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.

225 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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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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Akave

S3-compatible object storage for GPU clouds and AI data

Scalable Compute and Storage

Akave provides managed S3-compatible object storage for GPU clouds, covering datasets, checkpoints and model weights, with white-label options for cloud providers and a self-hosted network option. The domain redirects to akave.com.

S3 compatible
No egress fees
White-label
Tenant isolation

Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Hybrid
Pricing Pay-as-you-go from about $14.99 per TB per month

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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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Altimate

AI agents for data engineering, dbt development and warehouse cost optimization

Data Pipelines

Altimate AI builds AI agents that help data teams develop pipelines, migrate legacy SQL to dbt and tune Snowflake and Databricks spend, with human approval for changes. It also maintains the open-source dbt Power User extension.

Pipeline building agents
Legacy SQL migration to dbt
Warehouse cost optimization
Human approval workflow

Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Open source
Pricing Open-source tools; paid platform

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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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Amperity

Customer data platform with identity resolution for enterprise brands

Data Pipelines

Amperity is a customer data platform that unifies customer records with identity resolution and makes them available for analytics, marketing and AI use cases. It sells to large consumer brands and runs on top of cloud data infrastructure.

Identity resolution
Customer 360
Data unification
Audience activation

HQ Seattle, WA
Founded 2016
Serves Enterprise
Deployment Cloud (SaaS)

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Amphi

Low-code Python-based ETL tool

Data Pipelines

Amphi is an open-source low-code ETL tool that generates Python code from visual data pipelines, for data preparation and transformation.

Visual pipelines
Python code generation
Open source
File and database sources

HQ France
Serves Small business, Mid-market
Deployment Open source
Pricing Open source

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Amplitude

Digital analytics platform for product, customer and AI-driven insights

Data Warehousing

Amplitude provides product and digital analytics, experimentation, session replay and customer data tools. It serves product, growth and marketing teams and has added AI features for analysis and agents. Plans range from a free tier to enterprise contracts.

Behavioral analytics
Funnel analysis
Experimentation
Session replay

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

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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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AnyLog

Decentralized edge data network

Scalable Compute and Storage
Data Pipelines

AnyLog develops a platform for managing and querying data at the edge across distributed nodes without centralizing it first. It targets industrial and IoT scenarios.

Edge data management
Distributed query
No central ingestion
IoT data integration

Serves Mid-market, Enterprise
Deployment Hybrid, Open source
Pricing Contact sales

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ApertureData

Multimodal database for AI with vector search and graph

Vector Search and Retrieval (RAG)
Databases

ApertureData develops ApertureDB, a database that stores images, video, documents and their metadata together with vector and graph search. It targets teams building multimodal AI and retrieval applications.

Vector similarity search
Graph metadata queries
Image and video storage
Dataset management

HQ Los Gatos, California
Founded 2018
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises

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Arango

Graph-native multi-model data platform for AI applications and agents

Databases
Vector Search and Retrieval (RAG)

Arango offers a contextual data platform combining graph, vector, document, key-value and search in one system, with ArangoDB at its core. It targets AI applications and agents needing connected context.

Graph database
Vector search
Document store
Full-text search

Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Open source
Pricing Open source; paid enterprise and cloud editions

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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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Astrato Analytics

Cloud-native BI and data apps that query the warehouse live

Data Warehousing

Astrato is a business intelligence platform that runs queries live on cloud data warehouses and lets teams build self-service dashboards, embedded customer-facing apps and writeback workflows. It uses a semantic layer so business definitions are defined once and reused.

Live warehouse queries
Semantic layer
Writeback
Embedded analytics

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

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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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AtomBeam

AI-based data compression that cuts bandwidth and storage

Scalable Compute and Storage
Streaming Data

AtomBeam provides patented data compression that uses AI-generated codebooks to shrink data for IoT, edge and storage use, citing bandwidth savings of up to 75 percent. Customers include defense, edge, cloud and enterprise users.

AI compression
Bandwidth reduction
Edge data
IoT data

Serves Mid-market, Enterprise
Deployment Hybrid
Pricing Contact sales

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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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AVEVA

Industrial software for engineering, operations and industrial data

Data Pipelines
Streaming Data

AVEVA sells industrial software covering engineering design, operations, SCADA/HMI and the PI System for time-series industrial data. Its CONNECT cloud platform unifies industrial data and adds industrial AI, digital twin and edge capabilities. It is part of the Schneider Electric group.

Industrial data historian
Digital twin
SCADA and HMI
Edge deployment

HQ Cambridge, United Kingdom
Serves Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid
Pricing Subscription; contact sales

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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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Beamr

Video compression and optimization for media and machine learning workflows

Scalable Compute and Storage

Beamr provides content-adaptive bitrate technology that reduces video file size while keeping quality, with use in media, streaming and autonomous vehicle data pipelines. Products include Beamr 5 HEVC and JPEGmini.

Content-adaptive bitrate
HEVC encoding
Storage reduction
GPU acceleration

Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises
Pricing Licensing; contact sales

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BonData

Automated data harmonization platform for AI-ready data

Data Pipelines

BonData offers an AI-driven data platform (IntelliBond) that harmonizes and integrates data from multiple sources into unified, analytics- and AI-ready datasets. It is available on the AWS Marketplace.

Data harmonization
Source integration
Automated mapping
AI-ready data

Serves 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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Cambridge Semantics

Knowledge graph data discovery and integration (Anzo) and AnzoGraph database

Databases
Data Pipelines

Cambridge Semantics develops Anzo, a data discovery and integration platform built on knowledge graphs, and AnzoGraph, a graph OLAP database. Enterprises use them to unify and query data across sources for analytics, data fabric and machine learning.

Knowledge graphs
Semantic data integration
Graph OLAP queries
Data fabric

HQ Boston, MA
Founded 2007
Serves Enterprise
Deployment On-premises, Cloud (SaaS), Hybrid

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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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CloudTech

Colombian cloud hosting, backup and managed infrastructure provider

Scalable Compute and Storage

Cloudtech is a Colombia-based provider of virtual data centers, VPS and hosting, backup, monitoring and security operations services. It uses Acronis for cloud backup and offers NOC, SOC and BOC operations.

Virtual data centers
Cloud backup
Infrastructure monitoring
High availability design

HQ Santiago de Cali, Colombia
Serves Small business, Mid-market
Deployment Cloud (SaaS), Services
Pricing Published monthly and annual prices (Colombian pesos)

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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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Coiled

Run Python workloads on cloud machines without Kubernetes

Scalable Compute and Storage

Coiled is a compute platform that starts cloud machines from Python code and runs jobs, functions and Dask clusters in the customer's own AWS, GCP or Azure account. It shuts machines down when work finishes.

No Docker or Kubernetes
Runs in your cloud account
Dask clusters
Automatic teardown

Founded 2020
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)
Pricing Free tier with usage credit; paid team and enterprise tiers

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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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Conviva

Streaming experience and engagement analytics platform

Streaming Data
Data Warehousing

Conviva provides real-time analytics for streaming video and digital experiences, measuring quality, engagement and audience behavior across devices. Media and publishing companies use it to reduce buffering and understand viewing.

Real-time analytics
Streaming QoE
Anomaly alerts
Audience measurement

HQ Foster City, California, US
Founded 2006
Serves Enterprise
Deployment Cloud (SaaS)

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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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Coveo

AI search and generative answering platform for enterprise content

Vector Search and Retrieval (RAG)

Coveo provides an AI-powered search and relevance platform that indexes enterprise content, personalizes results and supports retrieval for generative answers. It is used for customer service, commerce and workplace search.

Unified indexing
Machine-learned relevance
Generative answering
Personalization

HQ Montreal, Quebec, Canada
Founded 2005
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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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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Cribl

Data engine for routing and shaping IT and security telemetry

Streaming Data
Data Pipelines

Cribl provides a vendor-neutral data engine that collects, reduces, enriches and routes logs, metrics and traces between sources and destinations. Security, IT and observability teams use it to control telemetry volume and cost and to avoid lock-in to a single analytics tool.

Data routing
Log reduction
Data masking
Format conversion

HQ San Francisco, California, US
Founded 2017
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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DADOS Technology

Real-time industrial data engine for MQTT and Sparkplug B telemetry

Streaming Data

DADOS Technology sells software that reads factory telemetry from MQTT and Sparkplug B brokers and keeps a live in-memory state in Apache Arrow that dashboards, alerts and AI agents can query. It writes long-term data to Parquet and runs alongside existing control systems in read-only mode.

Sparkplug B decoding
In-memory state
Rolling window analytics
Parquet storage

Serves Mid-market, Enterprise
Deployment On-premises, Hybrid
Pricing Pricing plans and free engineer edition listed

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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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DataPelago

Universal data processing engine for analytics and AI

Scalable Compute and Storage

DataPelago builds a processing engine that accelerates data workloads across CPUs, GPUs and other hardware, aimed at big data, analytics and AI pipelines. It announced the engine publicly in 2024 and raised venture funding.

Hardware-accelerated processing
Spark and SQL acceleration
GPU and CPU support
Lower compute cost

HQ Mountain View, California
Founded 2021
Serves Enterprise
Deployment Cloud (SaaS), Hybrid

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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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DBeaver

Universal database client and management tool

Databases

DBeaver offers a graphical database tool for developers, DBAs and analysts, with a free open-source Community Edition and paid editions that add enterprise features. It connects to a wide range of SQL and NoSQL databases.

SQL editor
Multi-database support
Data viewer and editor
ER diagrams

Serves Small business, Mid-market, Enterprise
Deployment Open source, On-premises, Cloud (SaaS)
Pricing Open source; paid editions

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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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DELTASTREAM

Real-time context engine for AI agents built on streaming data

Streaming Data

DeltaStream provides a platform that builds real-time context from streaming data for AI agents, with agents exposed through MCP and deployed in the customer's own cloud.

Streaming context
MCP agent access
Triggers on thresholds
Customer-cloud deployment

Serves Enterprise
Deployment Cloud (SaaS), Hybrid
Pricing Subscription; contact sales

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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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Dnotitia

Korean AI infrastructure company with vector database technology

Vector Search and Retrieval (RAG)

Dnotitia is a South Korean AI company known for its Seahorse vector database and related AI data infrastructure. It targets enterprises building retrieval and generative AI applications.

Vector database
Similarity search
AI data infrastructure

HQ Seoul, South Korea
Serves Enterprise
Deployment Cloud (SaaS), On-premises
Pricing Contact sales

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DoltHub

Version-controlled SQL database (Dolt) and collaboration platform

Databases

DoltHub is the company behind Dolt, an open source SQL database with Git-style version control, and DoltHub, a hosted platform for sharing Dolt databases.

Version control
Branching and merging
MySQL compatibility
Data diffs

Serves Small business, Mid-market
Deployment Open source, Cloud (SaaS)
Pricing Open source; paid hosted plans

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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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E6Data

Lakehouse compute engine for SQL and AI workloads on open tables

Data Warehousing
Scalable Compute and Storage

e6data provides a compute engine that runs SQL, streaming ingest and AI workloads directly on open table formats (Iceberg, Delta, Hudi) in the customer's own cloud, without moving data. It positions itself as a lower-cost alternative to running those workloads on incumbent warehouses.

Open table format support
Per-vCPU scaling
High-concurrency SQL
Streaming ingest

Serves Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid
Pricing Usage-based; contact sales

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EdgeConneX

Data center developer and operator for cloud, edge and AI workloads

Scalable Compute and Storage

EdgeConneX designs, builds and operates data centers, including hyperscale, edge and high-density AI facilities across the Americas, Europe and Asia. Customers are cloud providers, content companies and enterprises.

Hyperscale capacity
Edge facilities
Liquid cooling
High-density power

HQ Herndon, Virginia, US
Founded 2013
Serves Enterprise
Deployment Services

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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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EMQ

MQTT broker and IoT data streaming platform (EMQX)

Streaming Data

EMQ develops EMQX, a widely used open source MQTT message broker, and related edge streaming products for IoT and connected vehicle data. It offers cloud and enterprise editions.

MQTT broker
Rule engine
Data integration
Clustering

HQ Stockholm, Sweden
Founded 2012
Serves Mid-market, Enterprise
Deployment Open source, Cloud (SaaS), On-premises

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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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Equinix

Global data center and interconnection provider

Scalable Compute and Storage

Equinix operates colocation data centers and interconnection services worldwide, used by enterprises for hybrid cloud, network connectivity and AI infrastructure. It offers bare metal and private AI infrastructure services.

Colocation
Interconnection
Bare metal
Hybrid cloud

HQ Redwood City, CA
Founded 1998
Serves Mid-market, Enterprise
Deployment Services, Hybrid

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eStruxture Data Centers

Canadian carrier-neutral colocation and data center operator

Scalable Compute and Storage

eStruxture operates colocation data centers in Canada, with facilities in Montreal, Calgary and Vancouver. It offers colocation, connectivity and cloud on-ramp services for enterprises, cloud providers and AI workloads needing high-density power.

Colocation
Carrier-neutral connectivity
High-density power
Cloud on-ramps

HQ Montreal, Quebec, Canada
Founded 2011
Serves Mid-market, Enterprise
Deployment Services

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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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Etleap

No-code ETL and ELT pipelines for cloud data warehouses

Data Pipelines

Etleap provides a managed data pipeline platform that moves data from operational systems into cloud warehouses and lakehouses, with transformation and monitoring features. Analytics teams use it to build pipelines without extensive engineering work.

Managed connectors
Visual transformations
Pipeline monitoring
Change data capture

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

Edge cloud platform for content delivery, security and edge compute

Scalable Compute and Storage

Fastly operates an edge cloud platform offering content delivery, application and API security, and serverless edge compute. Enterprises use it to speed up and protect web applications and APIs.

Content delivery
Edge compute
WAF and API security
Real-time logging

HQ San Francisco, California, United States
Founded 2011
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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Feldera

Incremental SQL compute engine for real-time pipelines

Streaming Data

Feldera is an incremental compute engine that runs SQL queries and recomputes only results affected by changed data, built on the DBSP framework. It targets real-time pipelines, fraud detection and security infrastructure, and is available as open source.

Incremental SQL
DBSP foundation
Kafka and Delta connectors
Low latency

Serves Mid-market, Enterprise
Deployment Open source, Cloud (SaaS), On-premises
Pricing Open source; commercial offering

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Filo Systems

Data compression technology

Scalable Compute and Storage

Filo Systems describes itself as offering high-performance data compression. The site provides little further product detail.

Data compression
Storage efficiency

Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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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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Flexor

Context engine that structures unstructured enterprise data for AI

Data Pipelines

Flexor's AI Context Engine unifies, structures and pre-processes multimodal enterprise data and adds business context to improve accuracy and explainability of AI. It is headquartered in New York and was founded in 2022.

Unstructured data processing
Multimodal ingestion
Business context
Data structuring

HQ New York, New York
Founded 2022
Serves Enterprise
Deployment Cloud (SaaS)

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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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Granica

Data lake efficiency and AI cost-reduction software

Scalable Compute and Storage

Granica provides software that runs in the customer's cloud to compress and organize data lakes, plus research into tabular foundation models and agent state infrastructure.

Data lake compression
In-cloud operation
Tabular models
Synthetic data

Serves Enterprise
Deployment Cloud (SaaS), Hybrid
Pricing Contact sales

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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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Greptime

Open source time-series database for observability data

Databases
Streaming Data

Greptime develops GreptimeDB, an open source cloud-native database for metrics, logs and traces. It offers a managed cloud service and enterprise edition.

Time-series storage
Metrics, logs, traces
SQL and PromQL
Object storage backend

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

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GridGain

In-memory computing platform built on Apache Ignite

Databases
Scalable Compute and Storage

GridGain provides an in-memory data and computing platform based on Apache Ignite for low-latency transactional, analytical and AI workloads. It is used by enterprises, especially in financial services, needing high-throughput processing.

In-memory data grid
SQL and key-value access
Low-latency processing
Distributed compute

HQ Foster City, California (US)
Founded 2007
Serves Enterprise
Deployment On-premises, Cloud (SaaS), 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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HashData

Cloud-native data warehouse built on open-source MPP technology

Data Warehousing

HashData develops a cloud-native data warehouse based on MPP database technology related to Greenplum and Apache Cloudberry.

MPP analytics
Cloud-native architecture
SQL analytics
Elastic scaling

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

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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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Hivelocity

Dedicated server, bare metal and colocation hosting provider

Scalable Compute and Storage

Hivelocity provides dedicated servers, bare metal and colocation hosting from data centers in multiple regions. It serves businesses and developers that need single-tenant infrastructure.

Bare metal servers
Colocation
Global data centers
API provisioning

HQ Tampa, Florida (US)
Founded 2002
Serves Small business, Mid-market, Enterprise
Deployment 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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Incorta

Data analytics platform for direct access to operational data

Data Warehousing
Data Pipelines

Incorta is a data and analytics platform that ingests data from enterprise applications such as ERP systems and provides analytics without heavy transformation modeling. It is used by finance, supply chain and operations teams.

Direct data mapping
ERP connectors
Analytics
Data apps

HQ San Mateo, CA
Founded 2013
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Hybrid

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Infinidat

Enterprise storage and cyber-resilient data protection

Scalable Compute and Storage

Infinidat sells InfiniBox hybrid and all-flash enterprise storage and InfiniGuard backup appliances for large-scale data. Offerings include immutable snapshots, uptime and performance guarantees and consumption-based procurement. The site now describes it as a Lenovo company.

Petabyte-scale storage
Immutable snapshots
Cyber recovery
Consumption pricing

HQ Waltham, Massachusetts
Founded 2010
Serves Enterprise
Deployment On-premises, Hybrid

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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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insightsoftware

Financial reporting, analytics and embedded BI software for enterprises

Data Warehousing

insightsoftware sells reporting, planning, analytics and embedded BI software, especially for finance and ERP data. Its portfolio includes Jet Reports, Spreadsheet Server, Logi Analytics and related tools.

ERP reporting
Embedded analytics
Financial planning
Dashboards

HQ Raleigh, North Carolina
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid
Pricing Subscription; contact sales

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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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IoT83

IoT and AIoT platform for ingesting data and deploying AI at the edge and cloud

Streaming Data
Data Pipelines

IoT83 sells Flex83, a platform to ingest, process and analyze IoT data, build AI models and deploy IoT applications on any cloud. It also provides edge deployment and IoT development services.

Device connectivity
Stream processing
AI/ML studio
Edge deployment

HQ Milpitas, California (US)
Serves Enterprise
Deployment Cloud (SaaS), Hybrid, Services
Pricing Contact sales

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Jina AI

Embeddings, reranker and reader APIs for search and RAG

Vector Search and Retrieval (RAG)

Jina AI provides search foundation models and APIs: multilingual and multimodal embeddings, rerankers, a Reader that converts web pages for LLMs, and web search. The company announced its acquisition by Elastic in 2025.

Embedding models
Reranking
Web page reader
Web search API

HQ Berlin, Germany
Founded 2020
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Open source

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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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lakeFS

Git-like version control for data lakes and object storage

Scalable Compute and Storage
Data Pipelines

lakeFS is an open source data version control layer that sits over object storage and lets teams branch, commit, merge and roll back data. It is used by data engineering and ML teams to isolate experiments, test pipelines before production and reproduce datasets. The company, Treeverse, sells a managed cloud and an enterprise edition.

Data branching
Commits and rollback
Merge hooks
Reproducible datasets

Founded 2020
Serves Mid-market, Enterprise
Deployment Open source, Cloud (SaaS), On-premises
Pricing Open source; paid cloud and enterprise editions

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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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LatenceTech

AI-driven wireless network monitoring and latency analytics

Streaming Data

LatenceTech provides a platform that monitors, predicts and analyzes the performance of WiFi, LTE, 5G and satellite networks with a focus on latency. It is offered as an enterprise deployment, a web app and a mobile app.

Latency monitoring
Network prediction
5G and WiFi analytics
Heatmaps

HQ Montreal, Canada
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises
Pricing Contact sales

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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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Lumenore

Agentic analytics platform for enterprise data

Data Warehousing
Data Pipelines

Lumenore is an analytics platform that connects enterprise data, answers natural-language questions and monitors KPIs and anomalies autonomously. It also includes self-learning data pipeline tooling.

Natural-language analytics
Anomaly detection
KPI monitoring
Automated dashboards

Serves Mid-market, Enterprise
Deployment Cloud (SaaS)
Pricing Contact sales

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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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Matia

Unified data operations platform: ingestion, reverse ETL, observability and catalog

Data Pipelines

Matia offers a platform combining data ingestion, reverse ETL, observability and cataloging so data teams can manage pipelines from one tool.

Data ingestion
Reverse ETL
Data observability
Data catalog

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

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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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Matterbeam

Context layer that serves governed enterprise data to AI agents

Data Pipelines

Matterbeam collects and profiles data from enterprise sources and serves each AI agent a governed view of it, with controls such as PII masking and read logging. It is currently offered through a design-partner program.

Data collection
Data profiling
PII masking
Read logging

Serves Enterprise
Deployment Cloud (SaaS)
Pricing Pilot fee via design-partner program

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MemVerge

Memory software for AI and data-intensive workloads

Scalable Compute and Storage

MemVerge develops Memory Machine software that pools and manages memory and GPU resources for AI and data workloads.

Memory pooling
Snapshots
GPU scheduling
Cost optimization

HQ Milpitas, California
Founded 2017
Serves Enterprise
Deployment Cloud (SaaS), On-premises

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MessageGears

Customer messaging platform that runs directly on the data warehouse

Data Pipelines

MessageGears provides a marketing and customer messaging platform that connects to a customer's own data warehouse rather than copying data into a separate system. It lets marketers build segments and send campaigns using warehouse data.

Warehouse-native segmentation
Cross-channel messaging
Real-time audience building
Data activation

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

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Metric Insights

BI and AI portal that unifies reports across BI tools

Data Warehousing

Metric Insights provides a portal that consolidates reports, dashboards and metrics from multiple BI tools into one governed catalog, and adds an AI layer for search and analysis. It supports BI governance and self-service analytics.

BI catalog and search
Governance
Report distribution
Metadata and glossary

HQ San Francisco, California
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises
Pricing Subscription; contact sales

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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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Microsoft Azure

Microsoft's cloud platform for compute, data, AI and applications

Scalable Compute and Storage
Data Warehousing
Databases

Azure is Microsoft's public cloud offering compute, storage, databases, analytics and AI services including Azure OpenAI and Azure AI Foundry.

Cloud compute
Managed databases
Analytics
AI services

HQ Redmond, Washington
Founded 2010
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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mParticle

Customer data platform for collecting and activating customer data

Data Pipelines

mParticle is a customer data platform that collects, unifies and routes customer data from apps and websites to marketing and analytics tools. It merged with Rokt in 2025.

Customer data collection
Identity resolution
Audience segmentation
Data routing

HQ New York, New York (US)
Founded 2013
Serves Mid-market, Enterprise
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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Nomic AI

Embedding models and tools for exploring and searching unstructured data

Vector Search and Retrieval (RAG)

Nomic AI builds open embedding models and the Atlas platform for visualizing, curating and searching large unstructured datasets. It is also known for GPT4All, an open-source local LLM application.

Embedding models
Dataset visualization
Semantic search
Open-source models

HQ New York, New York (US)
Founded 2022
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Open source

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NuoData

Unified data and AI platform for connecting and governing enterprise data

Data Pipelines

NuoData offers a platform spanning data cataloging, ingestion, orchestration, GenAI and LLMOps, observability and security across 100+ sources without centralizing data. Modules include Astra, Quantum, Maestro, Nova, Nora and Cosmo.

Data cataloging
Pipelines and CDC
Orchestration
LLMOps

Serves Enterprise
Deployment Cloud (SaaS), Hybrid
Pricing Subscription; contact sales

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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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OneSchema

Data import and file onboarding for customer and operational data

Data Pipelines

OneSchema provides embeddable tools to import, validate and clean spreadsheet and file data into applications and pipelines.

CSV import
Data validation
Auto-mapping
Embeddable UI

HQ San Francisco, California, US
Founded 2020
Serves Small business, 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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PAIR Systems

Infrastructure for stateful AI, retrieval and agent memory (GoodMem)

Vector Search and Retrieval (RAG)

PAIR Systems builds infrastructure for stateful AI including retrieval, generative and agentic systems. Its product GoodMem is available as a cloud service.

Agent memory
Retrieval
Cloud service
Documentation

HQ Mountain View, California
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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Pendo

Product analytics and in-app guidance platform for software teams

Data Warehousing

Pendo provides product analytics, in-app guides, session replay and user feedback tools that let software teams measure feature adoption and guide users inside applications. It is used by product, customer success and digital adoption teams.

Product usage analytics
In-app guides
Session replay
User feedback

HQ Raleigh, North Carolina (US)
Founded 2013
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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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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Progress Software

Enterprise software for data, application development and infrastructure

Databases
Data Pipelines

Progress Software sells data platform, application development, digital experience and infrastructure management products, including MarkLogic, Semaphore, Telerik and Sitefinity, with AI-related data tools.

Multi-model database
Semantic AI
Data connectivity
App development tools

HQ Burlington, Massachusetts, US
Founded 1981
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Prophecy

Low-code data pipeline development on Spark, Databricks and Snowflake

Data Pipelines

Prophecy provides a visual and code-based environment for building data pipelines that generate open-source code on cloud data platforms. It targets data engineering teams modernizing ETL.

Visual pipeline design
Code generation
Git integration
Lineage

HQ San Jose, California
Founded 2017
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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PuppyGraph

Graph query engine that queries relational data in place

Databases
Vector Search and Retrieval (RAG)

PuppyGraph is a graph query engine that lets teams query existing relational tables and lakehouse data as a graph without copying data. It supports openCypher and Gremlin and is used for knowledge graphs, fraud, cybersecurity and AI agent workloads.

Zero-ETL graph queries
openCypher and Gremlin
Lakehouse support
Visual schema builder

HQ Santa Clara, California
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Hybrid
Pricing Free developer edition; paid enterprise edition

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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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QNAP

Network-attached storage and edge computing hardware

Scalable Compute and Storage

QNAP Systems designs NAS storage, network switches and edge computing devices for businesses and individuals, with models supporting virtualization and GPU-accelerated AI workloads.

NAS storage
Backup and snapshots
Virtualization
Edge computing

HQ Taipei, Taiwan
Founded 2004
Serves Small business, Mid-market, Enterprise
Deployment On-premises

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Qubitro

Device data platform for IoT connectivity and storage

Streaming Data

Qubitro is a device data platform that collects, stores and visualizes data from IoT devices, with integrations for LoRaWAN, cellular and other network providers.

Device data ingestion
Data storage
Dashboards
Network integrations

Serves Small business, Mid-market
Deployment Cloud (SaaS)
Pricing Free tier; usage-based plans

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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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RavenDB

Multi-model NoSQL document database with ACID transactions

Databases

RavenDB is a NoSQL document database with fully transactional ACID support, built-in search and clustering. It is open source with commercial licenses and a managed cloud offering.

ACID document transactions
Built-in full-text search
Vector search
Multi-node clustering

HQ Hadera, Israel
Founded 2010
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Open source

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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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Redpoint Global

Customer data platform and orchestration for marketing personalization

Data Pipelines

Redpoint Global provides a customer data platform (rg1) that unifies customer data, resolves identities and orchestrates personalized marketing across channels.

Identity resolution
Customer data unification
Journey orchestration
Real-time personalization

HQ Wellesley Hills, Massachusetts, US
Founded 2009
Serves Enterprise
Deployment Cloud (SaaS)

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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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Riverbed Technology

Network performance, observability and application acceleration software

Scalable Compute and Storage

Riverbed sells network and application performance products, including WAN optimization, network observability and digital experience monitoring. It serves large enterprises that need visibility into and acceleration of distributed IT environments.

Network observability
WAN optimization
Digital experience monitoring
Application acceleration

HQ San Francisco, California (US)
Founded 2002
Serves Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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Rocket Software

Software for mainframe modernization, data and automation

Data Pipelines
Databases

Rocket Software develops software for modernizing and integrating IT systems, including mainframe data access, data intelligence, application modernization and process automation products.

Mainframe data access
Data replication
Data intelligence
Application modernization

HQ Waltham, Massachusetts, US
Founded 1990
Serves Enterprise
Deployment On-premises, Hybrid, Cloud (SaaS)

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Row Zero

Cloud spreadsheet built for very large datasets

Data Warehousing

Row Zero is a spreadsheet that handles billions of rows and connects to data warehouses and databases directly.

Billion-row sheets
Warehouse connectors
Python support
Collaboration

HQ San Francisco, California
Founded 2022
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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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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ScaleOut Software

In-memory computing and real-time digital twin platform

Scalable Compute and Storage
Streaming Data

ScaleOut Software develops in-memory data grid and caching products and a real-time digital twin platform for streaming analytics. Its products are used for session state, caching and operational intelligence.

In-memory data grid
Distributed caching
Digital twin analytics
Streaming analysis

HQ Bellevue, Washington
Founded 2003
Serves Mid-market, Enterprise
Deployment On-premises, Cloud (SaaS), 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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Seagate Technology

Hard drives and storage systems for enterprise and AI data centers

Scalable Compute and Storage

Seagate designs and manufactures hard disk drives and data storage systems for cloud, enterprise and edge use. Its high-capacity drives and storage platforms target data lakes and AI data retention at data center scale.

High-capacity HDDs
HAMR technology
Object storage service
Edge data mobility

Founded 1979
Serves Enterprise
Deployment On-premises, Cloud (SaaS)
Pricing Hardware sales through channel; Lyve subscription

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Sesame Software

Data replication, backup and integration for SaaS and ERP data

Data Pipelines

Sesame Software provides data replication, ETL, backup and archive tools for applications such as Salesforce and NetSuite, moving the data into a database or warehouse the customer controls. It also offers migration and consulting services.

Data replication
ETL
SaaS data backup
Data archive

HQ Santa Clara, California (US)
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Services
Pricing Subscription; contact sales

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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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Sinequa

Enterprise search and generative AI assistant platform

Vector Search and Retrieval (RAG)

Sinequa provides enterprise search and retrieval-augmented generation software that indexes content across many sources and powers assistants. It is part of ChapsVision.

Enterprise search
RAG assistants
Connectors
Security trimming

HQ Paris, France
Founded 2002
Serves Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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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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Singtel

Asian telecom group with data center, cloud and AI infrastructure services

Scalable Compute and Storage

Singtel is a Singapore-based communications group that also sells enterprise ICT, cybersecurity and data center services through units such as Nxera. It offers GPU-based AI cloud services and connectivity to enterprises in Asia-Pacific.

Data centers
GPU cloud
Enterprise networks
Managed security

HQ Singapore
Serves Enterprise
Deployment Services, Cloud (SaaS)
Pricing Contract-based; contact sales

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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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Solace

Event broker and event management platform for real-time data movement

Streaming Data

Solace provides an event broker platform for moving data between applications, clouds and devices using messaging and streaming. It adds tools for designing and governing event-driven architectures and, more recently, an agent mesh for connecting AI agents. Customers include large enterprises in finance, retail and manufacturing.

Event broker
Multi-protocol messaging
Event mesh
Event cataloging

HQ Ottawa, Canada
Founded 2001
Serves Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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SqlDBM

Browser-based database modeling and design tool

Data Warehousing
Databases

SqlDBM is a cloud-based tool for designing and documenting database schemas and data models without installing desktop software. Data architects and engineers use it to model cloud warehouses and to generate DDL scripts and collaborate on versions.

Visual ER diagrams
Forward and reverse engineering
DDL generation
Version control

HQ Toronto, Canada
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS)
Pricing Subscription tiers; free tier; contact sales for enterprise

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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

View profile Visit website ↗

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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Sumo Logic

Cloud-native log analytics, observability and security analytics

Streaming Data
Scalable Compute and Storage

Sumo Logic provides a cloud platform for log management, observability and security information and event management. It is used by DevOps, security and IT teams to analyze machine data at scale.

Log management
Metrics monitoring
Distributed tracing
Cloud SIEM

HQ Redwood City, California
Founded 2010
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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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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Tacnode

PostgreSQL-compatible database for real-time and AI workloads

Databases

Tacnode is a cloud-native database platform with PostgreSQL-compatible access aimed at real-time analytics and AI applications. Verified detail is limited.

PostgreSQL compatibility
Cloud native
Real-time analytics

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

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TagoIO

Full-stack IoT platform for device data, analytics and dashboards

Streaming Data

TagoIO is an IoT platform that connects devices, stores readings, runs code on the data and lets companies provide branded dashboards and apps to their customers, with edge and dedicated hosting options.

Device connectivity
Data storage
Custom code
Dashboards

HQ Raleigh, North Carolina, US
Serves Small business, Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid
Pricing Tiered subscription; free tier

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Tata Communications

Global network, cloud and digital infrastructure services provider

Scalable Compute and Storage

Tata Communications provides global network, cloud hosting, security, collaboration and IoT services to enterprises, and offers AI cloud infrastructure services.

Global networks
Cloud hosting
Managed security
IoT connectivity

HQ Mumbai, India
Founded 1986
Serves Enterprise
Deployment Cloud (SaaS), Hybrid, Services

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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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TDengine

Open source time-series database for industrial IoT

Databases
Streaming Data

TDengine, from TAOS Data, is a time-series database with built-in caching and stream processing, used for industrial IoT and monitoring data.

Time-series storage
Stream processing
Data subscription
SQL interface

HQ Beijing, China
Founded 2017
Serves Mid-market, Enterprise
Deployment Open source, Cloud (SaaS), On-premises

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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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Tessell

Multi-cloud database-as-a-service for Oracle, SQL Server, PostgreSQL and MySQL

Databases

Tessell offers a managed database platform that runs Oracle (including RAC and Exadata), SQL Server, PostgreSQL and MySQL across AWS, Azure and Google Cloud inside the customer's own cloud account. It covers migration, high availability, disaster recovery, data protection and cost visibility.

Multi-cloud DBaaS
Oracle RAC support
High availability
Disaster recovery

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

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thatDot

Streaming graph processing built on the Quine engine

Streaming Data

thatDot develops Quine, an open source streaming graph engine, and commercial products for real-time event processing and anomaly detection. It targets security, fraud and operations use cases that benefit from graph-based event correlation.

Streaming graph
Event correlation
Kafka ingest
Open source core

HQ Portland, Oregon
Serves Mid-market, Enterprise
Deployment Open source, On-premises, Cloud (SaaS)
Pricing Open source; paid enterprise edition

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The Modern Data Company

DataOS platform for building governed, AI-ready data products

Data Pipelines
Data Warehousing

The Modern Data Company offers DataOS, a platform layered on existing data infrastructure that packages data into reusable data products with semantic context, quality contracts and access policies. Enterprises use it to prepare governed data for analytics and AI.

Data products
Semantic layer
Access policies
Quality contracts

HQ Palo Alto, California, US
Serves Enterprise
Deployment Cloud (SaaS), Hybrid
Pricing Subscription; contact sales

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TierPoint

Managed data center, cloud and colocation services

Scalable Compute and Storage

TierPoint provides colocation, private and public cloud, disaster recovery and managed IT services from a network of data centers in the US, with GPU hosting options for AI workloads.

Colocation
Managed cloud
Disaster recovery
Security services

HQ St. Louis, Missouri, US
Founded 2010
Serves Mid-market, Enterprise
Deployment Services, Hybrid

View profile Visit website ↗

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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Treasure Data

Customer data platform that unifies and activates enterprise customer data

Data Pipelines
Data Warehousing

Treasure Data provides a customer data platform that ingests data from many sources, resolves identities and builds unified customer profiles. It targets marketing, data and analytics teams at large consumer-facing companies, and adds AI-based segmentation and orchestration for activation across channels.

Data ingestion connectors
Identity resolution
Unified customer profiles
Audience segmentation

HQ Mountain View, California
Founded 2011
Serves Enterprise, Mid-market
Deployment Cloud (SaaS)

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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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Typedef

Data engine for running AI and LLM workloads over structured and unstructured data

Data Pipelines

Typedef builds a data engine for processing data with LLMs, and open-sourced Fenic, a DataFrame framework with semantic operators for AI workflows.

Semantic operators
DataFrame API
LLM batch processing
Open-source framework

Founded 2024
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Open source
Pricing Open source framework; commercial platform

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Unstructured

Turns documents and unstructured files into AI-ready data

Data Pipelines
Vector Search and Retrieval (RAG)

Unstructured offers an open-source library and a commercial platform that ingest, partition and transform documents such as PDFs, slides, emails and images into structured formats for LLM and RAG applications. It supports connectors for common sources and destinations including vector databases.

Document partitioning
Chunking and enrichment
Source and destination connectors
Table and layout extraction

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

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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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VaultSpeed

Automation of Data Vault data warehouse design and code generation

Data Pipelines
Data Warehousing

VaultSpeed is a data warehouse automation product that generates Data Vault 2.0 models and loading code from source metadata, targeting data engineering teams that build and maintain enterprise warehouses and lakehouses.

Data Vault automation
Source metadata import
Load code generation
Change management

HQ Leuven, Belgium
Founded 2018
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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VDURA

Parallel file system storage for AI and HPC

Scalable Compute and Storage

VDURA, the company formerly known as Panasas, sells a software-defined parallel file system for AI and high-performance computing. The platform combines flash performance with object-storage-style durability and tiering across NVMe, SSD and object tiers.

Parallel file system
Context-aware tiering
Erasure coding
S3 object access

Serves Enterprise
Deployment On-premises, Hybrid
Pricing Contact sales

View profile Visit website ↗

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

View profile Visit website ↗

VeloDB

Real-time analytics database built on Apache Doris

Data Warehousing
Databases

VeloDB sells a commercial analytics database and cloud service based on the open source Apache Doris project. It is aimed at real-time analytics, log and observability analytics and lakehouse queries.

Real-time OLAP queries
Log and event analytics
Lakehouse query
Full-text and vector search

Founded 2022
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), On-premises, Open source
Pricing Usage-based cloud; enterprise subscription

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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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Visier

Workforce analytics and AI platform for people data

Data Warehousing

Visier is a people analytics platform that unifies HR and workforce data, with 2,000+ prebuilt metrics and benchmarks. Its Workforce Context Engine supplies governed context to AI agents, and it provides planning tools and prebuilt talent agents.

People analytics
Workforce planning
Benchmarks
Permission-aware AI

HQ Vancouver, Canada
Founded 2010
Serves Mid-market, Enterprise
Deployment Cloud (SaaS)

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Volt Active Data

In-memory database for real-time decisioning at telecom scale

Databases
Streaming Data

Volt Active Data develops a distributed in-memory SQL database and streaming platform for low-latency transactional workloads such as policy and charging in telecom. It was formerly VoltDB and was founded around research led by Michael Stonebraker.

In-memory SQL
Low-latency transactions
Stream processing
High availability

HQ Bedford, Massachusetts
Founded 2009
Serves Enterprise
Deployment Cloud (SaaS), On-premises, Hybrid

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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

View profile Visit website ↗

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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Wherobots

Cloud platform for spatial data processing built on Apache Sedona

Data Warehousing
Scalable Compute and Storage

Wherobots is a cloud platform for analyzing geospatial and physical-world data, created by the team behind open-source Apache Sedona. It includes a spatial compute engine, raster inference for satellite imagery and an MCP server for AI agents.

Spatial SQL
Apache Sedona
Raster inference
Spatial data catalog

Founded 2022
Serves Mid-market, Enterprise
Deployment Cloud (SaaS), Open source
Pricing Usage-based; contact sales

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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

View profile Visit website ↗

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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Zeta Alpha

Agentic enterprise search, deep research and RAG for R&D and engineering

Vector Search and Retrieval (RAG)

Zeta Alpha provides a customizable enterprise AI platform with hybrid and federated search, permission management and APIs for agents. It targets industrial R&D, engineering and manufacturing teams and can deploy in the cloud or on-premises.

Hybrid search
Federated search
RAG
Permission-aware access

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

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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)

View profile Visit website ↗

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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?

225 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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