Secure Meta Business Manager & Server-Side Tracking Architecture
Built a redundant and secure Meta Business Manager (BM) infrastructure combined with Server-Side Conversion API (CAPI) via Google Tag Manager (GTM). By separating the data/asset ownership (Master BM) from the advertising execution (Agency BM), we eliminated the risk of losing pixel data and custom audiences due to unexpected ad account bans.
Key features:
Designed a Partner-Sharing architecture to isolate data sources from daily media buying activities safely.
Implemented dual-layer tracking with Meta Pixel (Browser-side) and Conversions API (Server-side via GTM/Stape.io) to ensure maximum deduplication and event match quality.
Prevented data loss from ad blockers, securing stable reporting for scaling campaigns.
Architected and deployed a full production B2B SaaS platform for restaurants, bars, and hospitality businesses with active daily operations and paying subscribers.
Key Engineering & Product Highlights:
• Integrated AI Operations Assistant: In-app conversational assistant powered by Google Gemini API, allowing restaurant managers to query sales velocity, stock anomalies, and daily operational metrics in real-time.
• Granular Inventory Engine: Real-time ingredient tracking down to the gram/milliliter linked directly to recipe consumption upon checkout.
• Real-Time Kitchen Sync: Bi-directional WebSocket events keeping order queues synchronized across multiple kitchen stations with zero page reloads.
• Multi-Branch & Multi-Tenant: Robust tenant data isolation, custom role-based permissions (Cashier, Waiter, Kitchen, Admin), and multi-location management.
I'm not a professional video editor & this is my first time trying video generation and editing like this.
But I tried my best to make it good.
Spent 7 hours on it, and this is the result. 😍
What do you think? Would love your feedback!
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