diff --git a/app/controllers/api/projects.php b/app/controllers/api/projects.php
index 92d3103293..06723f4583 100644
--- a/app/controllers/api/projects.php
+++ b/app/controllers/api/projects.php
@@ -16,7 +16,7 @@ use Appwrite\Utopia\Database\Validator\Queries\Projects;
 use Appwrite\Utopia\Request;
 use Appwrite\Utopia\Response;
 use PHPMailer\PHPMailer\PHPMailer;
-use Utopia\Abuse\Adapters\Database\TimeLimit;
+use Utopia\Abuse\Adapters\Redis\TimeLimit;
 use Utopia\App;
 use Utopia\Audit\Audit;
 use Utopia\Cache\Cache;
@@ -229,9 +229,6 @@ App::post('/v1/projects')
             if ($create || $projectTables) {
                 $audit = new Audit($dbForProject);
                 $audit->setup();
-
-                $abuse = new TimeLimit('', 0, 1, $dbForProject);
-                $abuse->setup();
             }
 
             if (!$create && $sharedTablesV1) {
@@ -245,17 +242,6 @@ App::post('/v1/projects')
                     'indexes' => $indexes,
                     'documentSecurity' => true
                 ]));
-
-                $attributes = \array_map(fn ($attribute) => new Document($attribute), TimeLimit::ATTRIBUTES);
-                $indexes = \array_map(fn (array $index) => new Document($index), TimeLimit::INDEXES);
-                $dbForProject->createDocument(Database::METADATA, new Document([
-                    '$id' => ID::custom('abuse'),
-                    '$permissions' => [Permission::create(Role::any())],
-                    'name' => 'abuse',
-                    'attributes' => $attributes,
-                    'indexes' => $indexes,
-                    'documentSecurity' => true
-                ]));
             }
 
             if ($create || $sharedTablesV1) {
diff --git a/app/controllers/shared/api.php b/app/controllers/shared/api.php
index 91883b0895..ecac7507ba 100644
--- a/app/controllers/shared/api.php
+++ b/app/controllers/shared/api.php
@@ -19,7 +19,7 @@ use Appwrite\Extend\Exception as AppwriteException;
 use Appwrite\Utopia\Request;
 use Appwrite\Utopia\Response;
 use Utopia\Abuse\Abuse;
-use Utopia\Abuse\Adapters\Database\TimeLimit;
+use Utopia\Abuse\Adapters\Redis\TimeLimit;
 use Utopia\App;
 use Utopia\Cache\Adapter\Filesystem;
 use Utopia\Cache\Cache;
@@ -420,8 +420,9 @@ App::init()
     ->inject('queueForBuilds')
     ->inject('queueForUsage')
     ->inject('dbForProject')
+    ->inject('redis')
     ->inject('mode')
-    ->action(function (App $utopia, Request $request, Response $response, Document $project, Document $user, Connection $queue, Event $queueForEvents, Messaging $queueForMessaging, Audit $queueForAudits, Delete $queueForDeletes, EventDatabase $queueForDatabase, Build $queueForBuilds, Usage $queueForUsage, Database $dbForProject, string $mode) use ($usageDatabaseListener, $eventDatabaseListener) {
+    ->action(function (App $utopia, Request $request, Response $response, Document $project, Document $user, Connection $queue, Event $queueForEvents, Messaging $queueForMessaging, Audit $queueForAudits, Delete $queueForDeletes, EventDatabase $queueForDatabase, Build $queueForBuilds, Usage $queueForUsage, Database $dbForProject, Redis $redis, string $mode) use ($usageDatabaseListener, $eventDatabaseListener) {
 
         $route = $utopia->getRoute();
 
@@ -444,7 +445,7 @@ App::init()
         foreach ($abuseKeyLabel as $abuseKey) {
             $start = $request->getContentRangeStart();
             $end = $request->getContentRangeEnd();
-            $timeLimit = new TimeLimit($abuseKey, $route->getLabel('abuse-limit', 0), $route->getLabel('abuse-time', 3600), $dbForProject);
+            $timeLimit = new TimeLimit($abuseKey, $route->getLabel('abuse-limit', 0), $route->getLabel('abuse-time', 3600), $redis);
             $timeLimit
                 ->setParam('{projectId}', $project->getId())
                 ->setParam('{userId}', $user->getId())
diff --git a/app/http.php b/app/http.php
index c4e48a7f69..22ac72227e 100644
--- a/app/http.php
+++ b/app/http.php
@@ -10,10 +10,8 @@ use Swoole\Http\Response as SwooleResponse;
 use Swoole\Http\Server;
 use Swoole\Process;
 use Swoole\Table;
-use Utopia\Abuse\Adapters\Database\TimeLimit;
 use Utopia\App;
 use Utopia\Audit\Audit;
-use Utopia\Cache\Cache;
 use Utopia\CLI\Console;
 use Utopia\Config\Config;
 use Utopia\Database\Database;
@@ -200,11 +198,6 @@ $http->on(Constant::EVENT_START, function (Server $http) use ($payloadSize, $reg
             $audit->setup();
         }
 
-        if ($dbForConsole->getCollection(TimeLimit::COLLECTION)->isEmpty()) {
-            $adapter = new TimeLimit("", 0, 1, $dbForConsole);
-            $adapter->setup();
-        }
-
         /** @var array $collections */
         $collections = Config::getParam('collections', []);
         $consoleCollections = $collections['console'];
diff --git a/app/init.php b/app/init.php
index 30ece74553..8d478d1949 100644
--- a/app/init.php
+++ b/app/init.php
@@ -1531,6 +1531,21 @@ App::setResource('cache', function (Group $pools) {
     return new Cache(new Sharding($adapters));
 }, ['pools']);
 
+App::setResource('redis', function (Group $pools) {
+    $list = Config::getParam('pools-cache', []);
+    $adapters = [];
+
+    foreach ($list as $value) {
+        $adapters[] = $pools
+            ->get($value)
+            ->pop()
+            ->getResource()
+        ;
+    }
+
+    return new Sharding($adapters);
+}, ['pools']);
+
 App::setResource('deviceForLocal', function () {
     return new Local();
 });
diff --git a/app/realtime.php b/app/realtime.php
index 03eaa53bcc..97937c44fc 100644
--- a/app/realtime.php
+++ b/app/realtime.php
@@ -13,7 +13,7 @@ use Swoole\Runtime;
 use Swoole\Table;
 use Swoole\Timer;
 use Utopia\Abuse\Abuse;
-use Utopia\Abuse\Adapters\Database\TimeLimit;
+use Utopia\Abuse\Adapters\Redis\TimeLimit;
 use Utopia\App;
 use Utopia\Cache\Adapter\Sharding;
 use Utopia\Cache\Cache;
@@ -481,7 +481,7 @@ $server->onOpen(function (int $connection, SwooleRequest $request) use ($server,
             throw new AppwriteException(AppwriteException::GENERAL_API_DISABLED);
         }
 
-        $dbForProject = getProjectDB($project);
+        $cache = $app->getResource('cache');
         $console = $app->getResource('console'); /** @var Document $console */
         $user = $app->getResource('user'); /** @var Document $user */
 
@@ -490,7 +490,7 @@ $server->onOpen(function (int $connection, SwooleRequest $request) use ($server,
          *
          * Abuse limits are connecting 128 times per minute and ip address.
          */
-        $timeLimit = new TimeLimit('url:{url},ip:{ip}', 128, 60, $dbForProject);
+        $timeLimit = new TimeLimit('url:{url},ip:{ip}', 128, 60, $cache);
         $timeLimit
             ->setParam('{ip}', $request->getIP())
             ->setParam('{url}', $request->getURI());
@@ -593,7 +593,7 @@ $server->onMessage(function (int $connection, string $message) use ($server, $re
          *
          * Abuse limits are sending 32 times per minute and connection.
          */
-        $timeLimit = new TimeLimit('url:{url},connection:{connection}', 32, 60, $database);
+        $timeLimit = new TimeLimit('url:{url},connection:{connection}', 32, 60, $cache);
 
         $timeLimit
             ->setParam('{connection}', $connection)
diff --git a/composer.lock b/composer.lock
index ee947d27f0..37a5c81436 100644
--- a/composer.lock
+++ b/composer.lock
@@ -1237,16 +1237,16 @@
         },
         {
             "name": "open-telemetry/api",
-            "version": "1.1.1",
+            "version": "1.1.2",
             "source": {
                 "type": "git",
                 "url": "https://github.com/opentelemetry-php/api.git",
-                "reference": "542064815d38a6df55af7957cd6f1d7d967c99c6"
+                "reference": "04c85a1e41a3d59fa9bdc801a5de1df6624b95ed"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/opentelemetry-php/api/zipball/542064815d38a6df55af7957cd6f1d7d967c99c6",
-                "reference": "542064815d38a6df55af7957cd6f1d7d967c99c6",
+                "url": "https://api.github.com/repos/opentelemetry-php/api/zipball/04c85a1e41a3d59fa9bdc801a5de1df6624b95ed",
+                "reference": "04c85a1e41a3d59fa9bdc801a5de1df6624b95ed",
                 "shasum": ""
             },
             "require": {
@@ -1260,13 +1260,13 @@
             },
             "type": "library",
             "extra": {
-                "branch-alias": {
-                    "dev-main": "1.1.x-dev"
-                },
                 "spi": {
                     "OpenTelemetry\\API\\Instrumentation\\AutoInstrumentation\\HookManagerInterface": [
                         "OpenTelemetry\\API\\Instrumentation\\AutoInstrumentation\\ExtensionHookManager"
                     ]
+                },
+                "branch-alias": {
+                    "dev-main": "1.1.x-dev"
                 }
             },
             "autoload": {
@@ -1303,7 +1303,7 @@
                 "issues": "https://github.com/open-telemetry/opentelemetry-php/issues",
                 "source": "https://github.com/open-telemetry/opentelemetry-php"
             },
-            "time": "2024-10-15T22:42:37+00:00"
+            "time": "2024-11-16T04:32:30+00:00"
         },
         {
             "name": "open-telemetry/context",
@@ -1530,13 +1530,13 @@
             },
             "type": "library",
             "extra": {
-                "branch-alias": {
-                    "dev-main": "1.0.x-dev"
-                },
                 "spi": {
                     "OpenTelemetry\\API\\Instrumentation\\AutoInstrumentation\\HookManagerInterface": [
                         "OpenTelemetry\\API\\Instrumentation\\AutoInstrumentation\\ExtensionHookManager"
                     ]
+                },
+                "branch-alias": {
+                    "dev-main": "1.0.x-dev"
                 }
             },
             "autoload": {
@@ -2453,23 +2453,23 @@
         },
         {
             "name": "symfony/http-client",
-            "version": "v7.2.0",
+            "version": "v7.2.1",
             "source": {
                 "type": "git",
                 "url": "https://github.com/symfony/http-client.git",
-                "reference": "955e43336aff03df1e8a8e17daefabb0127a313b"
+                "reference": "ff4df2b68d1c67abb9fef146e6540ea16b58d99e"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/symfony/http-client/zipball/955e43336aff03df1e8a8e17daefabb0127a313b",
-                "reference": "955e43336aff03df1e8a8e17daefabb0127a313b",
+                "url": "https://api.github.com/repos/symfony/http-client/zipball/ff4df2b68d1c67abb9fef146e6540ea16b58d99e",
+                "reference": "ff4df2b68d1c67abb9fef146e6540ea16b58d99e",
                 "shasum": ""
             },
             "require": {
                 "php": ">=8.2",
                 "psr/log": "^1|^2|^3",
                 "symfony/deprecation-contracts": "^2.5|^3",
-                "symfony/http-client-contracts": "~3.4.3|^3.5.1",
+                "symfony/http-client-contracts": "~3.4.4|^3.5.2",
                 "symfony/service-contracts": "^2.5|^3"
             },
             "conflict": {
@@ -2528,7 +2528,7 @@
                 "http"
             ],
             "support": {
-                "source": "https://github.com/symfony/http-client/tree/v7.2.0"
+                "source": "https://github.com/symfony/http-client/tree/v7.2.1"
             },
             "funding": [
                 {
@@ -2544,20 +2544,20 @@
                     "type": "tidelift"
                 }
             ],
-            "time": "2024-11-29T08:22:02+00:00"
+            "time": "2024-12-07T08:50:44+00:00"
         },
         {
             "name": "symfony/http-client-contracts",
-            "version": "v3.5.1",
+            "version": "v3.5.2",
             "source": {
                 "type": "git",
                 "url": "https://github.com/symfony/http-client-contracts.git",
-                "reference": "c2f3ad828596624ca39ea40f83617ef51ca8bbf9"
+                "reference": "ee8d807ab20fcb51267fdace50fbe3494c31e645"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/symfony/http-client-contracts/zipball/c2f3ad828596624ca39ea40f83617ef51ca8bbf9",
-                "reference": "c2f3ad828596624ca39ea40f83617ef51ca8bbf9",
+                "url": "https://api.github.com/repos/symfony/http-client-contracts/zipball/ee8d807ab20fcb51267fdace50fbe3494c31e645",
+                "reference": "ee8d807ab20fcb51267fdace50fbe3494c31e645",
                 "shasum": ""
             },
             "require": {
@@ -2606,7 +2606,7 @@
                 "standards"
             ],
             "support": {
-                "source": "https://github.com/symfony/http-client-contracts/tree/v3.5.1"
+                "source": "https://github.com/symfony/http-client-contracts/tree/v3.5.2"
             },
             "funding": [
                 {
@@ -2622,7 +2622,7 @@
                     "type": "tidelift"
                 }
             ],
-            "time": "2024-11-25T12:02:18+00:00"
+            "time": "2024-12-07T08:49:48+00:00"
         },
         {
             "name": "symfony/polyfill-mbstring",
@@ -2650,8 +2650,8 @@
             "type": "library",
             "extra": {
                 "thanks": {
-                    "name": "symfony/polyfill",
-                    "url": "https://github.com/symfony/polyfill"
+                    "url": "https://github.com/symfony/polyfill",
+                    "name": "symfony/polyfill"
                 }
             },
             "autoload": {
@@ -3136,16 +3136,16 @@
         },
         {
             "name": "utopia-php/abuse",
-            "version": "0.43.1",
+            "version": "0.43.2",
             "source": {
                 "type": "git",
                 "url": "https://github.com/utopia-php/abuse.git",
-                "reference": "e404c21e8dcf6a310bc83cf1d74e716b105598fa"
+                "reference": "374536b86d8d39066960a7da161d444a099bbc56"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/utopia-php/abuse/zipball/e404c21e8dcf6a310bc83cf1d74e716b105598fa",
-                "reference": "e404c21e8dcf6a310bc83cf1d74e716b105598fa",
+                "url": "https://api.github.com/repos/utopia-php/abuse/zipball/374536b86d8d39066960a7da161d444a099bbc56",
+                "reference": "374536b86d8d39066960a7da161d444a099bbc56",
                 "shasum": ""
             },
             "require": {
@@ -3153,7 +3153,7 @@
                 "ext-pdo": "*",
                 "ext-redis": "*",
                 "php": ">=8.0",
-                "utopia-php/database": "0.53.*"
+                "utopia-php/database": "0.53.200"
             },
             "require-dev": {
                 "laravel/pint": "1.5.*",
@@ -3181,9 +3181,9 @@
             ],
             "support": {
                 "issues": "https://github.com/utopia-php/abuse/issues",
-                "source": "https://github.com/utopia-php/abuse/tree/0.43.1"
+                "source": "https://github.com/utopia-php/abuse/tree/0.43.2"
             },
-            "time": "2024-10-23T04:29:12+00:00"
+            "time": "2024-12-12T19:43:24+00:00"
         },
         {
             "name": "utopia-php/analytics",
@@ -4807,16 +4807,16 @@
     "packages-dev": [
         {
             "name": "appwrite/sdk-generator",
-            "version": "0.39.25",
+            "version": "0.39.26",
             "source": {
                 "type": "git",
                 "url": "https://github.com/appwrite/sdk-generator.git",
-                "reference": "5b5323636a8d75a1c4faaae9728098dd6a6a47d1"
+                "reference": "39768deacb4913f93548c46fa0149c3fadc62d0c"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/appwrite/sdk-generator/zipball/5b5323636a8d75a1c4faaae9728098dd6a6a47d1",
-                "reference": "5b5323636a8d75a1c4faaae9728098dd6a6a47d1",
+                "url": "https://api.github.com/repos/appwrite/sdk-generator/zipball/39768deacb4913f93548c46fa0149c3fadc62d0c",
+                "reference": "39768deacb4913f93548c46fa0149c3fadc62d0c",
                 "shasum": ""
             },
             "require": {
@@ -4852,9 +4852,9 @@
             "description": "Appwrite PHP library for generating API SDKs for multiple programming languages and platforms",
             "support": {
                 "issues": "https://github.com/appwrite/sdk-generator/issues",
-                "source": "https://github.com/appwrite/sdk-generator/tree/0.39.25"
+                "source": "https://github.com/appwrite/sdk-generator/tree/0.39.26"
             },
-            "time": "2024-11-08T10:16:34+00:00"
+            "time": "2024-12-12T10:51:34+00:00"
         },
         {
             "name": "doctrine/annotations",
@@ -7576,16 +7576,16 @@
         },
         {
             "name": "symfony/console",
-            "version": "v7.2.0",
+            "version": "v7.2.1",
             "source": {
                 "type": "git",
                 "url": "https://github.com/symfony/console.git",
-                "reference": "23c8aae6d764e2bae02d2a99f7532a7f6ed619cf"
+                "reference": "fefcc18c0f5d0efe3ab3152f15857298868dc2c3"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/symfony/console/zipball/23c8aae6d764e2bae02d2a99f7532a7f6ed619cf",
-                "reference": "23c8aae6d764e2bae02d2a99f7532a7f6ed619cf",
+                "url": "https://api.github.com/repos/symfony/console/zipball/fefcc18c0f5d0efe3ab3152f15857298868dc2c3",
+                "reference": "fefcc18c0f5d0efe3ab3152f15857298868dc2c3",
                 "shasum": ""
             },
             "require": {
@@ -7649,7 +7649,7 @@
                 "terminal"
             ],
             "support": {
-                "source": "https://github.com/symfony/console/tree/v7.2.0"
+                "source": "https://github.com/symfony/console/tree/v7.2.1"
             },
             "funding": [
                 {
@@ -7665,7 +7665,7 @@
                     "type": "tidelift"
                 }
             ],
-            "time": "2024-11-06T14:24:19+00:00"
+            "time": "2024-12-11T03:49:26+00:00"
         },
         {
             "name": "symfony/filesystem",
diff --git a/src/Appwrite/Platform/Workers/Deletes.php b/src/Appwrite/Platform/Workers/Deletes.php
index e6002bf75f..b1c8c90051 100644
--- a/src/Appwrite/Platform/Workers/Deletes.php
+++ b/src/Appwrite/Platform/Workers/Deletes.php
@@ -8,7 +8,7 @@ use Appwrite\Extend\Exception;
 use Executor\Executor;
 use Throwable;
 use Utopia\Abuse\Abuse;
-use Utopia\Abuse\Adapters\Database\TimeLimit;
+use Utopia\Abuse\Adapters\Redis\TimeLimit;
 use Utopia\Audit\Audit;
 use Utopia\Cache\Adapter\Filesystem;
 use Utopia\Cache\Cache;
@@ -494,8 +494,7 @@ class Deletes extends Action
 
         $projectCollectionIds = [
             ...\array_keys(Config::getParam('collections', [])['projects']),
-            Audit::COLLECTION,
-            TimeLimit::COLLECTION,
+            Audit::COLLECTION
         ];
 
         $limit = \count($projectCollectionIds) + 25;
@@ -712,7 +711,7 @@ class Deletes extends Action
     {
         $projectId = $project->getId();
         $dbForProject = $getProjectDB($project);
-        $timeLimit = new TimeLimit("", 0, 1, $dbForProject);
+        $timeLimit = new TimeLimit("", 0, 1, $cache);
         $abuse = new Abuse($timeLimit);
 
         try {