencies.

      • ZenML

        ZenML

        Germany
        Founding Year: 2021Total Funding: $2.7M
        https://zenml.io/home

        ZenML provides an extensible and open source MLOps framework to accelerate and simplify the delivery of machine learning models, and research and production.

      • Feast

        Feast

        https://feast.dev/

      • Galileo

        Galileo

        United States
        Founding Year: 2021Total Funding: $23.1M
        https://www.rungalileo.io/

        Galileo builds a data intelligence toolchain for machine learning developers working with unstructured data. It streamlines Artificial intelligence (AI) development pipelines across teams using auto-loggers and algorithms to deal with system-breaking issues and deploys it in on-premises environments for Natural Language Processing (NLP) practitioners. The company was founded in 2021 and is based in San Francisco, California.

      • Aporia

        Aporia

        Israel
        Total Funding: $30M
        https://www.aporia.com/

        Aporia helps artificial intelligence and machine learning teams with model productization. The company provides a monitoring platform for machine learning to address concept drift, data integrity issues, and retraining insights.

      • AI Squared

        AI Squared

        United States
        Founding Year: 2021Total Funding: $6M
        https://squared.ai/

        AI Squared offers a low-code platform designed to help companies adopt artificial intelligence and integrate it into existing applications in a timely and straightforward manner. The platform is used by data science, business, and IT teams. The company was founded in 2021 and is based in Washington, DC.

      • BentoML

        BentoML

        United States
        Founding Year: 2018
        https://www.bentoml.com/

        BentoML develops a platform for building and operating machine learning services. It provides training models, creates prediction services, and monitors model production. It serves the finance, health care, and manufacturing sectors. It was founded in 2018 and is based in San Francisco, California.

      • Comet

        Comet

        United States
        Founding Year: 2017Total Funding: $70.17M
        https://www.comet.com/site/

        Comet provides a self-hosted and cloud-based meta-machine learning platform allowing data scientists and teams to track, compare, explain, and optimize experiments and models. Comet was founded in 2017 and is based in New York, New York.

      • Rasgo

        Rasgo

        United States
        Founding Year: 2020Total Funding: $25M
        https://www.rasgoml.com/

        Rasgo Intelligence develops data science tools and custom machine learning modeling solutions.

      • Weights & Biases

        Weights & Biases

        United States
        Founding Year: 2017Total Funding: $200M
        https://wandb.ai/site

        Weights & Biases provides a developer-first MLOps platform that offers performance visualization tools for machine learning. Weights & Biases customers are developers. Weights & Biases was founded in 2017 and is based in San Francisco, California.

      • Fal.ai

        Fal.ai

        United States
        Founding Year: 2020Total Funding: $6.91M
        https://fal.ai/

        Features & Labels is the operator of a machine learning infrastructure intended to simplify deployment. The company provides services to deploy machine learning models and remove complex data pipelines, increasing the speed of work done and thereby enabling data scientists to focus on problem-solving. The company was founded in 2020 and is based in Emeryville, California.

      • Tecton

        Tecton

        United States
        Founding Year: 2019Total Funding: $160M
        https://www.tecton.ai/

        Tecton offers a fully-managed ML feature platform that orchestrates the complete lifecycle of features, from transformation to online serving, with enterprise-grade SLAs. Its platform can also monitor data pipelines, calculate the latency and processing costs, and retrieve historical features to train systems in production. The company was founded in 2019 and is based in San Francisco, California.

      • cnvrg.io

        cnvrg.io

        Israel
        Founding Year: 2016Total Funding: $8M
        https://cnvrg.io/

        Cnvrg.io develops a service for managing, speeding up, and scaling data science workflows, enabling clients to quickly develop, test, deploy, and refine machine learning models. On November 4th 2020, Cnvrg.io was acquired by Intel at a valuation of $60M.

      • WhyLabs

        WhyLabs

        United States
        Founding Year: 2019Total Funding: $14M
        https://whylabs.ai/

        WhyLabs is an AI observability platform for model monitoring and data monitoring that scales to support massive data. Built for practitioners, by practitioners.

      • Arthur

        Arthur

        United States
        Founding Year: 2018Total Funding: $60.3M
        https://www.arthur.ai/

        Arthur offers an AI model monitoring platform. It works with enterprise teams to monitor, measure, and improve machine learning models for better results across accuracy, explainability, and fairness. The firm was founded in 2018 and is based in New York, New York.

      • Neural Magic

        Neural Magic

        United States
        Founding Year: 2018Total Funding: $50M
        https://neuralmagic.com/

        Neural Magic develops an inference engine that data scientists can run on computers running CPUs, rather than specialized chips like GPUs or TPUs.

      • Deci

        Deci

        Israel
        Founding Year: 2019Total Funding: $55.1M
        https://deci.ai/

        Deci AI enables deep learning to live up to its true potential by using AI to build better AI. With the company’s end-to-end deep learning acceleration platform, AI developers can build, optimize, and deploy faster and more accurate models for any environment including cloud, edge, and mobile, allowing them to transform industries with world-changing products. The platform is powered by Deci’s AutoNAC (Automated Neural Architecture Construction) technology, an algorithmic optimization engine that squeezes maximum utilization out of any hardware without compromising on accuracy. Deci was founded in 2019 and is based in Ramat Gan, Israel.

    • Computer Vision

      • Clearview.ai

        Clearview.ai

        United States
        Founding Year: 2017Total Funding: $38.63M
        https://www.clearview.ai/

        Clearview AI offers a facial recognition tool that uses photos scraped from different social media and websites.

      • Google Cloud Vision API

        Google Cloud Vision API

        United States
        Founding Year: 2008
        https://cloud.google.com/vision

        Google Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.

      • Matroid

        Matroid

        United States
        Founding Year: 2016Total Funding: $33.5M
        https://www.matroid.com/

        Matroid aims to simplify computer vision using machine learning, and enables users to take advantage of the information inherently embedded in video. Users can build their own detector within the company's intuitive, non-technical, web platform to detect people and most other objects.

      • Amazon Rekognition

        Amazon Rekognition

        https://docs.aws.amazon.com/managedservices/latest/userguide/rekognition.html

      • Microsoft Azure

        Microsoft Azure

        United States
        Founding Year: 1975
        https://azure.microsoft.com/en-us

        Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.

      • CoreML

        CoreML

        https://developer.apple.com/machine-learning/core-ml/

      • Clarifai

        Clarifai

        United States
        Founding Year: 2013Total Funding: $100.12M
        https://www.clarifai.com/

        Clarifai is an artificial intelligence company that excels in visual recognition, solving real-world problems for businesses and developers alike. Clarifai's image and video recognition technology is built on the most advanced machine learning systems and made easily accessible by a clean API, empowering developers all over the world to build a new generation of intelligent applications.

      • Prophesee

        Prophesee

        France
        Founding Year: 2014Total Funding: $112.49M
        https://www.prophesee.ai/

        Prophesee develops neuromorphic vision systems. Its vision sensors and systems mimic how the human eye and brain work to improve efficiency in areas such as autonomous vehicles, industrial automation, IoT, security and surveillance, and AR/VR. The company offers products such as METAVISION packaged sensor, METAVISION intelligence suite, and IMAGO visioncam. The company was founded in 2014 and is based in Paris, France.

      • Chooch

        Chooch

        United States
        Founding Year: 2015
        https://www.chooch.com/

        Chooch is a software development company providing an artificial intelligence vision platform. The platform detects images, pictures, and patterns of images and takes action accordingly and has various applications such as workplace safety, satellite image analysis, procedure detection in operating rooms, and image quality control. It serves the manufacturing, safety and security, retail, healthcare, and oil and gas industries. The company was founded in 2015 and is based in San Mateo, California.

    • Speech

      • Amazon Polly

        Amazon Polly

        United States
        Founding Year: 2006
        https://aws.amazon.com/polly/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • SoundHound Inc

        SoundHound Inc

        United States
        Founding Year: 2005Total Funding: $214.1M
        https://www.soundhound.com/

        SoundHound (NASDAQ: SOUN) provides voice-enabled artificial intelligence and conversational intelligence technologies. Its products include Hound, which leverages speech-to-meaning and deep-meaning understanding technologies to enhance the smartphone experience, and Houndify, which enables developers and business owners to deploy anywhere and provides speech recognition, and natural language understanding. The company was founded in 2005 and is based in Santa Clara, California.

      • Gridspace

        Gridspace

        United States
        Total Funding: $8.28M
        https://www.gridspace.com/

        Gridspace is a conversational intelligence company that develops software to make complex interactions easy to understand by making them searchable, accessible, and organized. The company's mission is to clarify and elevate business communication. Gridspace was founded as a collaboration between SRI Speech Labs, the lab behind Siri, and a multidisciplinary team of engineers.

      • Amazon Transcribe

        Amazon Transcribe

        United States
        Founding Year: 2006
        https://aws.amazon.com/transcribe/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Siri

        Siri

        United States
        Founding Year: 1976
        https://www.apple.com/siri/

        Apple (NASDAQ: AAPL) is a multinational technology company that designs, develops, and sells consumer electronics, computer software, and online services. Its hardware products include the iPhone smartphone, the iPad tablet computer, the Mac personal computer, the iPod portable media player, the Apple Watch smartwatch, and the Apple TV digital media player. Apple's consumer software includes the macOS and iOS operating systems, the iTunes media player, the Safari web browser, and the iLife and iWork creativity and productivity suites. Its online services include the iTunes Store, the iOS App Store and Mac App Store, Apple Music, and iCloud.

      • Amazon Alexa

        Amazon Alexa

        https://alexa.amazon.com/

      • Poly.ai

        Poly.ai

        United Kingdom
        Founding Year: 2017Total Funding: $68.5M
        https://poly.ai/

        PolyAI is a software development company that develops a machine learning platform for conversational artificial intelligence. It specializes in machine learning, digital transformation, voice assistants, customer experience, and more. It primarily serves in the fields of banking, hospitality, insurance, retail, and telecommunications. The company was founded in 2017 and is based in London, U.K.

      • Verbit

        Verbit

        United States
        Founding Year: 2016Total Funding: $532M
        https://verbit.ai/

        Verbit uses artificial and human intelligence to provide a smart transcription and captioning solution. The company's technology generates speech-to-text files to provide over 99% accuracy. Verbit’s customized solution helps organizations maximize the potential of their audio and video files by making information searchable, accessible, and actionable.

      • OtterAI

        OtterAI

        United States
        Founding Year: 2018Total Funding: $70M
        https://otter.ai/

        Otter.ai is a provider of an AI-powered live transcription application. Its software generates searchable, sharable notes from the spoken content of meetings, lectures, and presentations held in English. It can automatically record sentences according to the context of a speech, even over long multi-party conversations and transcribes text in real-time. The company was founded in 2018 and is based in Los Altos, California.

      • Nuance

        Nuance

        United States
        Founding Year: 1994Total Funding: $69.46M
        https://www.nuance.com/index.html

        Nuance Communications (Nasdaq: NUAN) develops, markets, and supports a voice interface software platform that makes the information and services of enterprises, telecommunications networks, and the Internet accessible from any telephone. On March 4th, 2022, Nuance Communications was acquired by Microsoft at a valuation of $19.7B.

      • Cogito

        Cogito

        United States
        Founding Year: 2007Total Funding: $186.41M
        https://cogitocorp.com/

        Cogito aims to enhance the emotional intelligence of phone workers through behavioral change software. It applies behavioral science through artificial intelligence and machine learning providing in-call guidance helping enterprises improve sales results, and deliver better customer experiences. The company was founded in 2007 and is based in Boston, Massachusetts.

      • Speechmatics

        Speechmatics

        United Kingdom
        Founding Year: 1980Total Funding: $70.25M
        https://www.speechmatics.com/

        Speechmatics develops Automatic Speech Recognition (ASR) technology that enables businesses to accurately understand and transcribe human-level speech into text regardless of demographic, age, gender, accent, dialect, or location. The company was founded in 1980 and is based in Cambridge, U.K.

      • AssemblyAI

        AssemblyAI

        United States
        Founding Year: 2017Total Funding: $58.12M
        https://www.assemblyai.com/

        AssemblyAI is an applied artificial intelligence company that develops an API for speech recognition. Its platform allows users to automatically convert audio and video files and live audio streams to text with AssemblyAI's Speech-to-Text APIs. The company was founded in 2017 and is based in San Francisco, California.

      • Microsoft Cortana

        Microsoft Cortana

        United States
        Founding Year: 1975
        https://www.microsoft.com/en-us/cortana

        Microsoft (NASDAQ: MSFT) provides, develops, and licenses consumer and enterprise software. The company develops, manufactures, and sells computer software, consumer electronics, and personal computers and services. It is known for its Windows operating systems, Office productivity suite, cloud-based Azure platforms, and many more. The company was founded in 1975 and is based in Redmond, Washington.

      • Avoma

        Avoma

        United States
        Founding Year: 2017Total Funding: $12M
        https://www.avoma.com/

        Avoma is an AI-powered meeting assistant for remote team communications. Its target is B2B companies and their sales and client success teams. Avoma offers several products and capabilities, including an AI meeting assistant that records, transcribes, and analyzes meetings and gets summarized notes. Avoma's conversation intelligence aims to learn topic trends, a team’s winning talk patterns, and deal insights. It also enables deal collaboration so a team can share and curate customer feedback, comment, and provide coaching.

      • Eleven Labs

        Eleven Labs

        United States
        Founding Year: 2022Total Funding: $2M
        https://beta.elevenlabs.io/

        Eleven Labs offers a platform for generating long-format speech in any voice and in any language. The company engages in the research and development of novel methods in voice artificial intelligence (AI) to make content in any language and voice. Eleven Labs was founded in 2022 and is based in Brooklyn, New York.

      • Azure Cognitive Services

        Azure Cognitive Services

        United States
        Founding Year: 1975
        https://azure.microsoft.com/en-us/products/cognitive-services/

        Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.

      • DeepGram

        DeepGram

        United States
        Founding Year: 2015Total Funding: $86.03M
        https://deepgram.com/

        Deepgram is a speech recognition platform that leverages conversational intelligence with transcription and context for speech understanding. It automates transcribing pre-recorded audio and video into text with AI and Natural Language Understanding (NLU) for voice intelligence for summarization, sentiment analysis, language detection, and more. The company was founded in 2015 and is based in San Francisco, California.

    • NLP

      • Cortical.io

        Cortical.io

        Austria
        Founding Year: 2011Total Funding: $21.2M
        https://www.cortical.io/

        Cortical.io develops and commercializes Natural Language Understanding (NLU) solutions based on its proprietary Semantic Folding technology, which offers a fundamentally new approach to handling Big Text Data. Inspired by the latest findings on the way the brain processes information, Cortical.io represents language with highly efficient semantic fingerprints.

      • WolframAlpha

        WolframAlpha

        United States
        Founding Year: 2009
        https://www.wolframalpha.com/

        Wolfram Alpha is a privately-held technology company building a computational knowledge engine (and not a search engine per the company). Wolfram Alpha generates output by doing computations from its own internal knowledge base, instead of searching the web and returning links. As of October 2010, Wolfram Alpha does not have external investors. Wolfram Alpha is affiliated with Wolfram Research.

      • Hugging Face

        Hugging Face

        United States
        Founding Year: 2016Total Funding: $163.92M
        https://huggingface.co/

        Hugging Face offers an open-source library where users can build, train, and deploy models powered by the reference open-source in natural language processing. It was founded in 2016 and is based in Brooklyn, New York.

      • Amazon Comprehend

        Amazon Comprehend

        United States
        Founding Year: 2006
        https://aws.amazon.com/comprehend/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Mobvoi

        Mobvoi

        China
        Founding Year: 2012Total Funding: $259.64M
        https://www.mobvoi.com/

        Mobvoi is known for its Ticwatch smartwatch, which offers voice-activated search and features such as a touch-sensitive strip for scrolling; and Chumen Wenwen, a query application providing information on flights, trains, restaurants, hotels, and navigation for travelers.

      • Explosion

        Explosion

        Germany
        Founding Year: 2016Total Funding: $6M
        https://explosion.ai/

        Explosion is a software company specializing in developer tools for AI and Natural Language Processing. Its products include Prodigy, Thinc, and SpaCy.

      • Lilt

        Lilt

        United States
        Founding Year: 2015Total Funding: $92.5M
        https://lilt.com/

        Lilt provides interactive and adaptive machine-assisted translation tools. Translators can translate documents via a web-based CAT tool. Localization providers can integrate Lilt into their existing systems via a web API. It was founded in 2015 and is based in Portola Valley, California.

      • Amazon Translate

        Amazon Translate

        United States
        Founding Year: 2006
        https://aws.amazon.com/translate/

        Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.

      • Primer

        Primer

        United States
        Founding Year: 2015Total Funding: $164.7M
        https://primer.ai/

        Primer is a machine intelligence company building machines that can read and write, automating the analysis of large datasets. Primer's technology is deployed by government agencies, financial institutions, and Fortune 500 companies.

      • Smartling

        Smartling

        United States
        Founding Year: 2009Total Funding: $226.74M
        https://www.smartling.com/

        Smartling's content solution helps brands gain a more competitive global position by transforming the way content is created and consumed around the world. Smartling's technology, the Global Fluency Platform, helps brands access new markets, more customers, and greater value.

      • Emotibot

        Emotibot

        China
        Founding Year: 2015Total Funding: $160.42M
        https://www.emotibot.com

        Emotibot focuses on artificial intelligence technology and forms natural language technology (NLT) as the core for wider enterprise applications. The company's products include Bot Factory conversational AI platform, Gemini knowledge engineering platform, AICC+ solution platform, NLP natural language processing platform, Scorpio automated machine learning platform, and so on. The company's products serve in AI+finance, AI+enterprise, AI+healthcare, AI+manufacturing, AI+intelligent terminal, AI+government, and other fields. The company was founded in 2015 and is based in Shanghai, China.

      • Cohere

        Cohere

        Canada
        Founding Year: 2019Total Funding: $165M
        https://cohere.ai/

        Cohere's mission is to build machines that understand the world and make them safely accessible to all by breaking the language barrier. The Cohere API provides access to models that read hundreds of millions of web pages and learn to understand the meaning, sentiment, and intent of the words people use.

      • Amenity

        Amenity

        United States
        Founding Year: 2015Total Funding: $25.6M
        https://www.amenityanalytics.com/

        Amenity Analytics develops cloud-based text analytics solutions using natural language processing (NLP) and machine learning. It automates the process of sifting through complex documents and narrative content to find and visualize data sets. The company enables businesses to create exact data models from complicated text sources without any coding. Amenity Analytics was founded in 2015 and is based in New York, New York. In November 2022, Amenity Analytics was acquired by Symphony. The terms of the transaction were not disclosed.

      • Deepset

        Deepset

        Germany
        Founding Year: 2018Total Funding: $14M
        https://www.deepset.ai/

        deepset aims to bridge the gap between NLP research and the industry. With its open-source software, it enables developers to use the latest language models and transfer learning techniques for their individual tasks. Its additional features and services help enterprises to build, run, and maintain production-ready NLP applications. deepset was founded in 2018 and is based in Berlin, Germany.

      • Google Natural Language AI

        Google Natural Language AI

        United States
        Founding Year: 2008
        https://cloud.google.com/natural-language

        Google Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.

      • Unbabel

        Unbabel

        United States
        Founding Year: 2013Total Funding: $89.7M
        https://unbabel.com/

        Unbabel enables modern enterprises to serve customers in their native languages, with always-on, scalable translation across digital channels. Powered by AI and refined by a global community of translators, Unbabel combines the speed and scale of machine translation with the authenticity from a native speaker.

      • Rasa

        Rasa

        United States
        Founding Year: 2016Total Funding: $40.1M
        https://rasa.com/

        Rasa Technologies is a provider of open-source machine learning tools for developers and product teams to expand chatbots beyond answering simple questions. Rasa's machine learning-based dialogue tools allow developers to automate contextual conversations.

    • Horizontal AI/AGI

      • Institute for Ethical AI & Machine Learning

        Institute for Ethical AI & Machine Learning

        https://ethical.institute/

      • Anthropic

        Anthropic

        United States
        Founding Year: 2021Total Funding: $1004M
        https://www.anthropic.com/

        Anthropic provides AI safety and research services. It work to build reliable, interpretable, and steerable AI systems. Anthropic was founded in 2021 and is based in San Francisco, California.

      • MIRI

        MIRI

        https://intelligence.org/

      • Intrinsic

        Intrinsic

        United States
        Founding Year: 2021
        https://intrinsic.ai/

        Intrinsic is a robotics software and AI company that aims to make industrial robotics accessible and usable for businesses, entrepreneurs, and developers. It focuses on advances in AI, perception and simulation of robotics with software and data and by providing access to intelligent capabilities. The company was founded in 2021 and is based in Mountain View, California.

      • Adept

        Adept

        United States
        Founding Year: 2021Total Funding: $65M
        https://www.adept.ai/

        Adept is an ML research and product lab building general intelligence by enabling humans and computers to work together creatively. The company was founded in 2021 and is based in San Francisco, California.

      • DFKI

        DFKI

        Germany
        Founding Year: 1988
        https://www.dfki.de/en/web

        The German Research Center for Artificial Intelligence (DFKI) is a German research institute in the field of software technology.

      • Google Research

        Google Research

        United States
        Founding Year: 2015
        https://research.google/

        Google Research provides research services. It helps teams to make discoveries research and tools to fuel progress in the field. Google Research was founded in 2015 and is based in San Franciso, Califonia.

      • MIT Csail

        MIT Csail

        United States
        Founding Year: 2004
        https://www.csail.mit.edu/

        MIT CSAIL focuses on developing fundamentally new technologies, conducting basic research that furthers the field of computing, and inspiring and educating future generations of scientists and technologists. It was founded in 2004 and is based in Cambridge, Massachusetts.

      • DeepMind

        DeepMind

        United Kingdom
        Founding Year: 2010
        https://www.deepmind.com/

        DeepMind is a cutting edge artificial intelligence company. The company combines the best techniques from machine learning and systems neuroscience to build powerful general-purpose learning algorithms.

      • Hume AI

        Hume AI

        United States
        Founding Year: 2021Total Funding: $18.7M
        https://hume.ai/

        Hume AI provides easy-to-deploy, science-backed vocal, facial, and language expression models, datasets, and Application Programming Interface (API). The Hume AI platform gives technologies the ability to be empathic, while designing expressive characters, optimizing a digital assistant or conversational AI, conducting clinical research, or detecting toxicity on a social media platform. The company was founded in 2021 and is based in New York, New York.

      • Stability.ai

        Stability.ai

        United Kingdom
        Founding Year: 2019Total Funding: $101M
        https://stability.ai/

        Stability AI develops open AI models for image, language, audio, video, 3D, and biology. It is the developer of Stable Diffusion, a powerful, free and open-source text-to-image generator. It was founded in 2019 and is based in London, U.K.

      • Aleph Alpha

        Aleph Alpha

        Germany
        Founding Year: 2019
        https://www.aleph-alpha.com/

        Aleph Alpha is an AI research and application company. It researches, develops, and operationalizes large-scale AI models for language, image data, and strategy and contributes to securing digital sovereignty. It was founded in 2019 and is based in Heidelberg, Germany.

      • Microsoft Research

        Microsoft Research

        United States
        Founding Year: 1991
        https://www.microsoft.com/en-us/research/

        Microsoft Research, a subsidiary of Microsoft, is focused on research methods to advance computing and solve technological innovation in collaboration with academic, government, and industry researchers.

      • Replicate

        Replicate

        United States
        Founding Year: 2019
        https://replicate.com/

        Replicate runs machine learning models in the cloud. It allows people to share the machine learning models in a way that other people can use them. The company was founded in 2019 and is based in San Francisco, California.

      • AI Foundation

        AI Foundation

        United States
        Founding Year: 2017Total Funding: $27M
        https://aifoundation.com/

        AI Foundation aims to democratize and decentralize artificial intelligence. Its first product called Reality Defender, combines human moderation and machine learning to identify malicious content meant to deceive people such as deepfakes.

      • Vector Institute

        Vector Institute

        Canada
        https://vectorinstitute.ai/

        Vector Institute is a Canada-based, technology research company, specializing in the field of artificial intelligence, machine learning, and deep learning.

      • Inflection

        Inflection

        United States
        Founding Year: 2022Total Funding: $225M
        https://inflection.ai/

        Inflection is an AI-first company that redefines human-computer interaction by enabling users to speak to a computer in a conversational language. The company was founded in 2022 and is based in Palo Alto, California.

      • Midjourney

        Midjourney

        United States
        https://midjourney.com/home/?callbackUrl=%2Fapp%2F

        Midjourney is an independent research lab. It produces a proprietary artificial intelligence program that creates images from textual descriptions. It is based in San Francisco, California.

      • Yitu

        Yitu

        China
        Founding Year: 2012Total Funding: $385.12M
        https://www.yitutech.com/en

        YITU Technology works in the Artificial Intelligent (AI) fields such as computer vision, speech recognition, natural language processing, intelligent decision-making and AI chips. Leveraging AI technology, YITU is empowering diverse industries. It provides advanced technologies and products in several sectors including intelligent city, smart finance, intelligent healthcare, smart retail, AI chips and AI pharmaceuticals.