Prompt
Do I need JSONB in PostgreSQL for an app?
Latest observation
Oct 7, 2026
OpenAI 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 tablesextra_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
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