Predict Next-Week Streaming Engagement at Event Scale

Quick Overview

Design an ML system that predicts whether a streaming user will be active next week. Connect data and model choices to serving architecture, latency and throughput, evaluation, monitoring, failure modes, and iteration.

Predict Next-Week Streaming Engagement at Event Scale

Company: Spotify

Role: Machine Learning Engineer

Category: ML System Design

Difficulty: hard

Interview Round: Onsite

Overview: Design an ML system that predicts whether a streaming user will be active next week. Connect data and model choices to serving architecture, latency and throughput, evaluation, monitoring, failure modes, and iteration.

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Spotify
Jul 31, 2026
hardMachine Learning EngineerOnsiteML System Design
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