2–4 years of experience with cloud infrastructure (AWS, Azure, or GCP) Proficient in automation and scripting (PowerShell, Python, or Bash) Strong knowledge of networking and security in cloud environments Experience with monitoring tools like CloudWatch, Azure Monitor, or Datadog Familiarity with CI/CD pipelines and DevOps workflows Certifications preferred: AWS Certified Solutions Architect, Azure Administrator Associate, or equivalent Strong documentation and cross-team collaboration skills