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Edge Case Identification and Testing Questions

Focuses on systematically finding, reasoning about, and testing edge and corner cases to ensure the correctness and robustness of algorithms and code. Candidates should demonstrate how they clarify ambiguous requirements, enumerate problematic inputs such as empty or null values, single element and duplicate scenarios, negative and out of range values, off by one and boundary conditions, integer overflow and underflow, and very large inputs and scaling limits. Emphasize test driven thinking by mentally testing examples while coding, writing two to three concrete test cases before or after implementation, and creating unit and integration tests that exercise boundary conditions. Cover advanced test approaches when relevant such as property based testing and fuzz testing, techniques for reproducing and debugging edge case failures, and how optimizations or algorithmic changes preserve correctness. Interviewers look for a structured method to enumerate cases, prioritize based on likelihood and severity, and clearly communicate assumptions and test coverage.

MediumTechnical
0 practiced
Discuss how off-by-one errors can manifest in distributed protocols (examples: leader term counters, retry count loops, window boundaries). Provide two concrete examples from distributed systems and propose tests (unit or distributed integration) that would reliably uncover those boundary bugs.
HardTechnical
0 practiced
Your system calls a third-party order API that sometimes returns delayed acknowledgments, and duplicate orders have occurred under retries. Propose a test harness to simulate third-party behaviors (variable latency, duplicate callbacks, partial successes), explain how you'd use it to identify the root cause, and outline idempotency and reconciliation tests that prevent recurrence.
HardTechnical
0 practiced
Draft a company-level policy to ensure edge-case identification and testing are embedded into architecture reviews and sales proposals. Include required checklist items, gating criteria by risk tier, responsibilities (architects, QA, product), and how to enforce and report compliance while still allowing necessary exceptions for speed-to-market.
MediumTechnical
0 practiced
A product manager asks to cut QA time to speed the release. As a Solutions Architect, how would you prioritize tests for edge cases based on likelihood and business impact? Provide a repeatable method (metrics, scoring or risk matrix) and gating criteria you would present to stakeholders to justify which tests to keep, defer, or automate later.
EasyTechnical
0 practiced
Explain the differences between unit tests, integration tests, property-based testing (PBT), and fuzz testing. For each technique, give one example of the kinds of edge cases it's particularly well suited to find in a cloud application made of microservices, APIs, and data pipelines.

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