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Duration 14 hours
Course Outline
Architecting an Open AIOps Structure
- Key components of open AIOps pipelines
- Data trajectory from ingestion through to alerting
- Tool assessment and integration tactics
Data Acquisition and Consolidation
- Ingesting time-series data via Prometheus
- Capturing logs using Logstash and Beats
- Standardizing data for cross-source correlation
Creating Observability Dashboards
- Displaying metrics with Grafana
- Building Kibana dashboards for log analysis
- Utilizing Elasticsearch queries to derive operational insights
Anomaly Identification and Incident Forecasting
- Exporting observability data to Python workflows
- Training ML models for outlier detection and prediction
- Deploying models for live inference within the observability stack
Alerting and Automation via Open Tools
- Defining Prometheus alert rules and Alertmanager routing
- Initiating scripts or API workflows for automated response
- Employing open-source orchestration platforms (e.g., Ansible, Rundeck)
Integration and Scalability Factors
- Managing high-volume ingestion and long-term retention
- Security and access control in open-source environments
- Scaling individual layers: ingestion, processing, alerting
Real-World Use Cases and Extensions
- Case studies: performance tuning, downtime avoidance, and cost efficiency
- Expanding pipelines with tracing tools or service graphs
- Best practices for operating and maintaining AIOps in production
Recap and Future Steps
Requirements
- Proficiency with observability platforms like Prometheus or ELK.
- Solid grasp of Python and fundamental machine learning concepts.
- Familiarity with IT operational procedures and alerting workflows.
Target Audience
- Senior site reliability engineers (SREs).
- Data engineers focused on operations.
- DevOps platform leads and infrastructure architects.
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 3200 € + VAT*
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