"Cloud engineering is at the heart of modern data platforms, and expertise in both AWS and Databricks is in soaring demand. Companies are racing to build scalable, secure, and cost\u2011effective analytics pipelines, making this role a strategic opportunity. This AWS Cloud Engineer position offers hands\u2011on work with cutting\u2011edge infrastructure and a chance to lead Databricks deployments on\u2011site in Malvern.\n\n# Job Summary\nThe AWS Cloud Engineer will design, deploy, and manage AWS infrastructure while integrating and maintaining Databricks environments. Responsibilities include IAM policy creation, CloudWatch monitoring, CI/CD pipeline construction, Terraform\u2011based IaC, and Amazon RDS administration. The role demands hands\u2011on troubleshooting, performance tuning, and collaboration with cross\u2011functional teams to ensure secure, reliable, and cost\u2011optimized cloud solutions.\n\n# Top 3 Critical Skills Table\n| Skill | Why it's critical | Mastery Level |\n|-------|-------------------|--------------|\n| AWS Infrastructure | Foundation for all cloud services; ensures scalability and reliability | Senior |\n| Databricks (DABS) Management | Enables advanced analytics and data engineering pipelines on a unified platform | Senior |\n| Terraform (IaC) | Automates provisioning, reduces drift, and supports repeatable deployments | Mid |\n\n# Interview Preparation\n1. **How do you design an IAM policy for least\u2011privilege access to a Databricks workspace?**\n *What the interviewer is looking for:* Understanding of IAM policy structure, principle of least privilege, and integration with Databricks permissions.\n2. **Explain the steps to set up a CI/CD pipeline that builds and deploys Databricks notebooks using Terraform.**\n *What the interviewer is looking for:* Knowledge of pipeline tools (e.g., GitHub Actions, Jenkins), Terraform modules, and Databricks REST APIs.\n3. **What metrics would you monitor in CloudWatch to ensure the health of an Amazon RDS instance supporting Databricks workloads?**\n *What the interviewer is looking for:* Familiarity with RDS performance metrics, alarms for CPU, storage, connections, and how they impact data pipelines.\n4. **Describe a scenario where Terraform state management could cause deployment issues and how you would mitigate it.**\n *What the interviewer is looking for:* Awareness of remote state backends, locking mechanisms, and best practices for state versioning.\n5. **How would you troubleshoot a Databricks job that intermittently fails due to network latency in a multi\u2011AZ AWS deployment?**\n *What the interviewer is looking for:* Diagnostic approach, use of VPC flow logs, CloudWatch insights, and strategies for high\u2011availability design.\n\n# Resume Optimization\n- AWS Certified Solutions Architect\n- Databricks Certified Associate\n- IAM Policy Management\n- CloudWatch Monitoring\n- CI/CD Pipeline Development\n- Terraform Infrastructure as Code\n- Amazon RDS Administration\n- DABS Environment Setup\n- Multi\u2011AZ Deployment\n- H1B Visa Eligibility\n\n# Application Strategy\nWhen reaching out to the recruiter, send a concise email that starts with a friendly greeting, attaches your updated resume, and clearly highlights your top skills. Explicitly reference the most relevant qualifications such as AWS infrastructure design, Databricks environment management, and Terraform automation. Mention any projects where you built CI/CD pipelines or performed large\u2011scale monitoring with CloudWatch, and tie them directly to the responsibilities listed in the job description.\n\n# Career Roadmap\n| Current Role | Typical Experience | Core Focus | Next Position |\n|--------------|-------------------|------------|---------------|\n| AWS Cloud Engineer | 2\u20114 years with AWS & Databricks | Infrastructure provisioning, pipeline automation, security compliance | Senior Cloud Engineer |\n| Senior Cloud Engineer | 5\u20117 years, multi\u2011cloud exposure | Architecture design, cost optimization, team mentorship | Cloud Architecture Lead |\n| Cloud Architecture Lead | 8+ years, strategic oversight | Enterprise\u2011wide cloud strategy, governance, cross\u2011functional leadership | Director of Cloud Engineering |\n"