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Test Automation Levels Questions

Covers the testing pyramid and the roles of different automated test types: unit tests for fast isolated verification of individual components, integration tests for validating interactions between multiple components, system tests for end to end verification of a complete deployed system, and acceptance tests for confirming that the system meets user requirements. Includes trade offs in distribution and cost of tests, strategies for test data management and environment provisioning, when to use mocks or stubs, approaches to reduce flakiness, metrics for test coverage and effectiveness, maintaining fast feedback loops in continuous integration pipelines, and selecting tools and frameworks appropriate to each level.

EasyTechnical
21 practiced
Define a 'flaky test'. List common causes of flakiness (environment, timing, test order, network, shared state) and describe a short triage checklist you would follow when a test becomes flaky in CI.
MediumTechnical
24 practiced
A suite of Selenium UI tests intermittently times out or reports element-not-found only on the headless CI environment. Outline a structured debugging plan: artifacts to collect, ways to reproduce locally, environment differences to check, likely fixes (explicit waits, stable selectors, browser options), and how to confirm the fix across CI agents.
MediumTechnical
23 practiced
Design a reproducible test data provisioning approach for integration tests that require a relational DB and interactions with third-party REST APIs. Describe seeding, teardown strategies, snapshot use, transactional rollbacks, API stubbing, and how to achieve speed and reliability in CI.
HardTechnical
19 practiced
Design a test data governance approach for automated tests that ensures PII protection and compliance (GDPR, PCI). Cover how to mask/anonymize production snapshots, generate synthetic but realistic data, manage secrets in CI, and audit access to test datasets. Include technical and process controls.
HardTechnical
18 practiced
Services communicate via asynchronous messaging and exhibit eventual consistency: test failures occur when state hasn't propagated yet. Describe comprehensive testing strategies to validate business flows deterministically and keep tests fast: consider polling strategies, dedicated test hooks, test-only message brokers, idempotency, contract testing, and harness approaches.

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