Exasol
by ExasolExasol 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
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Best Analytics Data 2026
Facts read 29 Sep 2026 – 15 Oct 2026
Analytics data tools help you store, query, and share information for reporting and analysis. This list helps buyers compare deployment choices, storage design, query languages, cloud options, and pricing paths.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 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 |
| 02 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 |
| 03 InfluxDB | InfluxDB 3 may suit teams handling timestamped data for industrial operations, observability, or AI applications. | 5.9 | $0.01 usage-based | Free plan | Web, Windows, Mac, Linux | 29 Sep 2026 |
| 04 IBM Db2 | 5.8 | $630 a month | Free plan | Web, Windows, Linux, API | 8 Oct 2026 | |
| 05 Starburst Galaxy | Starburst recommends Galaxy for organizations that do not yet have resources to manage complex data clusters. | 5.6 | Free plan | Free plan | Web, Linux, API | 30 Sep 2026 |
| 06 Teradata VantageCloud | 5.6 | Free plan | Free plan | Web, Linux, API, Self-hosted | 2 Oct 2026 | |
| 07 ClickHouse Cloud | 5.5 | $25.30 a month | Free trial | Web, Windows, Mac, Linux | 15 Oct 2026 | |
| 08 Materialize | Materialize suits teams building applications or AI agents that need continually updated SQL views from connected data sources. | 5.3 | $1.50 a year | Free plan | Web, Linux, API, Self-hosted | 29 Sep 2026 |
| 09 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 |
| 10 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 |
Entries are ordered with newer releases before older ones, using the figures makers publish. Compare free plans, paid starting prices, included storage, and data-sharing options alongside deployment and platform support.
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
03
InfluxDB
InfluxDB 3 may suit teams handling timestamped data for industrial operations, observability, or AI applications.
WebWindowsMac+3 Record5.9 Visit
04
IBM Db2
WebWindowsLinux+2 Record5.8 Visit
05
Starburst Galaxy
Starburst recommends Galaxy for organizations that do not yet have resources to manage complex data clusters.
WebLinuxAPI Record5.6 Visit
8
Materialize
WebLinuxAPI+1 $1.50 a year Record5.3 Visit Materialize suits teams building applications or AI agents that need continually updated SQL views from connected data sources.
9
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…
10
Yellowbrick Data Warehouse
WebWindowsMac+3 — Record5.2 Visit It suits enterprises with demanding analytics workloads and data residency or security requirements.
11
RisingWave
WebMacLinux+2 $0.23 usage-based Record5.1 Visit RisingWave may suit teams building streaming data pipelines with SQL and PostgreSQL-compatible tools.
12
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.
13
Amazon Redshift
WebAPI $0.54 a month Record4.8 Visit Redshift suits teams running SQL analytics, dashboards, data sharing, application development, or ETL jobs.
14
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…
15
Apache Iceberg
WindowsMacLinux+2 Free plan Record4.8 Visit Apache Iceberg suits teams managing analytic tables who need multiple query or processing engines to work with shared data.
16
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.
17
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.
18
Apache Hudi
LinuxSelf-hosted Free plan Record4.5 Visit Hudi suits teams building data lakes or lakehouses that need streaming ingestion, incremental processing and table operations.
19
Delta Lake
LinuxAPISelf-hosted Free plan Record4.5 Visit Delta Lake suits teams building lakehouse architectures that need table transactions, version access, and batch and streaming workloads.
20
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.
21
Trino
WebLinuxAPI+1 Free plan Record4.5 Visit Trino suits teams that need SQL analytics across multiple data sources in cloud or on-premises environments.
22
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.
23
StarRocks
LinuxSelf-hosted Free plan Record4.4 Visit It suits teams building self-hosted analytical systems for real-time, high-concurrency, or ad hoc SQL workloads.
25
SAP Customer Data Platform
WebAPI $1.15 a month Record4.2 Visit It suits organizations that need to unify customer profiles and activate permissioned data across engagement systems.
Before you choose
Check the cost path
Look for a free plan, a free trial, or a paid starting price. A free plan can help you begin without a paid commitment, while a published starting price gives a clear entry point.
Pricing models and notes can differ, so match the offer to your budget and expected use.
Match deployment to your setup
Compare web, API, Linux, self-hosted, macOS, and Windows support with the way your team works.
A self-hosted option can fit a controlled environment. Web or API access can suit browser and application workflows.
Review storage design
Compare storage architecture with included storage before choosing a tool. These fields show how information is organized and what storage is part of the offer.
Cloud options can affect where the system runs and how it connects to your wider setup.
Check queries and sharing
Query languages affect how you work with stored information. Data-sharing features affect how results move between people, services, and systems.
Use the listed comparison fields to match the tool with the queries and sharing patterns you need.
Consider open-source code
Open-source code can matter when you need to inspect, change, or run a tool in your own environment. Check the licensing terms before adopting it.
A free plan and open-source code describe different parts of an offer, so compare them separately.
Questions
Do analytics data tools offer free plans?
Yes. A free plan is offered by items on this list. Check the pricing model and pricing note for the tool you are considering.
Can I find open-source analytics data tools?
Yes. Open-source code is offered by items on this list. Review the relevant licensing terms before using or modifying code.
Are free trials available?
A free trial is offered by items on this list. Check the individual offer for its trial terms.
Which platforms can these tools run on?
Platforms represented on this list include web, API, Linux, self-hosted, macOS, and Windows.
What comparison fields are shown?
The list compares free plan, paid from, deployment, storage architecture, query languages, included storage, data sharing, and cloud options.
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