Challenge
Source data had variable time windows and required deterministic cleaning before dashboard consumption.
Solution
Implemented configurable extraction windows, pandas-based transforms, and automated upload workflows on Azure VM scheduling.
Outcomes
- Stabilized daily dashboard refresh process
- Created reusable configuration patterns
- Reduced manual reporting work