u/codingdecently

Apache Iceberg ships the maintenance primitives — compaction, snapshot expiration, orphan cleanup, and manifest rewriting — but none of them run themselves. This guide covers why each operation matters, the correct execution order, the limitations of scripts and cron jobs, and how to automate the full lifecycle with policies, observability, and a purpose-built control plane.

A practical guide to streaming data from Apache Kafka into Apache Iceberg tables — covering Kafka Connect, Apache Flink, Spark Structured Streaming, and CDC with Debezium. Includes configuration examples, schema management, partitioning strategies, production pitfalls, and how to keep streaming tables healthy at scale.