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Optimize data management on S3 Tables with Intelligent-Tiering

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This article explains how to optimize Apache Iceberg data lakes on S3 Tables by combining Intelligent-Tiering storage with maintenance operations like snapshot management and compaction.

  • S3 Tables now support Intelligent-Tiering to automatically move data between cost tiers based on access patterns
  • Three access tiers: Frequent Access (default), Infrequent Access (30+ days), Archive Instant Access (90+ days)
  • Compaction only processes files in Frequent Access tier to avoid promoting cold data unnecessarily
  • Snapshot management retains historical data while removing redundant information and unreferenced files
  • Compaction strategies include Binpack, Sort, Z-order, and Auto (default) options
  • Delete files remain uncompacted until associated data files return to Frequent Access tier
  • Manual external compaction jobs may move cold files back to Frequent Access, increasing costs

S3 Tables integrates snapshot management, compaction, and Intelligent-Tiering to balance performance and cost-efficiency for large-scale data lakes without manual maintenance overhead.



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