Estimation question
Estimate hardware costs per Google Photos user.
- Estimation
- Hard
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What this question tests
Structured Fermi estimation with clearly stated, reasonable assumptions and a sanity check against a known anchor.
How to approach it
- State the goal: estimate storage hardware cost per active user, driven mainly by average storage used per user.
- Assume average storage per active user, for example 5GB across a mix of light and heavy free-tier users, marked explicitly as an assumption.
- Estimate raw storage cost per GB using known cloud storage economics, roughly $0.02 to $0.03 per GB per year at large infrastructure scale, an assumption.
- Multiply: 5GB times about $0.025 per GB per year gives roughly $0.12 to $0.15 per user per year in raw storage cost.
- Add redundancy and replication overhead, typically 2 to 3x for durability, roughly tripling the estimate to around $0.35 to $0.45 per user per year.
- Sanity-check against known paid storage pricing, like 100GB for about $20 a year, confirming the estimate is a small fraction of what's charged, consistent with cloud margins.
What a strong answer includes
- States every assumption explicitly and marks it as such, the key expectation for estimation questions.
- Uses a real anchor, consumer storage pricing, to sanity-check the bottom-up estimate, a strong estimation technique.
- Accounts for replication overhead, showing real infrastructure awareness, not just naive storage-only math.
Common mistakes
- Giving a number with no stated assumptions or reasoning shown.
- Ignoring redundancy and replication, which meaningfully changes real infrastructure cost.
Likely follow-up questions
- How would this estimate change for paid versus free users?
- What other costs beyond raw storage would you add?
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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