Merge branch 'master' into km/update-docs

apps/docs/components/CustomHTMLElements/Heading.tsx

@@ -26,7 +26,7 @@ interface Props {
  *
  * In tsx files, we can generate this tocList directly. For these files, we don't
  * need to parse the <a> and generate anchors. Custom anchors are used in tsx files.
- * (see: /pages/reference/cli/config.tsx)
+ * (see: /pages/guides/cli/config.tsx)
  */
 const Heading: React.FC<Props> = ({ tag, customAnchor, children }) => {
   const HeadingTag = `${tag}` as any

apps/docs/components/Navigation/NavigationMenu/NavigationMenu.constants.ts

@@ -568,6 +568,7 @@ export const database: NavMenuConstant = {
         { name: 'Implementing Cascade Deletes', url: '/guides/database/postgres/cascade-deletes' },
         { name: 'Implementing column encryption', url: '/guides/database/column-encryption' },
         { name: 'Partitioning your tables', url: '/guides/database/partitions' },
+        { name: 'Query Optimization', url: '/guides/database/query-optimization' },
         { name: 'Testing your database', url: '/guides/database/testing' },
         { name: 'Managing Timeouts', url: '/guides/database/timeouts' },
         { name: 'Managing Passwords', url: '/guides/database/managing-passwords' },
@@ -588,6 +589,10 @@ export const database: NavMenuConstant = {
           url: '/guides/database/extensions/plv8',
         },
         { name: 'http: RESTful Client', url: '/guides/database/extensions/http' },
+        {
+          name: 'index_advisor: Query optimization',
+          url: '/guides/database/extensions/index_advisor',
+        },
         {
           name: 'PGAudit: Postgres Auditing',
           url: '/guides/database/extensions/pgaudit',
@@ -1037,6 +1042,10 @@ export const supabase_cli: NavMenuConstant = {
           name: 'Testing and linting',
           url: '/guides/cli/testing-and-linting',
         },
+        {
+          name: 'Customizing email templates',
+          url: '/guides/cli/customizing-email-templates',
+        },
       ],
     },
     {

apps/docs/components/Navigation/NavigationMenu/NavigationMenu.tsx

@@ -95,7 +95,7 @@ const menus: Menu[] = [
   },
   {
     id: 'supabase_cli',
-    // TODO: Add path '/reference/cli/config'
+    // TODO: Add path '/guides/cli/config'
     path: '/guides/cli',
     type: 'guide',
   },

apps/docs/data/extensions.json

@@ -113,6 +113,12 @@
     "tags": ["Admin", "Utility"],
     "link": "https://www.postgresql.org/docs/current/oldsnapshot.html"
   },
+  {
+    "name": "index_advisor",
+    "comment": "optimize query performance with automatic index recommendation",
+    "tags": ["Utility"],
+    "link": "/guides/database/extensions/index_advisor"
+  },
   {
     "name": "intarray",
     "comment": "functions, operators, and index support for 1-D arrays of integers",

apps/docs/data/nav/supabase-cli.ts

@@ -4,7 +4,7 @@ const Nav = [
     items: [
       { name: 'Supabase CLI', url: '/reference/cli', items: [] },
       { name: 'Usage', url: '/reference/cli/usage', items: [] },
-      { name: 'Configuration', url: '/reference/cli/config', items: [] },
+      { name: 'Configuration', url: '/guides/cli/config', items: [] },
       { name: 'Release Notes', url: '/reference/cli/release-notes', items: [] },
     ],
   },

apps/docs/docs/ref/self-hosting-analytics/introduction.mdx

@@ -20,92 +20,100 @@ When self-hosting the Analytics server, the full logging experience matching tha
 However, it's important to note that certain [differences](#differences) may arise due to the platform's infrastructure.
 
 <Admonition type="info" label="Logflare Technical Docs">
-  All logflare technical docs are available at
-  [https://docs.logflare.app](https://docs.logflare.app)
+
+All Logflare technical documentation is available at https://docs.logflare.app.
+
 </Admonition>
 
+## Backends Supported
+
+The Analytics server supports either **Postgres** or **BigQuery** as the backend. The `supabase-cli` experience uses the Postgres backend out-of-the-box. However, the Supabase Platform uses the BigQuery backend for storing all platform logs.
+
+When using the BigQuery backend, a BigQuery dataset is created in the provided Google Cloud project, and tables are created for each source. Log events are streamed into each table, and all queries generated by Studio or by the Logs Explorer are executed against the BigQuery API. This backend requires internet access to work, and cannot be run fully locally.
+
+When using the Postgres backend, tables are created for each source within the provided schema (for supabase-cli, this would be `_analytics`). Log events received by Logflare are inserted directly into the respective tables. All BigQuery-dialect SQL queries from Studio will be handled by a translation layer within the Analytics server. This translation layer translates the query to PostgreSQL dialect, and then executes it against the Postgres database.
+
+The Postgres backend is not yet optimized for a high volume of inserts, or for heavy query usage. Today the translation layer only handles a limited subset of the BigQuery dialect. As such, the [Log Explorer](https://supabase.com/docs/guides/platform/logs#logs-explorer) may produce errors for more advanced queries when using the Postgres Backend.
+
 ## Getting Started
 
-### Pre-requisites
+The Postgres backend is recommended when familiarizing and experimenting with self-hosting Supabase. For production, we recommend using the BigQuery backend. See [production recommendations](#production-recommendations) for more information.
 
-Currently the Analytics service supports two backends for ingestion:
+To set up logging in self-hosted Supabase, see the [docker-compose example](https://github.com/supabase/supabase/tree/master/docker).
+Two compose services are required: Logflare, and Vector. Logflare is the HTTP Analytics server, while Vector is the logging pipeline to route all compose services' syslog to the Logflare sever.
 
-- Postgres ingestion
-- Big Query ingestion
+Regardless of the backend chosen, the following environment variables **must** be set for the `supabase/logflare` docker image:
 
-### Postgres Ingestion Requirements
+- `LOGFLARE_SINGLE_TENANT_MODE=true`: The feature flag for enabling single tenant mode for Logflare. Must be set to `true`
+- `LOGFLARE_SUPABASE_MODE=true`: The feature flag for seeding Supabase-related data. Must be set to `true`
 
-- Requires you to use supabase/logflare:1.3.26 or above
-- Requires the following environment variables set:
-  - Required - POSTGRES_BACKEND_URL: `postgresql://{POSTGRES_USER}:{POSTGRES_PASSWORD}@{POSTGRES_HOST}:{POSTGRES_PORT}/{POSTGRES_DB}`
-  - Optional - POSTGRES_BACKEND_SCHEMA: `{SCHEMA_NAME}`
+For all other configuration environment variables, please refer to the [Logflare self-hosting documentation](https://docs.logflare.app/self-hosting/#configuration).
 
-### Big Query Ingestion Requirements
+## Postgres Backend Setup
 
-- Google Cloud Account with billing enabled
-- Big Query enabled
-
-The remainder of the instructions are specified in the [Setup Big Query ingestion](#setup-big-query-ingestion) section.
-
-#### Setup Big Query ingestion
-
-Logflare currently requires BigQuery usage. You will need to create a Google Cloud project with billing enabled.
-
-The requirements are as follows after creating the project:
-
-- Project ID
-- Project number
-- A service account key
-
-##### Setting up BigQuery Service Account
-
-To ensure that you have sufficient permissions to insert into your Google Cloud BigQuery, ensure that you have created a service account with either:
-
-- BigQuery Admin role; or
-- The following permissions:
-  - bigquery.datasets.create
-  - bigquery.datasets.get
-  - bigquery.datasets.getIamPolicy
-  - bigquery.datasets.update
-  - bigquery.jobs.create
-  - bigquery.routines.create
-  - bigquery.routines.update
-  - bigquery.tables.create
-  - bigquery.tables.delete
-  - bigquery.tables.get
-  - bigquery.tables.getData
-  - bigquery.tables.update
-  - bigquery.tables.updateData
-
-You can create the service account via the web console or `gcloud`, as per the [Google Cloud documentation](https://cloud.google.com/iam/docs/keys-create-delete). In the web console, you can create the key by navigating to IAM > Service Accounts > Actions (dropdown) > Manage Keys
-
-We recommend setting the BigQuery Admin role, as it simplifies permissions setup.
-
-##### Downloading the Service Account key
-
-After the service account is created, you will need to create a key for the service account. This key will sign the JWTs for API requests that the Analytics server makes with BigQuery.
-
-### Docker Compose
-
-For analytics to work we're adding two services: Logflare and Vector.
-
-Logflare is the analytics server that will ingest your logs into your preferred backend while Vector is the log router that will route all the docker logs using syslog unto Logflare.
-
-#### Using the Postgres Backend
-
-You can simply startup using the following command
+The [example docker-compose](https://github.com/supabase/supabase/tree/master/docker) uses the Postgres backend out of the box.
 
 ```bash
-# assuming you clone the supabase/supabase repo.
+# clone the supabase/supabase repo, and run the following
 cd docker
 docker compose -f docker-compose.yml up
 ```
 
-> ⚠️ WARNING: Please be aware of the heavy consumption of analytics. For heavy usage you might want to consider the usage of a different database for analytics only by updating the `POSTGRES_BACKEND_URL` in the `analytics` service on the `docker-compose.yml` file.
+### Configuration and Requirements
 
-Also be aware that you won't be able to use [Log Explorer](https://supabase.com/docs/guides/platform/logs#logs-explorer) when using the Postgres Backend as some of the querying features are still not supported by our translation layer.
+- `supabase/logflare:1.4.0` or above
+- Relevant environment variables:
+  - `POSTGRES_BACKEND_URL` : Required. The connection string to the Postgres database.
+  - `POSTGRES_BACKEND_SCHEMA` : Optional. Allows customization of the schema used to scope all backend operations within the database.
 
-#### Using the Big Query Backend
+## BigQuery Backend Setup
+
+The BigQuery backend is a more robust and scalable backend option that is battle-tested and production ready. Use this backend if you intend to have heavy logging usage and require advanced querying features such as the Logs Explorer.
+
+### Configuration and Requirements
+
+The requirements are as follows after creating the project:
+
+- Google Cloud project with billing enabled
+- Project ID
+- Project number
+- A service account key.
+
+<Admonition>
+
+You must enable billing on your Google Cloud project, as a valid billing account is required for streaming inserts.
+
+</Admonition>
+
+#### Setting up BigQuery Service Account
+
+The service account used must have sufficient permissions to insert into your Google Cloud BigQuery. Ensure that the service account has either:
+
+- BigQuery Admin role; or
+- The following permissions:
+  - `bigquery.datasets.create`
+  - `bigquery.datasets.get`
+  - `bigquery.datasets.getIamPolicy`
+  - `bigquery.datasets.update`
+  - `bigquery.jobs.create`
+  - `bigquery.routines.create`
+  - `bigquery.routines.update`
+  - `bigquery.tables.create`
+  - `bigquery.tables.delete`
+  - `bigquery.tables.get`
+  - `bigquery.tables.getData`
+  - `bigquery.tables.update`
+  - `bigquery.tables.updateData`
+
+You can create the service account via the web console or `gcloud` CLI, as per the [Google Cloud documentation](https://cloud.google.com/iam/docs/keys-create-delete). In the web console, you can create the key by navigating to IAM > Service Accounts > Actions (dropdown) > Manage Keys
+
+We recommend setting the BigQuery Admin role, as it simplifies permissions setup.
+
+#### Download the Service Account Keys
+
+After the service account is created, you will need to create a key for the service account. This key will sign the JWTs for API requests that the Analytics server makes with BigQuery. This can be done through the IAM section in Google Cloud console.
+
+#### Docker Image Configuration
 
 Using the example [self-hosting stack based on docker-compose](https://github.com/supabase/supabase/tree/master/docker), you include the logging related services using the following command
 
@@ -118,7 +126,7 @@ Using the example [self-hosting stack based on docker-compose](https://github.co
 3. On `docker-compose.yml`, uncomment the block section below the commentary `# Uncomment to use Big Query backend for analytics`
 4. On `docker-compose.yml`, comment the block section below the commentary `# Comment variables to use Big Query backend for analytics`
 
-Thereafter, you can simply startup using the following command
+Thereafter, you can start the example stack using the following command:
 
 ```bash
 # assuming you clone the supabase/supabase repo.
@@ -126,55 +134,25 @@ cd docker
 docker compose -f docker-compose.yml
 ```
 
-<Admonition type="info" label="Self-hosting">
-  Read more about [self-hosting Logflare](https://docs.logflare.app/self-hosting) as your analytics
-  server.
-</Admonition>
+#### BigQuery Datset Storage Location
 
-#### Vector Usage
+Currently, all BigQuery datasets stored and managed by Analytics, whether via CLI or self-hosted, will default to the US region.
 
-In the Docker Compose example, we utilize vector to coordinate the logging pipeline between the services. However, if you peer into the [vector configuration file](https://github.com/supabase/supabase/blob/master/docker/volumes/logs/vector.yml), you will be able to see that Vector sends logs to the Analytics ingestion endpoint.
+## Vector Usage
 
-If you need to customize the logging pipeline for your own needs, you must ensure that the payloads matches the expected event schema structure. Without the correct structure, it would cause the Studio Logs UI features to break.
+In the Docker Compose example, Vector is used for the logging pipieline, where log events are forwarded to the Analytics API for ingestion.
 
-### Standalone Docker Container
+Please refer to the [Vector configuration file](https://github.com/supabase/supabase/blob/master/docker/volumes/logs/vector.yml) when customizing your own setup.
 
-Supplementary technical documentation on self-hosting and using the `supabase/logflare` image for a full Logflare experience is available at the [official Logflare documentation](https://docs.logflare.app/self-hosting/).
+You **must** ensure that the payloads matches the expected event schema structure. Without the correct structure, it would cause the Studio Logs UI features to break.
 
-## Differences
+## Differences from Platform
 
 API logs rely on Kong instead of the Supabase Cloud API Gateway. Logs from Kong are not enriched with platform-only data.
 
 Within the self-hosted setup, all logs are routed to Logflare via Vector. As Kong routes API requests to PostgREST, self-hosted or local deployments will result in Kong request logs instead.
 This would result in differences in the log event metadata between self-hosted API requests and Supabase Platform requests.
 
-## Postgres
-
-Log event data is stored and queried from a Postgres database.
-
-Make sure to set the `POSTGRES_BACKEND_URL` environment variable.
-
-### Storage
-
-All data will be stored on the Postgres Database configured by setting `POSTGRES_BACKEND_URL`
-
-## BigQuery
-
-All log event data is stored in and queried from BigQuery. To use the Analytics server with Supabase you'll need a Google Cloud Platform account for access to BigQuery.
-
-Make sure to set the `GOOGLE_DATASET_ID_APPEND`, `GOOGLE_PROJECT_ID` and `GOOGLE_PROJECT_NUMBER` environment variables.
-
-Download your Google Cloud API JWT and store it under gcloud.json in your working directory.
-
-<Admonition>
-  You must also enable billing on your Google Cloud project, as the streaming inserts feature is
-  required.
-</Admonition>
-
-### Storage Location
-
-Currently, all BigQuery datasets stored and managed by Analytics, whether via CLI or self-hosted, will default to the US region.
-
 ## Production Recommendations
 
 To self-host in a production setting, we recommend performing the following for a better experience.
@@ -194,6 +172,8 @@ The self-hosted example is only used as a minimal example on running the entire
 
 The current Postgres Ingestion backend isn't optimized for production usage. We recommend using Big Query for more heavy use cases.
 
+**We recommend using the BigQuery backend for production environments as it offers better scaling and querying/debugging experiences.**
+
   </RefSubLayout.Details>
 
   <RefSubLayout.Examples>

apps/docs/pages/guides/cli/customizing-email-templates.mdx

@@ -0,0 +1,124 @@
+import Layout from '~/layouts/DefaultGuideLayout'
+
+export const meta = {
+  id: 'customizing-email-templates',
+  title: 'Customizing email templates',
+  description: 'Customizing local email templates using config.toml.',
+  subtitle: 'Customizing local email templates using config.toml.',
+}
+
+You can customize the email templates for local development [using the `config.toml` settings](/docs/guides/cli/config#auth-config).
+
+## Configuring Templates
+
+You should provide a relative URL to the `content_path` parameter, pointing to an HTML file which contains the template. For example
+
+<CH.Code>
+
+```toml supabase/config.toml
+[auth.email.template.invite]
+subject = "You are invited to Acme Inc"
+content_path = "./supabase/templates/invite.html"
+```
+
+```html supabase/templates/invite.html
+<html>
+  <body>
+    <h2>Confirm your signup</h2>
+    <p><a href="{{ .ConfirmationURL }}">Confirm your email</a></p>
+  </body>
+</html>
+```
+
+</CH.Code>
+
+## Available email templates
+
+There are several Auth email templates which can be configured:
+
+- `auth.email.template.invite`
+- `auth.email.template.confirmation`
+- `auth.email.template.recovery`
+- `auth.email.template.magic_link`
+- `auth.email.template.email_change`
+
+## Template variables
+
+The templating system provides the following variables for use:
+
+### ConfirmationURL
+
+Contains the confirmation URL. For example, a signup confirmation URL would look like:
+
+```
+https://project-ref.supabase.co/auth/v1/verify?token={{ .TokenHash }}&type=signup&redirect_to=https://example.com/path
+```
+
+**Usage**
+
+```html
+<p>Click here to confirm: {{ .ConfirmationURL }}</p>
+```
+
+### Token
+
+Contains a 6-digit One-Time-Password (OTP) that can be used instead of the `ConfirmationURL`.
+
+**Usage**
+
+```html
+<p>Here is your one time password: {{ .Token }}</p>
+```
+
+### TokenHash
+
+Contains a hashed version of the `Token`. This is useful for constructing your own email link in the email template.
+
+**Usage**
+
+```html
+<p>Follow this link to confirm your user:</p>
+<p>
+  <a href="{{ .SiteURL }}/auth/confirm?token_hash={{ .TokenHash }}&type=email"
+    >Confirm your email</a
+  >
+</p>
+```
+
+### SiteURL
+
+Contains your application's Site URL. This can be configured in your project's [authentication settings](/dashboard/project/_/auth/url-configuration).
+
+**Usage**
+
+```html
+<p>Visit <a href="{{ .SiteURL }}">here</a> to log in.</p>
+```
+
+### Email
+
+Contains the user's email address.
+
+**Usage**
+
+```html
+<p>A recovery request was sent to {{ .Email }}.</p>
+```
+
+### NewEmail
+
+Contains the new user's email address. This is only available in the `email_change` email template.
+
+**Usage**
+
+```html
+<p>You are requesting to update your email address to {{ .NewEmail }}.</p>
+```
+
+## Deploying email templates
+
+These settings are only for local development. To update your hosted project, please copy the templates into the [Email Templates](/dashboard/project/_/auth/templates) section of the Dashboard.
+
+export const Page = ({ children }) => <Layout meta={meta} children={children} />
+
+export default Page

apps/docs/pages/guides/cli/local-development.mdx

@@ -364,12 +364,12 @@ Associate your project with your remote project using [`supabase link`](/docs/re
 supabase link --project-ref <project-id>
 # You can get <project-id> from your project's dashboard URL: https://supabase.com/dashboard/project/<project-id>
 
-supabase db remote commit
+supabase db pull
 # Capture any changes that you have made to your remote database before you went through the steps above
 # If you have not made any changes to the remote database, skip this step
 ```
 
-`supabase/migrations` is now populated with a migration in `..._remote_commit.sql`.
+`supabase/migrations` is now populated with a migration in `<timestamp>_remote_schema.sql`.
 This migration captures any changes required for your local database to match the schema of your remote Supabase project.
 
 <Admonition type="note">
@@ -420,7 +420,7 @@ For these changes to take effect, you need to run `supabase stop` and `supabase
 If you have additional triggers or RLS policies defined on your `auth` schema, you can pull them as a migration file locally.
 
 ```bash
-supabase db remote commit --schema auth
+supabase db pull --schema auth
 ```
 
 ### Local Logging

apps/docs/pages/guides/cli/managing-config.mdx

@@ -12,7 +12,7 @@ The Supabase CLI uses a `config.toml` file to manage local configuration. This f
 
 The `config.toml` file is automatically created when you run `supabase start`.
 
-There are a wide variety of options available, which can be found in the [CLI Config Reference](/docs/reference/cli/config).
+There are a wide variety of options available, which can be found in the [CLI Config Reference](/docs/guides/cli/config).
 
 For example, to enable the "Apple" OAuth provider for local development, you can append the following information to `config.toml`:
 

apps/docs/pages/guides/cli/managing-environments.mdx

@@ -38,10 +38,10 @@ If you're using an existing Supabase project, you might have made schema changes
 Run the following command to pull these changes before making local schema changes from the CLI:
 
 ```sql
-supabase db remote commit
+supabase db pull
 ```
 
-This command creates a new migration in `supabase/migrations/<timestamp>_remote_commit.sql` which reflects the schema changes you have made previously.
+This command creates a new migration in `supabase/migrations/<timestamp>_remote_schema.sql` which reflects the schema changes you have made previously.
 
 Now commit your local changes to Git and run the local development setup:
 
@@ -348,9 +348,9 @@ Once pushed, check that the migration version is up to date for both local and r
 supabase migration list
 ```
 
-### Permission denied on db remote commit
+### Permission denied on db pull
 
-If you have been using Supabase hosted projects for a long time, you might encounter the following permission error when executing `db remote commit`.
+If you have been using Supabase hosted projects for a long time, you might encounter the following permission error when executing `db pull`.
 
 ```bash
 Error: Error running pg_dump on remote database: pg_dump: error: query failed: ERROR:  permission denied for table _type

apps/docs/pages/guides/database/extensions/index_advisor.mdx

@@ -0,0 +1,161 @@
+import Layout from '~/layouts/DefaultGuideLayout'
+
+export const meta = {
+  id: 'index-advisor',
+  title: 'index_advisor: query optimization',
+  description: 'Automatically optimize SQL queries',
+}
+
+[Index advisor](https://github.com/supabase/index_advisor) is a Postgres extension for recommending indexes to improve query performance.
+
+For example:
+
+```sql
+select
+    *
+from
+  index_advisor('select book.id from book where title = $1');
+
+ startup_cost_before | startup_cost_after | total_cost_before | total_cost_after |                  index_statements                   | errors
+---------------------+--------------------+-------------------+------------------+-----------------------------------------------------+--------
+ 0.00                | 1.17               | 25.88             | 6.40             | {"CREATE INDEX ON public.book USING btree (title)"},| {}
+(1 row)
+```
+
+Features:
+
+- Supports generic parameters e.g. `$1`, `$2`
+- Supports materialized views
+- Identifies tables/columns obfuscaed by views
+- Skips duplicate indexes
+
+## Installation
+
+index_advisor is a trusted language extension, which means it is directly installable by users from the [database.dev](database.dev) SQL package repository.
+
+To get started, enable the dbdev client by executing the [setup SQL script](https://database.dev/installer).
+
+Then, install index_advisor by running
+
+```sql
+select dbdev.install('olirice-index_advisor');
+create extension if not exists hypopg;
+create extension "olirice-index_advisor";
+```
+
+## API
+
+Index advisor exposes a single function `index_advisor(query text)` that accepts a query and searches for a set of SQL DDL `create index` statements that improve the query's execution time.
+
+The function's signature is:
+
+```sql
+index_advisor(query text)
+returns
+    table  (
+        startup_cost_before jsonb,
+        startup_cost_after jsonb,
+        total_cost_before jsonb,
+        total_cost_after jsonb,
+        index_statements text[],
+        errors text[]
+    )
+```
+
+## Usage
+
+As a minimal example, the `index_advisor` function can be given a single table query with a filter on an unindexed column.
+
+```sql
+create extension if not exists index_advisor cascade;
+
+create table book(
+  id int primary key,
+  title text not null
+);
+
+select
+  *
+from
+  index_advisor('select book.id from book where title = $1');
+
+ startup_cost_before | startup_cost_after | total_cost_before | total_cost_after |                  index_statements                   | errors
+---------------------+--------------------+-------------------+------------------+-----------------------------------------------------+--------
+ 0.00                | 1.17               | 25.88             | 6.40             | {"CREATE INDEX ON public.book USING btree (title)"},| {}
+(1 row)
+```
+
+and will return a row recommending an index on the unindexed column.
+
+More complex queries may generate additional suggested indexes:
+
+```sql
+create extension if not exists index_advisor cascade;
+
+create table author(
+    id serial primary key,
+    name text not null
+);
+
+create table publisher(
+    id serial primary key,
+    name text not null,
+    corporate_address text
+);
+
+create table book(
+    id serial primary key,
+    author_id int not null references author(id),
+    publisher_id int not null references publisher(id),
+    title text
+);
+
+create table review(
+    id serial primary key,
+    book_id int references book(id),
+    body text not null
+);
+
+select
+    *
+from
+    index_advisor('
+        select
+            book.id,
+            book.title,
+            publisher.name as publisher_name,
+            author.name as author_name,
+            review.body review_body
+        from
+            book
+            join publisher
+                on book.publisher_id = publisher.id
+            join author
+                on book.author_id = author.id
+            join review
+                on book.id = review.book_id
+        where
+            author.id = $1
+            and publisher.id = $2
+    ');
+
+ startup_cost_before | startup_cost_after | total_cost_before | total_cost_after |                  index_statements                         | errors
+---------------------+--------------------+-------------------+------------------+-----------------------------------------------------------+--------
+ 27.26               | 12.77              | 68.48             | 42.37            | {"CREATE INDEX ON public.book USING btree (author_id)",   | {}
+                                                                                    "CREATE INDEX ON public.book USING btree (publisher_id)",
+                                                                                    "CREATE INDEX ON public.review USING btree (book_id)"}
+(3 rows)
+```
+
+## Limitations
+
+- index_advisor will only recommend single column, B-tree indexes. More complex indexes will be supported in future releases.
+- when a generic argument's type is not discernible from context, an error is returned in the `errors` field. To resolve those errors, add explicit type casting to the argument. e.g. `$1::int`.
+
+## Resources
+
+- Official [`index_advisor` GitHub Repository](https://github.com/supabase/index_advisor)
+
+export const Page = ({ children }) => <Layout meta={meta} children={children} />
+
+export default Page

apps/docs/pages/guides/database/query-optimization.mdx

@@ -0,0 +1,134 @@
+import Layout from '~/layouts/DefaultGuideLayout'
+
+export const meta = {
+  title: 'Query Optimization',
+  description: 'Choosing indexes',
+  footerHelpType: 'postgres',
+}
+
+When working with PostgreSQL, or any relational database, indexing is key to improving query performance.
+Aligning indexes with common query patterns can speed up data retrieval by an order of magnitude.
+
+This guide is intended to:
+
+- help identify parts of a query that have the potential to be improved by indexes
+- introduce tooling to help identify useful indexes
+
+This is not a comprehensive resource, but rather a helpful starting point for your optimization journey.
+
+If you're new to query optimization, you may be interested in [index_advisor](/docs/guides/database/extensions/index_advisor), our tool for automatically detecting indexes that improve performance on a given query.
+
+## Example Query
+
+Consider the following example query that retrieves customer names and purchase dates from two tables:
+
+```sql
+select
+  a.name,
+  b.date_of_purchase
+from
+  customers a
+  join orders b
+    on a.id = b.customer_id
+where
+  a.sign_up_date > '2023-01-01'
+  and b.status = 'shipped'
+order by
+  b.date_of_purchase;
+limit 10
+```
+
+In this query, there are several parts that indexes could likely help in optimizing the performance:
+
+### `where` Clause:
+
+The `where` clause filters rows based on certain conditions, and indexing the columns involved can improve this process:
+
+- `a.sign_up_date`: If filtering by `sign_up_date` is common, indexing this column can speed up the query.
+- `b.status`: Indexing the status may be beneficial if the column has diverse values.
+
+```sql
+create index idx_customers_sign_up_date on customers (sign_up_date);
+
+create index idx_orders_status on orders (status);
+```
+
+### `join` Columns
+
+Indexes on the columns used for joining tables can help Postgres avoid scanning tables in their entirety when connecting tables.
+
+- Indexing and `b.customer_id` would likely improve the performance of the join in this query.
+- Note that if `a.id` is the primary key of the `customers` table it is already indexed
+
+```sql
+create index idx_orders_customer_id on orders (customer_id);
+```
+
+### `order by` Clause
+
+Sorting can also be optimized by indexing:
+
+- An index on `b.date_of_purchase` wcan improve the sorting process, and is particularly beneficial when a subset of rows is being returned with a `limit` clause.
+
+```sql
+create index idx_orders_date_of_purchase on orders (date_of_purchase);
+```
+
+## Key Concepts
+
+Here are some concepts and tools to keep in mind to help you identify the best index for the job, and measure the impact that your index had:
+
+### Analyze the Query Plan
+
+Use the `explain` command to understand the query's execution. Look for slow parts, such as Sequential Scans or high cost numbers. If creating an index does not reduce the cost of the query plan, remove it.
+
+For example:
+
+```sql
+explain select * from customers where sign_up_date > 25;
+```
+
+### Use Appropriate Index Types
+
+PostgreSQL offers various index types like [B-tree, Hash, GIN, etc](https://www.postgresql.org/docs/current/indexes-types.html). Select the type that best suits your data and query pattern. Using the right index type can make a significant difference. For example, using a BRIN index on a field that always increases and lives within a table that updates infrequently - like `created_at` on an `orders` table - routinely results in indexes that are +10x smaller than the equivalent default B-tree index. That translates into better scalability.
+
+```sql
+create index idx_orders_created_at ON customers using brin(created_at);
+```
+
+### Partial Indexes
+
+For queries that frequently target a subset of data, a partial index could be faster and smaller than indexing the entire column. A partial index contains a `where` clause to filter the values included in the index. Note that a query's `where` clause must match the index for it to be used.
+
+```sql
+create index idx_orders_status on orders (status)
+where status = 'shipped';
+```
+
+### Composite Indexes
+
+If filtering or joining on multiple columns, a composite index prevents Postgres from referring to multiple indexes when identifying the relevant rows.
+
+```sql
+create index idx_customers_sign_up_date_priority on customers (sign_up_date, priority);
+```
+
+### Over-Indexing
+
+Avoid the urge to index columns you operate on infrequently. While indexes can speed up reads, they also slow down writes, so it's important to balance those factors when making indexing decisions.
+
+### Statistics
+
+Postgres maintains a set of statistics about the contents of your tables. Those statistics are used by the query planner to decide when it's is more efficient to use an index vs scanning the entire table. If the collected statistics drift too far from reality, the query planner may make poor decisions. To avoid this risk, you can periodically `analyze` tables.
+
+```sql
+analyze customers;
+```
+
+---
+
+By following this guide, you'll be able to discern where indexes can optimize queries and enhance your PostgreSQL performance. Remember that each database is unique, so always consider the specific context and use case of your queries.
+
+export const Page = ({ children }) => <Layout meta={meta} children={children} />
+
+export default Page

apps/docs/pages/guides/functions/cicd-workflow.mdx

@@ -38,7 +38,7 @@ jobs:
 
 Since Supabase CLI [v1.62.0](https://github.com/supabase/cli/releases/tag/v1.62.0) you can deploy all functions with a single command.
 
-Individual function configuration like [JWT verification](/docs/reference/cli/config#functions.function_name.verify_jwt) and [import map location](/docs/reference/cli/config#functions.function_name.import_map) can be set via the `config.toml` file.
+Individual function configuration like [JWT verification](/docs/guides/cli/config#functions.function_name.verify_jwt) and [import map location](/docs/guides/cli/config#functions.function_name.import_map) can be set via the `config.toml` file.
 
 ```toml
 [functions.hello-world]

apps/docs/pages/guides/functions/examples/github-actions.mdx

@@ -47,7 +47,7 @@ jobs:
 
 Since Supabase CLI [v1.62.0](https://github.com/supabase/cli/releases/tag/v1.62.0) you can deploy all functions with a single command.
 
-Individual function configuration like [JWT verification](/docs/reference/cli/config#functions.function_name.verify_jwt) and [import map location](/docs/reference/cli/config#functions.function_name.import_map) can be set via the `config.toml` file.
+Individual function configuration like [JWT verification](/docs/guides/cli/config#functions.function_name.verify_jwt) and [import map location](/docs/guides/cli/config#functions.function_name.import_map) can be set via the `config.toml` file.
 
 ```toml
 [functions.hello-world]

apps/docs/pages/guides/functions/quickstart.mdx

@@ -66,7 +66,7 @@ supabase functions deploy
 
 Since Supabase CLI [v1.62.0](https://github.com/supabase/cli/releases/tag/v1.62.0) you can deploy all functions with a single command. This is useful for example when [deploying with GitHub Actions](/docs/guides/functions/cicd-workflow).
 
-Individual function configuration like [JWT verification](/docs/reference/cli/config#functions.function_name.verify_jwt) and [import map location](/docs/reference/cli/config#functions.function_name.import_map) can be set via the `config.toml` file.
+Individual function configuration like [JWT verification](/docs/guides/cli/config#functions.function_name.verify_jwt) and [import map location](/docs/guides/cli/config#functions.function_name.import_map) can be set via the `config.toml` file.
 
 ```toml
 [functions.hello-world]

apps/docs/public/.well-known/security.txt

@@ -17,6 +17,7 @@ Out of scope vulnerabilities:
 - Missing DNSSEC, CAA, CSP headers
 - Lack of Secure or HTTP only flag on non-sensitive cookies
 - Deadlinks
+- User enumeration
 
 Please do the following:
 

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apps/www/_blog/2023-08-09-supabase-studio-3-0.mdx

@@ -59,11 +59,19 @@ Today, we're releasing a huge improvement to our SQL Editor. First up, we've add
 
 Supabase AI is aware of the SQL snippet in the editor and can modify it for you. You can ask it to change `customers` to `customer_orders`, for example. You can interact with the code the same way you would converse with ChatGPT until it's just right.
 
-<Img src="/images/blog/launch-week-8/day-3/create-orders.png" alt="Create a table" />
+<Img
+  src="/images/blog/launch-week-8/day-3/create-orders.png"
+  alt="Create a table"
+  zoomable={false}
+/>
 
 Next, we've added a diff view for changes that Supabase AI makes to your SQL snippet. You can tell Supabase AI what you want changed, and visualize it as you would a Git diff. From this view, you can accept or reject the diffs, and keep asking Supabase AI to make changes until you're satisfied.
 
-<Img src="/images/blog/launch-week-8/day-3/create-orders-diff.png" alt="Create a table diff" />
+<Img
+  src="/images/blog/launch-week-8/day-3/create-orders-diff.png"
+  alt="Create a table diff"
+  zoomable={false}
+/>
 
 We've wondered for a long time how to make it easier to teach developers how to use SQL. It's fortunate we didn't solve this problem too quickly, as it turns out that AI does a much better job than we could do ourselves.
 
@@ -110,7 +118,11 @@ Massive thanks to [HTMHell](https://github.com/HTMHell) (amazing handle btw) for
 
 Speaking of commonly requested features, this one has to be in the all-time top 5. Your beautiful, hand-crafted SQL snippets used to be yours and yours alone. Now you can share them with team members and let them bask in your technical prowess.
 
-<Img src="/images/blog/launch-week-8/day-3/share-query.png" alt="Share SQL Snippets" />
+<Img
+  src="/images/blog/launch-week-8/day-3/share-query.png"
+  alt="Share SQL Snippets"
+  zoomable={false}
+/>
 
 You can create a set of project-wide snippets for doing common tasks, making it faster to collaborate and build. To share a snippet, just take a personal snippet that ~~Supabase AI~~ you wrote and share it with the project. It will show up in a new Project Snippets list that's visible to everyone on the team.
 

apps/www/_blog/2023-08-10-using-supabase-with-vercel.mdx

@@ -25,7 +25,10 @@ Our new [Vercel Integration](https://vercel.com/integrations/supabase-v2) stream
 
 You can now [link multiple](https://app.supabase.com/org/_/integrations) Vercel projects to a single Supabase project:
 
-![Vercel in the Supabase dashboard](/images/blog/launch-week-8/day-4/vercel-dashboard.png)
+<Img
+  src="/images/blog/launch-week-8/day-4/vercel-dashboard.png"
+  alt="Vercel in the Supabase dashboard"
+/>
 
 Previously we mapped each Vercel project to a single Supabase project. With this release, we're introducing the concept of project 'Connections'. Supabase projects can have an unlimited number of Vercel Connections. This is especially useful for monorepos using [Turborepo](https://turbo.build/).
 
@@ -33,7 +36,7 @@ Previously we mapped each Vercel project to a single Supabase project. With this
 
 We've improved the way we manage your Supabase environment variables.
 
-![Vercel config](/images/blog/launch-week-8/day-4/vercel-config.png)
+<Img src="/images/blog/launch-week-8/day-4/vercel-config.png" alt="Vercel config" />
 
 Supabase keeps each of your Vercel Projects updated with Environment Variables, managing your secrets (like `service-role-key`) and public variables (like `supabase-url`).
 
@@ -76,7 +79,7 @@ After Vercel has deployed the app, it works without any additional configuration
 
 We announced Database Branching on [Tuesday](/blog/supabase-local-dev#branching-and-preview-environments). We've designed this to work perfectly with Vercel's Preview Deployments.
 
-![Vercel config](/images/blog/launch-week-8/day-4/supabase-vercel-branching.png)
+<Img src="/images/blog/launch-week-8/day-4/supabase-vercel-branching.png" alt="Vercel branching" />
 
 For now, Branching in Supabase is limited to development partners. We'll be rolling it out to everyone over the coming months. If you're interested in testing the new features, [sign up for early access](https://forms.supabase.com/branching-request).
 

apps/www/components/LaunchWeek/8/AnimatedParticles/ParticlesCanvas.tsx

@@ -72,7 +72,7 @@ const ParticlesCanvas = () => {
       className="relative z-30"
     >
       <ambientLight intensity={config.lightIntensity} />
-      <group position={[0, 70, 0]} scale={[0.75, 0.75, 0.75]}>
+      <group position={[0, 0, 0]} scale={[1, 1, 1]}>
         {particles?.map((user: any, index: number) => (
           <Particle
             key={`particle-${user.username ?? index}`}

apps/www/components/LaunchWeek/8/LW8CalloutsSection.tsx

@@ -16,8 +16,8 @@ const LW8CalloutsSection = () => {
             >
               <div className="relative flex-shrink flex items-center p-2 w-2/3 lg:w-1/2 md:w-auto">
                 <div className="flex flex-col gap-1 sm:pl-4">
-                  <span className="text-white">Join us daily at Twitter Spaces</span>
-                  <span className="">Friday – Day 5</span>
+                  <span className="text-white">Twitter Spaces</span>
+                  <span className="">Replay recordings</span>
                 </div>
               </div>
               <div className="relative flex !aspect-video h-[80px] md:h-[100px] gap-2 z-10 rounded overflow-hidden">
@@ -37,13 +37,9 @@ const LW8CalloutsSection = () => {
               <div className="relative flex-shrink flex items-center p-2 w-2/3 lg:w-1/2 md:w-auto">
                 <div className="flex flex-col gap-1 sm:pl-4">
                   <div className="flex items-center gap-3">
-                    <div className="relative w-2 h-2 flex items-center justify-center">
-                      <div className="absolute w-2 h-2 rounded-full bg-white" />
-                      <div className="absolute animate-pulse-radar w-6 h-6 rounded-full bg-white will-change-transform" />
-                    </div>
                     <span className="text-white">LW8 Hackathon Aug 4 – Aug 13</span>
                   </div>
-                  <span className="">Read more about rules and prizes on the blog</span>
+                  <span className="">Finished</span>
                 </div>
               </div>
               <div className="relative flex !aspect-video h-[80px] md:h-[100px] gap-2 z-10 rounded overflow-hidden">

apps/www/components/LaunchWeek/8/LWArchive.tsx

@@ -3,62 +3,47 @@ import { StyledArticleBadge } from './Releases/components'
 import Image from 'next/image'
 import Link from 'next/link'
 
-import { Swiper, SwiperSlide } from 'swiper/react'
-
-import 'swiper/swiper.min.css'
-
-const launchweeks = [
-  { title: '7', link: '/launchweek/7' },
-  { title: '6', link: '/launchweek/6' },
-  { title: '5', link: '/blog/launch-week-5-hackathon' },
-  { title: '4', link: '/blog/supabase-launch-week-four' },
-  { title: '3', link: '/blog/supabase-launch-week-the-trilogy' },
-  { title: '2', link: '/blog/supabase-launch-week-sql' },
-  { title: '1', link: '/blog/launch-week' },
-]
-
 const LWArchive = () => {
   return (
-    <div className="text-center relative z-10 text-white flex flex-col gap-8 lg:gap-16">
-      <div className="max-w-[38rem] mx-auto flex flex-col items-center gap-4 px-4">
+    <div className="w-full text-white flex flex-col lg:flex-row gap-8 lg:gap-16">
+      <div className="lg:basis-1/3 flex flex-col items-start gap-4">
         <StyledArticleBadge>Throwback</StyledArticleBadge>
         <h2 className="text-4xl">Previous Launch Weeks</h2>
         <p className="text-[#9296AA]">
-          Explore what has been announced in the past and relive those moments.
+          Explore our past Launch Weeks, and check the progress we've made on our journey.
         </p>
       </div>
-      <div className="relative h-[200px] [&_.swiper-container]:h-full [&_.swiper-wrapper]:h-full [&_.swiper-slide]:h-full">
-        <Swiper
-          // centeredSlides={true}
-          spaceBetween={10}
-          slidesPerView={5.5}
-          // watchOverflow
-          threshold={2}
-          updateOnWindowResize
-          breakpoints={{
-            320: {
-              slidesPerView: 2.5,
-            },
-            720: {
-              slidesPerView: 3.5,
-            },
-            1440: {
-              slidesPerView: 5.5,
-            },
-          }}
-        >
-          {launchweeks.map((launchweek, i) => (
-            <SwiperSlide key={launchweek.title}>
-              <Link href={launchweek.link} key={launchweek.title}>
-                <a className="relative h-full rounded-md md:rounded-lg transition-transform bg-[#030A0C] flex items-center justify-center border border-[#111718] hover:border-brand-800">
-                  <span className="stroke-text inline-block text-transparent bg-clip-text bg-gradient-to-b from-scale-1000 to-scale-200 text-7xl">
-                    {launchweek.title}
-                  </span>
-                </a>
-              </Link>
-            </SwiperSlide>
-          ))}
-        </Swiper>
+      <div className="lg:basis-2/3 relative grid grid-cols-1 xl:grid-cols-2 gap-4">
+        <Link href="/launch-week/6">
+          <a className="relative h-[160px] group w-full rounded-md md:rounded-lg transition-transform bg-[#030A0C] flex items-center justify-center border border-[#111618] hover:border-brand-800 overflow-hidden">
+            <span className="relative z-10 stroke-text inline-block text-transparent bg-clip-text bg-gradient-to-b from-scale-1200 to-scale-1000 text-7xl drop-shadow-lg">
+              6
+            </span>
+            <div className="absolute inset-0 grayscale group-hover:grayscale-0">
+              <Image
+                src="/images/launchweek/archive/lw6.jpg"
+                alt="Launch Week 6"
+                layout="fill"
+                objectFit="cover"
+              />
+            </div>
+          </a>
+        </Link>
+        <Link href="/launch-week/7">
+          <a className="relative h-[160px] group w-full rounded-md md:rounded-lg transition-transform bg-[#030A0C] flex items-center justify-center border border-[#111718] hover:border-brand-1200 overflow-hidden">
+            <span className="relative z-10 stroke-text inline-block text-transparent bg-clip-text bg-gradient-to-b from-scale-1200 to-scale-1000 text-7xl drop-shadow-lg">
+              7
+            </span>
+            <div className="absolute inset-0 grayscale group-hover:grayscale-0">
+              <Image
+                src="/images/launchweek/archive/lw7.jpg"
+                alt="Launch Week 7"
+                layout="fill"
+                objectFit="cover"
+              />
+            </div>
+          </a>
+        </Link>
       </div>
     </div>
   )

apps/www/components/LaunchWeek/8/LaunchWeekLogoHeader.tsx

@@ -5,8 +5,11 @@ export function LaunchWeekLogoHeader() {
         <h1 className="sr-only font-normal uppercase text-[28px] sm:text-[32px]">Launch week 8</h1>
         <p className="text-white radial-gradient-text-scale-600 text-lg sm:text-2xl">
           <span className="block">August 7th–11th, 2023</span>
-          <span>9:00 AM PT</span>
         </p>
+        <div className="text-[#9296AA]">
+          <p>A week of announcing new features has come to an end.</p>
+          <p>Thanks to everyone who participated.</p>
+        </div>
       </div>
     </div>
   )

apps/www/components/LaunchWeek/8/LaunchWeekPrizeSection.tsx

@@ -37,12 +37,7 @@ export default function LaunchWeekPrizeSection({
                 quality={100}
               />
             </div>
-            <h2 className="text-4xl">Get your winning ticket</h2>
-            <p className="text-[#9296AA]">
-              Join us on August 11th for Launch Week 8's final day
-              <br className="hidden md:inline-block" /> and find out if you are one of the lucky
-              winners. Get sharing!
-            </p>
+            <h2 className="text-4xl">Swag has been delivered</h2>
           </div>
         </div>
         {ticket && <Ticket />}