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Best Analytical Data Store Software 2026
Facts read 20 Sep 2026 – 15 Oct 2026
Store, query and share analytical data with software built for analysis. This list helps buyers compare deployment choices, storage and compute options, SQL support and account sharing.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 Databend | 6.1 | $23 a month | Free plan | Web, Mac, Linux, API | 15 Oct 2026 | |
| 02 Exasol | Exasol suits organizations needing multi-departmental analytics, in-database machine learning or AI, or complex data integration and virtualization. | 6.0 | $3.30 a month | Free plan | Web, Windows, Mac, Linux | 14 Oct 2026 |
| 03 SingleStore Helios | Helios suits teams that need a cloud database for transactional and analytical work, with multiple data models or AI workloads. | 6.0 | Free plan | Free plan | Web, Windows, Mac, Linux | 15 Oct 2026 |
| 04 IBM Db2 | 5.8 | $630 a month | Free plan | Web, Windows, Linux, API | 8 Oct 2026 | |
| 05 Teradata VantageCloud | 5.6 | Free plan | Free plan | Web, Linux, API, Self-hosted | 2 Oct 2026 | |
| 06 ClickHouse Cloud | 5.5 | $25.30 a month | Free trial | Web, Windows, Mac, Linux | 15 Oct 2026 | |
| 07 QuestDB | QuestDB may suit teams handling time-series data in low-latency settings, including capital-markets firms, digital-asset businesses, energy operators, aerospace… | 5.2 | Free plan | Free plan | Web, Windows, Mac, Linux | 30 Sep 2026 |
| 08 Yellowbrick Data Warehouse | It suits enterprises with demanding analytics workloads and data residency or security requirements. | 5.2 | — | Free trial | Web, Windows, Mac, Linux | 7 Oct 2026 |
| 09 DuckDB UI | 4.9 | Free plan | Free plan | Web, Windows, Mac, Linux | 1 Oct 2026 | |
| 10 MotherDuck | MotherDuck suits data teams, app developers, and AI agents needing a cloud data warehouse built on DuckDB. | 4.9 | $250 a month | Free plan | Web, API | 2 Oct 2026 |
Listings are refreshed nightly. Use the published fields to compare free-plan availability, starting paid prices, storage limits, storage architecture, compute scaling and supported platforms.
02
Exasol
Exasol suits organizations needing multi-departmental analytics, in-database machine learning or AI, or complex data integration and virtualization.
WebWindowsMac+3 Record6.0 Visit
03
SingleStore Helios
Helios suits teams that need a cloud database for transactional and analytical work, with multiple data models or AI workloads.
WebWindowsMac+3 Record6.0 Visit
04
IBM Db2
WebWindowsLinux+2 Record5.8 Visit
05
Teradata VantageCloud
WebLinuxAPI+1 Record5.6 Visit
7
QuestDB
WebWindowsMac+3 Free plan Record5.2 Visit QuestDB may suit teams handling time-series data in low-latency settings, including capital-markets firms, digital-asset businesses, energy operators, aerospace…
8
Yellowbrick Data Warehouse
WebWindowsMac+3 — Record5.2 Visit It suits enterprises with demanding analytics workloads and data residency or security requirements.
10
MotherDuck
WebAPI $250 a month Record4.9 Visit MotherDuck suits data teams, app developers, and AI agents needing a cloud data warehouse built on DuckDB.
11
Apache Druid
WebMacLinux+2 Free plan Record4.8 Visit Druid may suit teams building low-latency analytics for streaming or batch data, especially workloads involving high query concurrency or immediate visibility into…
12
MonetDB
WindowsMacLinux+2 Free plan Record4.8 Visit MonetDB suits organizations and researchers needing a self-hosted SQL database for analytics or bulk processing.
13
Amazon Redshift
WebAPI $0.54 a month Record4.7 Visit Redshift suits teams running SQL analytics, dashboards, data sharing, application development, or ETL jobs.
14
Apache Kylin
WebLinuxAPI+1 Free plan Record4.7 Visit Kylin suits teams building analytics systems that use SQL models, streaming or batch data, and supported BI tools.
15
Microsoft Fabric Notebooks
WebAPI Free plan Record4.7 Visit It suits data engineers and data scientists working with Spark notebooks, lakehouses, and scheduled jobs in a web or API environment.
16
Firebolt
WebLinuxAPI+1 Free plan Record4.6 Visit Firebolt suits engineers choosing between self-managed analytical database deployments and a managed service, including teams working with open storage standards.
17
Greenplum Database
LinuxAPISelf-hosted Free plan Record4.5 Visit Greenplum Database may suit organizations building large analytical warehouses or working with the listed analytics, machine learning, AI, and IoT workloads.
18
Apache Pinot
WebAPISelf-hosted Free plan Record4.4 Visit Pinot suits teams building real-time analytics or user-facing workloads that combine batch and streaming data.
Before you choose
Compare plans and trials
Look for availability of a free plan, trial access or open-source code, then use the paid-from field for an initial price reference.
Trial duration and pricing conditions vary, so verify plan information before selecting a service.
Match the deployment model
Select the setup that suits your workflow; category options include web, Linux, API, self-hosted, macOS and Windows.
Teams running their own environment may prefer self-hosting, while browser-based work can fit a web option.
Check storage and compute
Compare storage architecture with compute scaling to see how a product is designed to hold and process analytical data.
When a no-cost plan is important, check its stated free-storage allowance.
Review SQL and data sharing
Check SQL support if your analysts or applications use SQL queries. Sharing data across separate accounts may be important when that transfer is required.
Use these fields to match the store with your query habits and sharing needs.
Questions
Are free plans available for analytical data stores?
Listings in this category indicate whether a free plan is available. They also include paid plans and free trials.
Are any analytical data stores open source?
Listings indicate whether open-source code is offered. Check the licence before changing or redistributing code.
Which platforms are supported?
Category listings can run on the web, Linux, API, self-hosted environments, macOS or Windows. Check a product's platform field for its options.
What pricing details should I compare?
Compare the free-plan status, paid-from price and trial terms. A paid-from figure is a starting point, not a complete cost estimate.
Which technical fields matter most?
Look at deployment model, storage architecture, compute scaling, free storage limit, SQL support and cross-account data sharing.
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