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Top analytical databases and data warehouses

6 of 19 data warehouse software ranked on evidence in the Q4 2026 edition.

Between them, the 19 data warehouse software on this page cover data migration (3), high volume processing (2), data visualization (2) and performance analysis (2). 19 of them have written a profile you can read before you get in touch.

What to look for in analytical databases and data warehouses

The best choice depends on your workload, your team and your budget, not only on where an engine sits in this list. Before you shortlist the top-ranked data warehouses, check:

How you will be billed: by compute time, by data scanned, by node or by licence, and what a month of your queries would cost
Separation of storage and compute, and how it scales for many users at once
Support for open table formats (Iceberg, Delta) and the files you already hold
Real-time ingestion if dashboards must stay current, or batch loading if they need not
SQL compatibility with your BI tools and existing queries
Where your data is stored, and whether you can run the engine yourself

How to use this ranking

Use it to build a shortlist. Read each engine’s profile for its licence, deployment options and latest release, then test the two or three that fit on your own data and queries before you commit.

TrustList ranking

Q4 2026 edition

6 of 19 data warehouse software ranked on evidence held on 6 October 2026: client reviews, vetting, awards and facts each business states on its own website, which we read and date. Nobody pays to be placed.

Positions are fixed for the quarter; the next edition is due in January 2027.

How this is ranked About this edition

All data warehouse software 6 ranked SMEs 6 ranked

Filter by fitbudget, engagement, size and more

Exasol
High Volume Processing · Data Visualization · Data Cleansing
Exasol is an analytics database that keeps data in memory and stores it by column.
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Why #1: No major incidents in 90 days (status page)
Not yet on record: client reviews, vetting.
M
MotherDuck
DataBase
MotherDuck is a managed cloud analytics service built around DuckDB, with shared databases and per-second billed compute, for small teams to enterprises.
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Why #2: SOC 2 Type II · GDPR compliant — as stated on its own website, read 5 Oct 2026
Not yet on record: client reviews, vetting.
F
Firebolt
DataBase
Firebolt is a cloud data warehouse billed per second, with scale-to-zero engines and a self-hosted open-source option described on its pricing page.
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Why #3: No major incidents in 90 days (status page)
Not yet on record: client reviews, vetting.
GB
Google BigQuery
DataBase
Google BigQuery is a serverless managed analytics data warehouse on Google Cloud, priced by data scanned with storage billed separately.
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Why #4: 24/7 support — as stated on its own website, read 5 Oct 2026
Not yet on record: client reviews, vetting.
C
ClickHouse
DataBase
ClickHouse is an open-source column-oriented database management system for real-time analytical reports, run self-managed or as ClickHouse Cloud.
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Why #5: 2 major incidents in 90 days (status page)
Not yet on record: client reviews, vetting.
Snowflake
Data Migration · Performance Analysis · DataBase
Snowflake is a fully managed data platform that brings together data warehousing, data engineering, analytics and AI workloads.
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Why #6: 18 major incidents in 90 days (status page)
Not yet on record: client reviews, vetting.
Also listed, not yet ranked. We hold nothing checkable on these yet that ranks them here: no client review, vetting, award, expert review, or fact stated on their own website (and on a place ranking, where they are based). They follow in order of their TrustList Score. How TrustList ranks · Get vetted, free
Vertica
High Volume Processing · Data Migration · Data Visualization
Vertica is an analytics warehouse that brings together data held in Hadoop file systems and in object-storage data lakes.
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Azure Synapse Analytics
Data Migration · DataBase · Analytics
Azure Synapse Analytics is a cloud-based analytics service from Microsoft, filed on TrustList under data warehouse software.
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AR
Amazon Redshift
DataBase
Amazon Redshift is a managed data warehouse from Amazon Web Services, offered as provisioned clusters or Serverless with storage scaled separately.
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AC
Apache Cloudberry
DataBase
Apache Cloudberry is an open-source MPP data warehouse derived from Greenplum, built on a newer PostgreSQL kernel and still incubating at Apache.
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AD
Apache Doris
DataBase
Apache Doris is an open-source real-time analytics and search database on an MPP architecture, with lakehouse acceleration and hybrid search.
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AD
Apache Druid
DataBase
Apache Druid is an open-source real-time analytics database for interactive dashboards and high-concurrency queries, run self-managed.
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AP
Apache Pinot
DataBase
Apache Pinot is a distributed real-time OLAP datastore that ingests from batch and stream sources and answers SQL queries, run self-managed.
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DS
Databricks SQL
DataBase
Databricks SQL is the SQL warehousing product of the Databricks lakehouse platform, working over open formats on AWS, Azure and Google Cloud.
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D
DuckDB
DataBase
DuckDB is an in-process, single-node analytical SQL database with columnar storage, used from Python, R, Java and other clients.
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MF
Microsoft Fabric Warehouse
DataBase
Microsoft Fabric Warehouse is an enterprise-scale relational warehouse on a data lake foundation, delivered as part of Microsoft's Fabric SaaS platform.
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OA
Oracle Autonomous Data Warehouse
DataBase
Oracle Autonomous Data Warehouse is Oracle's managed data warehouse service, now presented as Oracle Autonomous AI Lakehouse on several clouds.
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S
StarRocks
DataBase
StarRocks is an open-source vectorised SQL analytics engine with primary-key real-time updates and direct queries over lakehouse table formats.
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T
Trino
DataBase
Trino is an open-source distributed SQL query engine for federated analytics across multiple data sources, formerly known as PrestoSQL.
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How is this ranking of analytical databases and data warehouses worked out?

A position here is earned, never bought. It is worked out from what each listing documents and what has been verified about it: a complete, accurate profile, and the checks a vendor has passed. Client reviews count where they exist, but they are still rare across this catalogue, so today the order comes mainly from documentation and verification. A top position means best-documented, not best for your workload.

Is the top-ranked engine the best for everyone?

No. Workloads, scale, skills and budgets differ, and so does the right engine. Use the checklist above and test before you choose.

Can a vendor pay to move up?

No. Sponsored and Featured places are labelled and shown apart from the ranked list, and they never change an engine’s position in it. How rankings work

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