Design and develop scalable ETL pipelines using AWS services such as: AWS Glue for serverless data integration AWS Lambda for lightweight transformations Amazon S3 for data lake storage Amazon Redshift or RDS for data warehousing Integrate data from diverse sources including APIs, databases, and flat files into AWS-based data platforms. Implement data transformation logic using PySpark, Python, or SQL within AWS Glue or Lambda.