Behavioral
4 questions
Tell-me-about-a-time stories on ownership, conflict, and impact — scored against this company's real values.
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01
Tell me about a project you are most proud of and the autonomous technical decisions you made on it.
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02
Describe a time you took ownership of a production incident and drove it to resolution under time pressure.
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03
Walk me through a disagreement with a teammate over an architecture choice and how your squad reached alignment.
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04
Give an example of when your bias for action helped you unblock a stalled piece of work.
Practice Behavioral out loud →
Technical
4 questions
The hard screen for the craft itself — talked through out loud, not whiteboarded in your head.
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01
Given a stream of song play events, design a function to return the top K most-played tracks in a sliding time window.
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02
How would you architect a new feature that lets users upload custom cover images to their playlists?
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03
Implement an LRU cache and explain how you would adapt it to cache recently played tracks on the client.
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04
Walk me through how you would build a rate limiter for an API that handles millions of playback requests per minute.
Practice Technical out loud →
System Design
4 questions
Open-ended design of the systems this company actually runs, with the interviewer probing your tradeoffs.
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01
Design the playback service that streams audio to millions of devices simultaneously using a CDN and signed URLs.
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02
Design the offline listening feature, including how encrypted tracks are downloaded, cached, and synced when the device reconnects.
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03
Design Spotify's playlist service supporting real-time collaborative editing across multiple users.
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04
Design a system to ingest and process billions of daily playback events for downstream analytics and recommendations.
Practice System Design out loud →