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Tuple versions, xmin/xmax intuition without mythologizing. Production-oriented PostgreSQL guidance.
SELECT xmin, xmax, ctid FROM app.accounts WHERE id = 1;
SELECT n_dead_tup FROM pg_stat_user_tables WHERE relname = 'accounts';When to reach for this: You implement or review SQL using this concept in PostgreSQL 18.
BEGIN;
UPDATE app.accounts SET name = name || '!' WHERE id = 1;
ROLLBACK;What this demonstrates:
| Alternative | Use When | Don't Use When |
|---|---|---|
| Application-level logic | Simple CRUD | Integrity spread across services |
| Materialized view | Heavy repeated reads | Refresh complexity |
| External stream processor | Cross-system events | Extra operational surface |
Read-only replicas execute SELECT; writes go to primary.
Transaction pooling affects session-level features; use session mode when needed.
Stack versions: This page was written for PostgreSQL 18.4 (stable 18, maintenance 17), pgvector 0.8+, PgBouncer 1.x, Patroni 3.x, and PostGIS 3.5+.