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Head-to-head · Stream Processing Software

Amazon Managed Service for Apache Flink vs Kafka Streams

  • Updated Oct 2026
  • Both researched from official sources
  • 4 checks side by side
Kafka Streams #5 in Stream Processing Software 8.9/10 Free plan Free plan✓ 2 of 3 features Visit Kafka Streams

Amazon Managed Service for Apache Flink leads on 1 check, Kafka Streams on 1, and 2 are even. Who comes out ahead on the 4 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreAmazon Managed Service for Apache Flink · 9.3/10
  • Free planonly Kafka Streams
  • Most featuresAmazon Managed Service for Apache Flink · 3 of 3

Amazon Managed Service for Apache Flink scores higher on our rubric for stream processing software: 9.3 against 8.9 out of 10; our editors rank them #1 and #5.

Kafka Streams offers free plan; Amazon Managed Service for Apache Flink doesn't. On deployment model, Kafka Streams gives you Self-hosted where Amazon Managed Service for Apache Flink offers Cloud. Amazon Managed Service for Apache Flink offers sql processing; Kafka Streams doesn't.

Amazon Managed Service for Apache Flink is the better fit for AWS teams wanting managed Flink. Kafka Streams is the better fit for kafka-native Java and Scala applications.

  • Amazon Managed Service for Apache Flink fits best

    AWS teams wanting managed Flink

  • Kafka Streams fits best

    Kafka-native Java and Scala applications

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Feature Amazon Managed Service for Apache Flink 9.3/10 Visit ↗ Kafka Streams 8.9/10 Visit ↗
At a glance
Editor score 9.3 8.9
Ranking #1 in Stream Processing Software #5 in Stream Processing Software
Best for AWS teams wanting managed Flink Kafka-native Java and Scala applications
Pricing model Paid Free
Starting price $0.11/unit usage-based Free plan
Free plan — ✓ (best)
Free trial — —
Deployment Cloud Self-hosted, Cloud
Platforms Web Windows, macOS, Linux
Support Docs Community, Docs
Built for Mid-market, Enterprise Small business, Mid-market, Enterprise
Features Amazon Managed Service for Apache Flink 3/3 · Kafka Streams 2/3
SQL processing ✓ (best) —
Stateful processing ✓ ✓
Event-time windows ✓ ✓
Specs
Deployment model Cloud Self-hosted
Supported languages Java, Scala, Python, SQL Java, Scala
Source connectors Not checked yet Not checked yet
Our review
Pros
  • Automatic scaling based on throughput and processing complexity
  • Stateful exactly-once processing with checkpoints and durable snapshots
  • Integrations with Kinesis, MSK, S3, DynamoDB, and OpenSearch
  • Stateful transformations, aggregations, joins, and four window types
  • Exactly-once processing semantics for Kafka-based applications
  • Runs self-hosted or in cloud environments without a separate processing cluster
Cons
  • No free plan is available
  • Usage starts at $0.11 per KPU-hour
  • Storage and durable backups are billed separately
  • Core integration scope is centered on Apache Kafka
  • No SQL support for stream-processing workflows
  • Support is limited to community channels and documentation
Our verdict

Amazon Managed Service for Apache Flink is a cloud service for building, deploying, and operating real-time stream-processing applications with Apache Flink. It supports Java, Scala, Python, and SQL, making it suitable for AWS teams…

Read the review →

Kafka Streams is an open-source client library for building real-time applications and microservices whose input and output data are stored in Apache Kafka clusters. It is designed for developers and teams creating event-driven services,…

Read the review →
  1. Amazon Managed Service for Apache FlinkStream Processing Software 9.3Paid
  2. Kafka StreamsStream Processing Software 8.9Free plan

Strengths and trade-offs

  • Amazon Managed Service for Apache Flink — where it wins

    • Automatic scaling based on throughput and processing complexity
    • Stateful exactly-once processing with checkpoints and durable snapshots
    • Integrations with Kinesis, MSK, S3, DynamoDB, and OpenSearch

    Where it doesn't

    • No free plan is available
    • Usage starts at $0.11 per KPU-hour
    • Storage and durable backups are billed separately
  • Kafka Streams — where it wins

    • Stateful transformations, aggregations, joins, and four window types
    • Exactly-once processing semantics for Kafka-based applications
    • Runs self-hosted or in cloud environments without a separate processing cluster

    Where it doesn't

    • Core integration scope is centered on Apache Kafka
    • No SQL support for stream-processing workflows
    • Support is limited to community channels and documentation
  • Amazon Managed Service for Apache Flink9.3/10 · Paid

    A managed Flink service for AWS teams building stateful real-time data pipelines.

    Visit AWSFull verdict →
  • Kafka Streams8.9/10 · Free plan

    A free, Kafka-native stream-processing library for Java and Scala applications.

    Visit Kafka StreamsFull verdict →

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update