Fault Detection in Microservice Architectures
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Fault Detection in Microservice Architectures, Apress
Integrating Software Fault Prediction with DevSecOps
Von Deepak Sharma, Aamiruddin Syed, im heise shop in digitaler Fassung erhältlich
Produktinformationen "Fault Detection in Microservice Architectures"
In the age of continuous delivery and microservices, the difference between
resilient software and production chaos lies in proactive fault detection. This
book shows how to harness the power of predictive analytics and DevSecOps to
find weaknesses before they cause outages or security issues.
Blending software engineering theory with actionable implementation guidance for
distributed, containerized environments, the book will teach you how to identify
high‑risk services before deployment, improving reliability and security. This
book revisits the classical approach of using object‑oriented metrics and linear
regression but significantly enhances it through factor analysis. Beyond the
math and metrics, this book offers a practical roadmap for building a
fault‑aware DevSecOps culture. It helps you connect predictive insights to
real‑time decisions, improving reliability, security, and deployment confidence
across distributed systems. You will also learn about architectural guidelines
on embedding fault‑prediction engines into Kubernetes‑based orchestration
platforms for runtime monitoring.
Bridging a critical gap between predictive analytics in software quality
assurance and modern DevSecOps practices, it establishes a viable pathway for
using statistical modeling techniques not just to predict defects, but to inform
actionable security and operational decisions in real‑time distributed systems.
What You Will Learn
- How to apply statistical fault prediction using factor analysis in modern SDLC workflows
- How to integrate fault detection engines into CI/CD pipelines using DevSecOps practices
- Reduce production failures in microservices-based systems
- Apply OO metrics like CK and Halstead in predictive models
Artikel-Details
- Anbieter:
- Apress
- Autor:
- Deepak Sharma, Aamiruddin Syed
- Artikelnummer:
- 9798868827129
- Veröffentlicht:
- 10.06.26
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