18.1
SingleStore Helios is a cloud database-as-a-service available on AWS, Google Cloud, and Microsoft Azure.
Free planWebAPILinux
Best Big Data Analytics Software in 2026
Big data analytics software helps process and query large datasets through services, engines and storage projects. The list covers tools with options such as free plans, open-source code or trials. Compare the paid entry point, deployment model and processing style. Check documented data scale, source connectors, visualisation and query languages, and confirm whether the platform you need includes an Android app;…
28.0
Exasol is a database for organizations running analytics and high-concurrency AI workloads.
Free planWebAPILinux
37.9
ClickHouse Cloud is a managed service for real-time analytics, observability, and AI-powered data applications.
Open sourceWebAPILinux
- 4
Apache Beam
Apache Beam is a free, open-source programming model for building data processing pipelines across batch and streaming workloads.
Free planOpen sourceWebAPILinuxmacOS7.7Free plan - 5
PrestoDB
PrestoDB is a free, open-source distributed SQL query engine for querying large datasets across different data systems.
Free planOpen sourceWebAPILinuxmacOS7.7Free plan - 6
Starburst Enterprise Context Layer
Starburst Enterprise Context Layer turns scattered data into governed, versioned Data Products that bundle datasets with business definitions,…
Free planWebAPISelf-hosted7.5$0.50 usage-based - 7
Apache Hive
Apache Hive is an open-source data warehouse system for working with large datasets through SQL.
Free planOpen sourceAPILinuxmacOSSelf-hosted7.4Free plan - 8
Teradata VantageCloud
Teradata VantageCloud is Teradata’s managed cloud deployment for production AI, analytics, lakehouse, and agentic AI workloads.
Free planWebAPILinuxSelf-hosted7.3$1.50 one-time - 9
Apache Druid
Apache Druid is an open-source database for real-time analysis of streaming and batch data.
Free planWebAPILinuxmacOS7.2Free plan - 10
Apache Hadoop HDFS
Apache Hadoop HDFS is a free, open-source distributed file system for high-throughput access to large application data sets on commodity hardware.
Free planOpen sourceAPILinuxSelf-hostedWindows7.2Free plan - 11
Starburst Galaxy
Starburst Galaxy is a managed, cloud-hosted analytics platform built on Trino.
Free planWebAPILinux7.1Free plan - 12
Materialize
Materialize is a SQL-based live data layer for apps and AI agents.
Free planWebAPILinuxSelf-hosted7.0From $1.50 a year - 13
Yellowbrick Data Warehouse
Yellowbrick Data Warehouse is a SQL data platform for data warehousing and application analytics.
WebAPILinuxmacOS6.9From $0.28 a month - 14
Apache Kylin
Apache Kylin is an open-source OLAP engine for data analytics, designed for large-scale workloads and many concurrent queries.
Free planWebAPILinuxSelf-hosted6.7Free plan - 15
Apache Storm
Apache Storm is a free, open-source system for processing unbounded data streams in real time.
Free planWebAPILinuxmacOS6.6Free plan - 16
Apache Pinot
Apache Pinot is an open-source distributed OLAP datastore for real-time analytics and user-facing workloads.
Free planWebAPISelf-hosted6.4Free plan - 17
Apache Spark
Apache Spark is a free, open-source engine for large-scale data analytics.
Free planAPILinuxmacOSSelf-hosted6.4Free plan - 18
Firebolt
Firebolt is an open-source analytical database for engineers that uses Postgres-compatible SQL.
Free planWebAPILinuxSelf-hosted6.4Free plan - 19
Trino
Trino is a distributed SQL query engine for analyzing large datasets across different data systems.
Free planWebAPILinuxSelf-hosted6.4Free plan - 20
Apache Impala
Apache Impala is an open-source analytic database for SQL queries on open data and table formats.
Free planAPILinuxmacOSSelf-hosted6.2Free plan - 21
Apache Flink
Apache Flink is a framework and distributed processing engine for stateful computations over bounded and unbounded data streams.
Free planAPILinuxSelf-hosted6.1Free plan - 22
Apache Samza
Apache Samza is a free, self-hosted framework for processing live data streams and building applications that maintain state.
Free planAPILinuxSelf-hosted6.0Free plan - 23
Apache Doris
Apache Doris is an open-source, real-time analytical database for analytics and AI, available under the Apache License, Version 2.0.
APILinuxSelf-hosted5.8 - 24
SAS Advanced Analytics
SAS Advanced Analytics refers to SAS Viya, a cloud-native data and AI platform for connecting data, building and governing models, and operationalizing decisions.
APISelf-hosted5.8 - 255.7From $83.30 a month
Choosing well
Compare free access and paid entry
A free plan is available from items in this category, while other tools use paid pricing. Check what the free plan includes and find the listed paid starting point before planning a rollout.
A free trial can help you assess a paid service before committing. Open-source projects may suit teams that want code they can inspect and run themselves.
Match deployment to your setup
Deployment choices in this category include API, self-hosted and web services. A self-hosted option keeps operation in your environment, while a web service is accessed through a browser.
Check platform details for the computers and servers you use.
Choose a processing model
Compare how a tool processes data, such as batch or streaming approaches where documented. The processing model affects how you handle stored information and ongoing event flows.
Look for documentation that describes the model clearly and relates it to your workload before selecting a service or project.
Check scale and data sources
Review the documented data scale for a tool and compare it with the size and growth of your datasets. Treat published scale information as a sizing reference, not a guarantee for your workload.
Data source connectors determine which systems can feed the analytics stack. Confirm that the sources you need are supported before adopting a tool.
Review queries and visualisation
Query languages affect how quickly your team can work with a system and whether existing skills transfer. Check the languages documented for the tool.
Built-in visualisation can help present results without adding a separate product. Compare the available visual features with the way your team needs to read and share findings.
Questions people ask
Can I start with a free plan?
Yes. A free plan is offered by items in this category, and open-source projects are also listed. Check the terms and capabilities of the tool you choose.
Are open-source options included?
Yes. Open-source code is offered by items in this category. Review the licence and deployment requirements before using a project.
What deployment options are available?
The listed deployment platforms include API, self-hosted and web. Platform facts also cover Linux, macOS and Windows.
What should I compare between tools?
Compare free plan, paid starting price, deployment, processing model, documented data scale, source connectors, built-in visualisation and query languages.