Interview Questions That Test Assumptions and Constraints
Good answers to open-ended interview questions begin by finding the constraints that could change the solution. Ask a few useful questions, state any remaining assumptions and then make progress. The aim is not to delay the answer until every detail is known.
By Ravindra Wadile · Published

568 words · About 3 min read
Good answers to open-ended interview questions begin by finding the constraints that could change the solution. Ask a few useful questions, state any remaining assumptions and then make progress. The aim is not to delay the answer until every detail is known.
Use this original practice prompt: “Design a file upload feature.” There is no hidden company question behind it. The exercise tests how you turn an unclear request into a workable first version.
Which questions change the design?
- Who uploads files, and who can read them?
- What file types and maximum sizes are allowed?
- Must uploads resume after a connection fails?
- Does the file become public immediately or after a check?
- What response does the user need while processing continues?
Each question connects to a decision. A small private document has different needs from a large public video. Ask the most consequential questions first instead of reading a long checklist aloud.
What if the interviewer says “you decide”?
Choose a bounded assumption and say it plainly. For example: “I will start with authenticated users uploading private documents up to a stated size. I will separate upload completion from any later processing.” Those are design assumptions, not facts about an existing product.
Write the assumptions where you can revisit them. An assumption that stays hidden can make a sensible solution look arbitrary. It can also cause you to defend a design after its original conditions have changed.
How can you outline a first answer?
Describe the user flow, validation boundary, storage ownership and status feedback. Explain which checks happen before accepting data and which happen during processing. State how access is checked when the file is read, not only when it is uploaded.
Keep transport acceptance separate from business completion. A response can acknowledge a request without proving all processing succeeded. Choose HTTP statuses according to the actual contract rather than labeling every outcome “success.”
What happens when a constraint changes?
Suppose the interviewer adds a narrow bandwidth limit and much larger files. Revisit the transfer strategy, progress feedback, timeouts and resumability. Explain which parts of the original design remain useful and which need to change.
Do not pretend the new constraint was already solved. A clear revision demonstrates adaptability. You can say: “My earlier single-request approach assumed small files. With this new limit, I would investigate a resumable transfer supported by the storage platform.”
How do you avoid overengineering?
Separate the minimum safe version from later capabilities. Access control and clear failure behavior belong in the first version. A complex global distribution design may not, unless scale or geography requires it.
If you mention a queue, cache or chunking mechanism, name the problem it solves and the cost it adds. A diagram with more boxes is not automatically a better answer.
Self-check for practice
Prompt: file upload
Important unknown: maximum size
Working assumption: small private documents
Decision affected: transfer and retry strategy
Changed condition: large files on limited bandwidth
Revision: evaluate resumable transfer and persistent progress
After speaking, ask a practice partner which decisions they could connect to a constraint. If they heard questions but no design, shorten the clarification phase. If they heard a design but no assumptions, make the reasoning visible. Aim for a focused answer that can change when the evidence changes.
References and next practice
careerservices.fas.harvard.edu — career · developer.mozilla.org — http
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