Cursusaanbod

Foundations of Self-Healing Pipelines

  • Key concepts of autonomous recovery
  • Common failure patterns in CI/CD
  • AI-driven approaches to pipeline stability

Real-Time Anomaly Detection

  • Understanding pipeline telemetry sources
  • Applying ML for predicting failures
  • Detecting abnormal patterns with AI models

Incident Identification and Root Cause Analysis

  • Classifying incident types automatically
  • Correlating logs, traces, and metrics
  • Using AI signals to isolate root causes

Auto-Recovery Workflow Design

  • Defining automated remediation actions
  • Triggering workflows from AI-based alerts
  • Integrating runbooks with intelligent decision engines

Building Intelligent Feedback Loops

  • Capturing historical failure data
  • Training models for continuous improvement
  • Ensuring adaptive learning in pipeline behavior

Integrating Self-Healing Capabilities into CI/CD

  • Embedding automation across build and deploy stages
  • Supporting hybrid and multi-cloud delivery platforms
  • Aligning with organizational DevOps governance

Advanced Reliability Patterns

  • Designing pipelines with predictive resilience
  • Leveraging policy-based decision systems
  • Implementing fallback strategies with AI orchestration

End-to-End Self-Healing Pipeline Implementation

  • Combining anomaly detection, RCA, and auto-remediation
  • Validating the resilience of completed workflows
  • Ensuring observability and transparency for engineers

Summary and Next Steps

Vereisten

  • An understanding of CI/CD processes
  • Experience with DevOps or SRE practices
  • Knowledge of monitoring or observability tools

Audience

  • SREs
  • DevOps leads
  • Platform reliability engineers
 14 Uren

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