scalable advertising systems

In 2026, working with Google Ads has truly become an engineering task. Moderation algorithms, anti-fraud systems, and Google’s machine learning models analyze not only creatives and landing pages, but the entire advertiser infrastructure: account history, payment discipline, IP environment, and behavioral patterns inside the interface. If scaling once meant simply increasing budgets and duplicating funnels,…