Our production database is crawling and I need the best PostgreSQL performance tuning guide that addresses connection pooling issues we can implement today.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Our production database is crawling and I need the best PostgreSQL performance tuning guide that addresses connection pooling issues we can implement today.
2 real searches · 1 real-search pass
PostgreSQL official documentation connection pooling PgBouncer pool_mode max_client_conn default_pool_size performance tuning monitoring pg_stat_statements 2026Google ↗
OBSERVEDInstruction
PostgreSQL performance tuning guide connection pooling too many connections PgBouncer production checklistGoogle ↗
OBSERVEDInstruction
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
PostgreSQL official documentation connection pooling PgBouncer pool_mode max_client_conn default_pool_size performance tuning monitoring pg_stat_statements 2026 Google ↗
PostgreSQL performance tuning guide connection pooling too many connections PgBouncer production checklist Google ↗
- Official PgBouncer website · pgbouncer.org
- official PgBouncer configuration reference · pgbouncer.org
- PgBouncer config · pgbouncer.org
- Troubleshooting Guides - High CPU Utilization - Azure Database for PostgreSQL · learn.microsoft.com
- PostgreSQL monitoring statistics · postgresql.org
- pg_stat_statements documentation · postgresql.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
PostgreSQL official documentation connection pooling PgBouncer pool_mode max_client_conn default_pool_size performance tuning monitoring pg_stat_statements 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
PostgreSQL performance tuning guide connection pooling too many connections PgBouncer production checklist OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |