Interacting with AWS: Console, CLI, SDKs & API Access
Learn the differences between the AWS Console, CLI and SDKs, how AWS control plane requests are authenticated, and which interface belongs in automation vs manual ops.
A 3-tier AWS Glue pipeline for assessment, measurement & analysis data
Built a 3-tier data architecture on AWS for an environmental-solutions provider, using AWS Glue, S3, Redshift, Lambda and PySpark to lift data-processing efficiency 30% and cut processing time 20%.
Data volumes had outgrown the provider’s old infrastructure. Processing was slow, records had accuracy issues, and day-to-day operations dragged. With no single integration and transformation layer, timely insight stayed out of reach.
Data-processing efficiency
Processing time
Scalability
A serverless 3-tier AWS Glue pipeline that ingests both structured and semi-structured data, with incremental, Full and SCD Type 1 & Type 2 loads so each run only touches changed data and history stays accurate.
Serverless 3-tier architecture on AWS Glue, S3, Redshift, Lambda and PySpark.
Glue ETL extracts, transforms and loads both structured and semi-structured data.
Incremental, Full, SCD1 and SCD2 loads balance freshness against historical integrity.
Pipelines orchestrated through AWS Glue Studio and Lambda so scaling is hands-off.
Structured + semi-structured
Extract & transform
Incremental · Full · SCD1/2
Analytics warehouse
Orchestration
Enabled faster environmental insights and quicker decision-making.
Delivered elastic scalability that adapts to evolving data needs.
Replaced brittle batch jobs with resilient, serverless orchestration.
Learn the differences between the AWS Console, CLI and SDKs, how AWS control plane requests are authenticated, and which interface belongs in automation vs manual ops.
Learn how AWS Regions, Availability Zones and service scope affect latency, cost, compliance and resiliency. Choose the right AWS location with confidence.
AWS Athena query optimization comes down to one thing: scanning less data. How partitioning, Parquet, bucketing and projection cut what you scan, and the bill.
From messy source data to analytics-ready warehouses that cut cost. Let's scope it. I reply within one business day.