Python Scripting for ETL, Automation & REST API integration SQL (Athena / RDS) Query writing, Optimization & Schema design Pandas, PySpark Data transformation, Aggregation & processing JSON & REST API Integration for data retrieval & automation Amazon S3 Data storage, partitioning, lifecycle policies, and cost optimization. AWS Athena SQL-based querying, performance tuning (partitioning, compression, indexing), and cost-efficient querying. AWS Lambda Serverless function development, event-driven processing, and integration with AWS services. Amazon RDS Database management, query optimization, replication, and backup strategies. Amazon DynamoDB NoSQL data modelling, indexing, and performance tuning (provisioned v/s on-demand capacity). AWS Step Functions Orchestration of workflows, state management, and error handling. AWS Cloud Formation Infrastructure as Code (IaC), resource provisioning, and version control. AWS Data Pipelines CI/CD setup for automated deployment of data pipelines and infrastructure