Free and open first
Best Big Data Analytics Software in 2026
- 30 apps
- Research read 7 Oct 2026
- How the order is worked out
- 1
Apache Beam
Free plan Open source APILinuxMac+3Apache Beam provides a common programming model for batch and streaming pipelines across several runners. The model is free, though the chosen runner and infrastructure can carry execution costs.
- 2
Apache Hadoop HDFS
Free plan Open source APILinuxSelf-hosted+1HDFS is built for distributed, high-throughput storage with replication and several access interfaces. Its write model and security requirements should fit the workload and deployment plan.
- 3
Apache Hive
Free plan Open source APILinuxMac+2Apache Hive combines SQL data warehousing with metadata services, transaction support, and connections to multiple storage systems.
- 4
PrestoDB
Free plan Open source APILinuxMac+2PrestoDB is a free query engine for federating queries across heterogeneous sources, with deployment and security options documented.
- 5
ClickHouse Cloud
by ClickHouse CloudFree trial Open source APILinuxMac+3ClickHouse Cloud provides managed analytics infrastructure with cloud flexibility, ingestion tools, SQL access, and automated operations.
- 6
Apache Druid
Free plan APILinuxMac+2Apache Druid is a self-hosted option for real-time analytics across streaming and batch data, with SQL access, a web console, and broad extension support.
- 7
Apache Impala
Free plan APILinuxMac+1Apache Impala is a free analytic database for SQL queries across supported open data formats and Hadoop infrastructure.
- 8
Apache Kylin
Free plan APILinuxSelf-hosted+1Apache Kylin offers an OLAP engine with SQL modeling, streaming support, and connections to named BI tools. Its Linux-only support and deployment requirements are important considerations.
- 9
Apache Flink
Free plan APILinuxSelf-hostedApache Flink offers stream and batch processing APIs with operational capabilities for self-hosted deployments.
- 10
Apache Spark
Free plan APILinuxMac+2Apache Spark combines distributed analytics, SQL, machine learning and multiple deployment options in a free engine.
- 11
Apache Storm
Free plan APILinuxMac+3Apache Storm provides a free, open-source approach to multi-stage stream processing with a range of integrations and deployment modes.
- 12
Apache Pinot
by Apache PinotFree plan APISelf-hostedWebApache Pinot combines multiple ingestion paths with SQL access, client libraries, BI connections, and security controls.
- 13
Apache Samza
Free plan APILinuxSelf-hostedChoose Apache Samza if you need a free, self-hosted framework for real-time stream processing with state stores, multiple APIs, and built-in integrations.
- 14
Apache Doris
Free plan APILinuxSelf-hostedChoose Apache Doris if you need an open-source analytical database for real-time analytics, lakehouse querying, or AI workloads, with SQL, search, and detailed access controls.
- 15
- 16
Firebolt
Free plan APILinuxSelf-hosted+1Firebolt offers both self-managed and managed deployment paths, plus a free self-hosted plan and a managed service with usage-based compute billing.
- 17
Materialize
Free plan APILinuxSelf-hosted+1Materialize combines incremental SQL processing with managed and self-managed deployment options. Review the Community Edition limits and separate Cloud usage charges before choosing a plan.
- 18
SingleStore Helios
by SingleStore HeliosFree plan APILinuxMac+3Helios brings varied data capabilities and ingestion options to a managed cloud database, with separate Shared, Standard, and Enterprise plans.
- 19
- 20
Starburst Enterprise Context Layer
Free plan APISelf-hostedWebThe Context Layer combines data product governance, version control, lineage checks and a semantic layer.
- 21
Trino
Free plan APILinuxSelf-hosted+1Trino is aimed at federated SQL analytics across data systems, with deployment choices for cloud and on-premises environments.
- 22
Starburst Galaxy
Free plan APILinuxWebGalaxy brings federated SQL queries, ingestion, and Iceberg maintenance together in a managed cloud service.
- 23
Databricks Data Intelligence Platform
Free plan WebDatabricks Data Intelligence Platform combines analytics, transaction support, streaming ingestion, and governance catalog features in a web platform.
- 24
Yellowbrick Data Warehouse
Free trial APILinuxMac+3Choose Yellowbrick Data Warehouse if your organization needs a SQL analytics platform with flexible deployment, separate storage and compute, and controls for security or data residency.
- 25
SAS Advanced Analytics
by SAS Advanced AnalyticsFree trial APISelf-hostedChoose SAS Advanced Analytics if your organization needs broad analytics and model-management capabilities with governance tools and flexible deployment.
#1Places #1, #2, #3, #4, #5 on this list can be bought by the makers of the software on it. See the price