# Data Warehouse and Data Lake Security
One-sentence definition: Controls for analytical platforms storing large volumes of structured/unstructured data.
## Key Facts
- Segmentation: separate staging, raw, curated zones; least privilege.
- Encrypt at rest/in transit; per-tenant keys where applicable.
- Fine-grained access (column/row masking); secure external tables.
- Data governance: lineage, cataloging, retention, PII handling.
- Secure connectors and query federation; audit logs.
- **Verify:** check official (ISC)² CBK and current exam outline.
## Exam Relevance
- Choose controls for mixed sensitivity analytics environments.
**Mnemonic:** “Zone, Key, Mask, Monitor.”
## Mini Scenario
Q: Analysts need broad access but PII must be hidden—control?
A: Dynamic masking or views with column/row filters.
## Revision Checklist
- Name 4 security controls for lakes/warehouses.
- Explain zone segmentation.
- Tie governance artifacts required.
## Related
[[Data Lineage and Provenance]] · [[Data Catalogs and Metadata Management]] · [[Pseudonymization vs Anonymization]] · [[Tokenization]] · [[Logs and Telemetry as Sensitive Data]] · [[Domain 2 - Index]]