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Scaling

For a smaller working set:

  1. Use the halfvec type instead of vector for tables
  2. Use binary quantization for indexes (with re-ranking for search)

Scale vertically by increasing memory, CPU, and storage on a single instance. Use existing tools to tune parameters and monitor performance.

Scale horizontally with replicas, or use Citus, PgDog, or another approach for sharding (example).