Dataford
Interview QuestionsInterview GuidesExperiencesMock InterviewsPricing
Get started

Semantic Netflix-Like Video Panel

HardSystem Design00:00
Practice interviewer
In session
5 left
00:00

Your question is Semantic Netflix-Like Video Panel. Take a moment with it on the right.

Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).

You need to log in / sign up to chat or submit.

Problem

Design a recommended video panel on a homepage similar to Netflix that recommends videos based on semantic similarity to what the user previously watched, ensuring it stays distinct from other CTR-optimized panels.

Asked in the Onsite System Design stage. System design round focusing on semantic similarity modeling vs CTR ranking.