Tools/apache/paimon

paimon

Apache Paimon is a lake format that enables building a Realtime Lakehouse Architecture with Flink and Spark for both streaming and batch operations.

3.4k+10/wkemergingJavaApache License 2.0trending

The Lens

By Erik Loyd, SaaS CEO and former COO/CFO of an AWS Premier Partner.

Updated May 2026

Apache Paimon is a table format for data lakes. You store huge amounts of data on cheap object storage (S3, GCS) and query it with both streaming and batch jobs without two separate pipelines. Apache 2.0 licensed, fully open source. Top-level Apache project, originally Flink Table Store before it graduated.

Production setup is not trivial. You need a query engine (Flink or Spark, sometimes both), a metastore, and an object storage bucket. The format itself is the easy part. Running it at scale means managing the surrounding cluster, like any Apache analytics tool. Single-node testing works on a laptop, production is a distributed system.

Compare to Apache Iceberg, Delta Lake, and Apache Hudi. Paimon's pitch is better streaming integration with Flink. Iceberg has wider engine support. Delta Lake is the safer pick if you already live in Databricks. Hudi owns the niche in mutable upserts.

The catch: lakehouse table formats are still a contested space. Picking Paimon means betting on its trajectory rather than choosing the safest option. If you are not running Flink, Iceberg is the easier choice.

Free vs Self-Hosted vs Paid

fully free

Free tier

Fully free and Apache 2.0 licensed. All features included.

Self-hosted

Free, but operationally heavy. You run Paimon as the storage format inside a Flink or Spark cluster you manage. Hardware and object storage costs depend on data volume. AWS S3 is around $0.023/GB/month, plus compute for Flink/Spark workers.

Paid

No paid version from the Paimon project. Managed Flink (Amazon Kinesis Data Analytics, Alibaba Realtime Compute) and managed Spark (Databricks, EMR) cost money. Treat those as infrastructure, not Paimon licensing.

Apache 2.0 and free. The real cost is running the Flink or Spark cluster that consumes the format, not Paimon itself.

What to do by team size

Solo
free
Small team
self host
Larger team
self host
Self-hosting ops:significant

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License: Apache License 2.0

Use freely. Patent grant included.

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