diff --git a/src/Downloader/Downloader.php b/src/Downloader/Downloader.php
index acc72cf..9ff9bd6 100644
--- a/src/Downloader/Downloader.php
+++ b/src/Downloader/Downloader.php
@@ -13,8 +13,10 @@
 
 namespace RoachPHP\Downloader;
 
+use RoachPHP\Downloader\Middleware\ExceptionMiddlewareInterface;
 use RoachPHP\Events\RequestDropped;
 use RoachPHP\Events\RequestSending;
+use RoachPHP\Exception\Exception;
 use RoachPHP\Http\ClientInterface;
 use RoachPHP\Http\Request;
 use RoachPHP\Http\Response;
@@ -78,14 +80,16 @@ public function prepare(Request $request): void
         $this->requests[] = $event->request;
     }
 
-    public function flush(?callable $callback = null): void
+    public function flush(?callable $onFullfilled = null): void
     {
         $requests = $this->requests;
 
         $this->requests = [];
 
-        $this->client->pool($requests, function (Response $response) use ($callback): void {
-            $this->onResponseReceived($response, $callback);
+        $this->client->pool($requests, function (Response $response) use ($onFullfilled): void {
+            $this->onResponseReceived($response, $onFullfilled);
+        }, function (Exception $exception): void {
+            $this->onExceptionHandled($exception);
         });
     }
 
@@ -103,4 +107,11 @@ private function onResponseReceived(Response $response, ?callable $callback): vo
             $callback($response);
         }
     }
+
+    private function onExceptionHandled(Exception $exception): void
+    {
+        foreach ($this->middleware as $middleware) {
+            $exception = $middleware->handleException($exception);
+        }
+    }
 }
diff --git a/src/Downloader/DownloaderMiddlewareInterface.php b/src/Downloader/DownloaderMiddlewareInterface.php
index bb09173..19b3826 100644
--- a/src/Downloader/DownloaderMiddlewareInterface.php
+++ b/src/Downloader/DownloaderMiddlewareInterface.php
@@ -13,9 +13,13 @@
 
 namespace RoachPHP\Downloader;
 
+use RoachPHP\Downloader\Middleware\ExceptionMiddlewareInterface;
 use RoachPHP\Downloader\Middleware\RequestMiddlewareInterface;
 use RoachPHP\Downloader\Middleware\ResponseMiddlewareInterface;
 
-interface DownloaderMiddlewareInterface extends RequestMiddlewareInterface, ResponseMiddlewareInterface
+interface DownloaderMiddlewareInterface extends
+    RequestMiddlewareInterface,
+    ResponseMiddlewareInterface,
+    ExceptionMiddlewareInterface
 {
 }
diff --git a/src/Downloader/Middleware/DownloaderMiddlewareAdapter.php b/src/Downloader/Middleware/DownloaderMiddlewareAdapter.php
index 0445e4b..f5ceb3e 100644
--- a/src/Downloader/Middleware/DownloaderMiddlewareAdapter.php
+++ b/src/Downloader/Middleware/DownloaderMiddlewareAdapter.php
@@ -14,6 +14,7 @@
 namespace RoachPHP\Downloader\Middleware;
 
 use RoachPHP\Downloader\DownloaderMiddlewareInterface;
+use RoachPHP\Exception\Exception;
 use RoachPHP\Http\Request;
 use RoachPHP\Http\Response;
 
@@ -23,12 +24,12 @@
 final class DownloaderMiddlewareAdapter implements DownloaderMiddlewareInterface
 {
     private function __construct(
-        private RequestMiddlewareInterface | ResponseMiddlewareInterface $middleware,
+        private RequestMiddlewareInterface | ResponseMiddlewareInterface | ExceptionMiddlewareInterface $middleware,
     ) {
     }
 
     public static function fromMiddleware(
-        RequestMiddlewareInterface|ResponseMiddlewareInterface $middleware,
+        RequestMiddlewareInterface|ResponseMiddlewareInterface|ExceptionMiddlewareInterface $middleware,
     ): DownloaderMiddlewareInterface {
         if ($middleware instanceof DownloaderMiddlewareInterface) {
             return $middleware;
@@ -55,6 +56,15 @@ public function handleResponse(Response $response): Response
         return $response;
     }
 
+    public function handleException(Exception $exception): Exception
+    {
+        if ($this->middleware instanceof ExceptionMiddlewareInterface) {
+            return $this->middleware->handleException($exception);
+        }
+
+        return $exception;
+    }
+
     public function configure(array $options): void
     {
         $this->middleware->configure($options);
diff --git a/src/Downloader/Middleware/ExceptionMiddlewareInterface.php b/src/Downloader/Middleware/ExceptionMiddlewareInterface.php
new file mode 100644
index 0000000..5b89f66
--- /dev/null
+++ b/src/Downloader/Middleware/ExceptionMiddlewareInterface.php
@@ -0,0 +1,22 @@
+<?php
+
+declare(strict_types=1);
+
+/**
+ * Copyright (c) 2022 Pavlo Komarov
+ *
+ * For the full copyright and license information, please view
+ * the LICENSE file that was distributed with this source code.
+ *
+ * @see https://github.com/roach-php/roach
+ */
+
+namespace RoachPHP\Downloader\Middleware;
+
+use RoachPHP\Exception\Exception;
+use RoachPHP\Support\ConfigurableInterface;
+
+interface ExceptionMiddlewareInterface extends ConfigurableInterface
+{
+    public function handleException(Exception $exception): Exception;
+}
diff --git a/src/Downloader/Middleware/FakeMiddleware.php b/src/Downloader/Middleware/FakeMiddleware.php
index 847b992..22a7535 100644
--- a/src/Downloader/Middleware/FakeMiddleware.php
+++ b/src/Downloader/Middleware/FakeMiddleware.php
@@ -16,6 +16,7 @@
 use Closure;
 use PHPUnit\Framework\Assert;
 use RoachPHP\Downloader\DownloaderMiddlewareInterface;
+use RoachPHP\Exception\Exception;
 use RoachPHP\Http\Request;
 use RoachPHP\Http\Response;
 use RoachPHP\Support\Configurable;
@@ -36,12 +37,20 @@ final class FakeMiddleware implements DownloaderMiddlewareInterface
      */
     private array $responsesHandled = [];
 
+    /**
+     * @var array|Exception[]
+     */
+    private array $exceptionsHandled = [];
+
     /**
      * @param ?Closure(Request): Request   $requestHandler
      * @param ?Closure(Response): Response $responseHandler
      */
-    public function __construct(private ?Closure $requestHandler = null, private ?Closure $responseHandler = null)
-    {
+    public function __construct(
+        private ?Closure $requestHandler = null,
+        private ?Closure $responseHandler = null,
+        private ?Closure $exceptionHandler = null
+    ) {
     }
 
     public function handleRequest(Request $request): Request
@@ -66,6 +75,17 @@ public function handleResponse(Response $response): Response
         return $response;
     }
 
+    public function handleException(Exception $exception): Exception
+    {
+        $this->exceptionsHandled[] = $exception;
+
+        if (null !== $this->exceptionHandler) {
+            return ($this->exceptionHandler)($exception);
+        }
+
+        return $exception;
+    }
+
     public function assertRequestHandled(Request $request): void
     {
         Assert::assertContains($request, $this->requestsHandled);
diff --git a/src/Downloader/Middleware/RetryMiddleware.php b/src/Downloader/Middleware/RetryMiddleware.php
new file mode 100644
index 0000000..5e66392
--- /dev/null
+++ b/src/Downloader/Middleware/RetryMiddleware.php
@@ -0,0 +1,78 @@
+<?php
+
+declare(strict_types=1);
+
+/**
+ * Copyright (c) 2022 Pavlo Komarov
+ *
+ * For the full copyright and license information, please view
+ * the LICENSE file that was distributed with this source code.
+ *
+ * @see https://github.com/roach-php/roach
+ */
+
+namespace RoachPHP\Downloader\Middleware;
+
+use JetBrains\PhpStorm\ArrayShape;
+use RoachPHP\Events\RequestDropped;
+use RoachPHP\Events\RequestScheduling;
+use RoachPHP\Exception\Exception;
+use RoachPHP\Http\Request;
+use RoachPHP\Scheduling\RequestSchedulerInterface;
+use RoachPHP\Support\Configurable;
+use Symfony\Component\EventDispatcher\EventDispatcherInterface;
+
+class RetryMiddleware implements ExceptionMiddlewareInterface, RequestMiddlewareInterface
+{
+    use Configurable;
+
+    private RequestSchedulerInterface $requestScheduler;
+    private EventDispatcherInterface $eventDispatcher;
+
+    public function __construct(RequestSchedulerInterface $requestScheduler, EventDispatcherInterface $eventDispatcher)
+    {
+        $this->requestScheduler = $requestScheduler;
+        $this->eventDispatcher = $eventDispatcher;
+    }
+
+    public function handleRequest(Request $request): Request
+    {
+        return $request->withMeta('max_retries', $this->option('max_retries'));
+    }
+
+
+    public function handleException(Exception $exception): Exception
+    {
+        $request = $exception->getRequest();
+
+        $retries = $request->getMeta('retries', 0);
+        if ($retries < $request->getMeta('max_retries')) {
+            $request = $request->withMeta('retries', ++$retries);
+            $this->eventDispatcher->dispatch(
+                new RequestScheduling($request),
+                RequestScheduling::NAME,
+            );
+
+            if ($request->wasDropped()) {
+                $this->eventDispatcher->dispatch(
+                    new RequestDropped($request),
+                    RequestDropped::NAME,
+                );
+
+                return $exception;
+            }
+
+            $this->requestScheduler->schedule($request);
+        }
+
+        return $exception;
+    }
+
+    #[ArrayShape(['max_retries' => "int"])]
+    private function defaultOptions(): array
+    {
+        return [
+            'max_retries' => 5,
+        ];
+    }
+}
diff --git a/src/Exception/Exception.php b/src/Exception/Exception.php
new file mode 100644
index 0000000..713af6f
--- /dev/null
+++ b/src/Exception/Exception.php
@@ -0,0 +1,39 @@
+<?php
+
+declare(strict_types=1);
+
+/**
+ * Copyright (c) 2022 Pavlo Komarov
+ *
+ * For the full copyright and license information, please view
+ * the LICENSE file that was distributed with this source code.
+ *
+ * @see https://github.com/roach-php/roach
+ */
+
+namespace RoachPHP\Exception;
+
+use RoachPHP\Http\Request;
+
+class Exception extends \Exception
+{
+    private Request $request;
+
+    public function __construct(Request $request, string $message = "", int $code = 0, ?\Throwable $previous = null)
+    {
+        parent::__construct($message, $code, $previous);
+        $this->request = $request;
+    }
+
+    public function getRequest(): Request
+    {
+        return $this->request;
+    }
+
+    public function setRequest(Request $request): static
+    {
+        $this->request = $request;
+
+        return $this;
+    }
+}
diff --git a/src/Http/Client.php b/src/Http/Client.php
index 9d6cdc9..9db4f8e 100644
--- a/src/Http/Client.php
+++ b/src/Http/Client.php
@@ -15,8 +15,10 @@
 
 use Generator;
 use GuzzleHttp\Client as GuzzleClient;
+use GuzzleHttp\Exception\GuzzleException;
 use GuzzleHttp\Pool;
 use Psr\Http\Message\ResponseInterface;
+use RoachPHP\Exception\Exception;
 
 final class Client implements ClientInterface
 {
@@ -30,14 +32,22 @@ public function __construct(?GuzzleClient $client = null)
     /**
      * @param Request[] $requests
      */
-    public function pool(array $requests, ?callable $onFulfilled = null): void
+    public function pool(array $requests, ?callable $onFulfilled = null, ?callable $onRejected = null): void
     {
         $makeRequests = function () use ($requests): Generator {
             foreach ($requests as $request) {
                 yield function () use ($request) {
                     return $this->client
                         ->sendAsync($request->getPsrRequest(), $request->getOptions())
-                        ->then(static fn (ResponseInterface $response) => new Response($response, $request));
+                        ->then(
+                            static fn (ResponseInterface $response) => new Response($response, $request),
+                            static fn (GuzzleException $e) => throw new Exception(
+                                $request,
+                                $e->getMessage(),
+                                $e->getCode(),
+                                $e
+                            ),
+                        );
                 };
             }
         };
@@ -45,6 +55,7 @@ public function pool(array $requests, ?callable $onFulfilled = null): void
         $pool = new Pool($this->client, $makeRequests(), [
             'concurrency' => 0,
             'fulfilled' => $onFulfilled,
+            'rejected'  => $onRejected,
         ]);
 
         $pool->promise()->wait();
diff --git a/src/Http/ClientInterface.php b/src/Http/ClientInterface.php
index 6ab86b2..c91d9ed 100644
--- a/src/Http/ClientInterface.php
+++ b/src/Http/ClientInterface.php
@@ -18,6 +18,7 @@ interface ClientInterface
     /**
      * @param Request[]                 $requests
      * @param ?callable(Response): void $onFulfilled
+     * @param ?callable(Response): void $onRejected
      */
-    public function pool(array $requests, ?callable $onFulfilled = null): void;
+    public function pool(array $requests, ?callable $onFulfilled = null, ?callable $onRejected = null): void;
 }
diff --git a/src/Http/FakeClient.php b/src/Http/FakeClient.php
index 9edd642..8c06872 100644
--- a/src/Http/FakeClient.php
+++ b/src/Http/FakeClient.php
@@ -26,7 +26,7 @@ final class FakeClient implements ClientInterface
      */
     private array $sentRequestUrls = [];
 
-    public function pool(array $requests, ?callable $onFulfilled = null): void
+    public function pool(array $requests, ?callable $onFulfilled = null, ?callable $onRejected = null): void
     {
         foreach ($requests as $request) {
             $this->sentRequestUrls[] = $request->getUri();
diff --git a/src/Roach.php b/src/Roach.php
index c9b871c..8893d95 100644
--- a/src/Roach.php
+++ b/src/Roach.php
@@ -70,7 +70,7 @@ private static function defaultContainer(): ContainerInterface
         $container->share(EventDispatcher::class, EventDispatcher::class);
         $container->share(EventDispatcherInterface::class, EventDispatcher::class);
         $container->add(ClockInterface::class, SystemClock::class);
-        $container->add(
+        $container->share(
             RequestSchedulerInterface::class,
             /** @psalm-suppress MixedReturnStatement, MixedInferredReturnType */
             static fn (): RequestSchedulerInterface => $container->get(ArrayRequestScheduler::class),
diff --git a/tests/Downloader/DownloaderMiddlewareAdapterTest.php b/tests/Downloader/DownloaderMiddlewareAdapterTest.php
index a79914e..29b8af8 100644
--- a/tests/Downloader/DownloaderMiddlewareAdapterTest.php
+++ b/tests/Downloader/DownloaderMiddlewareAdapterTest.php
@@ -19,6 +19,7 @@
 use RoachPHP\Downloader\Middleware\DownloaderMiddlewareAdapter;
 use RoachPHP\Downloader\Middleware\RequestMiddlewareInterface;
 use RoachPHP\Downloader\Middleware\ResponseMiddlewareInterface;
+use RoachPHP\Exception\Exception;
 use RoachPHP\Http\Request;
 use RoachPHP\Http\Response;
 use RoachPHP\Support\Configurable;
@@ -45,6 +46,11 @@ public function handleResponse(Response $response): Response
             {
                 return $response;
             }
+
+            public function handleException(Exception $exception): Exception
+            {
+                return $exception;
+            }
         };
 
         $class = DownloaderMiddlewareAdapter::fromMiddleware($middleware);