diff --git a/apps/docs/content/guides/ai/examples/headless-vector-search.mdx b/apps/docs/content/guides/ai/examples/headless-vector-search.mdx
index fdf21d12cd5..b158bb4cd5f 100644
--- a/apps/docs/content/guides/ai/examples/headless-vector-search.mdx
+++ b/apps/docs/content/guides/ai/examples/headless-vector-search.mdx
@@ -84,7 +84,7 @@ const onSubmit = (e: Event) => {
 
   const query = new URLSearchParams({ query: inputRef.current!.value })
   const projectUrl = `https://your-project-ref.supabase.co/functions/v1`
-  const queryURL = `${projectURL}/${query}`
+  const queryURL = `${projectUrl}/${query}`
   const eventSource = new EventSource(queryURL)
 
   eventSource.addEventListener("error", (err) => {
diff --git a/apps/docs/content/guides/auth/auth-hooks/mfa-verification-hook.mdx b/apps/docs/content/guides/auth/auth-hooks/mfa-verification-hook.mdx
index bbaf4cc924b..6e46c37860a 100644
--- a/apps/docs/content/guides/auth/auth-hooks/mfa-verification-hook.mdx
+++ b/apps/docs/content/guides/auth/auth-hooks/mfa-verification-hook.mdx
@@ -142,7 +142,7 @@ as $$
       (
         user_id,
         factor_id,
-        last_refreshed_at
+        last_failed_at
       )
       values
       (
@@ -151,7 +151,7 @@ as $$
         now()
       )
       on conflict do update
-        set last_refreshed_at = now();
+        set last_failed_at = now();
 
     -- finally let Supabase Auth do the default behavior for a failed attempt
     return jsonb_build_object('decision', 'continue');
diff --git a/apps/docs/content/guides/database/debugging-performance.mdx b/apps/docs/content/guides/database/debugging-performance.mdx
index a2f349d7547..f333c94bb56 100644
--- a/apps/docs/content/guides/database/debugging-performance.mdx
+++ b/apps/docs/content/guides/database/debugging-performance.mdx
@@ -44,7 +44,7 @@ create table instruments (
   name text
 );
 
-insert into books
+insert into instruments
   (id, name)
 values
   (1, 'violin'),
diff --git a/apps/docs/content/guides/database/drizzle.mdx b/apps/docs/content/guides/database/drizzle.mdx
index 88a02df030e..852e0d356f4 100644
--- a/apps/docs/content/guides/database/drizzle.mdx
+++ b/apps/docs/content/guides/database/drizzle.mdx
@@ -81,8 +81,8 @@ If you plan on solely using Drizzle instead of the Supabase Data API (PostgREST)
     import postgres from 'postgres'
 
     let connectionString = process.env.DATABASE_URL
-    if (host.includes('postgres:postgres@supabase_db_')) {
-      const url = URL.parse(host)!
+    if (connectionString.includes('postgres:postgres@supabase_db_')) {
+      const url = URL.parse(connectionString)!
       url.hostname = url.hostname.split('_')[1]
       connectionString = url.href
     }
diff --git a/apps/docs/content/guides/database/extensions/pg_plan_filter.mdx b/apps/docs/content/guides/database/extensions/pg_plan_filter.mdx
index 17e8782a234..291f9c73a6f 100644
--- a/apps/docs/content/guides/database/extensions/pg_plan_filter.mdx
+++ b/apps/docs/content/guides/database/extensions/pg_plan_filter.mdx
@@ -52,7 +52,7 @@ explain select * from book;
 (1 row)
 ```
 
-Now we can choose a `statement_cost_filter` value between the total cost for the single select (2.49) and the whole table select (135.0) so one statement will succeed and one will fail.
+Now we can choose a `statement_cost_limit` value between the total cost for the single select (2.49) and the whole table select (135.0) so one statement will succeed and one will fail.
 
 {/* prettier-ignore */}
 ```sql
diff --git a/apps/docs/content/guides/database/postgres/column-level-security.mdx b/apps/docs/content/guides/database/postgres/column-level-security.mdx
index 4c4e6ffb12f..d1e3ebbdb93 100644
--- a/apps/docs/content/guides/database/postgres/column-level-security.mdx
+++ b/apps/docs/content/guides/database/postgres/column-level-security.mdx
@@ -134,7 +134,7 @@ supabase migration new create_posts_table
       user_id text,
       title text,
       content text,
-      created_at timestamptz default now()
+      created_at timestamptz default now(),
       updated_at timestamptz default now()
       );
 
diff --git a/apps/docs/content/guides/database/postgres/data-deletion.mdx b/apps/docs/content/guides/database/postgres/data-deletion.mdx
index a8a0941bbdd..a27ac37074c 100644
--- a/apps/docs/content/guides/database/postgres/data-deletion.mdx
+++ b/apps/docs/content/guides/database/postgres/data-deletion.mdx
@@ -66,7 +66,7 @@ WHERE id IN (
 
 This approach has the benefit of controlling when it runs, locking for a shorter period of time and minimising impact on other transactions.
 
-If you know in advance that such large deletes will have to happen in the business cycle of your database, then you should seriously think about using (table parititioning)[/docs/guides/database/partitions] as a management tool.
+If you know in advance that such large deletes will have to happen in the business cycle of your database, then you should seriously think about using [table partitioning](/docs/guides/database/partitions) as a management tool.
 
 ### Soft deletes
 
diff --git a/apps/docs/content/guides/database/postgres/first-row-in-group.mdx b/apps/docs/content/guides/database/postgres/first-row-in-group.mdx
index f94891a5c4a..b20a3eaa8b8 100644
--- a/apps/docs/content/guides/database/postgres/first-row-in-group.mdx
+++ b/apps/docs/content/guides/database/postgres/first-row-in-group.mdx
@@ -32,10 +32,9 @@ select distinct
   points
 from
   seasons
-order BY
-  id,
-  points desc,
-  team;
+order by
+  team,
+  points desc;
 ```
 
 The important bits here are:
diff --git a/apps/docs/content/guides/getting-started/quickstarts/redwoodjs.mdx b/apps/docs/content/guides/getting-started/quickstarts/redwoodjs.mdx
index 7f6a4f66a68..3e8a6c42fc3 100644
--- a/apps/docs/content/guides/getting-started/quickstarts/redwoodjs.mdx
+++ b/apps/docs/content/guides/getting-started/quickstarts/redwoodjs.mdx
@@ -145,7 +145,7 @@ hideToc: true
     <StepHikeCompact.Details title="Update seed script">
       Let's seed the database with a few instruments.
 
-      Update the file `scripts/seeds.ts` to contain the following code:
+      Update the file `scripts/seed.ts` to contain the following code:
     </StepHikeCompact.Details>
 
     <StepHikeCompact.Code>
diff --git a/apps/docs/content/guides/getting-started/tutorials/with-flutter.mdx b/apps/docs/content/guides/getting-started/tutorials/with-flutter.mdx
index 257064c7481..9c345a4d4dd 100644
--- a/apps/docs/content/guides/getting-started/tutorials/with-flutter.mdx
+++ b/apps/docs/content/guides/getting-started/tutorials/with-flutter.mdx
@@ -67,7 +67,7 @@ Add `CFBundleURLTypes` to enable deep linking:
 
 <$CodeTabs>
 
-```xml name=ios/Runner/Info.plist"
+```xml name=ios/Runner/Info.plist
 <!-- ... other tags -->
 <plist>
 <dict>
@@ -314,7 +314,7 @@ Let's create a new widget called `account_page.dart` for that.
 
 <$CodeTabs>
 
-```dart name=lib/pages/account_page.dart"
+```dart name=lib/pages/account_page.dart
 import 'package:flutter/material.dart';
 import 'package:supabase_flutter/supabase_flutter.dart';
 import 'package:supabase_quickstart/main.dart';
diff --git a/apps/docs/content/guides/local-development/cli/testing-and-linting.mdx b/apps/docs/content/guides/local-development/cli/testing-and-linting.mdx
index 5246f956484..017961afb7c 100644
--- a/apps/docs/content/guides/local-development/cli/testing-and-linting.mdx
+++ b/apps/docs/content/guides/local-development/cli/testing-and-linting.mdx
@@ -5,7 +5,7 @@ description: 'Using the CLI to test your Supabase project.'
 subtitle: 'Using the CLI to test your Supabase project.'
 ---
 
-The Supabase CLI provides a set of tools to help you test and lint your Postgres database and Edge` Functions.
+The Supabase CLI provides a set of tools to help you test and lint your Postgres database and Edge Functions.
 
 ## Testing your database
 
diff --git a/apps/docs/content/guides/telemetry/advanced-log-filtering.mdx b/apps/docs/content/guides/telemetry/advanced-log-filtering.mdx
index 36dbb69b60c..9b591e483af 100644
--- a/apps/docs/content/guides/telemetry/advanced-log-filtering.mdx
+++ b/apps/docs/content/guides/telemetry/advanced-log-filtering.mdx
@@ -184,7 +184,7 @@ regexp_contains(event_message, '^connection')
 
 ```sql
 -- find only messages that ends with port=12345
-regexp_contains(event_message, '$port=12345')
+regexp_contains(event_message, 'port=12345$')
 ```
 
 ### Ignore case sensitivity: