25 Oct 2026 · TrustList Editorial
PingCAP breach: TiDB Cloud users told to replace API keys now
An attacker used a compromised GitHub account and leaked credentials for four weeks, copying customer contacts, contract terms, SQL editor…
6 of 20 data warehouse software ranked on evidence in the Q4 2026 edition.
Between them, the 20 data warehouse software on this page cover data warehousing (19), data migration (3), analytics (3) and high volume processing (2). 20 of them have written a profile you can read before you get in touch.
TrustList ranking
Q4 2026 edition
6 of 20 data warehouse software ranked on evidence held on 12 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.

High Volume Processing · Data Warehousing · Data Visualization
Exasol is an analytics database that keeps data in memory and stores it by column.
Why #1: No major incidents in 90 days (status page)
Not yet on record: client reviews, vetting.
Data Warehousing
MotherDuck is a managed cloud analytics service built around DuckDB, with shared databases and per-second billed compute, for small teams to enterprises.
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.
Data Warehousing
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.
Why #3: No major incidents in 90 days (status page)
Not yet on record: client reviews, vetting.
Data Warehousing
Google BigQuery is a serverless managed analytics data warehouse on Google Cloud, priced by data scanned with storage billed separately.
Why #4: 24/7 support, as stated on its own website, read 5 Oct 2026
Not yet on record: client reviews, vetting.
Data Warehousing
ClickHouse is an open-source column-oriented database management system for real-time analytical reports, run self-managed or as ClickHouse Cloud.
Why #5: 2 major incidents in 90 days (status page)
Not yet on record: client reviews, vetting.

Data Warehousing · Data Migration · Performance Analysis
Snowflake is a fully managed data platform that brings together data warehousing, data engineering, analytics and AI workloads.
Why #6: 18 major incidents in 90 days (status page)
Not yet on record: client reviews, vetting.

High Volume Processing · Data Warehousing · Data Migration
Vertica is an analytics warehouse that brings together data held in Hadoop file systems and in object-storage data lakes.

Data Warehousing · Data Migration · Analytics
Azure Synapse Analytics is a cloud-based analytics service from Microsoft, filed on TrustList under data warehouse software.
Data Warehousing
Amazon Redshift is a managed data warehouse from Amazon Web Services, offered as provisioned clusters or Serverless with storage scaled separately.
Data Warehousing
Apache Cloudberry is an open-source MPP data warehouse derived from Greenplum, built on a newer PostgreSQL kernel and still incubating at Apache.
Data Warehousing
Apache Doris is an open-source real-time analytics and search database on an MPP architecture, with lakehouse acceleration and hybrid search.
Data Warehousing
Apache Druid is an open-source real-time analytics database for interactive dashboards and high-concurrency queries, run self-managed.
Data Warehousing
Apache Pinot is a distributed real-time OLAP datastore that ingests from batch and stream sources and answers SQL queries, run self-managed.
Data Warehousing
Databricks SQL is the SQL warehousing product of the Databricks lakehouse platform, working over open formats on AWS, Azure and Google Cloud.
Data Warehousing
DuckDB is an in-process, single-node analytical SQL database with columnar storage, used from Python, R, Java and other clients.
Data Warehousing
Microsoft Fabric Warehouse is an enterprise-scale relational warehouse on a data lake foundation, delivered as part of Microsoft's Fabric SaaS platform.
Data Warehousing
Oracle Autonomous Data Warehouse is Oracle's managed data warehouse service, now presented as Oracle Autonomous AI Lakehouse on several clouds.
Analytics
Pivot is a database for analytics, written in Rust, that runs queries directly on open table formats.
Data Warehousing
StarRocks is an open-source vectorised SQL analytics engine with primary-key real-time updates and direct queries over lakehouse table formats.
Data Warehousing
Trino is an open-source distributed SQL query engine for federated analytics across multiple data sources, formerly known as PrestoSQL.
For vendors
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Every other way we rank data warehouse software, by what they do and where they are.
Articles on this subject first, then the newest.
25 Oct 2026 · TrustList Editorial
An attacker used a compromised GitHub account and leaked credentials for four weeks, copying customer contacts, contract terms, SQL editor…
23 Oct 2026 · TrustList Editorial
The flaws range from NoSQL injection to silent loss of client-side encryption and shared connections across client certificates. Several…
23 Oct 2026 · TrustList Editorial
DuckDB 2.0 is supported until at least October 2027 and 1.5 has been extended to March 2027. Files written by 2.0 cannot be read by any…
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