Prompt

Do I need JSONB in PostgreSQL for an app?

Technology / Databases1 observationLast seen Oct 7, 2026

Latest observation

Oct 7, 2026OpenAI APIWeb search: off

Not necessarily. You do not need JSONB in PostgreSQL for most apps.

Use regular relational columns/tables if:

  • Your data has a known structure
  • You need strong validation and constraints
  • You’ll query the same fields often
  • You want simpler indexing and better performance predictability

Consider JSONB if:

  • Some parts of the data are flexible or user-defined
  • The shape of the data changes often
  • You need to store nested documents
  • You sometimes query inside the document, not just store/retrieve it

Good rule of thumb

  • Core business data: use normal tables and columns
  • Optional/rarely queried flexible data: JSONB can be useful

Downsides of JSONB

  • Harder to enforce schema consistency
  • More complex queries
  • Can become messy if overused
  • Updates to nested data can be more cumbersome
  • Reporting and joins are usually better with normalized tables

Example

If you’re building an e-commerce app:

  • users, orders, products → normal tables
  • extra_profile_settings, custom_attributes, metadata → JSONB may fit

If you want, I can help you decide for your specific app by looking at:

  • the data model
  • query patterns
  • whether the schema is fixed or dynamic

Observation history

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