What are the key differences between Apache Samza and Apache Kafka Streams?

Compare Apache Samza and Apache Kafka Streams side by side on Lunoo to see detailed feature differences, AI scores, and expert analysis.

How are Apache Samza and Apache Kafka Streams scored?

Apache Samza has an AI score of 8.0/10 and Apache Kafka Streams has an AI score of 6.5/10. Scores are based on features, user satisfaction, and overall quality analysis.

Apache Samza vs Apache Kafka Streams 2026 — Compared

Apache Samza

Apache Kafka Streams

WINNER Apache Samza

Apache Samza edges ahead with a score of 8.0/10 compared to 6.5/10 for Apache Kafka Streams. While both are highly rated...

emoji_events WINNER

Apache Samza

8.0 Very Good

Database Get Apache Samza open_in_new

Apache Kafka Streams

6.5 Fair

Database Get Apache Kafka Streams open_in_new

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Apache Kafka Streams Pricing not available

psychology AI Verdict

Apache Samza edges ahead with a score of 8.0/10 compared to 6.5/10 for Apache Kafka Streams. While both are highly rated in their respective fields, Apache Samza demonstrates a slight advantage in our AI ranking criteria. A detailed AI-powered analysis is being prepared for this comparison.

emoji_events Winner: Apache Samza

verified Confidence: Low

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description Overview

Apache Samza

Apache Samza is a distributed stream processing framework that was originally developed at LinkedIn. It is designed to work closely with Apache Kafka and Apache YARN, providing a robust and scalable way to process streams. Samza is known for its strong state management and ability to handle large-scale data processing tasks. While it has a smaller community than Flink or Spark, it remains a powerf...

Apache Kafka Streams

Kafka Streams is a powerful client library for building applications and microservices where the input and output data are stored in Kafka clusters. Unlike Flink or Spark, it is not a separate cluster-based engine; it runs as a standard Java application, making it incredibly lightweight and easy to deploy within existing microservice architectures. It provides high-level DSLs for transformations,...