diff --git a/modules/EcommerceFinance/Repositories/ThirdPartyWarehouseStorageMirrorRepository.php b/modules/EcommerceFinance/Repositories/ThirdPartyWarehouseStorageMirrorRepository.php
index 48ff2aa6..25eed583 100644
--- a/modules/EcommerceFinance/Repositories/ThirdPartyWarehouseStorageMirrorRepository.php
+++ b/modules/EcommerceFinance/Repositories/ThirdPartyWarehouseStorageMirrorRepository.php
@@ -268,6 +268,7 @@ class ThirdPartyWarehouseStorageMirrorRepository
             ->select('wms_co_id')->selectRaw('MAX(Id) AS Id');
         $inventoryPairs = $this->connection->table(self::INVENTORY_TABLE)
             ->where('generation', $inventoryGeneration)
+            ->where('qty', '!=', 0)
             ->whereNotNull('sku_code')->where('sku_code', '!=', '')
             ->select(['wms_co_id', 'sku_code']);
         $candidates = $this->connection->query()->fromSub($inventoryPairs, 'pairs')
@@ -334,14 +335,8 @@ class ThirdPartyWarehouseStorageMirrorRepository
         $movements = $this->confirmedMovements($headerGeneration, $itemGeneration, null)
             ->where('h.occurred_at', '>=', $rangeStart)
             ->where('h.occurred_at', '<', $rangeEnd)
-            ->where(function (Builder $pairs) use ($pairRows): void {
-                foreach ($pairRows as $pair) {
-                    $pairs->orWhere(function (Builder $candidate) use ($pair): void {
-                        $candidate->where('h.wms_co_id', (int) $pair->wms_co_id)
-                            ->where('i.sku_code', (string) $pair->sku_code);
-                    });
-                }
-            })
+            ->whereIn('h.wms_co_id', $pairRows->pluck('wms_co_id')->unique()->values()->all())
+            ->whereIn('i.sku_code', $pairRows->pluck('sku_code')->unique()->values()->all())
             ->select([
                 'h.wms_co_id', 'h.io_type', 'h.occurred_at', 'i.sku_code',
                 'i.qty as movement_qty', 'i.qty_type as movement_qty_type',
diff --git a/tests/Unit/EcommerceFinance/ThirdPartyWarehouseStorageMirrorRepositoryTest.php b/tests/Unit/EcommerceFinance/ThirdPartyWarehouseStorageMirrorRepositoryTest.php
index 77c55abd..e86968a4 100644
--- a/tests/Unit/EcommerceFinance/ThirdPartyWarehouseStorageMirrorRepositoryTest.php
+++ b/tests/Unit/EcommerceFinance/ThirdPartyWarehouseStorageMirrorRepositoryTest.php
@@ -194,6 +194,25 @@ class ThirdPartyWarehouseStorageMirrorRepositoryTest extends TestCase
         $this->assertSame(-20.0, (float) $result['data'][0]->sales_out);
     }
 
+    public function test_inventory_report_excludes_zero_only_dirty_product_codes(): void
+    {
+        $this->markReady();
+        $this->insertInventory('SKU-STOCK', 2, '2026-09-01 00:00:00');
+        $this->insertInventory('【商品描述不是商品编码】', 0, '2026-09-01 00:00:00');
+
+        $result = $this->repository->paginateMonthlyInventoryReport([
+            'month' => '2026-08',
+            'product_code' => '',
+            'warehouse_provider' => '',
+            'category' => '',
+        ], 1, 25);
+        $codes = collect($result['data'])->pluck('product_code')->all();
+
+        $this->assertSame(1, $result['total']);
+        $this->assertSame(['SKU-STOCK'], $codes);
+        $this->assertNotContains('【商品描述不是商品编码】', $codes);
+    }
+
     public function test_third_party_page_remains_ready_when_only_the_all_warehouse_dimension_is_missing(): void
     {
         $this->markReady();