API to cloud storage
Python collects usage exports through signed API requests, normalizes the records, and stores the data in Amazon S3.
CLOUD DATA ENGINEERING / PRODUCTION AUTOMATION
From usage data
to operational insight.
Production reporting for 10,000+ ELN users.AWS / Python / R · Automated analytics.
10,000+users in the deployed ELN service
3 levelslab, department, and institution reports
End to endcollection, analytics, and delivery
THE PIPELINE
Collect once. Report automatically.
Usage into insight
Athena queries and modular R transformations connect activity, notebook metadata, and longitudinal service usage.
Reports that recur
RMarkdown generates recurring operational reports at lab, department, and institution level, with automated delivery.
Build the reporting workflow.
Explore the Python collection layer and R analytics pipeline.