This curriculum spans the equivalent depth and breadth of a multi-workshop operational transformation program, covering the technical, procedural, and organizational dimensions of automation as typically addressed in enterprise IT operations modernization initiatives.
Module 1: Assessing Automation Readiness in IT Operations
- Conducting a process maturity assessment to determine which IT operations workflows are stable enough for automation
- Mapping incident, change, and problem management processes to identify repetitive, rule-based tasks suitable for automation
- Evaluating existing tooling integration capabilities across monitoring, ticketing, and configuration management systems
- Identifying stakeholders across service desk, NOC, and infrastructure teams to align automation priorities with operational pain points
- Quantifying manual effort in high-frequency tasks such as server provisioning, patch compliance checks, and alert triage
- Establishing baseline KPIs for resolution time, error rates, and resource utilization before automation deployment
Module 2: Designing Automation Architecture for Scalability
- Selecting between agent-based and agentless automation frameworks based on security policies and OS diversity
- Designing idempotent playbooks to ensure consistent state enforcement across heterogeneous environments
- Implementing role-based access control (RBAC) within automation platforms to enforce least-privilege execution
- Structuring modular runbooks with reusable components for incident response, configuration drift correction, and health checks
- Integrating version control (e.g., Git) for automation scripts to enable auditability, rollback, and peer review
- Defining retry logic, timeout thresholds, and circuit breaker patterns to handle transient system failures
Module 3: Integrating Automation with ITSM and Monitoring Tools
- Configuring bi-directional integration between automation platforms and ITSM tools to auto-create and update tickets
- Triggering automated remediation workflows from monitoring alerts using webhook-based event pipelines
- Normalizing alert data from diverse sources (e.g., Nagios, Datadog, Zabbix) to standardize automation triggers
- Enriching incident records with context from CMDB and dependency mapping tools before initiating automation
- Implementing approval gates for high-impact actions (e.g., restart critical services) within change management workflows
- Logging automation execution details into SIEM systems for compliance and forensic analysis
Module 4: Automating Incident and Problem Management
- Developing classification rules to route alerts to appropriate automated runbooks based on event type and severity
- Implementing automated root cause analysis using log correlation and dependency graph traversal
- Executing pre-approved remediation steps for common issues such as disk space exhaustion or service outages
- Automating service impact assessment by querying topology data during incident escalation
- Generating post-incident reports with automation execution logs and timing metrics for retrospective analysis
- Configuring fallback procedures when automation fails, including human escalation paths and notification workflows
Module 5: Change and Configuration Automation
- Automating configuration drift detection by comparing runtime states against golden templates
- Scheduling and validating OS and middleware patching across development, staging, and production environments
- Implementing canary rollouts for configuration changes with automated rollback on health check failure
- Enforcing configuration compliance using policy-as-code frameworks like Open Policy Agent or Chef InSpec
- Managing secrets and credentials through secure vault integration (e.g., HashiCorp Vault, Azure Key Vault)
- Coordinating change windows with business stakeholders by syncing automation schedules with change calendars
Module 6: Governance, Risk, and Compliance in Automated Operations
- Defining approval workflows for production automation changes based on risk classification and regulatory requirements
- Maintaining an audit trail of all automation executions, including user context, input parameters, and outcomes
- Conducting periodic access reviews for automation platform administrators and script maintainers
- Aligning automation practices with frameworks such as ITIL, ISO 27001, and NIST SP 800-145
- Implementing change validation checks to prevent unauthorized configuration modifications
- Documenting exception handling procedures for automated actions that trigger compliance violations
Module 7: Monitoring, Optimization, and Continuous Improvement
- Instrumenting automation workflows with custom metrics for success rate, execution duration, and failure modes
- Establishing feedback loops from operations teams to refine false-positive triggers and refine runbook logic
- Conducting periodic automation effectiveness reviews using incident reduction and MTTR data
- Optimizing playbook performance by eliminating redundant API calls and parallelizing independent tasks
- Retiring outdated automation scripts based on usage analytics and process deprecation
- Scaling automation infrastructure (e.g., runner fleets, queue management) to handle peak operational loads
Module 8: Organizational Enablement and Change Management
- Developing runbook documentation with clear ownership, escalation paths, and version history for operational teams
- Training NOC and service desk personnel on interpreting automation outputs and handling handoffs
- Addressing resistance to automation by involving operators in runbook design and testing
- Establishing a center of excellence to maintain automation standards and share best practices
- Defining service level objectives (SLOs) for automated processes and incorporating them into SLAs
- Measuring team capacity freed by automation to reallocate resources to higher-value initiatives