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Google Napa Scalable Data Warehousing with Robust Query Performance

Napa

Ingest ==> Storage/Indexing ==> Query Serving

Requirement 1: Robust Query Performance

Challenges: - Workloads have high ingestion loads, which vary over time - Infrastructure issues/outages make it difficult to tame variance

Requirement 2: Clients Need Flexibility

Trade-off on Query Performance (Cost, Data Freshness, Query Performance)

Queryable Timestamp