All work

BI · Automation

Reporting & KPI Automation

Automated data extraction, transformation, dashboard refreshes, and KPI reporting using SQL, Python, Power BI, and Tableau, turning recurring manual reports into a hands-off pipeline.

Domain
Business intelligence
Role
Reporting automation & KPI design
Stack
SQL · Python · Power BI · Tableau

Context

Recurring reports were assembled by hand each cycle, exporting data, reshaping it, and refreshing dashboards manually. That work is repetitive, easy to get wrong, and scales badly as the number of reports grows.

Problem

Manual reporting consumes time that should go to analysis, and inconsistent KPI definitions make numbers hard to trust. The objective was standardized KPIs and automated refreshes.

Architecture

ExtractSQL and Python pull source data
TransformStandardized KPI definitions
RefreshScheduled Power BI and Tableau updates
ReportConsistent dashboards for analysis

Engineering

  • Automated data extraction and transformation
  • Standardized KPI definitions across reports
  • Scheduled dashboard refreshes in Power BI and Tableau
  • Reduced manual, repetitive reporting effort

Outcome

Reporting shifted from manual assembly to an automated pipeline with consistent KPIs, freeing time for analysis rather than data wrangling.

Rebuilding the same report every week?

Let's automate it. Want to see how it would work for yours?