Ship production optimization M1-M12.5A: queues, metrics, HTTP observability, and vector search reliability.

Keep similar-ai from tripping the global circuit on a lone URL 502, clamp Qdrant search to 100, and add Server-Timing plus slow-request logging. Studio shared props, Academy S3 exists caching, heat chunking, and Redis/scheduler hygiene stay in this rollout.

app/Services/Studio/CreatorStudioOverviewService.php

@@ -8,6 +8,7 @@ use App\Models\CollectionComment;
 use App\Models\NovaCardComment;
 use App\Models\StoryComment;
 use App\Models\User;
+use App\Services\Metrics\ArtworkHourlySnapshotWindow;
 use App\Support\AvatarUrl;
 use Illuminate\Support\Facades\DB;
 
@@ -21,6 +22,7 @@ final class CreatorStudioOverviewService
         private readonly CreatorStudioPreferenceService $preferences,
         private readonly CreatorStudioChallengeService $challenges,
         private readonly CreatorStudioGrowthService $growth,
+        private readonly ArtworkHourlySnapshotWindow $snapshotWindow,
     ) {
     }
 
@@ -32,15 +34,24 @@ final class CreatorStudioOverviewService
         $challengeData = $this->challenges->build($user);
         $growthData = $this->growth->build($user, $preferences['analytics_range_days']);
         $featuredContent = $this->content->selectedItems($user, $preferences['featured_content']);
+        $window = $this->snapshotWindow->userWindow((int) $user->id, 30);
 
         return [
             'kpis' => [
                 'total_content' => $analytics['totals']['content_count'],
-                'views_30d' => $analytics['totals']['views'],
-                'appreciation_30d' => $analytics['totals']['appreciation'],
-                'shares_30d' => $analytics['totals']['shares'],
-                'comments_30d' => $analytics['totals']['comments'],
+                'views_30d' => $window['views'],
+                'appreciation_30d' => $window['favourites'],
+                'shares_30d' => $window['shares'],
+                'comments_30d' => $window['comments'],
                 'followers' => $analytics['totals']['followers'],
+                'snapshot_window' => [
+                    'requested_days' => $window['requested_days'],
+                    'table_coverage_days' => $window['table_coverage_days'],
+                    'user_coverage_days' => $window['user_coverage_days'],
+                    'window_complete' => $window['window_complete'],
+                    'oldest_bucket' => $window['oldest_bucket'],
+                    'newest_bucket' => $window['newest_bucket'],
+                ],
             ],
             'module_summaries' => $moduleSummaries,
             'quick_create' => $this->content->quickCreate(),