**Handle varying retention:** (1) Catalog paths with retention metadata (config/table). (2) Ingestion routing—apply lifecycle per path. (3) Object versioning—S3 versioning + lifecycle. (4) Retention job—apply rules per folder. **Production:** IaC for lifecycle; audit compliance. **Spark:** Path-based partitioning; exclude expired in reads....
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