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Verkada·Software Engineer·Technical Phone Screen·Intermediate

Intermediate
Apr 2026

Summary

Verkada Software Engineer interview with a pretty gnarly JavaScript problem about building a frame-by-frame media player controller from scratch. The question covered a lot of ground: timer scheduling, closures, edge cases, the works. Felt more like a system design and coding hybrid than a pure algo round.

Questions Asked (3)

Q1

Implement a JavaScript media player controller that supports frame-by-frame playback with configurable FPS, exposes a clean API (play, pause, seek, setFPS, currentFrame, isPlaying), and handles timer scheduling correctly using closures to encapsulate state.

System DesignTechnical Trade-offsAPI & Integrations
Author's notes

This was a lot more than just 'write some JS.' I started with a closure-based module pattern which felt right, but then got into the weeds on timer drift pretty fast.

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AI HintsAI Generated

Suggested Approach

Start by clarifying requirements and edge cases (e.g., FPS changes during playback, seeking while paused). Then outline a closure-based design that encapsulates state (current frame, FPS, timer ID, playing status) and exposes a clean API. Finally, discuss timer scheduling using setTimeout with dynamic delay based on FPS, and mention trade-offs like drift and precision.

Pro tip: Use setTimeout with a recursive scheduling function instead of setInterval to avoid drift and allow dynamic FPS changes; also, consider using requestAnimationFrame for smoother playback if the environment supports it.

1. Clarify requirements and edge cases

Ask about expected behavior when FPS changes during playback, seeking while paused, and handling large frame jumps. Confirm the API surface and any constraints (e.g., browser vs Node).

2. Design the closure-based state encapsulation

Define a factory function that returns an object with methods. Inside, keep private variables: currentFrame, fps, isPlaying, timerId, and lastTimestamp. This ensures state is not exposed directly.

3. Implement timer scheduling with dynamic delay

Use a recursive setTimeout function that calculates the next delay as 1000/fps. On each tick, increment currentFrame and reschedule if still playing. Clear the timer on pause or FPS change.

4. Handle API methods and edge cases

Implement play, pause, seek, setFPS, and getters for currentFrame and isPlaying. Ensure setFPS updates the delay for subsequent ticks without resetting the frame. Seek should clamp to valid range and optionally pause/play.

5. Discuss trade-offs and improvements

Mention potential drift with setTimeout, and how to mitigate (e.g., using performance.now() to adjust delays). Compare with setInterval and requestAnimationFrame. Suggest adding event emitters or callbacks for frame updates.

Key Points to Mention

  • Closure encapsulation for private state and public API
  • Dynamic timer scheduling with setTimeout to handle FPS changes and avoid drift
  • Edge cases: seeking while playing/paused, FPS changes mid-playback, frame bounds
  • Trade-offs between setTimeout, setInterval, and requestAnimationFrame
  • Precision and drift correction using timestamps
  • API design: methods return this for chaining, getters for read-only properties

AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.

Q2

Compare setTimeout vs setInterval vs requestAnimationFrame for scheduling frames in a browser media player. What are the tradeoffs and which would you choose?

Technical Trade-offsSystem Design
Author's notes

I'd thought about this before in a different context so it wasn't totally foreign.

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AI HintsAI Generated

Suggested Approach

Start by defining the requirements of a browser media player: smooth frame updates, synchronization with audio/video, and efficient resource usage. Then compare setTimeout, setInterval, and requestAnimationFrame in terms of timing accuracy, performance, and suitability for animation. Conclude with a clear recommendation, typically requestAnimationFrame for rendering, while noting that setTimeout/setInterval may be used for non-visual tasks like polling.

Pro tip: Mention that requestAnimationFrame automatically pauses when the tab is inactive, saving battery and CPU, and that it aligns with the browser's repaint cycle, avoiding jank. This shows you understand real-world performance implications beyond just API differences.

1. Clarify the use case

State that a media player needs to update frames in sync with playback, often at 60fps, and must handle background tabs gracefully.

2. Analyze setTimeout

Explain that setTimeout schedules a callback after a minimum delay but is not precise; it can drift and is throttled in background tabs, leading to choppy playback.

3. Analyze setInterval

Discuss that setInterval repeats at a fixed interval but can accumulate delays, causing overlapping calls or missed frames, and is also throttled in background tabs.

4. Analyze requestAnimationFrame

Highlight that requestAnimationFrame is optimized for animations, syncs with the browser's repaint, and pauses in background tabs, ensuring smooth and efficient rendering.

5. Recommend and justify

Conclude that requestAnimationFrame is the best choice for frame scheduling in a media player, while setTimeout/setInterval might be used for non-visual tasks like UI updates or polling.

Key Points to Mention

  • Timing accuracy: requestAnimationFrame aligns with display refresh, while setTimeout/setInterval are not precise and can drift.
  • Performance: requestAnimationFrame avoids unnecessary renders and saves CPU/battery by pausing in background tabs.
  • Synchronization: requestAnimationFrame ensures frames are rendered in sync with the browser's repaint cycle, reducing jank.
  • Throttling: setTimeout and setInterval are throttled in background tabs, which can cause playback issues if used for frame updates.
  • Use cases: setTimeout/setInterval are better for non-visual tasks like polling or delayed execution, not for smooth animations.
  • Fallback: In environments without requestAnimationFrame, a polyfill using setTimeout can be used, but it's less efficient.

AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.

Q3

How would you handle edge cases like seeking while the player is already playing, receiving an invalid frame index, reaching the last frame, and resuming after a pause?

System DesignAdaptability & Ambiguity
Author's notes

Ran through these pretty quickly.

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AI HintsAI Generated

Suggested Approach

Start by clarifying the playback system's architecture and the expected behavior for each edge case, then propose a state machine or centralized controller to manage transitions. For each edge case, describe how you would detect it, handle it gracefully, and ensure a consistent user experience.

Pro tip: Emphasize idempotency and defensive programming: operations like seeking or resuming should be safe to call multiple times without side effects. Also, mention how you would test these edge cases with unit tests and integration tests to prevent regressions.

1. Clarify requirements and assumptions

Ask questions to understand the playback system's constraints, such as whether seeking is allowed during playback, what defines an invalid frame index, and how pause/resume should behave. State your assumptions explicitly.

2. Design a state machine

Propose a state machine with states like Playing, Paused, Seeking, and Ended. Define transitions for each edge case, ensuring invalid transitions are handled gracefully (e.g., seeking while playing transitions to Seeking then back to Playing).

3. Handle each edge case

For each scenario, describe the detection and handling: seeking while playing (pause, seek, resume), invalid frame index (clamp to valid range or ignore with error), last frame (stop playback or loop based on requirements), and resuming after pause (restore previous state and continue).

4. Ensure robustness and idempotency

Discuss how to make operations idempotent and thread-safe, using locks or atomic operations if needed. Mention logging and error handling for invalid inputs.

5. Test and validate

Outline a testing strategy: unit tests for each edge case, integration tests for state transitions, and possibly property-based testing to cover unexpected sequences.

Key Points to Mention

  • State machine design for playback control
  • Idempotent operations for seek and resume
  • Input validation and clamping for frame indices
  • Graceful handling of end-of-stream (stop vs. loop)
  • Thread safety and concurrency considerations
  • Comprehensive testing including edge cases and race conditions

AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.