This system design question ends most senior interviews early:
"Your sliding window looks clean. Now a burst hits right at the window boundary. What breaks?"
Watch how a senior engineer handles the Redis + token bucket + fail-open gauntlet π
Real interview pressure.
A hidden N+1 query cost this company $2,000,000. πΈ
Degraded the API for months β local seed data was too small to ever notice.
Detect β p99 creep + APM traces
Fix β eager loading + dataloader batching
Prevent β query-count asserts in CI
Could you answer this in an interview?
The trick isn't defending microservices. It's conceding the cost (distributed txns, the distributed-monolith trap) then earning the decision: 6 weeks β 2 days TTM.
4/ The real interview gotcha: "If you knew all this, why was it missing from the design?"
"Scoped out to hit a deadline."
Distributed locks fail quietly. Your customers don't.
"We just double-charged 10,000 customers because a Redis lock failed."
The lock didn't break. It lied π
A GC pause froze the worker past its lease β a 2nd worker grabbed the lock β the frozen one woke up and charged anyway.
Fix: fencing tokens + idempotency keys. π§΅
3/ But a fencing token can't protect a third-party payment API. That call leaves your system. The only defense is an idempotency key the provider dedupes on.
Interviewer: "Just hash the URL with MD5 and take 7 chars."
Senior engineer: "That guarantees collisions at this scale β and a DB check on every write destroys write performance."
System design, done right π§΅π
The strongest answer wasn't the fix β it was the instinct:
"No debugging in production at 3 AM. Roll back to the last known stable state."
Senior engineering = knowing when NOT to be clever.
It's 3 AM. Payments just dropped 40%. The interviewer wants your first move β and won't accept a vague answer.
Could you pass a senior engineer interview under this kind of pressure? π¨
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#SoftwareEngineering#SystemDesign
"We just deployed. CPU is at 100%, the DB is unresponsive. What's your first move?"
A senior eng interview, in 90 seconds. Cold start β cache stampede β lock β stale-while-revalidate β singleflight β probabilistic early expiration.
Could you talk through this live? π§
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