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Apache Ignite

Apache Ignite is an open-source, memory-first distributed SQL database for high-velocity workloads.

Place
#3 of 31
Score
7.4
Apache Ignite's website

What Apache Ignite is

Apache Ignite is an open-source, memory-first distributed SQL database for high-velocity workloads. It supports ACID transactions across partitions through Raft consensus, while MVCC snapshot isolation enables non-blocking reads. Data uses memory as the primary tier, with persistence available through AIPERSIST. SQL access includes JDBC drivers, a Table API, and native APIs. Catalog-driven schema management allows changes such as adding columns or modifying indexes without stopping the cluster. DataStreamer handles high-throughput writes with backpressure control. Native clients are listed for Java, .NET, C++, and Python, and extensions are available for AWS, Azure, GCE, and Spring. Operational features include authentication, SSL/TLS security, OpenTelemetry metrics, recovery snapshots, and backups. Listed uses include event stream processing, microservices state management, session management, and AI/ML feature stores. Ignite supports JDBC, REST, its binary client protocol, SQL, language APIs, and key-value access. It is self-hosted and free, with binary, source, Docker, and Maven/Gradle options. Ignite 2 is identified as a long-term support release for existing deployments.

Good

  • ACID transactions across partitions
  • Non-blocking MVCC snapshot reads
  • Memory storage with persistence option
  • Schema changes without cluster stops
  • Clients for four languages

Watch out

  • Self-hosted deployment required
  • Ignite 2 is recommended for existing deployments

Who it suits

Apache Ignite suits teams building self-hosted distributed data systems for streaming, microservices state, sessions, or AI/ML feature stores. It is relevant to developers using its listed language clients and APIs.

Verdict

Apache Ignite combines distributed SQL, transactional consistency, memory-first storage, and operational tooling. Its self-hosted model and broad APIs support several listed distributed-data workloads.

Plans and prices

From Apache Ignite's own pricing page, checked 9 Oct 2026.

All about pricing
PlanPriceWhat it gives you
Apache IgniteFreeApache Ignite 3.1.0 download · Ignite 2 long-term support release · Binary, source, Docker, and Maven/Gradle options

The facts

Each one read from Apache Ignite's own pages, with the date it was checked.

What it does

ACID transactions
The platform provides ACID transactions across partitions using MVCC snapshot isolation and distributed replication.checked 15 Oct 2026
Concurrency
MVCC snapshot isolation enables non-blocking reads.checked 9 Oct 2026
Data placement
Colocation annotations and distribution zones keep related data together and control replica placement.checked 15 Oct 2026
Deployment
Ignite can run on bare metal, virtual machines, Docker, Kubernetes and cloud environments, with thick and thin clients plus JDBC, ODBC and REST access.checked 15 Oct 2026
Distributed replication
Ignite replicates partitions through Raft groups with leaders and followers to provide durability and availability.checked 15 Oct 2026
Documentation
The documentation site provides quick starts and API references for Java, SQL, REST, C#/.NET, C++, Python, Node.js and PHP.checked 15 Oct 2026
In-place processing
Compute jobs can execute on nodes holding the relevant data to reduce network transfer.checked 15 Oct 2026
Integration modules
Documented integrations include Kafka, Kubernetes, Spark, Spring Data, AWS, Azure, GCE, ZooKeeper and REST HTTP.checked 15 Oct 2026
Integrations
The download page lists AWS, Azure, GCE, and Spring extensions, including Spring Cache and Spring Data extensions.checked 9 Oct 2026
JDBC API
Ignite 3 ships a JDBC driver using class org.apache.ignite.jdbc.IgniteJdbcDriver for distributed SQL operations.checked 15 Oct 2026
Languages
The project lists native clients for Java, .NET, C++, and Python.checked 9 Oct 2026
Language support
Official materials list Java, .NET, C++, Python and SQL/CLI access.checked 15 Oct 2026
Latest release
The download page identifies Apache Ignite 2.18.0 as the latest 2.x release and lists its release date as 2026-04-26.checked 15 Oct 2026
License
The project source is licensed under the Apache License 2.0, with some bundled components under separate licenses.checked 15 Oct 2026
Limit: Gartner complaints
Gartner reviewers report slow support responses, high RAM cost requiring optimization, and missing Delta and Apache Arrow integrations.checked 15 Oct 2026
Limit: learning curve and documentation
G2 reviewers repeatedly describe a steep learning curve and documentation that could be easier to use.checked 15 Oct 2026
Limit: operational overhead
A G2 reviewer says distributed-cluster setup can outweigh the benefits for simple or small projects.checked 15 Oct 2026
Memory-first storage
Ignite uses memory as its primary storage tier, with AIPERSIST for durable sub-millisecond storage and AIMEM for microsecond latency when durability is unnecessary.checked 15 Oct 2026
ODBC API
Ignite 2 includes an ODBC 3.0 driver for selecting and modifying distributed data with SQL.checked 15 Oct 2026
Praise: Gartner reviewers
Gartner's review summary highlights performance, scalability and ease of managing high-load applications.checked 15 Oct 2026

The company

Maker founded
The Apache Software Foundation was established in 1999.checked 15 Oct 2026
Maker headquarters
The Apache Software Foundation lists Wilmington, Delaware as its headquarters.checked 15 Oct 2026
Maker legal name
The Apache Software Foundation is a nonprofit software-development organization.checked 15 Oct 2026
Maker size
LinkedIn lists the foundation's company size as 5,001–10,000 employees.checked 15 Oct 2026

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