## I have read the
[CONTRIBUTING.md](https://github.com/supabase/supabase/blob/master/CONTRIBUTING.md)
file.
YES
## What kind of change does this PR introduce?
Docs update
## What is the nee current behavior?
Added new section to explain how vector buckets works locally
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
* **Documentation**
* Added a "Local Development" guide for Vector Buckets covering
alpha-status cautions, local vs hosted behavior, steps to enable local
vector storage, declarative bucket configuration, and how to create
buckets for local testing.
* Updated site navigation to include the new Local Development guide in
the Storage → Vector docs.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: Chris Chinchilla <chris.ward@supabase.io>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Chris Chinchilla <chris@chrischinchilla.com>
With the upcoming deprecation of the anonymous and service role keys,
this PR updates the Auth guides to use the publishable key instead of
the soon-to-be-deprecated anonymous key.
It also standardizes the example strings to be:
`'https://your-project-id.supabase.co'` and `'sb_publishable_...'` for
consistency.
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
* **Documentation**
* Standardized client initialization examples to use a consistent
publishable-key placeholder (`sb_publishable_...`) and full project URL
format.
* Replaced "anon key" wording with "publishable key" across auth and API
guides and examples.
* Minor formatting and import-order/whitespace improvements in code
samples for clarity and consistency.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
## I have read the
[CONTRIBUTING.md](https://github.com/supabase/supabase/blob/master/CONTRIBUTING.md)
file.
YES
## What kind of change does this PR introduce?
Updates verbiage throughout docs to use postgres over postgresql.
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
* **Documentation**
* Updated terminology throughout documentation, guides, and resources
for consistent product naming across all user-facing materials,
including page titles, descriptions, and reference documentation.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
We use the quota term for actual billing quotas, so using "Quota" as a term for configurable Realtime limits is confusing. While there are varying per-plan limits, they are not used for billing. Realtime Quotas on plans refer to Realtime Messages and Realtime Peak Connections
* docs: Update from supabase-py PRs #1240, #1283, #1318
- Add upsert option to create_signed_upload_url (PR #1283)
- Add vector and analytics bucket methods documentation (PR #1318)
- Add OAuth 2.1 admin endpoints documentation (PR #1240)
All features are marked as alpha and may change in the future.
# Conflicts:
# apps/docs/spec/supabase_py_v2.yml
* docs: Add Python examples to guides for supabase-py PRs #1240, #1283, #1318
- Add Python examples to vector bucket guides (creating, storing, querying, working with indexes)
- Add Python examples to analytics bucket creation guide
- Add Python examples for OAuth admin endpoints (create_client, list_clients)
- Add Python example for create_signed_upload_url with upsert option
All examples follow existing guide patterns and use proper TabPanel structure.
* style: format guides
* fix: Quote YAML descriptions with backticks to fix parsing error
Fixes YAML parsing error at line 8453 by properly quoting description strings that contain backticks and commas.
* fix(docs): match ids for python reference
