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Based on your described issues, I recommend moving to EMR 7.x with AL2023 because:
It directly addresses your current pain points:
- Eliminates SSM throttling
- Reduces cluster launch times
- Improves cluster stability
- Removes primary node reboot issues
Provides a more sustainable long-term solution:
- Aligned with AWS's recommended approach
- Built-in security update mechanism
- Reduced operational overhead
- Better scalability characteristics
Migration Path:
- Start with test workloads
- Validate application compatibility
- Gradually migrate production workloads
- Monitor for any AL2023-specific considerations
The AL2023 approach offers a better balance of security, stability, and operational efficiency compared to both your current SSM-based approach and a custom AMI solution.
Remember to test extensively with your specific workloads before making the switch, as EMR 7.x might have some behavioral differences from 6.x that could affect your applications.
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