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.