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The Art of SQL Query Optimization

a year ago
  • #Query Optimization
  • #SQL
  • #PostgreSQL
  • SQL is a declarative language where only the query result is specified, and the DBMS determines the steps to produce it.
  • The query optimizer finds the most efficient plan by generating and evaluating possible plans based on costs.
  • Plan Explorer is a tool that visualizes PostgreSQL query optimizer decisions by iterating over a search space and generating diagrams.
  • The tool can operate in standalone mode using WebAssembly PostgreSQL (PGlite) or in server mode to connect to real PostgreSQL installations.
  • Plan Explorer generates visualizations of query plans, expected costs, actual execution times, and estimated vs. actual tuple counts.
  • Example query analysis shows PostgreSQL's optimization, such as changing a LEFT JOIN to an INNER JOIN when filters eliminate NULL tuples.
  • The tool helps identify mispredictions, like incorrect tuple count estimates, and aids in tuning cost models.
  • Plan Explorer is open-source and available on GitHub, providing insights into PostgreSQL's query optimization decisions.