1. Latency advanced

    A page makes 20 parallel backend calls, each with a p99 of 1 second and a p50 of 40 ms. What is the page's latency profile?

    2 min answer latencytailfanoutpercentiles
  2. Little's Law advanced

    A downstream call goes from 50 ms to 3 seconds at constant traffic. Use Little's Law to explain what happens to the caller and why services that never call it also fail.

    2 min answer littles-lawcascading-failurebulkheadspools
  3. Little's Law intermediate

    A platform must size worker pools for a peak of 50,000 requests per second with a 200ms average service time. How does Little's Law inform the answer, and what does it not tell you?

    2 min answer dream11littles-lawconcurrencycapacity
  4. Little's Law advanced

    A service's latency rises sharply while throughput plateaus and CPU sits at 50%. Use queueing theory to explain what is happening and what to measure next.

    3 min answer queueing-theorylittles-lawconcurrencyutilisation
  5. Little's Law intermediate Multiple choice

    An API platform has an average of 400 requests in flight and processes 2,000 requests per second. What is the average latency, and how is Little's Law used for capacity decisions?

    2 min answer littles-lawconcurrencycapacityconnection-pools
  6. Load Testing advanced

    A commerce platform load tests successfully at five times peak traffic, then fails during the real peak event. What is typically wrong with the load test?

    2 min answer load-testingrealismcache-warmthdata-distribution
  7. Load Testing intermediate

    A load test passed at 3x expected traffic and production fell over at 1.2x. Name four ways the test could have been unrealistic.

    2 min answer load-testingrealismdatacache
  8. Load Testing advanced

    A retail platform's load tests pass comfortably and production fails at the same throughput during a sale. What is different about production?

    2 min answer nykaaload-testingrealismdata-shape
  9. Load Testing advanced

    An annual sale will bring 10× normal traffic in a 72-hour window. What preparation should begin months in advance, and what is prepared but hopefully never used?

    3 min answer flipkartbig-billion-daysload-testingwarm-standby
  10. Load Testing advanced

    Your load tests pass consistently and production still falls over at peak. What is wrong with the tests?

    2 min answer load-testingworkload-modelstresssoak
  11. Network Performance Tuning advanced

    A client library opens a new HTTPS connection for every request. One host sends 2,000 requests per second to a single destination endpoint. What breaks first, and in what order does everything else follow?

    2 min answer tcptime_waitephemeral portstls
  12. Network Performance Tuning advanced

    A content platform finds that transfers to distant clients achieve far less throughput than the available bandwidth. What are the causes and what tuning applies?

    2 min answer tcp-tuningbandwidth-delay-productcongestion-controlakamai