#Data Lake Optimization

Every story tagged Data Lake Optimization, curated for CIOs and IT leaders — ranked by source credibility, engagement, and freshness.

1 story · open in the command center

  • Cloud & InfrastructureHacker News3m

    Indexing the Data Lake for Online Point Queries

    Spotify's Random Access Parquet (RAP) indexing solution enables sub-second point queries on exabyte-scale data lakes by replacing expensive dependent read chains with direct key-to-location lookups, allowing organizations to serve interactive user experiences and power AI agents without maintaining separate specialized serving systems. This approach maintains data in cost-efficient cloud object storage (GCS, S3) while achieving latency comparable to traditional key-value stores, with index overhead scaling predictably (terabytes of index per petabytes of data). For IT organizations, RAP represents a strategic shift toward unified data architectures that eliminate data silos and reduce operational complexity while improving both performance and economics.

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