Building a Fault Prediction Framework in Microservice Architectures

Building a fault-forecasting model of any microservice architecture requires a methodical approach that will not only handle the complexity of distributed systems but also react to the existing DevSecOp's attitude on security. In comparison to the monolithic systems, where fault detection is reasonably local, microservices introduce fault domains that cross service boundaries, service layers of orchestration, and deployment lines. In order to make predictive decisions in these environments, a combined structure is required that can correlate operational telemetry to deployment metadata with security posture to make actionable predictions.