Design a video-on-demand streaming service
RokuSoftware Engineer · OnsiteLast updated
This problem tests your ability to design a distributed video-on-demand platform, focusing on content ingestion, delivery at scale, and media processing pipelines.
Problem Statement
Design a video-on-demand (VOD) streaming service similar to Netflix or Roku Channel. The system must support millions of concurrent users, provide low-latency playback, and handle content ingestion from content providers.
Functional Requirements
- Users can browse a catalog and play videos.
- Content providers can upload raw video files.
- The system must ensure smooth playback across varying network conditions.
Non-Functional Requirements
- High availability and scalability.
- Low latency for video start times (time-to-first-frame).
- High throughput for concurrent video streams.
Scope
Your response should cover:
- High-level architecture: How components interact (Ingestion, Transcoding, Storage, Delivery).
- Content Processing: The pipeline from raw upload to streamable segments.
- Delivery Strategy: How to optimize playback performance globally.
- Data Modeling: How to store metadata and user interaction data.
- Trade-offs: Choices regarding consistency vs. availability or storage vs. compute.
Hints
Hint 1
Consider how adaptive bitrate streaming (e.g., HLS or DASH) breaks down large video files to improve performance.
Hint 2
Think about the role of a Content Delivery Network (CDN) and how you would manage cache invalidation or region-based routing.
Hint 3
Design an asynchronous worker-based architecture to handle the computationally intensive process of video transcoding.
Follow-up questions
- How would you handle a sudden viral spike in traffic for a newly released blockbuster movie?
- How would you design a recommendation service to suggest content to users based on their watch history?
- What metrics would you monitor to ensure the quality of experience (QoE) for users, such as buffering frequency or startup time?
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