matchmAIQer category

Best Data Infrastructure solutions and services

Every AI initiative runs on its data foundation. This category covers the databases, pipelines, warehouses, streaming and retrieval layers that get trustworthy data to analytics, models and agents fast enough to matter.

133 providers

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Ab Initio Software

Enterprise platform for building and running high-volume data processing applications

Data Pipelines

Ab Initio provides a software platform for designing, running and governing data processing applications, widely used by large banks, insurers, telecoms and retailers. Applications are built graphically and run in parallel across servers, clusters and cloud environments. The company is privately held and sells mainly to very large enterprises.

Parallel data processing
Graphical pipeline design
Metadata and lineage
Batch and real-time processing

HQ Lexington, Massachusetts, US
Founded 1995
Serves Enterprise
Deployment On-premises, Hybrid, Cloud (SaaS)

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Actian

Hybrid data platform and databases for analytics and operational workloads

Databases
Data Warehousing

Actian offers database engines and a cloud data platform covering analytics, data integration and edge or embedded databases. It is a division of HCLSoftware, which acquired it in 2024, and it also added a data catalog through the Zeenea acquisition. Its customers use it for both on-premises and cloud analytics.

Hybrid analytics platform
Columnar analytics engine
Embedded edge database
Data integration

HQ Plano, Texas, US
Founded 1980
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Activeloop

Multimodal AI data lake and vector store (Deep Lake)

Vector Search and Retrieval (RAG)
Databases

Activeloop develops Deep Lake, a database for AI that stores vectors, images, video and text in a lakehouse-style format and supports retrieval and model training. It offers managed and self-hosted options. It is used for multimodal retrieval and for streaming training data to GPUs.

Multimodal storage
Vector search
Dataset versioning
Training data streaming

HQ Mountain View, California, US
Founded 2018
Serves Small business, Mid-market
Deployment Cloud (SaaS), Open source

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Aerospike

Real-time NoSQL database built for low-latency, high-throughput workloads

Databases
Scalable Compute and Storage
Data Pipelines

Aerospike develops a distributed, multi-model NoSQL database designed for sub-millisecond reads and writes at large scale. It adds graph and vector search capabilities for real-time AI and fraud use cases. Customers are mainly large enterprises in adtech, financial services and telecom.

Sub-millisecond latency
Hybrid memory architecture
Multi-model data
Cross-datacenter replication

HQ Mountain View, California, US
Founded 2009
Serves Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Airbyte

Open source data integration platform with a large connector catalog

Data Pipelines

Airbyte provides an open source ELT platform with hundreds of connectors for moving data from APIs, databases and files into warehouses, lakes and vector stores. It offers a managed cloud, self-managed enterprise edition and tools to build custom connectors. Data teams use it to avoid building and maintaining pipelines by hand.

Prebuilt connectors
Connector builder
Change data capture
Vector store destinations

HQ San Francisco, California, US
Founded 2020
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS), Open source, On-premises, Hybrid

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Aiven

Managed open source data infrastructure across clouds

Databases
Streaming Data

Aiven provides fully managed open source data services, including PostgreSQL, MySQL, Apache Kafka, ClickHouse, OpenSearch and Valkey, on major public clouds. It handles provisioning, upgrades, backups and security. Companies use it to run data infrastructure without operating the underlying software.

Managed open source
Multi-cloud deployment
Automated backups
Private networking

HQ Helsinki, Finland
Founded 2016
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS)

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Akamai

Cloud, edge and security platform with compute and storage services

Scalable Compute and Storage

Akamai operates a global content delivery and security platform and, through its Linode acquisition, sells cloud compute, object storage and managed databases. It positions distributed cloud and edge inference for latency-sensitive and data-intensive workloads. Customers are mainly enterprises in media, commerce and financial services.

Distributed edge platform
Object storage
Managed Kubernetes
GPU compute

HQ Cambridge, Massachusetts, US
Founded 1998
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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Algolia

Search and discovery API platform with AI-powered retrieval

Vector Search and Retrieval (RAG)

Algolia provides a hosted search and discovery platform used for site search, e-commerce and app search, with keyword, vector and hybrid retrieval. It offers APIs, SDKs, merchandising tools and recommendations. Retail, media and SaaS companies use it to power responsive search experiences.

Hosted search API
Hybrid keyword and vector
Typo tolerance
Faceted search

HQ San Francisco, California, US
Founded 2012
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS)

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Alteryx

Analytics automation platform for data preparation, blending and analysis

Data Pipelines

Alteryx provides a platform for preparing, blending and analyzing data through low-code workflows, aimed at analysts and data teams. It offers desktop and cloud products and added AI-assisted features. Alteryx was taken private in 2024 by Clearlake Capital and Insight Partners.

Drag-and-drop workflows
Data blending
Spatial analytics
Workflow automation

HQ Irvine, California, US
Founded 1997
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Amazon Web Services

Cloud platform with compute, storage, database and analytics services

Scalable Compute and Storage
Databases
Data Warehousing

Amazon Web Services is the cloud computing arm of Amazon, offering on-demand compute, object and file storage, databases, analytics and machine learning services. Its data portfolio includes S3, Redshift, Aurora, DynamoDB, Kinesis and Glue. It serves organizations of every size across industries and regions.

Elastic compute capacity
Object and file storage
Managed databases
Data lake services

HQ Seattle, Washington, US
Founded 2006
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS), Hybrid

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Amdocs

Software and services for telecom and media, including an AI and data platform

Data Pipelines

Amdocs supplies billing, customer experience and network software and services to communications and media providers. Its AI and data platform and the amAIz suite bring data ingestion, unification and analytics to carriers. The company is listed on NASDAQ and operates globally.

Data ingestion and unification
Telecom data models
Generative AI agents
Cloud migration

HQ Chesterfield, Missouri, US
Founded 1982
Serves Enterprise
Deployment Cloud (SaaS), Hybrid, On-premises, Services

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Analytics8

Data and analytics consultancy for modernization, engineering and BI

Data Pipelines
Data Warehousing

Analytics8 is a consulting firm that helps organizations plan and build data and analytics environments, from strategy and platform selection to integration and BI. It reports serving more than 1,000 clients over 20+ years. Technology partners include Databricks, dbt, Sigma, ThoughtSpot, Snowflake and the major clouds.

Data strategy
Platform migration
Analytics engineering
BI and reporting

HQ Chicago, Illinois, US
Serves Mid-market, Enterprise
Deployment Services
Pricing Project-based services

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ArangoDB

Multi-model database combining graph, document and search

Databases
Vector Search and Retrieval (RAG)

ArangoDB develops a multi-model database that stores graphs, documents and key-value data with one query language, AQL, and supports search and vector indexing. It is offered as the ArangoGraph managed cloud service and as self-managed software, with GraphRAG tooling. It targets knowledge graph and AI context use cases.

Multi-model storage
Graph traversal
AQL queries
Full-text search

HQ San Francisco, California, US
Founded 2014
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Open source

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Astronomer

Managed Apache Airflow platform for orchestrating data pipelines

Data Pipelines

Astronomer develops Astro, a managed service for Apache Airflow, the open source workflow orchestrator, and employs many of the project maintainers. It adds deployment, monitoring and observability features for data and ML pipelines. Customers are data engineering teams in mid-size and large organizations.

Managed Airflow
Pipeline observability
CI/CD for DAGs
Multi-cloud deployment

HQ New York, New York, US
Founded 2018
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Hybrid, Open source

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AtScale

Universal semantic layer for consistent metrics across BI and AI tools

Data Warehousing

AtScale provides a semantic layer that defines business metrics once and serves them to BI tools, spreadsheets and AI applications on top of cloud data platforms. Queries are pushed down to the underlying warehouse rather than copying data. It targets enterprises standardizing analytics across multiple tools.

Metric definitions
Query pushdown
Multi-BI support
Access governance

HQ San Mateo, California, US
Founded 2013
Serves Enterprise
Deployment Cloud (SaaS), Hybrid

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Backblaze

Low-cost cloud object storage and backup

Scalable Compute and Storage

Backblaze offers S3-compatible object storage through B2 Cloud Storage and cloud backup for computers and businesses. It publishes drive reliability statistics and is publicly traded. Customers include media, AI data and backup workloads seeking simple, predictable storage pricing.

S3-compatible API
Object lock
Lifecycle rules
Server-side encryption

HQ San Mateo, California, US
Founded 2007
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS)

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Bright Data

Web data collection platform with proxy networks, scrapers and datasets

Data Pipelines

Bright Data provides infrastructure for collecting public web data, including proxy networks, scraping APIs, browsers and ready-made datasets. Companies use it to feed analytics, pricing and AI training pipelines. It is a private company headquartered in Israel.

Proxy networks
Scraper APIs
Pre-built datasets
Browser automation

HQ Netanya, Israel
Founded 2014
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS)

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CelerData

Real-time analytics database company behind commercial StarRocks

Data Warehousing
Databases

CelerData is the commercial company supporting StarRocks, an open source MPP analytical database for fast, high-concurrency queries on lakehouse data. It sells a managed cloud service and an enterprise edition. Teams use it for customer-facing and real-time analytics.

MPP query engine
Lakehouse querying
Real-time ingestion
High concurrency

HQ San Francisco, California, US
Founded 2020
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Open source

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Chroma

Open source AI-native vector database for embeddings and retrieval

Vector Search and Retrieval (RAG)

Chroma is an open source embedding database designed for developers building AI applications, with a simple Python and JavaScript API. It also offers Chroma Cloud, a managed serverless service. It is widely used in prototyping and production retrieval-augmented generation.

Embedding storage
Vector search
Full-text search
Metadata filtering

HQ San Francisco, California, US
Founded 2022
Serves Small business, Mid-market
Deployment Open source, Cloud (SaaS)

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ClickHouse

Column-oriented analytics database with open source and managed cloud editions

Databases
Data Warehousing

ClickHouse develops an open source columnar database built for fast analytical queries over very large datasets. The company sells ClickHouse Cloud, a managed service, and supports self-managed deployments. It is used for real-time analytics, observability and data warehousing.

Columnar storage
Real-time ingestion
SQL analytics
Data compression

HQ San Francisco, California, US
Founded 2021
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Open source

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Cloudera

Hybrid data platform for data engineering, warehousing and AI

Data Warehousing
Scalable Compute and Storage

Cloudera provides a hybrid data and AI platform that runs on-premises and across public clouds, covering data engineering, warehousing, streaming and machine learning. It grew from the Hadoop ecosystem and merged with Hortonworks in 2019. It has been privately held since 2021.

Hybrid deployment
Shared security and governance
Data lakehouse
Spark pipelines

HQ Santa Clara, California, US
Founded 2008
Serves Enterprise
Deployment Hybrid, On-premises, Cloud (SaaS)

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Cloudian

S3-compatible object storage for enterprise and AI data

Scalable Compute and Storage

Cloudian provides HyperStore, S3-compatible object storage that runs on-premises, at the edge and in hybrid setups, plus tooling for AI data lakes. It targets organizations that need scalable private storage with cyber-resilience features. Customers include enterprises, service providers and public sector bodies.

S3 API
Object lock
Geo-distribution
Multi-tenancy

HQ San Mateo, California, US
Founded 2011
Serves Mid-market, Enterprise
Deployment On-premises, Hybrid

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Coalesce

Data transformation platform for building warehouse pipelines at scale

Data Pipelines

Coalesce provides a visual, metadata-driven data transformation platform for cloud data warehouses, with column-aware templates and generated SQL. It also covers cataloging and CI/CD for data teams. It is aimed at teams building on Snowflake and similar platforms.

Column-aware metadata
Visual pipeline design
Reusable templates
Git integration

HQ San Francisco, California, US
Founded 2020
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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Cockroach Labs

Distributed SQL database for resilient, globally scalable applications

Databases

Cockroach Labs develops CockroachDB, a PostgreSQL-compatible distributed SQL database designed to survive failures and scale across regions. It is offered as a managed cloud service and as self-hosted software. Customers use it for transactional systems that need high availability.

Distributed SQL
Multi-region deployment
PostgreSQL compatibility
Automatic failover

HQ New York, New York, US
Founded 2015
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Cogent Communications

Internet transit, private networking and colocation provider

Scalable Compute and Storage

Cogent Communications operates an Internet backbone and sells IP transit, wavelength and Ethernet services, along with colocation space in data centers. Enterprises, ISPs and content providers use it for high-bandwidth connectivity that supports data-intensive and cloud workloads. It is a publicly traded carrier rather than a data or AI software vendor.

IP transit
Wavelength services
Colocation
Ethernet private lines

HQ Washington, D.C., US
Founded 1999
Serves Mid-market, Enterprise
Deployment Services, Cloud (SaaS)

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Cohesity

Data security and management platform for backup, recovery and AI-ready data

Scalable Compute and Storage

Cohesity provides software for data protection, cyber recovery and data management across on-premises, cloud and SaaS environments. It combined with the data protection business of Veritas in 2024, bringing NetBackup into its portfolio. It also offers search and AI-oriented tools over backup data.

Backup and recovery
Ransomware detection
Immutable snapshots
Cyber vault

HQ San Jose, California, US
Founded 2013
Serves Mid-market, Enterprise
Deployment Hybrid, Cloud (SaaS), On-premises

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Conduktor

Kafka governance, security and management platform

Streaming Data

Conduktor provides software for managing and governing Apache Kafka environments, including a console for developers and a gateway proxy that applies security, encryption and policy controls. It works across Kafka distributions and clouds. Platform teams use it to give application teams self-service access while enforcing standards.

Kafka management UI
Policy enforcement
Field-level encryption
Self-service access

HQ San Francisco, California, US
Founded 2019
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Confluent

Data streaming platform built around Apache Kafka and Flink

Streaming Data

Confluent was founded by the creators of Apache Kafka and sells a data streaming platform available as a fully managed cloud service and as self-managed software. It adds Apache Flink processing, connectors, governance and Tableflow for feeding streams into lakehouse tables. IBM completed its acquisition of Confluent in March 2026.

Managed Kafka
Stream processing
Prebuilt connectors
Schema governance

HQ Mountain View, California, US
Founded 2014
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Couchbase

Distributed NoSQL document database with cloud service and mobile sync

Databases
Vector Search and Retrieval (RAG)

Couchbase develops a distributed JSON document database that supports SQL-like queries, caching, search and mobile synchronization. Its Capella service delivers it as managed database-as-a-service and it has added vector search for AI applications. The company went private following an acquisition by Haveli Investments in 2025.

JSON document store
SQL++ queries
Full-text and vector search
Mobile sync

HQ Santa Clara, California, US
Founded 2011
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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CrateDB

Distributed SQL database for real-time analytics on time series and IoT data

Databases
Streaming Data

CrateDB, developed by Crate.io, is a distributed SQL database that handles time series, JSON and full-text search data with real-time query speed. It is offered as the CrateDB Cloud managed service and as self-managed software. Teams use it for IoT, industrial and operational analytics workloads.

Distributed SQL
Time series storage
Full-text search
Vector search

HQ Berlin, Germany
Founded 2013
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Open source

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Dagster Labs

Data orchestration platform centered on data assets, with open source core

Data Pipelines

Dagster Labs develops Dagster, an open source orchestrator that models pipelines as software-defined data assets, and Dagster+, a managed platform. It provides lineage, testing and observability for data and AI pipelines. Data engineering teams use it as an alternative to task-based schedulers.

Asset-based orchestration
Lineage
Data quality checks
Partitioned backfills

HQ San Francisco, California, US
Founded 2018
Serves Mid-market, Enterprise
Deployment Open source, Cloud (SaaS), Hybrid

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Data Samurai

Strategy, data, analytics and AI consultancy for public and nonprofit sectors

Data Pipelines

Data Samurai is a Baton Rouge-based firm offering digital modernization, data and AI, organizational enablement and governance services to government agencies, businesses and nonprofits. It also develops Civic Intelligence, a shared record of neighborhood conditions and public decisions piloted in East Baton Rouge Parish. It runs community data education initiatives.

Data strategy
Dashboards
Workflow automation
Data governance

HQ Baton Rouge, Louisiana, US
Serves Mid-market
Deployment Services
Pricing Project-based services

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Databricks

Data intelligence platform unifying data engineering, warehousing and AI

Data Pipelines
Data Warehousing
Databases

Databricks sells a lakehouse-based platform for data engineering, SQL analytics, machine learning and generative AI on cloud object storage. It created Apache Spark, Delta Lake and MLflow and offers Unity Catalog for governance. It added Lakebase, a managed Postgres service, after acquiring Neon in 2025.

Lakehouse architecture
Spark processing
Unified governance
Serverless SQL

HQ San Francisco, California, US
Founded 2013
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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DataDirect Networks

High-performance storage and data platforms for AI and HPC

Scalable Compute and Storage

DataDirect Networks, known as DDN, builds parallel file, object and AI data storage systems used in high-performance computing and large-scale AI training. Its EXAScaler line is based on the Lustre file system and its Infinia platform targets AI data services. Customers include research centers, GPU cloud providers and large enterprises.

Parallel file system
GPU-optimized storage
Object storage
High throughput

HQ Chatsworth, California, US
Founded 1998
Serves Enterprise
Deployment On-premises, Hybrid, Cloud (SaaS)

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DataStax

Cassandra-based database platform with vector search for generative AI

Databases
Vector Search and Retrieval (RAG)

DataStax commercializes Apache Cassandra and offers Astra DB, a managed multi-model database with vector search, plus the Langflow low-code tool for AI agents. IBM acquired the company in 2025. It targets enterprises building real-time and generative AI applications.

Managed Cassandra
Vector search
Multi-region replication
Langflow integration

HQ Santa Clara, California, US
Founded 2010
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid, Open source

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DBT Labs

Analytics engineering platform for transforming data in the warehouse with SQL

Data Pipelines

dbt Labs created dbt, the open source framework that lets teams build, test and document data transformations in SQL, and sells the managed dbt platform. It includes the Fusion engine and a semantic layer for consistent metrics. dbt Labs completed a merger with Fivetran in June 2026.

SQL transformations
Automated testing
Documentation and lineage
CI/CD

HQ Philadelphia, Pennsylvania, US
Founded 2016
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS), Open source

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Decodable

Stream processing platform built on Apache Flink

Streaming Data

Decodable offered a managed stream processing service on Apache Flink for building real-time data pipelines with SQL and connectors. Redis announced plans to acquire the company in September 2025 to extend its real-time data platform. Product availability and branding after the acquisition should be confirmed with the vendor.

Managed Apache Flink
SQL pipelines
Prebuilt connectors
Change data capture

HQ San Francisco, California, US
Founded 2019
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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Dell Technologies

Servers, storage and AI infrastructure for enterprise data centers

Scalable Compute and Storage

Dell Technologies sells servers, storage, networking and PCs, plus an AI Factory portfolio of GPU servers and storage for AI workloads. Its infrastructure line includes PowerEdge servers, PowerStore and PowerScale storage, and ObjectScale object storage. It serves enterprises, service providers and public sector customers.

GPU servers
Scale-out file storage
Object storage
Cyber resilience

HQ Round Rock, Texas, US
Founded 1984
Serves Mid-market, Enterprise
Deployment On-premises, Hybrid, Cloud (SaaS)

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Denodo

Data virtualization and logical data management platform

Data Pipelines

Denodo provides a data virtualization platform that presents data from many sources through a unified logical layer without copying it. It includes data catalog, governance and AI assistant features. Customers use it to simplify integration across cloud and on-premises systems.

Data virtualization
Query federation
Semantic layer
Data catalog

HQ Palo Alto, California, US
Founded 1999
Serves Enterprise
Deployment On-premises, Cloud (SaaS), Hybrid

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DigitalOcean

Cloud infrastructure for developers and growing businesses, with GPU and AI services

Scalable Compute and Storage
Databases

DigitalOcean provides virtual machines (Droplets), managed databases, object storage, Kubernetes and GPU compute aimed at developers, startups and small and mid-sized businesses. It has expanded into AI infrastructure and agent tooling. The company is publicly traded.

Simple pricing
Managed databases
Object storage
Kubernetes

HQ New York, New York, US
Founded 2012
Serves Small business, Mid-market
Deployment Cloud (SaaS)

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Dremio

Lakehouse platform for fast SQL analytics on Apache Iceberg

Data Warehousing

Dremio provides an open lakehouse platform that runs SQL queries directly on data in object storage using Apache Iceberg and its own query acceleration. It offers a managed cloud service and a self-managed enterprise edition, and an open catalog based on Apache Polaris. It targets teams avoiding lock-in to a proprietary warehouse.

Iceberg lakehouse
Query acceleration
Federated queries
Semantic layer

HQ Santa Clara, California, US
Founded 2015
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Elastic

Search and analytics platform behind Elasticsearch, with vector search

Vector Search and Retrieval (RAG)
Databases

Elastic develops Elasticsearch, a distributed search and analytics engine, along with Kibana and solutions for search, observability and security. It supports vector search and retrieval for generative AI applications and is offered as Elastic Cloud or self-managed software. The company is publicly listed.

Full-text search
Vector search
Hybrid retrieval
Log analytics

HQ Mountain View, California, US
Founded 2012
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid, Open source

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EnterpriseDB

PostgreSQL-based database software and services, branded EDB

Databases

EnterpriseDB, which markets itself as EDB, sells enterprise distributions of PostgreSQL with Oracle compatibility, high availability tools and support. It offers EDB Postgres AI for transactional, analytical and AI workloads and is a major contributor to the PostgreSQL project. Customers use it for Oracle migrations and mission-critical Postgres deployments.

Oracle compatibility
High availability
Postgres support
Multi-region clustering

HQ Bedford, Massachusetts, US
Founded 2004
Serves Mid-market, Enterprise
Deployment On-premises, Cloud (SaaS), Hybrid

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Estuary

Real-time data integration platform for CDC and batch pipelines

Data Pipelines
Streaming Data

Estuary provides Flow, a platform for real-time change data capture and batch data integration between databases, SaaS tools and warehouses with a managed or private deployment. It combines streaming and batch in one tool and is built on open source components. Data teams use it to keep warehouses and applications synchronized.

Change data capture
Real-time sync
Streaming transformations
Batch and streaming

HQ New York, New York, US
Founded 2019
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS), Open source, Hybrid

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Everpure

Enterprise data storage and management platform, formerly Pure Storage

Scalable Compute and Storage

Everpure is the new name of Pure Storage, announced in February 2026 as the company broadened from flash storage into enterprise data management. Its portfolio includes FlashArray and FlashBlade storage, Portworx for Kubernetes data, and an Enterprise Data Cloud model delivered through subscriptions. It also announced the planned acquisition of data intelligence company 1touch.

All-flash storage
Unified file and object
Kubernetes data services
Cyber resilience

HQ Santa Clara, California, US
Founded 2009
Serves Mid-market, Enterprise
Deployment On-premises, Hybrid, Cloud (SaaS)

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Exasol

In-memory analytics database for high-speed SQL on large datasets

Data Warehousing

Exasol develops an in-memory, massively parallel analytics database used as a data warehouse for fast queries on large datasets. It is available as SaaS, on-premises and in customer clouds, and adds in-database AI features. Customers are mainly mid-size and large enterprises, with a strong base in Europe.

In-memory processing
Massively parallel SQL
Columnar storage
Virtual schemas

HQ Nuremberg, Germany
Founded 2000
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Firebolt

Cloud data warehouse built for fast, high-concurrency analytics

Data Warehousing

Firebolt provides a cloud data warehouse optimized for low-latency, high-concurrency queries, targeting customer-facing and data-intensive applications. It offers a managed service and a self-hostable core engine. Customers use it for dashboards and applications that require fast responses on large datasets.

Low-latency queries
Decoupled storage and compute
Sparse indexing
High concurrency

HQ Palo Alto, California, US
Founded 2019
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises

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Fivetran

Managed data movement platform with prebuilt connectors

Data Pipelines

Fivetran provides automated, managed connectors that replicate data from databases, SaaS applications and files into cloud warehouses and data lakes. It also offers database replication through HVR and a managed data lake service. Fivetran completed a merger with dbt Labs in June 2026.

Prebuilt connectors
Change data capture
Schema drift handling
Managed data lake

HQ Oakland, California, US
Founded 2012
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Hybrid

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Google Cloud

Cloud platform with compute, storage, databases, BigQuery and AI services

Scalable Compute and Storage
Data Warehousing
Databases

Google Cloud offers compute, storage, networking, databases, analytics and AI services on Google infrastructure. Its data portfolio includes BigQuery for warehousing, Spanner and Cloud SQL for databases, and Dataflow and Pub/Sub for pipelines and streaming. It also provides Vertex AI and Gemini models for AI development.

Serverless analytics
Global network
Managed databases
Streaming services

HQ Mountain View, California, US
Founded 2008
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS), Hybrid

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Graphwise

Knowledge graph, semantic AI and GraphRAG software (merger of Ontotext and Semantic Web Company)

Databases
Vector Search and Retrieval (RAG)

Graphwise was formed in 2024 by the merger of Ontotext and Semantic Web Company. It offers the GraphDB semantic graph database and PoolParty semantic tooling for building knowledge graphs and GraphRAG applications. Customers include publishers, life sciences and other knowledge-intensive enterprises.

RDF and SPARQL support
Ontology reasoning
Knowledge graph construction
Semantic search

HQ Vienna, Austria
Founded 2024
Serves Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Hammerspace

Global data platform that unifies file data across sites and clouds

Scalable Compute and Storage

Hammerspace provides software that presents data from different storage systems and locations as a single global namespace, with automated data orchestration. It also offers a high-performance tier that uses existing server-local NVMe storage for GPU workloads. It is aimed at AI, HPC and media pipelines that span multiple data centers and clouds.

Global namespace
Data orchestration
Standards-based parallel file system
Multi-cloud placement

HQ San Mateo, California, US
Founded 2018
Serves Enterprise
Deployment Hybrid, On-premises, Cloud (SaaS)

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Hevo Data

No-code data pipeline platform for loading data into warehouses

Data Pipelines

Hevo Data offers a managed, no-code platform that replicates data from databases, SaaS applications and other sources into cloud warehouses and lakes, with transformation support. It targets analytics teams and mid-size companies that want pipelines without engineering overhead. The company operates from the US and India.

No-code setup
Prebuilt connectors
Change data capture
Schema management

HQ San Francisco, California, US
Founded 2017
Serves Small business, Mid-market
Deployment Cloud (SaaS)

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Hightouch

Data activation platform that syncs warehouse data to business tools

Data Pipelines

Hightouch provides reverse ETL and a composable customer data platform that sync data from cloud warehouses to marketing, sales and advertising tools. It also offers AI-driven decisioning for marketers. It is used by data and marketing teams to activate warehouse data without copying it into separate platforms.

Reverse ETL
Audience builder
Warehouse-native
Identity resolution

HQ San Francisco, California, US
Founded 2018
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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Hitachi Vantara

Storage, data infrastructure and data management subsidiary of Hitachi

Scalable Compute and Storage

Hitachi Vantara sells enterprise storage, hybrid cloud infrastructure and data management software, and is a subsidiary of Hitachi, Ltd. Its portfolio includes the Virtual Storage Platform One family, Pentaho data integration and analytics, and AI infrastructure offerings. It also provides managed and professional services.

Block, file and object storage
Data integration
Data quality tools
Cyber resilience

HQ Santa Clara, California, US
Founded 2017
Serves Enterprise
Deployment On-premises, Hybrid, Cloud (SaaS), Services

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Impetus

Data engineering, analytics and AI services with legacy-to-cloud migration tooling

Data Pipelines

Impetus Technologies is an IT services firm focused on data engineering, analytics, AI and cloud modernization, often for large enterprises migrating legacy data warehouses. It also offers LeapLogic, a tool that automates the conversion of legacy ETL, SQL and analytics workloads to cloud platforms. It is headquartered in Los Gatos, California.

Legacy migration automation
Data engineering
Cloud data platforms
AI engineering

HQ Los Gatos, California, US
Founded 1991
Serves Enterprise
Deployment Services

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Imply

Real-time analytics database company built around Apache Druid

Data Warehousing
Streaming Data

Imply was founded by creators of Apache Druid and offers commercial versions of the real-time analytics database as a managed cloud service and as self-managed software. It targets interactive analytics on streaming and batch data. Customers use it for product analytics, observability and operational dashboards.

Apache Druid engine
Sub-second queries
Streaming ingestion
High concurrency

HQ Burlingame, California, US
Founded 2015
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Hybrid, On-premises

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InfluxData

Time series database company behind InfluxDB

Databases
Streaming Data

InfluxData develops InfluxDB, an open source time series database for metrics, events and sensor data, plus the Telegraf collection agent. InfluxDB 3 is built on Apache Arrow, Parquet and DataFusion and is offered as Core, Enterprise and cloud editions. Customers use it for IoT, industrial and infrastructure monitoring data.

Time series storage
SQL and InfluxQL queries
Telegraf collection
Parquet storage

HQ San Francisco, California, US
Founded 2012
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Open source

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Infor

Industry cloud ERP vendor with a data and integration platform (Infor OS)

Data Pipelines

Infor is a business software company that sells industry-specific cloud ERP and supply chain applications, owned by Koch Industries. Its Infor OS platform includes a data lake, integration (ION) and AI services that support those applications. It is primarily an applications vendor rather than a standalone data infrastructure provider.

Application integration
Data lake
Industry data models
AI services

HQ New York, New York, US
Founded 2002
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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Informatica

Enterprise cloud data management and integration platform

Data Pipelines

Informatica provides the Intelligent Data Management Cloud, covering data integration, quality, governance, catalog and master data management, with its CLAIRE AI engine. Salesforce completed its acquisition of Informatica in late 2025. It serves large enterprises with complex, multi-cloud and hybrid data estates.

Data integration
Master data management
Data quality
Data catalog

HQ Redwood City, California, US
Founded 1993
Serves Enterprise
Deployment Cloud (SaaS), Hybrid, On-premises

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Insight

IT solutions integrator covering cloud, data center, data and AI services

Scalable Compute and Storage

Insight Enterprises is a solutions integrator and reseller that supplies hardware, software, cloud and managed services, and offers data and AI consulting on platforms such as Microsoft Azure, AWS and Google Cloud. Enterprises use it to procure and implement infrastructure and modernization projects. It is publicly traded.

Hardware and software procurement
Cloud migration
Data and AI consulting
Managed services

HQ Chandler, Arizona, US
Founded 1988
Serves Mid-market, Enterprise
Deployment Services

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InterSystems

Data platform company behind the IRIS multi-model database

Databases
Data Warehousing

InterSystems develops InterSystems IRIS, a data platform combining a multi-model database, interoperability and analytics, and is also known for healthcare software such as TrakCare and HealthShare. IRIS includes vector search for AI applications. The company is privately held.

Multi-model database
Interoperability engine
SQL and object access
Vector search

HQ Boston, Massachusetts, US
Founded 1978
Serves Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Keboola

Cloud data operations platform for pipelines, transformation and sharing

Data Pipelines

Keboola provides a cloud data platform that combines extraction, transformation, orchestration and data sharing, with a marketplace of components. It serves analytics and operations teams in mid-size and large companies and is based in Prague. It also supports building data products and AI-ready datasets.

Extractor library
SQL and Python transformations
Orchestration
Data catalog

HQ Prague, Czech Republic
Founded 2012
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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Kestra

Open source declarative orchestration platform for data and business workflows

Data Pipelines

Kestra is an open source orchestration platform where workflows are defined declaratively in YAML and run on a scalable, event-driven engine. It offers an enterprise edition and managed cloud, and covers data pipelines, infrastructure automation and business processes. It integrates through a plugin library.

YAML workflows
Event-driven triggers
Plugin library
Real-time UI

HQ Paris, France
Founded 2019
Serves Mid-market, Enterprise
Deployment Open source, Cloud (SaaS), On-premises

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LanceDB

Multimodal vector database built on the open source Lance data format

Vector Search and Retrieval (RAG)
Databases

LanceDB is an embedded and cloud vector database built on the Lance columnar format, designed for storing and searching embeddings alongside images, video and other multimodal data. It is open source with a managed cloud and enterprise offerings. It targets AI teams building retrieval, search and training data workflows.

Vector search
Multimodal storage
Full-text search
Embedded operation

HQ San Francisco, California, US
Founded 2022
Serves Small business, Mid-market, Enterprise
Deployment Open source, Cloud (SaaS), Hybrid

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Lucidworks

Enterprise search and AI-powered discovery platform

Vector Search and Retrieval (RAG)

Lucidworks provides search and product discovery software for commerce and enterprise search, built on Apache Solr, with hybrid vector retrieval and generative AI features. Its Fusion platform and AI services are used for e-commerce and knowledge access. Customers are mainly retailers, manufacturers and large enterprises.

Solr-based search
Hybrid retrieval
Relevance tuning
Query understanding

HQ San Francisco, California, US
Founded 2007
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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MariaDB

MySQL-compatible open source relational database with enterprise offerings

Databases

MariaDB develops MariaDB Server, an open source relational database that began as a fork of MySQL, and sells enterprise editions, MaxScale proxy and a managed cloud service. Recent versions add vector search. The company was taken private by K1 Investment Management in 2024.

MySQL compatibility
Vector search
Replication and clustering
Proxy failover

HQ Redwood City, California, US
Founded 2010
Serves Small business, Mid-market, Enterprise
Deployment Open source, Cloud (SaaS), On-premises

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Marqo

Vector search platform for e-commerce and multimodal retrieval

Vector Search and Retrieval (RAG)

Marqo provides a vector search platform that generates embeddings and indexes text and images, with a focus on e-commerce search and recommendations. It offers an open source engine and a managed cloud service with relevance tuning and fine-tuned embedding models. Retailers use it to improve product discovery.

Built-in embeddings
Multimodal search
Relevance tuning
Product search

HQ Melbourne, Australia
Founded 2021
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Open source

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Materialize

Streaming SQL database that keeps query results incrementally up to date

Streaming Data
Databases

Materialize is a database that maintains SQL views incrementally over streaming data, so results update in real time as sources change. It ingests from systems like Kafka and PostgreSQL change streams and is offered as a managed cloud service and self-managed software. It targets operational analytics and real-time data products.

Incremental view maintenance
Streaming SQL
PostgreSQL wire compatibility
Change data capture sources

HQ New York, New York, US
Founded 2019
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises

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Matillion

Cloud data integration and transformation platform with AI agents

Data Pipelines

Matillion provides a cloud data integration platform for loading and transforming data in warehouses and lakehouses such as Snowflake, Databricks and Amazon Redshift. Its Data Productivity Cloud combines low-code and code-based pipelines, and Maia is its set of AI agents for building pipelines. Teams use it to run ELT workloads inside their own cloud environments.

Low-code pipelines
Push-down ELT
Git integration
Pipeline orchestration

HQ Manchester, United Kingdom
Founded 2011
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Hybrid

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Microsoft

Cloud, data and AI platform spanning Azure compute, storage and databases

Scalable Compute and Storage
Databases
Data Warehousing

Microsoft offers enterprise data infrastructure mainly through Azure, including compute, object storage, managed databases and analytics services. Its Microsoft Fabric platform unifies data engineering, warehousing and analytics on a shared data lake. It serves organizations of all sizes, with deep integration into Microsoft 365 and Power BI.

Elastic cloud compute
Object and data lake storage
Managed SQL and NoSQL databases
Data warehousing and analytics

HQ Redmond, Washington, US
Founded 1975
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS), Hybrid

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Mindbreeze

Enterprise search and knowledge platform for AI assistants with document-level security

Vector Search and Retrieval (RAG)

Mindbreeze offers Mindbreeze InSpire, an enterprise search and knowledge management platform that connects to internal data sources and supports AI assistants and agents. It emphasizes access-rights-aware answers across enterprise content. The company lists offices in Chicago and Linz.

Federated enterprise search
Document-level security
Connectors to enterprise sources
AI agents and assistants

HQ Linz, Austria
Serves Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid
Pricing Subscription; contact sales

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MinIO

S3-compatible open source object storage for AI and analytics data

Scalable Compute and Storage

MinIO develops high-performance, S3-compatible object storage that runs on commodity hardware and Kubernetes, and sells AIStor, its commercial offering for AI and analytics data. The core software is open source. Enterprises use it as a private cloud data lake and storage layer.

S3 API compatibility
Erasure coding
Kubernetes-native
Bucket replication

HQ Redwood City, California, US
Founded 2014
Serves Mid-market, Enterprise
Deployment Open source, On-premises, Hybrid

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MongoDB

Document database with managed cloud service and built-in vector search

Databases
Vector Search and Retrieval (RAG)

MongoDB develops a general-purpose document database available as self-managed software and as the Atlas managed cloud service. Atlas adds search, vector search and analytics features on the same data. It is used by developers and enterprises building operational and AI applications.

Document data model
Horizontal sharding
Atlas Search and Vector Search
Multi-cloud deployment

HQ New York, New York, US
Founded 2007
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid, Open source

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MotherDuck

Serverless analytics warehouse built on DuckDB

Data Warehousing

MotherDuck offers a managed cloud data warehouse based on DuckDB, an open source in-process analytical database, with hybrid execution between local machines and the cloud. It targets analysts and engineers who want fast SQL analytics without heavy infrastructure. It integrates with common data tools and open table formats.

DuckDB engine
Hybrid local-cloud queries
Serverless operation
Data sharing

HQ Seattle, Washington, US
Founded 2022
Serves Small business, Mid-market
Deployment Cloud (SaaS)

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Neo4j

Native graph database and analytics platform

Databases
Vector Search and Retrieval (RAG)

Neo4j develops a native graph database and related graph analytics and data science tools. It is used to model connected data for fraud detection, recommendations and knowledge graphs, and supports vector search for GraphRAG applications. It is offered as open source community software, self-managed enterprise software and the AuraDB cloud service.

Native graph storage
Cypher query language
Graph algorithms library
Vector indexes

HQ San Mateo, California, US
Founded 2007
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Open source, Hybrid

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NetApp

Enterprise data storage and cloud data management

Scalable Compute and Storage

NetApp provides enterprise storage systems and cloud data services built around its ONTAP operating system. Its portfolio covers on-premises arrays, native storage services in major public clouds, and data management tools. It targets large organizations managing hybrid data estates and AI data pipelines.

Unified file, block and object
Hybrid cloud data mobility
Snapshots and replication
Ransomware protection

HQ San Jose, California, US
Founded 1992
Serves Mid-market, Enterprise
Deployment On-premises, Cloud (SaaS), Hybrid

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Nexla

Data integration platform for building data products and AI-ready pipelines

Data Pipelines

Nexla provides a no-code and low-code platform for integrating, transforming and delivering data between systems. It packages data as reusable data products and supports batch, streaming and API-based flows. It targets enterprise data teams preparing data for analytics and generative AI.

Prebuilt connectors
No-code transformations
Streaming and batch flows
Data product catalog

HQ San Mateo, California, US
Founded 2015
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Hybrid

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NexusOne

Data layer and control plane over existing enterprise data systems

Scalable Compute and Storage
Data Pipelines

NexusOne, from Nexus Cognitive, is a platform that sits over existing data systems, from mainframes to cloud warehouses, providing common identity, governance and AI-ready data without migration. It is built on pre-integrated open-source components and includes forward-deployed engineers. The company is backed by Insight Partners.

Cross-estate governance
CDC replication into Iceberg
Policy-based AI routing
Automated deployment and upgrades

HQ Atlanta, Georgia, US
Serves Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid
Pricing Subscription; contact sales

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Nutanix

Hybrid multicloud infrastructure software with storage and AI platforms

Scalable Compute and Storage

Nutanix sells a cloud platform that combines hyperconverged compute, storage and virtualization (AHV) for on-premises, edge and public cloud environments. It adds unified storage services and an enterprise AI offering for running models on private infrastructure. Customers use it to consolidate data center workloads and modernize virtualization.

Hyperconverged infrastructure
Unified storage
Virtualization
Hybrid multicloud

HQ San Jose, California, US
Founded 2009
Serves Mid-market, Enterprise
Deployment On-premises, Hybrid, Cloud (SaaS)

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Ocient

Hyperscale data warehouse for large-scale analytics

Data Warehousing

Ocient builds a data warehouse designed for very large datasets, processing trillions of rows with a massively parallel architecture. It is offered for on-premises, cloud and hybrid deployments. Customers include telecommunications, adtech and government organizations analyzing high-volume data.

Massively parallel SQL
Streaming ingestion
Geospatial analytics
Compression

HQ Chicago, Illinois, US
Founded 2016
Serves Enterprise
Deployment On-premises, Cloud (SaaS), Hybrid

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Onehouse

Managed open data lakehouse built by the creators of Apache Hudi

Data Warehousing
Data Pipelines

Onehouse provides a managed data lakehouse platform that ingests, optimizes and catalogs data in open table formats such as Apache Hudi, Iceberg and Delta Lake. It was founded by the creator of Apache Hudi and is delivered inside the customer cloud account. It targets teams wanting interoperable, vendor-neutral lakehouse storage.

Open table formats
Managed ingestion
Table optimization
Multi-catalog sync

HQ Sunnyvale, California, US
Founded 2021
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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Oracle

Databases, data warehouse and cloud infrastructure for enterprises

Data Warehousing
Databases
Scalable Compute and Storage

Oracle sells relational and multimodel databases, the Autonomous Data Warehouse service, and Oracle Cloud Infrastructure compute and storage. Its database can run on premises, in Oracle Cloud and in other hyperscaler data centers. Oracle Database 23ai adds vector search for AI workloads.

Autonomous database operations
In-database machine learning
Vector search
Exadata acceleration

HQ Austin, Texas, US
Founded 1977
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Percona

Open source MySQL, PostgreSQL and MongoDB software, support and services

Databases

Percona provides enterprise-grade distributions of open source databases (MySQL, PostgreSQL, MongoDB) along with support, consulting and managed services. It also offers Kubernetes operators and monitoring tools. Organizations use it to run open source databases with vendor assistance and avoid proprietary licensing.

Open source distributions
Database monitoring
Kubernetes operators
Backup tooling

HQ Raleigh, North Carolina, US
Founded 2006
Serves Mid-market, Enterprise
Deployment Open source, Services, On-premises, Cloud (SaaS)

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Pinecone

Managed vector database for semantic search and RAG

Vector Search and Retrieval (RAG)

Pinecone offers a fully managed, serverless vector database for storing and querying embeddings. It supports similarity search, metadata filtering and hybrid retrieval used in retrieval-augmented generation and recommendation systems. It is aimed at developers and enterprises building AI applications.

Serverless scaling
Metadata filtering
Hybrid search
Namespaces for multitenancy

HQ New York, New York, US
Founded 2019
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS)

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PingCAP

Distributed SQL database company behind TiDB

Databases

PingCAP develops TiDB, an open-source distributed SQL database that supports transactional and analytical workloads (HTAP) with MySQL compatibility. It offers TiDB Cloud as a managed service and an enterprise self-managed edition. Customers use it for horizontally scalable systems.

MySQL compatibility
Horizontal scaling
HTAP workloads
Vector search

Founded 2015
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Open source
Pricing Open source; usage-based cloud; enterprise subscription

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PlanetScale

Managed MySQL and Postgres databases built on Vitess for scale

Databases

PlanetScale offers managed relational databases built on Vitess, the sharding system created at YouTube, with branching workflows for schema changes. It added managed Postgres alongside MySQL. Engineering teams use it to scale transactional workloads without managing sharding themselves.

Horizontal sharding
Schema branching
Online migrations
Query insights

HQ San Francisco, California, US
Founded 2018
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS)

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Prefect

Workflow orchestration platform for data and AI pipelines in Python

Data Pipelines

Prefect develops an open source Python workflow orchestration framework and Prefect Cloud, a managed control plane for running flows with scheduling, retries and monitoring. Teams run workloads in their own infrastructure while Prefect handles orchestration. It is used for data pipelines, ML jobs and agent workflows.

Python-native flows
Retries and caching
Event-driven automation
Hybrid execution

HQ Washington, D.C., US
Founded 2018
Serves Small business, Mid-market, Enterprise
Deployment Open source, Cloud (SaaS), Hybrid

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Qdrant

Open source vector database and search engine written in Rust

Vector Search and Retrieval (RAG)

Qdrant develops an open source vector database and similarity search engine written in Rust, with filtering, hybrid search and quantization features. It offers Qdrant Cloud, hybrid cloud and private cloud options. It is used for retrieval, recommendations and agent applications.

Payload filtering
Hybrid search
Quantization
Distributed deployment

HQ Berlin, Germany
Founded 2021
Serves Small business, Mid-market, Enterprise
Deployment Open source, Cloud (SaaS), Hybrid

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Qlik

Data integration, quality and analytics platform

Data Pipelines

Qlik provides an analytics platform together with data integration capabilities, including Qlik Talend Cloud following its acquisition of Talend. The portfolio covers data movement, quality and governance, and BI. It is owned by private equity firm Thoma Bravo.

Change data capture
Data integration
Data quality
Associative analytics

HQ King of Prussia, Pennsylvania, US
Founded 1993
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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QuestDB

High-performance open source time series database

Databases
Streaming Data

QuestDB is an open source time series database written for fast ingestion and SQL queries, widely used for financial market data and observability. It offers an enterprise edition and a managed cloud service. It supports common ingestion protocols and SQL extensions for time-based queries.

Fast ingestion
Time-based SQL
Columnar storage
InfluxDB line protocol

HQ London, United Kingdom
Founded 2019
Serves Mid-market, Enterprise
Deployment Open source, Cloud (SaaS), On-premises

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Quix

Python stream processing library and cloud platform

Streaming Data

Quix offers Quix Streams, an open source Python library for processing Kafka data, and Quix Cloud for deploying and managing streaming applications. It targets engineers who prefer Python over JVM-based tools. Typical uses include IoT, machine data and ML pipelines.

Python streaming
Kafka integration
Stateful processing
Pipeline deployment

HQ London, United Kingdom
Founded 2020
Serves Small business, Mid-market
Deployment Cloud (SaaS), Open source

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Qumulo

Scale-anywhere file and object data platform

Scalable Compute and Storage

Qumulo provides a software-defined file and object data platform that runs on-premises, at the edge and across public clouds with a unified namespace. It targets large unstructured data workloads in media, research and public sector, and has partnered with hyperscalers for cloud deployment. It was founded by the team behind Isilon.

Unified namespace
File and object access
Scale-out architecture
Real-time analytics

HQ Seattle, Washington, US
Founded 2012
Serves Enterprise
Deployment On-premises, Hybrid, Cloud (SaaS)

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Redis

In-memory data platform for caching, real-time data and vector search

Databases
Vector Search and Retrieval (RAG)

Redis offers an in-memory data store used for caching, session storage, messaging and real-time workloads. Its portfolio includes Redis Cloud and Redis Software, with vector search and semantic caching for AI applications. Redis is distributed under open source and source-available licenses.

In-memory performance
Multiple data structures
Vector search
Semantic caching

HQ Mountain View, California, US
Founded 2011
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Open source, Hybrid

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Redpanda

Kafka-compatible streaming data platform written in C++

Streaming Data

Redpanda provides a streaming data platform that is compatible with the Apache Kafka API while running as a single binary without ZooKeeper. It is sold as Redpanda Cloud, a bring-your-own-cloud option and self-managed software, and includes Redpanda Connect for integrations. Teams use it for low-latency event streaming and as a data feed for AI agents.

Kafka API compatibility
Single-binary design
Tiered storage
Built-in schema registry

HQ San Francisco, California, US
Founded 2019
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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RisingWave Labs

Postgres-compatible streaming database for real-time data processing

Streaming Data
Databases

RisingWave Labs develops RisingWave, an open source streaming database that uses PostgreSQL-compatible SQL to process, store and serve real-time data. It is offered as a managed cloud service and as self-managed software. Teams use it for streaming ETL and continuously updated views.

Streaming SQL
PostgreSQL compatibility
Materialized views
Kafka ingestion

HQ San Francisco, California, US
Founded 2021
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Open source, On-premises

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RudderStack

Customer data pipeline platform for event collection and warehouse-native activation

Data Pipelines

RudderStack provides customer data infrastructure for collecting events from websites and apps, routing them to warehouses and tools, and building customer profiles in the warehouse. It has an open source heritage and offers hosted and self-hosted options. Data engineering teams use it to control customer data collection and governance.

Event collection SDKs
Real-time routing
Warehouse-first design
Identity resolution

HQ San Francisco, California, US
Founded 2019
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Open source

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Safe Software

FME platform for spatial and enterprise data integration

Data Pipelines

Safe Software develops FME, a data integration platform known for handling spatial and non-spatial data formats. It lets teams build workflows to transform and move data between hundreds of systems, in cloud and on-premises.

Hundreds of format connectors
Visual workflow design
Spatial data transformation
Automation and scheduling

HQ Surrey, British Columbia, Canada
Founded 1993
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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SAP

Enterprise software with HANA database and Business Data Cloud

Databases
Data Warehousing

SAP provides enterprise applications along with data platform products such as SAP HANA Cloud and SAP Business Data Cloud. These combine in-memory database, data warehousing and data fabric capabilities for SAP and third-party data. It targets large enterprises running SAP systems.

In-memory processing
Business semantics
Data federation
Vector engine

HQ Walldorf, Germany
Founded 1972
Serves Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Scality

Software-defined object and file storage for large-scale data

Scalable Compute and Storage

Scality develops RING, a software-defined storage platform for object and file data at petabyte to exabyte scale, along with ARTESCA, an object store for smaller footprints. Customers use it for large archives, backup, analytics and cyber-resilient storage. It is sold through partners and runs on standard hardware.

Scale-out architecture
S3 API
Multi-site replication
Immutable storage

HQ San Francisco, California, US
Founded 2009
Serves Enterprise
Deployment On-premises, Hybrid

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Scuba (Scuba Analytics)

Behavioral and event analytics platform

Databases

Scuba Analytics (formerly Interana) sells an event-based behavioral analytics platform for analyzing user and customer journeys at scale.

Event analytics
Journey analysis
Cohort analysis

Serves Mid-market, Enterprise
Deployment Cloud (SaaS)
Pricing Subscription; contact sales

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ScyllaDB

High-performance NoSQL database compatible with Cassandra and DynamoDB APIs

Databases
Vector Search and Retrieval (RAG)

ScyllaDB develops a distributed NoSQL database written in C++ that is API-compatible with Apache Cassandra and Amazon DynamoDB, aimed at low-latency workloads at scale. It is offered as ScyllaDB Cloud and as self-managed enterprise software, and adds vector search. Customers use it for high-throughput applications such as messaging and personalization.

Cassandra compatibility
DynamoDB-compatible API
Shard-per-core architecture
Multi-region replication

HQ Palo Alto, California, US
Founded 2012
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Sigmoid

Data engineering and AI services for large enterprises

Data Pipelines

Sigmoid is a data and AI services firm that helps large enterprises modernize data platforms and deploy analytics and generative AI. It lists industry focus in CPG and retail, financial services and life sciences.

Data engineering
Cloud migration
GenAI solutions
Forward-deployed engineers

Founded 2013
Serves Enterprise
Deployment Services
Pricing Project-based services

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SingleStore

Distributed SQL database for real-time analytics and AI apps

Databases
Data Warehousing

SingleStore offers a distributed SQL database handling transactional and analytical workloads with support for vectors and JSON. It is available as a managed cloud service and self-managed software. In 2025 it agreed to be acquired by Vector Capital.

Distributed SQL
Real-time analytics
Vector search
Columnstore and rowstore

HQ San Francisco, California, US
Founded 2011
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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SnapLogic

Integration platform for data and application integration with AI agents

Data Pipelines

SnapLogic provides a low-code integration platform (iPaaS) for connecting applications, data and APIs. Its pipelines use prebuilt connectors called Snaps and the company has added generative AI and agent-building capabilities.

Prebuilt Snaps
Low-code design
API management
Hybrid execution

HQ San Mateo, California, US
Founded 2006
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Hybrid

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Snowflake

Cloud data platform for warehousing, lakehouse and AI

Data Warehousing

Snowflake provides a cloud data platform that separates storage and compute and supports warehousing, data engineering, data sharing and AI workloads. It runs on AWS, Azure and Google Cloud and includes Cortex AI services.

Separate compute and storage
Data sharing
Iceberg support
Cortex AI

HQ Bozeman, Montana, US
Founded 2012
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS)

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Snowplow

Behavioral data collection and pipeline platform

Data Pipelines
Streaming Data

Snowplow offers customer behavioral data infrastructure that collects events and delivers them to warehouses, lakes and real-time destinations. It positions the data as context for AI agents and analytics, with trackers for web and mobile, and options for self-hosted pipelines.

Event tracking SDKs
Schema validation
Warehouse delivery
Real-time signals

HQ London, United Kingdom
Founded 2012
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Hybrid, Open source

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SQream Technologies

GPU-accelerated SQL analytics engine for large datasets

Scalable Compute and Storage
Data Warehousing

SQream develops a GPU-based data processing platform for running SQL analytics and data preparation on very large datasets. Its offerings include SQreamDB, a private-deployment engine, and a no-code data product called Panoply.

GPU acceleration
Petabyte-scale SQL
Data preparation
On-premises deployment

Serves Enterprise
Deployment Cloud (SaaS), On-premises
Pricing Subscription; contact sales

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Starburst

Trino-based data lakehouse and federated query platform

Data Warehousing

Starburst commercializes Trino, an open-source distributed SQL query engine. Its Galaxy and Enterprise products query data across lakes, warehouses and databases without moving it, and support Iceberg lakehouses.

Federated queries
Iceberg lakehouse
Data products
Access controls

HQ Boston, Massachusetts, US
Founded 2017
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Stardog

Enterprise knowledge graph platform with semantic data virtualization

Databases

Stardog provides a knowledge graph platform that connects data across sources using virtualization and semantic models. It also includes an LLM-based assistant for querying enterprise data.

Knowledge graph
Data virtualization
Reasoning
Natural-language querying

HQ Arlington, Virginia, US
Founded 2006
Serves Enterprise
Deployment Cloud (SaaS), On-premises

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StarTree

Real-time analytics platform built on Apache Pinot

Data Warehousing
Streaming Data

StarTree commercializes Apache Pinot, a real-time OLAP datastore for user-facing analytics, through StarTree Cloud and enterprise software. It targets applications that need low-latency queries at high concurrency over fresh data. Customers include fintech, marketplace and SaaS companies.

Apache Pinot engine
Real-time ingestion
Low-latency queries
High concurrency

HQ Mountain View, California, US
Founded 2018
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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StreamNative

Managed Apache Pulsar and Kafka-compatible streaming platform

Streaming Data

StreamNative was founded by the creators of Apache Pulsar and offers a cloud-native streaming platform based on it, with Kafka protocol compatibility. Its Ursa engine stores streams in lakehouse-friendly formats. It offers a managed cloud and bring-your-own-cloud deployment.

Apache Pulsar
Kafka protocol support
Multi-tenancy
Geo-replication

HQ San Francisco, California, US
Founded 2019
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Hybrid, Open source

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Striim

Real-time data integration and streaming platform

Streaming Data

Striim offers a platform for change data capture and streaming data integration, moving data from databases and applications to cloud destinations in real time, with in-flight processing and AI agent features.

Change data capture
Streaming SQL
Cloud connectors
In-flight transformation

HQ Palo Alto, California, US
Founded 2012
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Supabase

Open source Postgres development platform with auth, storage and APIs

Databases
Vector Search and Retrieval (RAG)

Supabase packages a managed PostgreSQL database with authentication, storage, real-time subscriptions, edge functions and auto-generated APIs. It supports vector embeddings through pgvector for AI applications. Developers use it as an open source alternative to Firebase, and it has grown into larger production use.

Managed Postgres
Auto-generated APIs
Authentication
Realtime updates

HQ San Francisco, California, US
Founded 2020
Serves Small business, Mid-market
Deployment Cloud (SaaS), Open source

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SurrealDB

Multi-model database combining documents, graph, relational and vector data

Databases
Vector Search and Retrieval (RAG)

SurrealDB develops a multi-model database that handles relational, document, graph, time series and vector data through its own SurrealQL query language. It can run embedded, self-hosted or as the managed Surreal Cloud. It targets developers building applications and AI agents that need several data models in one engine.

Multi-model data
SurrealQL
Graph relations
Vector search

HQ London, United Kingdom
Founded 2021
Serves Small business, Mid-market
Deployment Cloud (SaaS), Open source, On-premises

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TD Synnex

IT distributor and solutions aggregator

Scalable Compute and Storage

TD Synnex distributes IT hardware, software and cloud solutions to resellers and system integrators and provides services such as financing and AI infrastructure enablement programs.

IT distribution
Partner enablement
Logistics
Financing

HQ Fremont, California, US
Serves Mid-market, Enterprise
Deployment Services
Pricing Transactional; contact sales

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Tealium

Customer data platform and tag management

Data Pipelines

Tealium offers a customer data platform with tag management, event streaming and audience management. It collects customer data across web, mobile and server sources and activates it in downstream tools.

Tag management
Event streaming
Audience building
Consent management

HQ San Diego, California, US
Founded 2008
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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Teradata

Analytics database and VantageCloud data platform

Data Warehousing

Teradata sells VantageCloud, a hybrid, multicloud analytics database and data platform used by large enterprises for warehousing and advanced analytics, with support for open table formats and AI workloads.

Massively parallel processing
Hybrid deployment
In-database ML
Open table formats

HQ San Diego, California, US
Founded 1979
Serves Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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TigerData

Postgres platform for time series, events and analytics, formerly Timescale

Databases

TigerData, previously known as Timescale, develops TimescaleDB, an open source PostgreSQL extension for time series and real-time analytics, and the managed Tiger Cloud service. It positions Postgres as a database for AI and agent workloads with vector search extensions. Customers include IoT, fintech and observability teams.

Time series on Postgres
Hypertables
Compression
Continuous aggregates

HQ New York, New York, US
Founded 2015
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS), Open source, On-premises

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TigerGraph

Scalable graph database and analytics platform

Databases

TigerGraph sells a distributed graph database designed for deep-link analytics, with a native query language, GSQL. It is offered as a managed cloud service and self-managed software, with GraphRAG tooling for AI. Customers use it for fraud detection, supply chain and customer analytics.

Native graph engine
GSQL query language
Parallel graph traversal
Graph algorithms library

HQ Redwood City, California, US
Founded 2012
Serves Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Timeplus

Streaming-first SQL analytics platform

Streaming Data

Timeplus builds a streaming analytics platform that processes data in motion with SQL, and its open source engine Proton combines stream and historical processing. It supports ingestion from Kafka and similar sources and offers cloud and self-hosted options. Teams use it for real-time analytics and monitoring.

Streaming SQL
Historical and live queries
Kafka ingestion
Materialized views

HQ Redwood City, California, US
Founded 2021
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Open source

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Turbopuffer

Serverless vector and full-text search engine built on object storage

Vector Search and Retrieval (RAG)

Turbopuffer provides a serverless search database that stores data on object storage with caching to deliver vector and full-text search at lower cost. It is designed for large-scale retrieval workloads such as AI search and RAG. It is offered as a managed multi-tenant or dedicated service.

Object-storage-based
Vector search
Full-text search
Serverless scaling

HQ San Francisco, California, US
Founded 2023
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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VAST Data

AI data platform combining storage, database and compute services

Scalable Compute and Storage

VAST Data sells a disaggregated, shared-everything data platform that unifies file, object and block storage with a database and global namespace for AI and analytics workloads. Its newer layers add an AI engine for data processing. Customers include AI cloud providers, research and large enterprises.

Disaggregated architecture
Unified file and object
Global namespace
Flash-based economics

HQ New York, New York, US
Founded 2016
Serves Enterprise
Deployment On-premises, Hybrid, Cloud (SaaS)

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Vectara

RAG-as-a-service and agent platform

Vector Search and Retrieval (RAG)

Vectara offers a managed platform for retrieval-augmented generation and enterprise AI agents, with hybrid search, hallucination detection and access controls. It is available in the cloud and in private deployments.

Hybrid retrieval
Grounded generation
Hallucination detection
Access controls

HQ Palo Alto, California, US
Founded 2020
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises

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Ververica

Stream processing platform from the original creators of Apache Flink

Streaming Data

Ververica, formerly data Artisans, was founded by the creators of Apache Flink and offers a unified streaming data platform with managed Flink services. It is a subsidiary of Alibaba Group and provides cloud and self-managed deployments. Enterprises use it for stateful stream processing and real-time analytics.

Apache Flink
Stateful processing
Managed deployments
Autoscaling

HQ Berlin, Germany
Founded 2014
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Vespa

Open-source search, recommendation and vector engine

Vector Search and Retrieval (RAG)

Vespa is an open-source engine combining vector search, text search, ranking and machine-learned inference. Originally developed at Yahoo, it was spun out as an independent company, Vespa.ai, in 2023 and offers Vespa Cloud.

Vector search
Hybrid ranking
Real-time indexing
Tensor support

HQ Trondheim, Norway
Founded 2023
Serves Mid-market, Enterprise
Deployment Open source, Cloud (SaaS)

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Vultr

Independent cloud infrastructure with bare metal, GPU and object storage

Scalable Compute and Storage

Vultr provides cloud compute, bare metal servers, GPU instances, managed Kubernetes and object storage across many global locations. It positions itself as an independent alternative to the large hyperscalers, with AI infrastructure offerings. Customers range from developers to enterprises needing GPU capacity.

Global data centers
GPU instances
Bare metal
Object storage

HQ West Palm Beach, Florida, US
Founded 2014
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS)

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Wasabi

Hot cloud object storage with flat per-terabyte pricing

Scalable Compute and Storage

Wasabi Technologies provides S3-compatible hot cloud object storage with a flat per-terabyte price and no separate egress or API request fees under its policy. It is used for backup, archives, media workflows and surveillance data. It sells directly and through a large partner network.

S3-compatible API
Flat pricing
Object lock
Immutable storage

HQ Boston, Massachusetts, US
Founded 2015
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS)

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Weaviate

Open source vector database with hybrid search and cloud service

Vector Search and Retrieval (RAG)

Weaviate develops an open source vector database that combines vector and keyword search with built-in modules for embeddings and generative AI. It is offered as Weaviate Cloud, an enterprise cloud option and self-hosted software. Developers use it for retrieval-augmented generation, semantic search and agent memory.

Vector search
Hybrid search
Multi-tenancy
Built-in embeddings

HQ Amsterdam, Netherlands
Founded 2019
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS), Open source, Hybrid

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WEKA

High-performance data platform for AI and HPC

Scalable Compute and Storage

WEKA develops a parallel file system and data platform for AI, machine learning and high-performance computing workloads, running on-premises and in public clouds to feed GPU clusters.

Parallel file system
GPU data feeding
Cloud bursting
Snapshots

HQ Campbell, California, US
Founded 2013
Serves Enterprise
Deployment On-premises, Cloud (SaaS), Hybrid

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WhereScape

Data warehouse automation software

Data Warehousing

WhereScape provides software that automates design and build of data warehouses, data vaults and data marts, generating code and documentation for teams. It is owned by Idera.

Code generation
Data vault support
Automated documentation
Metadata-driven design

Serves Mid-market, Enterprise
Deployment On-premises, Cloud (SaaS)
Pricing Subscription licensing

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Yellowbrick

Data warehouse platform for hybrid and multicloud

Data Warehousing

Yellowbrick sells a SQL data warehouse that runs on premises, in public clouds and at the edge, aimed at high-concurrency analytics.

Hybrid deployment
High concurrency
Kubernetes-based
SQL compatibility

HQ Palo Alto, California, US
Founded 2014
Serves Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Yugabyte

Distributed PostgreSQL-compatible database for resilient applications

Databases

Yugabyte develops YugabyteDB, an open source distributed SQL database that reuses PostgreSQL query layers and spreads data across nodes and regions. It is sold as the managed YugabyteDB Aeon service and as self-managed YugabyteDB Anywhere. It is used for transactional workloads needing high availability and geo-distribution.

Distributed SQL
PostgreSQL compatibility
Multi-region replication
Horizontal scaling

HQ Sunnyvale, California, US
Founded 2016
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid, Open source

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Zilliz

Creators of Milvus, a vector database, and Zilliz Cloud

Vector Search and Retrieval (RAG)

Zilliz develops Milvus, an open-source vector database, and offers Zilliz Cloud, a managed service. It targets large-scale similarity search and RAG applications.

Billion-scale vectors
Hybrid search
Open source core
Managed cloud

HQ Redwood City, California, US
Founded 2017
Serves Small business, Mid-market, Enterprise
Deployment Open source, Cloud (SaaS)

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Questions

What are data infrastructure solutions?

Every AI initiative runs on its data foundation. This category covers the databases, pipelines, warehouses, streaming and retrieval layers that get trustworthy data to analytics, models and agents fast enough to matter.

Which data infrastructure specialties are covered?

Databases, Data Pipelines, Data Warehousing, Scalable Compute and Storage, Streaming Data and Vector Search and Retrieval (RAG).

How many data infrastructure providers can I compare here?

133 providers, each with an overview, products, key features, deployment options, pricing model and FAQs.

How do I know if I need data infrastructure?

Take Find your match. It scores how well data infrastructure fits the priorities you name and the readiness gaps in your answers, and shows the specialties and providers to look at first.

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