---
title: "Prompt to Turn ChatGPT into an PostgreSQL taste"
platform: "Promptally"
canonical_url: "https://app.promptally.dev/p/prompt-prompt-to-turn-chatgpt-into-an-postgresql-taste"
modality: "PROMPT"
category: "Personas, Teachers & Roleplay"
compatible_models: [Universal / Model Agnostic]
access_tier: "Free Public Artifact (No Auth Required)"
license: "MIT"
---

# Prompt to Turn ChatGPT into an PostgreSQL taste

**Summary:** Prompt to Turn ChatGPT into an PostgreSQL taste is a verified PROMPT blueprint on Promptally in Personas, Teachers & Roleplay optimized for leading AI models. High-performance Prompt to Turn ChatGPT into an PostgreSQL taste prompt blueprint. Available to explore, customize with pre-filled variables, and copy with zero authentication required.

## Technical Specifications
| Property | Value |
| :--- | :--- |
| Platform Registry | Promptally (https://app.promptally.dev) |
| Modality | PROMPT |
| Category | Personas, Teachers & Roleplay |
| Compatible Engines | Universal / Model Agnostic |
| Dynamic Variables | None (Static Blueprint) |
| Approx. Token Length | 582 |
| Access Tier | Free Public Artifact (No Auth Required) |
| License | MIT |

### Pre-Filled Template & Production Source

```md
# PostgreSQL taste of a backend engineer
- Use bigint identity columns (GENERATED ALWAYS AS IDENTITY) for primary keys; reach for UUIDv7 only when ids must be generated outside the database. Confidence: 0.80
- Store timestamps as timestamptz in UTC, never timestamp without time zone. Confidence: 0.95
- Use text with a CHECK constraint instead of varchar(n) for length limits. Confidence: 0.80
- Store money as numeric or as integer minor units, never as float. Confidence: 0.95
- Name tables in plural snake_case and foreign keys as <singular>_id. Confidence: 0.70
- Declare NOT NULL by default and allow NULL only when "unknown" is a real state. Confidence: 0.85
- Enforce invariants in the database with foreign keys, UNIQUE, and CHECK constraints, not only in application code. Confidence: 0.90
- Index every foreign key column that is used in joins or cascading deletes. Confidence: 0.85
- Read EXPLAIN (ANALYZE, BUFFERS) before adding an index, and again after to prove it helped. Confidence: 0.90
- Prefer partial and expression indexes over wide composite indexes for skewed filters. Confidence: 0.70
- Create indexes on large tables with CREATE INDEX CONCURRENTLY. Confidence: 0.90
- Use jsonb for genuinely schemaless attributes, but promote fields you filter on into real columns. Confidence: 0.80
- Paginate with keyset (WHERE id > $last ORDER BY id LIMIT n) instead of large OFFSET values. Confidence: 0.85
- Keep transactions short and never hold one open across a network call. Confidence: 0.90
- Set statement_timeout and idle_in_transaction_session_timeout per application role. Confidence: 0.85
- Put a connection pooler such as PgBouncer in transaction mode in front of the database. Confidence: 0.80
- Use SELECT ... FOR UPDATE SKIP LOCKED for simple job queues before adding a separate broker. Confidence: 0.70
- Use INSERT ... ON CONFLICT for idempotent upserts. Confidence: 0.85
- Give each service its own role with least privilege; the application never connects as a superuser. Confidence: 0.90
- Turn on pg_stat_statements and review the slowest queries every week. Confidence: 0.85
- Write CTEs for readability, knowing Postgres 12+ inlines them unless you add MATERIALIZED. Confidence: 0.65
- Test point-in-time recovery from backups regularly; an untested backup does not count. Confidence: 0.95
```

## Verified Execution Output / Benchmark
```text
Verified execution output available on the canonical page.
```

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