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Course Outline
Introduction to AIOps
- Defining AIOps and its significance
- Comparing traditional monitoring with AIOps-driven observability
- Overview of AIOps architecture and essential components
Collecting and Normalizing Operational Data
- Types of observability data: metrics, logs, and traces
- Ingesting data from diverse sources (servers, containers, cloud environments)
- Utilizing agents and exporters such as Prometheus, Beats, and Fluentd
Data Correlation and Anomaly Detection
- Time series correlation and statistical methodologies
- Applying ML models for anomaly detection
- Identifying incidents across distributed systems
Alerting and Noise Reduction
- Designing intelligent alert rules and thresholds
- Strategies for suppression, deduplication, and alert grouping
- Integrating with tools like Alertmanager, Slack, PagerDuty, or Opsgenie
Root Cause Analysis and Visualization
- Leveraging dashboards to visualize metrics and identify trends
- Exploring events and timelines for RCA
- Tracing issues across layers using distributed tracing tools
Automation and Remediation
- Initiating automated scripts or workflows triggered by incidents
- Integration with ITSM systems (ServiceNow, Jira)
- Use cases: self-healing mechanisms, scaling, and traffic rerouting
Open Source and Commercial AIOps Platforms
- Overview of key tools: Prometheus, Grafana, ELK, Moogsoft, Dynatrace
- Criteria for evaluating and selecting an AIOps platform
- Demonstration and hands-on practice with a chosen stack
Summary and Next Steps
Requirements
- Knowledge of IT operations and system monitoring concepts
- Experience working with monitoring tools or dashboards
- Familiarity with basic log and metric formats
Target Audience
- Operations teams managing infrastructure and applications
- Site Reliability Engineers (SREs)
- Teams focused on IT monitoring and observability
14 Hours
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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