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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.

MediumSystem Design
0 practiced
You must run a backwards-compatible database migration that splits a column and backfills data. Describe edge cases (partial backfills, concurrent writers, rollback paths, region replication lag) and design unit/integration tests, safety checks (toggle flags, dual-read), and metrics/alerts you'd put in place to detect migration regressions.
HardTechnical
0 practiced
Line and branch coverage are insufficient for edge-case confidence. Propose a set of meaningful coverage and quality metrics aimed at edge-case coverage (for example: boundary-condition coverage, mutation score, scenario coverage, property-assertion coverage). Explain how you'd instrument tests and dashboards to track risk-based test completeness.
MediumSystem Design
0 practiced
Design a test harness and strategy to validate idempotency guarantees for a REST payment endpoint: include deterministic integration tests that replay requests, simulate partial failures in downstream services, use mocks for payment provider behavior, and show how you'd assert exactly-once effects across retries and concurrent clients.
MediumSystem Design
0 practiced
Design tests and simulations to verify SLOs and error budget behavior for a web service under bursty traffic: include synthetic load profiles (steady, burst, step), fault injections (increased latency, 5xx errors), and explain how you'd measure error-budget burn rate, eligibility, and create alerts that reflect these tests' outcomes.
MediumTechnical
0 practiced
As an SRE responsible for reliability across multiple teams, how would you influence engineering teams to adopt better edge-case identification and unit/integration testing practices? Propose process changes, tooling (linters, test templates, mutation testing), training, and incentives, and explain how you'd measure adoption and effectiveness.

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Edge Case Identification and Testing Interview Questions | InterviewStack