diff --git a/README.md b/README.md
index 3b06872..283ca7a 100644
--- a/README.md
+++ b/README.md
@@ -188,6 +188,7 @@ Currently, the following attribute types are supported by this package:
 - `pim_catalog_boolean`
 - `pim_catalog_price_collection`
 - `pim_catalog_simpleselect`
+- `pim_catalog_multiselect`
 
 ## Commands
 
diff --git a/src/Actions/Product/SaveProduct.php b/src/Actions/Product/SaveProduct.php
index 19028f9..669f386 100644
--- a/src/Actions/Product/SaveProduct.php
+++ b/src/Actions/Product/SaveProduct.php
@@ -33,6 +33,7 @@ public function save(ProductData $productData): void
             $product->update = $product->isDirty(['checksum']);
         }
 
+        $product->resetFailures();
         $product->save();
     }
 
diff --git a/src/Actions/Product/UpdateProduct.php b/src/Actions/Product/UpdateProduct.php
index 3b64b41..edb16ea 100644
--- a/src/Actions/Product/UpdateProduct.php
+++ b/src/Actions/Product/UpdateProduct.php
@@ -20,6 +20,7 @@ public function update(Product $product): void
         $product->update = false;
         $product->fail_count = 0;
         $product->failed_at = null;
+        $product->resetFailures();
         $product->save();
     }
 
diff --git a/src/Actions/ProductModel/SaveProductModel.php b/src/Actions/ProductModel/SaveProductModel.php
index efda575..a1f8140 100644
--- a/src/Actions/ProductModel/SaveProductModel.php
+++ b/src/Actions/ProductModel/SaveProductModel.php
@@ -33,6 +33,7 @@ public function save(ProductModelData $productModelData): void
             $productModel->update = $productModel->isDirty(['checksum']);
         }
 
+        $productModel->resetFailures();
         $productModel->save();
     }
 
diff --git a/src/Actions/ProductModel/UpdateProductModel.php b/src/Actions/ProductModel/UpdateProductModel.php
index f37c6b4..95e83b6 100644
--- a/src/Actions/ProductModel/UpdateProductModel.php
+++ b/src/Actions/ProductModel/UpdateProductModel.php
@@ -22,8 +22,7 @@ public function update(ProductModel $productModel): void
 
         $productModel->modified_at = now();
         $productModel->update = false;
-        $productModel->fail_count = 0;
-        $productModel->failed_at = null;
+        $productModel->resetFailures();
         $productModel->save();
     }
 
diff --git a/src/Akeneo/Types/NumberType.php b/src/Akeneo/Types/NumberType.php
index 6cb92a5..e5dc4f3 100644
--- a/src/Akeneo/Types/NumberType.php
+++ b/src/Akeneo/Types/NumberType.php
@@ -14,7 +14,7 @@ class NumberType extends BaseType
     public function format(AttributeData $attributeData, mixed $value): float|int
     {
         if (! is_numeric($value)) {
-            throw new InvalidValueException('The given value is not numeric');
+            throw new InvalidValueException($attributeData->code(), $value);
         }
 
         return $attributeData['decimals_allowed']
diff --git a/src/Akeneo/Types/PriceCollectionType.php b/src/Akeneo/Types/PriceCollectionType.php
index 9bd693a..956fe78 100644
--- a/src/Akeneo/Types/PriceCollectionType.php
+++ b/src/Akeneo/Types/PriceCollectionType.php
@@ -25,9 +25,7 @@ public function format(AttributeData $attributeData, mixed $value): array
         }
 
         if (! isset($amount) || ! isset($currency)) {
-            throw new InvalidValueException(
-                'Value is not valid for the price collection type. Got value: '.var_export($value, true)
-            );
+            throw new InvalidValueException($attributeData->code(), $value);
         }
 
         return [
diff --git a/src/Exceptions/InvalidValueException.php b/src/Exceptions/InvalidValueException.php
index 3d96ede..7de8606 100644
--- a/src/Exceptions/InvalidValueException.php
+++ b/src/Exceptions/InvalidValueException.php
@@ -6,5 +6,8 @@
 
 class InvalidValueException extends Exception
 {
-    //
+    public function __construct(string $attribute, mixed $value)
+    {
+        parent::__construct('The given value "'.var_export($value, true).'" for attribute "'.$attribute.'" is invalid.');
+    }
 }
diff --git a/src/Jobs/Product/RetrieveProductJob.php b/src/Jobs/Product/RetrieveProductJob.php
index 2572062..9bf2e58 100644
--- a/src/Jobs/Product/RetrieveProductJob.php
+++ b/src/Jobs/Product/RetrieveProductJob.php
@@ -8,6 +8,9 @@
 use Illuminate\Foundation\Bus\Dispatchable;
 use Illuminate\Queue\InteractsWithQueue;
 use JustBetter\AkeneoProducts\Contracts\Product\RetrievesProduct;
+use JustBetter\AkeneoProducts\Models\Product;
+use Spatie\Activitylog\ActivityLogger;
+use Throwable;
 
 class RetrieveProductJob implements ShouldBeUnique, ShouldQueue
 {
@@ -37,4 +40,19 @@ public function tags(): array
             $this->identifier,
         ];
     }
+
+    public function failed(Throwable $throwable): void
+    {
+        /** @var ?Product $model */
+        $model = Product::query()->firstWhere('identifier', '=', $this->identifier);
+
+        $model?->failed();
+
+        activity()
+            ->when($model, function (ActivityLogger $logger, Product $product): ActivityLogger {
+                return $logger->on($product);
+            })
+            ->useLog('error')
+            ->log('Failed to retrieve the product: '.$throwable->getMessage());
+    }
 }
diff --git a/src/Jobs/Product/SaveProductJob.php b/src/Jobs/Product/SaveProductJob.php
index 214478c..0327bc8 100644
--- a/src/Jobs/Product/SaveProductJob.php
+++ b/src/Jobs/Product/SaveProductJob.php
@@ -9,6 +9,9 @@
 use Illuminate\Queue\InteractsWithQueue;
 use JustBetter\AkeneoProducts\Contracts\Product\SavesProduct;
 use JustBetter\AkeneoProducts\Data\ProductData;
+use JustBetter\AkeneoProducts\Models\Product;
+use Spatie\Activitylog\ActivityLogger;
+use Throwable;
 
 class SaveProductJob implements ShouldBeUnique, ShouldQueue
 {
@@ -38,4 +41,22 @@ public function tags(): array
             $this->productData->identifier(),
         ];
     }
+
+    public function failed(Throwable $throwable): void
+    {
+        /** @var ?Product $model */
+        $model = Product::query()->firstWhere('identifier', '=', $this->productData->identifier());
+
+        $model?->failed();
+
+        activity()
+            ->when($model, function (ActivityLogger $logger, Product $product): ActivityLogger {
+                return $logger->on($product);
+            })
+            ->useLog('error')
+            ->withProperties([
+                'data' => $this->productData->toArray(),
+            ])
+            ->log('Failed to save the product data: '.$throwable->getMessage());
+    }
 }
diff --git a/src/Jobs/Product/UpdateProductJob.php b/src/Jobs/Product/UpdateProductJob.php
index 9af2cea..99685be 100644
--- a/src/Jobs/Product/UpdateProductJob.php
+++ b/src/Jobs/Product/UpdateProductJob.php
@@ -50,9 +50,8 @@ public function failed(Throwable $throwable): void
             ->on($this->product)
             ->useLog('error')
             ->withProperties([
-                'message' => $throwable->getMessage(),
                 'code' => $throwable->getCode(),
             ])
-            ->log('Failed to update product in Akeneo');
+            ->log('Failed to update product in Akeneo: '.$throwable->getMessage());
     }
 }
diff --git a/src/Jobs/ProductModel/RetrieveProductModelJob.php b/src/Jobs/ProductModel/RetrieveProductModelJob.php
index 7ff5d86..9edb829 100644
--- a/src/Jobs/ProductModel/RetrieveProductModelJob.php
+++ b/src/Jobs/ProductModel/RetrieveProductModelJob.php
@@ -8,6 +8,9 @@
 use Illuminate\Foundation\Bus\Dispatchable;
 use Illuminate\Queue\InteractsWithQueue;
 use JustBetter\AkeneoProducts\Contracts\ProductModel\RetrievesProductModel;
+use JustBetter\AkeneoProducts\Models\ProductModel;
+use Spatie\Activitylog\ActivityLogger;
+use Throwable;
 
 class RetrieveProductModelJob implements ShouldBeUnique, ShouldQueue
 {
@@ -37,4 +40,19 @@ public function tags(): array
             $this->code,
         ];
     }
+
+    public function failed(Throwable $throwable): void
+    {
+        /** @var ?ProductModel $model */
+        $model = ProductModel::query()->firstWhere('code', '=', $this->code);
+
+        $model?->failed();
+
+        activity()
+            ->when($model, function (ActivityLogger $logger, ProductModel $productModel): ActivityLogger {
+                return $logger->on($productModel);
+            })
+            ->useLog('error')
+            ->log('Failed to retrieve the productmodel: '.$throwable->getMessage());
+    }
 }
diff --git a/src/Jobs/ProductModel/SaveProductModelJob.php b/src/Jobs/ProductModel/SaveProductModelJob.php
index c40aa16..43fd373 100644
--- a/src/Jobs/ProductModel/SaveProductModelJob.php
+++ b/src/Jobs/ProductModel/SaveProductModelJob.php
@@ -9,6 +9,9 @@
 use Illuminate\Queue\InteractsWithQueue;
 use JustBetter\AkeneoProducts\Contracts\ProductModel\SavesProductModel;
 use JustBetter\AkeneoProducts\Data\ProductModelData;
+use JustBetter\AkeneoProducts\Models\ProductModel;
+use Spatie\Activitylog\ActivityLogger;
+use Throwable;
 
 class SaveProductModelJob implements ShouldBeUnique, ShouldQueue
 {
@@ -38,4 +41,19 @@ public function tags(): array
             $this->productModelData->code(),
         ];
     }
+
+    public function failed(Throwable $throwable): void
+    {
+        /** @var ?ProductModel $model */
+        $model = ProductModel::query()->firstWhere('code', '=', $this->productModelData->code());
+
+        $model?->failed();
+
+        activity()
+            ->when($model, function (ActivityLogger $logger, ProductModel $productModel): ActivityLogger {
+                return $logger->on($productModel);
+            })
+            ->useLog('error')
+            ->log('Failed to save the productmodel: '.$throwable->getMessage());
+    }
 }
diff --git a/src/Models/Product.php b/src/Models/Product.php
index 337fca4..6d16b7b 100644
--- a/src/Models/Product.php
+++ b/src/Models/Product.php
@@ -7,6 +7,8 @@
 use Illuminate\Database\Eloquent\SoftDeletes;
 use Illuminate\Support\Carbon;
 use JustBetter\AkeneoProducts\Retrievers\Product\BaseProductRetriever;
+use Spatie\Activitylog\LogOptions;
+use Spatie\Activitylog\Traits\LogsActivity;
 
 /**
  * @property int $id
@@ -26,6 +28,7 @@
  */
 class Product extends Model
 {
+    use LogsActivity;
     use SoftDeletes;
 
     protected $table = 'akeneo_products';
@@ -69,4 +72,19 @@ public function failed(): void
 
         $this->save();
     }
+
+    public function resetFailures(): void
+    {
+        $this->synchronize = true;
+        $this->fail_count = 0;
+        $this->failed_at = null;
+    }
+
+    public function getActivitylogOptions(): LogOptions
+    {
+        return LogOptions::defaults()
+            ->logOnlyDirty()
+            ->dontSubmitEmptyLogs()
+            ->logOnly(['data']);
+    }
 }
diff --git a/src/Models/ProductModel.php b/src/Models/ProductModel.php
index c213d60..551563c 100644
--- a/src/Models/ProductModel.php
+++ b/src/Models/ProductModel.php
@@ -7,6 +7,8 @@
 use Illuminate\Database\Eloquent\SoftDeletes;
 use Illuminate\Support\Carbon;
 use JustBetter\AkeneoProducts\Retrievers\ProductModel\BaseProductModelRetriever;
+use Spatie\Activitylog\LogOptions;
+use Spatie\Activitylog\Traits\LogsActivity;
 
 /**
  * @property int $id
@@ -26,6 +28,7 @@
  */
 class ProductModel extends Model
 {
+    use LogsActivity;
     use SoftDeletes;
 
     protected $table = 'akeneo_product_models';
@@ -69,4 +72,19 @@ public function failed(): void
 
         $this->save();
     }
+
+    public function resetFailures(): void
+    {
+        $this->synchronize = true;
+        $this->fail_count = 0;
+        $this->failed_at = null;
+    }
+
+    public function getActivitylogOptions(): LogOptions
+    {
+        return LogOptions::defaults()
+            ->logOnlyDirty()
+            ->dontSubmitEmptyLogs()
+            ->logOnly(['data']);
+    }
 }
diff --git a/tests/Jobs/Product/RetrieveProductJobTest.php b/tests/Jobs/Product/RetrieveProductJobTest.php
index c194337..ec4f65a 100644
--- a/tests/Jobs/Product/RetrieveProductJobTest.php
+++ b/tests/Jobs/Product/RetrieveProductJobTest.php
@@ -2,8 +2,10 @@
 
 namespace JustBetter\AkeneoProducts\Tests\Jobs\Product;
 
+use Exception;
 use JustBetter\AkeneoProducts\Contracts\Product\RetrievesProduct;
 use JustBetter\AkeneoProducts\Jobs\Product\RetrieveProductJob;
+use JustBetter\AkeneoProducts\Models\Product;
 use JustBetter\AkeneoProducts\Tests\TestCase;
 use Mockery\MockInterface;
 use PHPUnit\Framework\Attributes\Test;
@@ -32,4 +34,30 @@ public function it_has_correct_tags_and_unique_id(): void
         $this->assertEquals(['identifier'], $job->tags());
         $this->assertEquals('identifier', $job->uniqueId());
     }
+
+    #[Test]
+    public function it_can_fail(): void
+    {
+        /** @var Product $product */
+        $product = Product::query()->create([
+            'identifier' => 'identifier',
+            'data' => [],
+        ]);
+
+        $job = new RetrieveProductJob('identifier');
+        $job->failed(new Exception);
+
+        $product->refresh();
+
+        $this->assertNotNull($product->failed_at);
+    }
+
+    #[Test]
+    public function it_can_fail_without_product_model(): void
+    {
+        $job = new RetrieveProductJob('identifier');
+        $job->failed(new Exception);
+
+        $this->assertTrue(true, 'No exception thrown');
+    }
 }
diff --git a/tests/Jobs/Product/SaveProductJobTest.php b/tests/Jobs/Product/SaveProductJobTest.php
index f38bfbc..545b5f3 100644
--- a/tests/Jobs/Product/SaveProductJobTest.php
+++ b/tests/Jobs/Product/SaveProductJobTest.php
@@ -2,9 +2,11 @@
 
 namespace JustBetter\AkeneoProducts\Tests\Jobs\Product;
 
+use Exception;
 use JustBetter\AkeneoProducts\Contracts\Product\SavesProduct;
 use JustBetter\AkeneoProducts\Data\ProductData;
 use JustBetter\AkeneoProducts\Jobs\Product\SaveProductJob;
+use JustBetter\AkeneoProducts\Models\Product;
 use JustBetter\AkeneoProducts\Tests\TestCase;
 use Mockery\MockInterface;
 use PHPUnit\Framework\Attributes\Test;
@@ -58,4 +60,56 @@ public function it_has_correct_tags_and_unique_id(): void
         $this->assertEquals(['identifier'], $job->tags());
         $this->assertEquals('identifier', $job->uniqueId());
     }
+
+    #[Test]
+    public function it_can_fail(): void
+    {
+        /** @var Product $product */
+        $product = Product::query()->create([
+            'identifier' => 'identifier',
+            'data' => [],
+        ]);
+
+        $productData = ProductData::of([
+            'identifier' => 'identifier',
+            'values' => [
+                'name' => [
+                    [
+                        'locale' => 'nl_NL',
+                        'scope' => 'ecommerce',
+                        'data' => 'Ziggy',
+                    ],
+                ],
+            ],
+        ]);
+
+        $job = new SaveProductJob($productData);
+        $job->failed(new Exception);
+
+        $product->refresh();
+
+        $this->assertNotNull($product->failed_at);
+    }
+
+    #[Test]
+    public function it_can_fail_without_product_model(): void
+    {
+        $productData = ProductData::of([
+            'identifier' => 'identifier',
+            'values' => [
+                'name' => [
+                    [
+                        'locale' => 'nl_NL',
+                        'scope' => 'ecommerce',
+                        'data' => 'Ziggy',
+                    ],
+                ],
+            ],
+        ]);
+
+        $job = new SaveProductJob($productData);
+        $job->failed(new Exception);
+
+        $this->assertTrue(true, 'No exception thrown');
+    }
 }
diff --git a/tests/Jobs/ProductModel/RetrieveProductModelJobTest.php b/tests/Jobs/ProductModel/RetrieveProductModelJobTest.php
index 9e58588..8f9cdab 100644
--- a/tests/Jobs/ProductModel/RetrieveProductModelJobTest.php
+++ b/tests/Jobs/ProductModel/RetrieveProductModelJobTest.php
@@ -2,8 +2,10 @@
 
 namespace JustBetter\AkeneoProducts\Tests\Jobs\ProductModel;
 
+use Exception;
 use JustBetter\AkeneoProducts\Contracts\ProductModel\RetrievesProductModel;
 use JustBetter\AkeneoProducts\Jobs\ProductModel\RetrieveProductModelJob;
+use JustBetter\AkeneoProducts\Models\ProductModel;
 use JustBetter\AkeneoProducts\Tests\TestCase;
 use Mockery\MockInterface;
 use PHPUnit\Framework\Attributes\Test;
@@ -32,4 +34,30 @@ public function it_has_correct_tags_and_unique_id(): void
         $this->assertEquals(['code'], $job->tags());
         $this->assertEquals('code', $job->uniqueId());
     }
+
+    #[Test]
+    public function it_can_fail(): void
+    {
+        /** @var ProductModel $productModel */
+        $productModel = ProductModel::query()->create([
+            'code' => 'code',
+            'data' => [],
+        ]);
+
+        $job = new RetrieveProductModelJob('code');
+        $job->failed(new Exception);
+
+        $productModel->refresh();
+
+        $this->assertNotNull($productModel->failed_at);
+    }
+
+    #[Test]
+    public function it_can_fail_without_product_model(): void
+    {
+        $job = new RetrieveProductModelJob('code');
+        $job->failed(new Exception);
+
+        $this->assertTrue(true, 'No exception thrown');
+    }
 }
diff --git a/tests/Jobs/ProductModel/SaveProductModelJobTest.php b/tests/Jobs/ProductModel/SaveProductModelJobTest.php
index a462629..840c2cd 100644
--- a/tests/Jobs/ProductModel/SaveProductModelJobTest.php
+++ b/tests/Jobs/ProductModel/SaveProductModelJobTest.php
@@ -2,9 +2,11 @@
 
 namespace JustBetter\AkeneoProducts\Tests\Jobs\ProductModel;
 
+use Exception;
 use JustBetter\AkeneoProducts\Contracts\ProductModel\SavesProductModel;
 use JustBetter\AkeneoProducts\Data\ProductModelData;
 use JustBetter\AkeneoProducts\Jobs\ProductModel\SaveProductModelJob;
+use JustBetter\AkeneoProducts\Models\ProductModel;
 use JustBetter\AkeneoProducts\Tests\TestCase;
 use Mockery\MockInterface;
 use PHPUnit\Framework\Attributes\Test;
@@ -58,4 +60,56 @@ public function it_has_correct_tags_and_unique_id(): void
         $this->assertEquals(['code'], $job->tags());
         $this->assertEquals('code', $job->uniqueId());
     }
+
+    #[Test]
+    public function it_can_fail(): void
+    {
+        /** @var ProductModel $product */
+        $product = ProductModel::query()->create([
+            'code' => 'code',
+            'data' => [],
+        ]);
+
+        $productModelData = ProductModelData::of([
+            'code' => 'code',
+            'values' => [
+                'name' => [
+                    [
+                        'locale' => 'nl_NL',
+                        'scope' => 'ecommerce',
+                        'data' => 'Ziggy',
+                    ],
+                ],
+            ],
+        ]);
+
+        $job = new SaveProductModelJob($productModelData);
+        $job->failed(new Exception);
+
+        $product->refresh();
+
+        $this->assertNotNull($product->failed_at);
+    }
+
+    #[Test]
+    public function it_can_fail_without_product_model(): void
+    {
+        $productModelData = ProductModelData::of([
+            'code' => 'code',
+            'values' => [
+                'name' => [
+                    [
+                        'locale' => 'nl_NL',
+                        'scope' => 'ecommerce',
+                        'data' => 'Ziggy',
+                    ],
+                ],
+            ],
+        ]);
+
+        $job = new SaveProductModelJob($productModelData);
+        $job->failed(new Exception);
+
+        $this->assertTrue(true, 'No exception thrown');
+    }
 }