Does your organization consume external data via API calls, connect-up-to internal silo’d data sources and/or wrangle shapefiles and spreadsheets in a somewhat messy way? Although an analyst with scripting chops can be a life-saver in a pinch, we all know that scripts have their limitations as far as standardization, cross-training and on-boarding new employees and maintaining operations. If you lose your scripting wizard to a new higher paying job, you might be treading water or worse. We will do a “Live" demo of an ETL data transformation that includes a US Census API call and a CSV loading to PostgreSQL and PostGIS. We will also talk a little DevOps and do this using a solution built on AWS and show a second similar solution with a Docker deployment for on-prem needs.