Engineering guides, architecture patterns, and production implementations focused on Google Ads.
Why granular audience slicing destroys algorithmic performance in modern ad networks: analyzing the 50-event learning threshold, internal auction overlap penalties, and the 3-tier consolidated account topology that slashes blended CAC by 48% through creative-driven targeting.
How modern algorithmic ad auctions penalize saturated creatives: analyzing the physics of Meta Advantage+ and Google PMax auction formulas, leading telemetry indicators (First-Time Impression Ratio and Hook Rate decay velocity), and automated Python fatigue detection pipelines.
How modern growth engineering teams bypass iOS 14.5+ restrictions, ad-blockers, and third-party cookie deprecation using server-side event deduplication, Meta Conversions API (CAPI), and first-party edge proxy pipelines.
Our engineering team designs sub-50ms distributed backends, edge AI pipelines, and high-concurrency systems.