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What is your approach to performance testing serverless functions?

  • serverless
  • cold start
  • lambda
  • scaling

Answer it first, then compare. Nothing here is saved or scored.

Model answer

Unique challenges: cold starts, concurrency limits, timeout constraints. Tests: (1) Cold start latency: invoke after idle period, measure initialization time. (2) Warm invocation performance: rapid successive calls. (3) Concurrency scaling: send N concurrent requests, verify auto-scaling works and response times are acceptable. (4) Memory and timeout limits: test with varying payload sizes. (5) Cost modeling: estimate cost per request under expected load. (6) Compare cold vs warm performance across memory allocations. Tools: k6, Artillery, AWS Lambda Power Tuning.

What interviewers listen for

  • Workload modelling
    You design the load shape from product traffic, not from tool defaults.
  • Percentile literacy
    You read p50/p95/p99 separately and explain why each matters.
  • Bottleneck triage
    You correlate metrics across application, database, and infrastructure layers.
  • Capacity instincts
    You can translate a soak test into a sizing or scaling recommendation.

See all 35 performance questions

Written by , Senior QA Automation Engineer, 50+ QA candidate interviews conductedLast updated July 2026