A technical resource for pharmaceutical supply chain professionals, serialization specialists,
compliance officers, and Python automation engineers building DSCSA-compliant track-and-trace systems.
Architecture blueprints that map internal ERP/WMS data to GS1 identifiers, EPCIS 2.0/2.1 messaging, verification routing, encryption boundaries, and suspect-product investigation.
Validation workflows for the aggregation hierarchy: case-and-pallet logic, parent-child serial mapping, decommission and reaggregation rules, and threshold tuning for line speeds.
Production pipelines for ingesting serialization telemetry: API polling and webhooks, schema validation and error handling, real-time stream processing, and async batch pipelines.
Code-first walkthroughs that each solve one concrete DSCSA problem end to end — the regulatory
driver paired with runnable Python you can lift straight into a track-and-trace pipeline.
Each section opens with an architectural overview, then drills into focused topics and step-by-step,
code-first guides. Use the navigation below to jump straight to a hands-on walkthrough.