Retail · Data Engineering

Retail Sales Data Mart & BI Dashboard

End-to-end retail analytics, automated ETL pipeline, star-schema warehouse, business-ready data marts, and Power BI dashboards covering sales overview, delivery, returns, and customer profitability.

Power BIAzureAirflowPostgreSQLStar Schema

ETL

Automated pipelines

Star Schema

Warehouse modeling

01

The Challenge

A multi-region retailer ran reporting out of fragmented CSV exports, brittle spreadsheets and overnight database queries, by the time the team saw delivery, returns or profitability numbers, the trend had already changed and decisions lagged the business.

Retail Sales Data Mart & BI Dashboard, 1

02

Our Approach

We built an automated ETL pipeline on Apache Airflow that lands operational data into PostgreSQL, modeled a star-schema warehouse with conformed dimensions for product, store, customer and date, then layered business-ready data marts feeding four Power BI dashboards: sales overview, delivery, returns, and customer profitability.

Retail Sales Data Mart & BI Dashboard, 2
03Impact & Outcomes

Stakeholders self-serve the dashboards every morning instead of waiting on analyst reports. Profitability and returns trends surface in near-real-time, planning cycles shrink from weeks to days, and the data foundation now supports new use cases without rework.

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Retail Sales Data Mart & BI Dashboard, 3
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