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Advanced PostgreSQL Features

Indexes and Performance

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PostgreSQL Indexes

Indexes for Performance

Index Types

TypeUse Case
B-tree (default)Equality, range queries
HashEquality only (rare)
GiSTGeometric, full-text
GINArrays, JSONB, full-text
BRINLarge sorted tables

Creating Indexes in SQLAlchemy

python

Analyzing Query Performance

python

Index Selection Guidelines

  • Index columns used in WHERE, JOIN, ORDER BY
  • Index foreign keys for fast joins
  • Use composite index when filtering on multiple columns together
  • Order matters: (a, b) index helps WHERE a=1 AND b=2, or WHERE a=1
  • Don't over-index: each index slows writes
  • Use partial indexes for commonly filtered subsets

Monitoring Index Usage

python