Pinterest Uses Event Time Watermarks to Finalize Petabyte Scale Data Partitions



Posted on Mon Oct 19 2026 | 8:07 pm


Pinterest has introduced event time-based partition finalization for its database ingestion framework. The mechanism uses Apache Flink to track event time and Apache Iceberg metadata to publish a non-regressing watermark, helping downstream jobs determine when continuously ingested CDC data is sufficiently complete for processing.




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