Meta
Senior Software Engineer · Dynamic Ads
- Led architecture and development of a scalable frequency capping platform for Dynamic Ads within Meta's Ads recommendation stack, combining onsite engagement with offsite conversions via batch and near-real-time streaming pipelines.
- Built a generic, policy-driven framework supporting per-user, per-ad, and per-campaign caps with dynamic tuning based on objective, cohorts, and signal quality.
- Integrated capping into the final-stage Dynamic Ads recommendation stack as a low-latency ranking and delivery-control feature without impacting serving SLAs.
- Delivered $7M+ annualized iRev by reducing inefficient repeat exposure and improving delivery quality.
- Built an internal LLM-powered AI agent for Ads debugging — retrieval over logs/metrics, prompt orchestration, and tool use to accelerate root-cause analysis.