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Ranked on the record · 31 apps

Best Analytics Databases 2026

Facts read 20 Sep 2026 – 15 Oct 2026

Analytics databases give teams a place to work with SQL, streaming ingestion, serverless compute and different data architectures. This list helps buyers compare deployment models, interfaces and ways to run these tools.

The standings: top 10

NameIn a lineRecord scorePrice fromTry it freeRuns onFacts read
01 ExasolExasol suits organizations needing multi-departmental analytics, in-database machine learning or AI, or complex data integration and virtualization.6.0$3.30 a monthFree planWeb, Windows, Mac, Linux14 Oct 2026
02 SingleStore HeliosHelios suits teams that need a cloud database for transactional and analytical work, with multiple data models or AI workloads.6.0Free planFree planWeb, Windows, Mac, Linux15 Oct 2026
03 IBM Db25.8$630 a monthFree planWeb, Windows, Linux, API8 Oct 2026
04 Teradata VantageCloud5.6Free planFree planWeb, Linux, API, Self-hosted2 Oct 2026
05 ClickHouse Cloud5.5$25.30 a monthFree trialWeb, Windows, Mac, Linux15 Oct 2026
06 PrestoDBPrestoDB is for users who need to run distributed SQL queries across heterogeneous data sources and can manage a self-hosted deployment.5.4Free planFree planWeb, Mac, Linux, API15 Oct 2026
07 QuestDBQuestDB may suit teams handling time-series data in low-latency settings, including capital-markets firms, digital-asset businesses, energy operators, aerospace…5.2Free planFree planWeb, Windows, Mac, Linux30 Sep 2026
08 Yellowbrick Data WarehouseIt suits enterprises with demanding analytics workloads and data residency or security requirements.5.2—Free trialWeb, Windows, Mac, Linux7 Oct 2026
09 Apache HiveApache Hive suits teams managing large datasets with SQL and connecting warehouse clients, storage, and related tools.5.1Free planFree planWindows, Mac, Linux, API15 Oct 2026
10 MotherDuckMotherDuck suits data teams, app developers, and AI agents needing a cloud data warehouse built on DuckDB.4.9$250 a monthFree planWeb, API2 Oct 2026

The page follows the finder rule: newest releases appear first, using figures published by the makers and no score. Compare free plans, paid starting points, platform support, open-source code and the listed technical options.

01

Exasol

by Exasol

Exasol suits organizations needing multi-departmental analytics, in-database machine learning or AI, or complex data integration and virtualization.

Free plan Free trial From $3.30 a month WebWindowsMacLinuxAPISelf-hosted
02

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
6
PrestoDB

PrestoDB is for users who need to run distributed SQL queries across heterogeneous data sources and can manage a self-hosted deployment.

WebMacLinux+2 Free plan Record5.4 Visit
7
QuestDB

QuestDB may suit teams handling time-series data in low-latency settings, including capital-markets firms, digital-asset businesses, energy operators, aerospace…

WebWindowsMac+3 Free plan Record5.2 Visit
8
Yellowbrick Data Warehouse

It suits enterprises with demanding analytics workloads and data residency or security requirements.

WebWindowsMac+3 — Record5.2 Visit
9
Apache Hive

Apache Hive suits teams managing large datasets with SQL and connecting warehouse clients, storage, and related tools.

WindowsMacLinux+2 Free plan Record5.1 Visit
10
MotherDuck

MotherDuck suits data teams, app developers, and AI agents needing a cloud data warehouse built on DuckDB.

WebAPI $250 a month Record4.9 Visit
11
Amazon Redshift

Redshift suits teams running SQL analytics, dashboards, data sharing, application development, or ETL jobs.

WebAPI $0.54 a month Record4.8 Visit
12
Apache Druid

Druid may suit teams building low-latency analytics for streaming or batch data, especially workloads involving high query concurrency or immediate visibility into…

WebMacLinux+2 Free plan Record4.8 Visit
13
MonetDB

MonetDB suits organizations and researchers needing a self-hosted SQL database for analytics or bulk processing.

WindowsMacLinux+2 Free plan Record4.8 Visit
14
Apache Kylin

Kylin suits teams building analytics systems that use SQL models, streaming or batch data, and supported BI tools.

WebLinuxAPI+1 Free plan Record4.7 Visit
15
Apache Impala

Impala suits teams running SQL-based analytics on Hadoop ecosystem data, including multitenant deployments.

MacLinuxAPI+1 Free plan Record4.6 Visit
16
Firebolt

Firebolt suits engineers choosing between self-managed analytical database deployments and a managed service, including teams working with open storage standards.

WebLinuxAPI+1 Free plan Record4.6 Visit
17
Greenplum Database

Greenplum Database may suit organizations building large analytical warehouses or working with the listed analytics, machine learning, AI, and IoT workloads.

LinuxAPISelf-hosted Free plan Record4.5 Visit
18
Trino

Trino suits teams that need SQL analytics across multiple data sources in cloud or on-premises environments.

WebLinuxAPI+1 Free plan Record4.5 Visit
19
Apache Pinot

Pinot suits teams building real-time analytics or user-facing workloads that combine batch and streaming data.

WebAPISelf-hosted Free plan Record4.4 Visit
20
StarRocks

It suits teams building self-hosted analytical systems for real-time, high-concurrency, or ad hoc SQL workloads.

LinuxSelf-hosted Free plan Record4.4 Visit
21 LinuxAPISelf-hosted Free plan Record4.2 Visit
22
SAP Customer Data Platform

It suits organizations that need to unify customer profiles and activate permissioned data across engagement systems.

WebAPI $1.15 a month Record4.2 Visit
23 Web $83.30 a month Record2.8 Visit
24 Web Free plan Record2.7 Visit
25 Web $119 a month Record2.6 Visit

Before you choose

Check the cost and licence

A free plan is available from tools on this list. Paid options show a starting price or state that pricing is available on request.

Open-source code is available from tools on this list. Check the licence before you need to read, change or redistribute code.

Match the deployment model

Deployment models differ across analytics databases. Compare hosted services with self-hosted options and check the model that fits your operations.

The listed platforms include web, API, Linux, macOS and Windows. Confirm platform support for the way your team plans to run the database.

Compare SQL access

SQL interface support is a comparison field on this list. Check how a tool exposes SQL and whether that fits your existing queries and applications.

Review ingestion and compute

Streaming ingestion and serverless compute are comparison fields here. Check for the capabilities your workload needs before choosing a database.

Look at data architecture

Data architecture is another comparison field. Use it with deployment model, SQL interface and platform support to narrow the tools that fit your design.

Questions

Do analytics databases on this list have free plans?
A free plan is offered by tools on this list. Other tools use paid pricing or provide pricing on request.
Can I find open-source analytics databases here?
Yes. Open-source code is offered by tools on this list, alongside paid services and other pricing models.
Which platforms do these databases support?
Platforms listed for tools in this category include web, API, Linux, self-hosted, macOS and Windows.
What technical features can I compare?
The list compares SQL interface, streaming ingestion, serverless compute and data architecture, along with deployment model.
Are paid starting prices shown?
Paid starting points are a comparison field. Listed entries may show a starting price or say that pricing is available on request.