Reviewed by Aditya Kumar · Last reviewed 2026-03-24
**Approaches:** (1) Delta/Iceberg—ACID, time travel, schema evolution. (2) Partition-based—daily partitions as versions; retain N days. (3) Snapshots—point-in-time views. (4) Git-like—DVC (ML), lakeFS (tables)....
Pro-Move: Delta time travel for debugging. Red Flag: No versioning strategy for mutable data.
Approaches: (1) Delta/Iceberg—ACID, time travel, schema evolution. (2) Partition-based—daily partitions as versions; retain N days. (3) Snapshots—point-in-time views. (4) Git-like—DVC (ML), lakeFS (tables).
Architecture Diagram:
[Raw Ingestion] --> [Bronze/Delta]
| |
v v
[S3 Versioning] [Time Travel API]
| |
+--------+-----------+
v
[Silver/Gold]
|
[Schema Evolution]
[Compaction/VACUUM]
Production: Delta/Iceberg for mutable; retention; compaction.
Pro-Move: Delta time travel for debugging. Red Flag: No versioning strategy for mutable data.
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