Window Functions

ROW_NUMBER, LAG, running aggregates. Production-oriented PostgreSQL guidance.

Recipe

SELECT id, total,
  sum(total) OVER (PARTITION BY account_id ORDER BY id) AS running_total
FROM app.orders;

When to reach for this: You implement or review SQL using this concept in PostgreSQL 18.

Working Example

SELECT account_id, avg(total) OVER () AS global_avg FROM app.orders;

What this demonstrates:

• Idiomatic PostgreSQL 18 SQL
• Patterns suitable for EXPLAIN review
• Safe defaults for OLTP workloads

Deep Dive

Mechanism

• Parser builds query tree.
• Executor runs plan nodes.
• MVCC provides snapshot isolation per statement or transaction.

Practice

• Keep examples readable.
• Test at realistic row counts.

Gotchas

• Long transactions - Block vacuum and increase bloat.. Fix: Commit quickly; set timeouts.
• Missing indexes - Seq scans under load.. Fix: Index join and filter columns.
• Implicit locks - Surprise blocking.. Fix: Use explicit FOR UPDATE when needed.
• Wrong isolation assumption - Anomalies under concurrent writes.. Fix: Pick level deliberately.
• Untested migrations - DDL lock or invalid objects.. Fix: Stage migrations with production-like data.

Alternatives

FAQs

Related

• Advanced SQL Basics - overview

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+.