- Prior experience with AWS fundamentals (like Architect Associate-level knowledge) is strongly recommended.
 - Understanding VPC, EC2, IAM, and S3 basics accelerates learning.
 - Familiarity with cloud concepts helps in grasping CI/CD and infrastructure automation.
 - Beginners can review free AWS resources or foundational courses before starting.
 - Practical labs and exercises build on existing cloud knowledge to reinforce learning.
 

