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Kafka Streams

Kafka Streams is a client library for building applications and microservices that read and write data in Kafka clusters.

Place
#13 of 26
Score
6.2
Kafka Streams's website

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.

All about pricing
PlanPriceWhat it gives you
Apache Kafka StreamsFreeavailable 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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