Design a CPA system for ad bidding

Company: Apple

Role: Machine Learning Engineer

Category: ML System Design

Difficulty: medium

Interview Round: Technical Screen

Quick Answer: This question evaluates a candidate's competency in ML system design for online advertising, covering modeling conversion probability and value (e.g., CVR and conversion delay), bid computation, and operational challenges like delayed/attributed conversions, sparse data, and fraud mitigation.