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newsDatabricks·July 26, 2023

Improve Apache Spark™ DS v2 Query Planning Using Column Stats

Summary

This video demonstrates how to improve Apache Spark DataSource V2 query planning by adding a column statistics collection framework and utilizing the cost-based optimizer. The presenters explain the new V2 reporting statistics API, show how Apache Iceberg collects column metrics and data sketches without full table scans, and share TPC-DS benchmark results where query performance improved significantly.

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