Master's thesis: graph-based root cause analysis
I am working on automated Root Cause Analysis for microservice architectures using OpenTelemetry data, service dependency graphs, and Graph Neural Networks.
- Containerized microservice testbed with controlled fault injection and synthetic traffic generation.
- Telemetry pipelines with OpenTelemetry, Prometheus, and Jaeger.
- Graph snapshot construction, labeled dataset generation, and PyTorch Geometric experiments.
- Evaluation with Top-1, Top-3, and ranking-based RCA metrics.