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Partitioning articles

Apache Iceberg partitioning strategies — hidden partitioning, partition evolution, bucket transforms, and layout optimization for query performance.

AllPartitioningApache IcebergLakeOpsLakehouseData PlatformsData LakeCompactionObservabilityCloud CostStreaming

2 articles

Iceberg Table Partitioning Strategies — A Practical Guide showing partition transforms splitting data into time, region, and category folders
PartitioningIceberg partitioning strategiesApache Icebergpartition transforms

Iceberg Table Partitioning Strategies: A Practical Guide

How to choose, evaluate, and evolve partitioning strategies for Apache Iceberg tables — decision frameworks for real workloads, partition lifecycle management, and when to change your strategy.

Chris P
Chris P
16 min read
Apache Iceberg Table Partitioning Best Practices — a geometric iceberg branching into date, region, and category partition columns, each with table and folder icons showing the partition hierarchy
Apache IcebergPartitioningLakeOpsAnalytics

Apache Iceberg Table Partitioning Best Practices

Partitioning determines how much data every query must scan. Apache Iceberg's hidden partitioning and partition evolution change the game — but choosing the wrong strategy still creates performance cliffs. A practical guide to transforms, sizing, evolution, and avoiding the small-files trap.

Chris P
Chris P
18 min read