Design a search-to-ads ranking pipeline

Company: Snapchat

Role: Machine Learning Engineer

Category: System Design

Difficulty: medium

Interview Round: Onsite

Quick Answer: This question evaluates knowledge of designing a low-latency search-plus-ads ranking pipeline and related competencies in retrieval, filtering, multi-stage ranking, ad auction mechanics, pacing/budget constraints, result mixing, experimentation, and monitoring.