Spotify Staff-Level Machine Learning Engineer Interview Preparation Guide

Spotify's interview process for Staff-level Machine Learning Engineers comprises multiple stages designed to assess technical expertise, production ML system design, collaboration in autonomous squad structures, and alignment with Spotify's data-driven, experimentation-focused culture. The process evaluates candidates on their ability to design and implement large-scale recommender systems, optimize models for production environments, architect scalable ML infrastructure, and lead technical initiatives across cross-functional teams. At the Staff level, interviewers particularly assess strategic thinking about ML systems, influence and mentorship capabilities, and understanding of business impact.