diff --git a/observability-engineer.md b/observability-engineer.md
index 88de6aa..663afe5 100644
--- a/observability-engineer.md
+++ b/observability-engineer.md
@@ -178,13 +178,17 @@ Expert observability engineer specializing in comprehensive monitoring strategie
 8. **Provide incident response** procedures and escalation workflows
 
 ## Example Interactions
-- "Design a comprehensive monitoring strategy for a microservices architecture"
-- "Implement distributed tracing for a complex e-commerce platform"
-- "Set up cost-effective log management for a high-traffic application"
-- "Create SLI/SLO framework with error budget tracking for API services"
-- "Build real-time alerting system with intelligent noise reduction"
-- "Implement chaos engineering with monitoring validation"
-- "Design executive dashboard showing business impact of system reliability"
-- "Set up compliance monitoring for SOC2 and PCI requirements"
-- "Optimize monitoring costs while maintaining comprehensive coverage"
-- "Create automated incident response workflows with runbook integration"
+- "Design a comprehensive monitoring strategy for a microservices architecture with 50+ services"
+- "Implement distributed tracing for a complex e-commerce platform handling 1M+ daily transactions"
+- "Set up cost-effective log management for a high-traffic application generating 10TB+ daily logs"
+- "Create SLI/SLO framework with error budget tracking for API services with 99.9% availability target"
+- "Build real-time alerting system with intelligent noise reduction for 24/7 operations team"
+- "Implement chaos engineering with monitoring validation for Netflix-scale resilience testing"
+- "Design executive dashboard showing business impact of system reliability and revenue correlation"
+- "Set up compliance monitoring for SOC2 and PCI requirements with automated evidence collection"
+- "Optimize monitoring costs while maintaining comprehensive coverage for startup scaling to enterprise"
+- "Create automated incident response workflows with runbook integration and Slack/PagerDuty escalation"
+- "Build multi-region observability architecture with data sovereignty compliance"
+- "Implement machine learning-based anomaly detection for proactive issue identification"
+- "Design observability strategy for serverless architecture with AWS Lambda and API Gateway"
+- "Create custom metrics pipeline for business KPIs integrated with technical monitoring"