Python experience with AWS services such as EC2, Lambda, S3, RDS, CloudWatch, and IAM Experience with CI/CD pipelines and DevOps tools (e.g., GitLab CI, CodePipeline) Familiarity with containerization and orchestration (Docker, Kubernetes) Preferred AWS certifications (e.g.,