Design an Automated Root Cause Analysis Platform — System Design Interview Practice
Design a platform that automatically identifies root causes of production issues by analyzing metrics, logs, traces, and topology, reducing mean time to resolution significantly. Work through the requirements, architecture trade-offs, and an interactive design review.
Requirements and concepts to consider
- Correlate metrics, logs, and traces for root causeRequirement
- Build and maintain service dependency graphsRequirement
- Identify causal chains from symptom to root causeRequirement
- Analyze deployment changes as potential causesRequirement
- Score and rank probable root causesRequirement
- Provide evidence and reasoning for each hypothesisRequirement
- Learn from operator feedback on correctnessRequirement
- Integrate with monitoring and deployment systemsRequirement
- aiopsConcept to explore
- root cause analysisConcept to explore
- causal inferenceConcept to explore
- observabilityConcept to explore
- troubleshootingConcept to explore
- automationConcept to explore