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docs: Fix broken URLS batch 4 (supabase#40548)
docs: Fix broken links in various guides and blog posts
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apps/docs/content/guides/functions/examples/rate-limiting.mdx

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></iframe>
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</div>
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[Redis](https://redis.io/docs/about/) is an open source (BSD licensed), in-memory data structure store used as a database, cache, message broker, and streaming engine. It is optimized for atomic operations like incrementing a value, for example for a view counter or rate limiting. We can even rate limit based on the user ID from Supabase Auth!
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[Redis](https://redis.io/about/) is an open source (BSD licensed), in-memory data structure store used as a database, cache, message broker, and streaming engine. It is optimized for atomic operations like incrementing a value, for example for a view counter or rate limiting. We can even rate limit based on the user ID from Supabase Auth!
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[Upstash](https://upstash.com/) provides an HTTP/REST based Redis client which is ideal for serverless use-cases and therefore works well with Supabase Edge Functions.
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apps/docs/content/guides/platform/database-size.mdx

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### Disk size distribution
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You can check the distribution of your disk size on your [project's compute and disk page](/dashboard/_/settings/compute-and-disk).
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You can check the distribution of your disk size on your [project's compute and disk page](/dashboard/project/_/settings/compute-and-disk).
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![Disk Size Distribution](/docs/img/guides/platform/database-size/disk-size-distribution.png)
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apps/docs/content/guides/telemetry/sentry-monitoring.mdx

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<Admonition type='note'>
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If you are using Sentry JavaScript SDK v7, reference [`supabase-community/sentry-integration-js` repository](https://github.com/supabase-community/sentry-integration-js/blob/master/README-7v.md) instead.
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If you are using Sentry JavaScript SDK v7, reference [`supabase-community/sentry-integration-js` repository](https://github.com/supabase-community/sentry-integration-js/blob/master/README-v7.md) instead.
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</Admonition>
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apps/ui-library/content/docs/nextjs/password-based-auth.mdx

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</p>
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```
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For detailed instructions on how to configure your email templates, including the use of variables like `{{ .SiteURL }}`,`{{ .TokenHash }}`, and `{{ .RedirectTo }}`, refer to our [Email Templates guide](https://supabase.com/docs/email-templates).
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For detailed instructions on how to configure your email templates, including the use of variables like `{{ .SiteURL }}`,`{{ .TokenHash }}`, and `{{ .RedirectTo }}`, refer to our [Email Templates guide](https://supabase.com/docs/guides/auth/auth-email-templates).
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1. Add an [email template for reset password](https://supabase.com/dashboard/project/_/auth/templates) to the Supabase project. Your reset password email template should contain at least the following HTML:
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apps/ui-library/content/docs/nuxtjs/password-based-auth.mdx

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</p>
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```
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For detailed instructions on how to configure your email templates, including the use of variables like `{{ .SiteURL }}`,`{{ .TokenHash }}`, and `{{ .RedirectTo }}`, refer to our [Email Templates guide](https://supabase.com/docs/email-templates).
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For detailed instructions on how to configure your email templates, including the use of variables like `{{ .SiteURL }}`,`{{ .TokenHash }}`, and `{{ .RedirectTo }}`, refer to our [Email Templates guide](https://supabase.com/docs/guides/auth/auth-email-templates).
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1. Add an [email template for reset password](https://supabase.com/dashboard/project/_/auth/templates) to the Supabase project. Your reset password email template should contain at least the following HTML:
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apps/ui-library/content/docs/react-router/password-based-auth.mdx

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</p>
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```
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For detailed instructions on how to configure your email templates, including the use of variables like `{{ .SiteURL }}`,`{{ .TokenHash }}`, and `{{ .RedirectTo }}`, refer to our [Email Templates guide](https://supabase.com/docs/email-templates).
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For detailed instructions on how to configure your email templates, including the use of variables like `{{ .SiteURL }}`,`{{ .TokenHash }}`, and `{{ .RedirectTo }}`, refer to our [Email Templates guide](https://supabase.com/docs/guides/auth/auth-email-templates).
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1. Add an [email template for reset password](https://supabase.com/dashboard/project/_/auth/templates) to the Supabase project. Your reset password email template should contain at least the following HTML:
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apps/ui-library/content/docs/tanstack/password-based-auth.mdx

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```
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For detailed instructions on how to configure your email templates, including the use of variables like `{{ .SiteURL }}`,`{{ .TokenHash }}`, and `{{ .RedirectTo }}`, refer to our [Email Templates guide](https://supabase.com/docs/email-templates).
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For detailed instructions on how to configure your email templates, including the use of variables like `{{ .SiteURL }}`,`{{ .TokenHash }}`, and `{{ .RedirectTo }}`, refer to our [Email Templates guide](https://supabase.com/docs/guides/auth/auth-email-templates).
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1. Add an [email template for reset password](https://supabase.com/dashboard/project/_/auth/templates) to the Supabase project. Your reset password email template should contain at least the following HTML:
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apps/www/_blog/2024-08-16-vec2pg.mdx

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## Objective
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Our goal with https://github.com/supabase-community/vec2pg is to create an easy on-ramp to efficiently copy your data from various vector databases into Postgres with associated ids and metadata. The data loads into a new schema with a table name that matches the source e.g. `vec2pg.<collection_name>` . That output table uses https://github.com/pgvector/pgvector's `vector` type for the embedding/vector and the builtin `json` type for additional metadata.
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Our goal with https://github.com/supabase-community/vec2pg is to create an easy on-ramp to efficiently copy your data from various vector databases into Postgres with associated ids and metadata. The data loads into a new schema with a table name that matches the source e.g. `vec2pg.<collection_name>` . That output table uses [pgvector's](https://github.com/pgvector/pgvector) `vector` type for the embedding/vector and the builtin `json` type for additional metadata.
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<div>
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<Img alt="vec2pg qudrant 1" src="/images/blog/lw12/day-5/vec2pg_qdrant_2.png" />

apps/www/_blog/2025-06-25-natural-db.mdx

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### Step 1: Database Setup
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Run the migration SQL in your Supabase SQL editor: [migration.sql](https://github.com/supabase-community/natural-db/blob/main/supabase/migrations/001_create_initial_schema.sql)
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Run the migration SQL in your Supabase SQL editor: [migration.sql](https://github.com/supabase-community/natural-db/blob/main/supabase/migrations/20250623120000_create_initial_schema.sql)
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- Sets up required extensions like `pgvector` and `pg_cron`.
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- Creates the `memories` schema for the assistant's data.

apps/www/_blog/2025-08-20-lw15-hackathon-winners.mdx

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### Winner
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[Thrink](https://github.com/benjamin-anenu/-Thrink-) by [benjamin-anenu](https://github.com/benjamin-anenu)
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[Thrink](https://github.com/benjamin-anenu/T.h.r.i.n.k-Supabase-Hackaton-) by [benjamin-anenu](https://github.com/benjamin-anenu)
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Thrink is an AI-powered project management platform built on Supabase, covering the full project lifecycle. It features intelligent assistance via OpenRouter.ai (Tink Chat), a sleek frontend developed with Lovable.dev, documentation powered by Claude AI, and AI-driven code reviews using Cursor.
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