Estimation question
Estimate the daily bandwidth consumed by YouTube globally.
- Estimation
- Medium
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What this question tests
Technical estimation of network bandwidth combining user base, watch time, and video quality assumptions.
How to approach it
- Anchor on YouTube's global user base, roughly 2.5 billion monthly active users, and estimate daily active users at a fraction of that, say 1 billion.
- Estimate average daily watch time per active user, say 40 minutes, based on widely reported YouTube engagement figures.
- Calculate total daily watch minutes: 1 billion users times 40 minutes gives 40 billion minutes watched per day.
- Assume an average bitrate across all quality levels (mixing mobile, SD, and HD viewers), say 3 Mbps blended average.
- Convert minutes to seconds and multiply by bitrate to calculate total daily data transferred, landing in the tens of exabytes range.
- Divide by seconds in a day to estimate an average bandwidth figure, then note that peak hour bandwidth would be several times the daily average.
What a strong answer includes
- Breaks the problem into DAU, watch time per user, and bitrate as three separate, clearly stated assumptions.
- Uses a blended bitrate reflecting the real world mix of mobile, SD, and HD streaming, rather than assuming uniform HD quality.
- Shows clear unit conversions from minutes to seconds and from bits to bytes, avoiding a common order of magnitude error.
- Distinguishes average daily bandwidth from peak hour bandwidth, which is materially higher and matters more for infrastructure planning.
Common mistakes
- Assuming all video streams at HD quality, significantly overstating real world blended bandwidth.
- Making unit conversion errors between bits, bytes, minutes, and seconds that throw off the final order of magnitude.
- Not distinguishing average bandwidth from peak bandwidth, which matters far more for actual infrastructure decisions.
Likely follow-up questions
- How would peak hour bandwidth differ from your daily average?
- How would 4K adoption change your estimate over time?
- What would you check to validate this against real published figures?
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Learn the skill behind it
Chapters of the AI PM course that teach what this question tests.
- Chapter 2: Data fluency: SQL, logs, and reading the truth yourself
- Chapter 9: Prove it paid off: outcomes, economics, and pricing
- Chapter 14: Get the job: the AI PM interview loop