Test Results Aggregation and Reporting Questions

Design systems to collect, normalize, and present test results from distributed runs and automation pipelines. Topics include ingestion and normalization of different result formats, flakiness detection and quarantine, historical trend and regression analysis, dashboards and alerting, integration with issue trackers and continuous integration systems, and automated workflows for triage and assignment. Candidates should address retention policies, tagging and metadata, stakeholder views for developers and managers, and how reporting influences release decisions.