Experience with automation tools (AWS Systems Manager, AWS Lambda). Experience with AWS CloudWatch, AWS X-Ray, ELK Stack, or third-party monitoring tools. Strong knowledge of AWS services: EC2, S3, RDS, Lambda, IAM, VPC, CloudFormation, CloudWatch, etc.