| Oxandrolone Veterans Affairs Unified Data Management – Key Considerations Inventory of all data assets - Identify structured tables, semi‑structured files (JSON,
 Parquet), unstructured blobs, and external sources (APIs, third‑party feeds).
 - Capture metadata: schema, lineage, owner, update frequency, retention policy.
 Data ingestion strategy
 - Batch pipelines for large historical loads (e.g., nightly ETL jobs).
 - Streaming connect
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