Estimation question
How would you estimate the space required for Google Photos?
- Estimation
- Medium
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What this question tests
Estimation of storage infrastructure needs using user count, upload behavior, and file-size assumptions.
How to approach it
- Clarify scope: total storage Google must provision globally today for all Google Photos users.
- Estimate Photos' active user base, say around 1 billion MAU, based on public Google statements.
- Estimate average photos and videos uploaded per user, say 2,000 photos and 50 videos, accounting for varying tenure.
- Assume average file sizes, roughly 3MB per compressed photo and 150MB per short video, to compute per-user storage.
- Multiply per-user storage by user count, then add overhead for redundancy across data centers, say 2-3x.
What a strong answer includes
- Separates photo storage from video storage, since video dominates total bytes despite lower count.
- States a replication factor explicitly, since raw need is much smaller than provisioned storage.
- Arrives at an order-of-magnitude figure, low hundreds of exabytes, and sanity-checks it against known large-scale cloud storage.
Common mistakes
- Ignoring video, usually the dominant contributor to total bytes despite being a minority of file count.
- Forgetting replication overhead, understating real infrastructure needs.
Likely follow-up questions
- How would compression or downsampling change this number?
- How would you estimate year-over-year growth in storage demand?
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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