Kafka Streams
Kafka Streams is a client library for building applications and microservices that read and write data in Kafka clusters.
What Kafka Streams is
Kafka Streams is a client library for building applications and microservices that read and write data in Kafka clusters. It processes Kafka data with event-time handling, windowing, and real-time queries of application state. The Streams DSL provides operations such as mapping, filtering, joining, and aggregation, while the Processor API allows custom processors and state stores. Fault-tolerant local state supports stateful work such as windowed joins and aggregations, and the library supports exactly-once processing semantics. Applications can start on one machine and scale across multiple machines, and can run in containers, virtual machines, on bare metal, or in cloud environments. Kafka Streams uses Kafka as its messaging layer, so it does not require a separate processing cluster. It supports Java and Scala and integrates with Kafka security features for transit encryption, authentication, and authorization. The software is free under Apache License 2.0. The Apache Software Foundation says it does not provide formal or commercial support for its packages; project communication is available through community mailing lists.
Good
- Free software licensed under Apache License 2.0.
- Supports event-time processing and windowing.
- Provides fault-tolerant local state.
- Supports exactly-once processing semantics.
Watch out
- Requires input and output data in Kafka clusters.
- No formal or commercial support from Apache.
- Supports Java and Scala applications.
Who it suits
It suits Java or Scala developers building applications that process data stored in Kafka. Teams that need stateful stream processing without a separate processing cluster may find its architecture useful.
Verdict
Kafka Streams provides stream-processing APIs and stateful operations for applications built around Kafka data. It is free, but the Apache Software Foundation does not offer formal or commercial package support.
Plans and prices
From Kafka Streams's own pricing page, checked 30 Sep 2026.
| Plan | Price | What it gives you |
|---|---|---|
| Apache Kafka Streams | Free | available for download by anyone · no formal or commercial support |
The facts
Each one read from Kafka Streams's own pages, with the date it was checked.
What it does
- APIs
- The Streams DSL provides operations such as map, filter, join, and aggregations, while the Processor API supports custom processors and state stores.checked 30 Sep 2026
- Architecture
- Kafka Streams requires no separate processing cluster and uses Kafka as its internal messaging layer.checked 30 Sep 2026
- Commercial support
- The Apache Software Foundation says it does not sell its software or provide formal or commercial support for its packages.checked 30 Sep 2026
- Deployment
- Kafka Streams applications can be deployed to containers, virtual machines, bare metal, or cloud environments.checked 30 Sep 2026
- Integrations
- Kafka's ecosystem includes tools for stream processing, Hadoop integration, monitoring, and deployment, and Kafka Connect provides connectors for external systems.checked 30 Sep 2026
- License
- Apache Software Foundation software is licensed under the Apache License 2.0.checked 30 Sep 2026
- Processing
- Kafka Streams processes and analyzes data stored in Kafka, including event-time processing, windowing, and real-time application-state queries.checked 30 Sep 2026
- Processing semantics
- Kafka Streams supports exactly-once processing semantics.checked 30 Sep 2026
- Programming
- Kafka Streams supports standard Java and Scala applications.checked 30 Sep 2026
- Purpose
- Kafka Streams is a client library for building applications and microservices whose input and output data are stored in Kafka clusters.checked 30 Sep 2026
- Scalability
- Applications can run on one machine for a proof of concept and scale across multiple machines for high-volume production workloads.checked 30 Sep 2026
- Security
- Kafka Streams natively integrates with Kafka security features, including encryption in transit, client authentication, and client authorization.checked 30 Sep 2026
- Security reporting
- Apache asks potential security vulnerabilities to be reported first to private security mailing lists.checked 30 Sep 2026
- State
- Kafka Streams supports fault-tolerant local state for stateful operations such as windowed joins and aggregations.checked 30 Sep 2026
- Support
- The Kafka project provides user, developer, JIRA, and commit mailing lists for community support and project communication.checked 30 Sep 2026
The company
- Founded
- 1999checked 28 Sep 2026
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