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Execution time depends on resource count

Event-driven policies reduce polling overhead

Parallel execution improves performance

Efficient API usage avoids rate limits

Large-scale multi-account policies may require batching

Use least-privilege IAM roles for execution

Encrypt logs and reports

Restrict access to policy files

Audit policy runs regularly

Ensure sensitive actions require review or approval

Cloud-native monitoring integration (CloudWatch, Azure Monitor, GCP Logging)

CLI and reports for real-time policy status

Dashboards for aggregated metrics

Audit logs for compliance

Notification triggers for violations

Modular YAML policies

Version-controlled policy definitions

Test filters and actions in staging environments

Use consistent naming and tagging conventions

Review logs and reports for improvements