Netflix Interview Questions 2026

Design Netflix's video recommendation system. Netflix serves 250 million subscribers. How do you generate personalised top-10 rows for each user in real time? Cover: collaborative filtering, content-based signals, contextual signals (time of day, device), and how you handle the cold-start problem for new users.

Design Netflix's adaptive bitrate streaming (ABR) system. How does the client decide which video quality to stream second by second based on available bandwidth? Explain DASH vs HLS, the segment request pipeline, buffer-based rate adaptation algorithms, and CDN architecture.

Design Netflix's content delivery pipeline. A new movie is added. Walk through transcoding into 50+ formats, uploading to CDN edge nodes globally, and ensuring playback starts within 200ms for any device anywhere.

Design Netflix's A/B testing platform. Engineers run 100+ experiments simultaneously on different features. How do you assign users to buckets consistently, collect metrics, measure statistical significance, and avoid interaction effects?

Netflix's culture deck says "adequate performance gets a generous severance". Describe how you handled a situation where a team member was underperforming. What was your approach?

Netflix values "freedom and responsibility." Describe a time you were given an ambiguous problem with no clear owner and had to decide the scope yourself.

Explain Netflix's Chaos Engineering philosophy and the Simian Army. How do you design a system to be resilient to random instance failures, network partitions, and zone outages? Give a concrete example.

What is the circuit breaker pattern? Explain the three states (Closed, Open, Half-Open), when to trip and reset the breaker, and how Netflix's Hystrix library implements it. When would you NOT use a circuit breaker?

Given a list of movie ratings (1-5 stars) for N users, compute the Pearson correlation between two users to measure taste similarity. Explain how this feeds into collaborative filtering.

Design a data pipeline to ingest CDC (Change Data Capture) events from a MySQL database into a Snowflake data warehouse in near real-time.

Your RDS MySQL database is becoming a bottleneck. Read queries are slow. How do you scale it on AWS without re-architecting the entire application?

Design the video encoding pipeline that takes a raw uploaded file and produces multiple bitrate/resolution variants for adaptive streaming. How do you make this fault-tolerant and cost-efficient at scale?

Netflix popularized "chaos engineering" — explain what problem it actually solves that traditional testing doesn't, and how you would introduce it safely into a system that has never done it before.

One microservice in your call chain has started responding slowly (not failing, just slow). Explain how a circuit breaker and a timeout differ in protecting the rest of the system, and why you often need both.

Kafka topics have a retention period, but consumer offsets also have their own retention. What happens if a consumer group is offline longer than the offset retention period?

Explain the difference between a blue-green deployment and a canary deployment. When would you choose canary over blue-green?