Centralized BI & Metrics Platform

2024
Centralized BI & Metrics Platform
A tailored BI solution for a mid-sized U.S. eCommerce company that unified operational data into accessible dashboards and automated recurring reporting across sales, logistics, and marketing.
A tailored BI solution for a mid-sized U.S. eCommerce company that unified operational data into accessible dashboards and automated recurring reporting across sales, logistics, and marketing.
Our client — an eCommerce company with 80+ employees — was growing across multiple sales channels (Shopify, Amazon, and DTC), but lacked centralized visibility into performance.
Key issues:
They needed a scalable BI solution to consolidate data, reduce manual reporting, and give teams real-time access to trusted business metrics — without requiring SQL or full-time analysts.
We implemented a lightweight ETL pipeline using Airbyte to connect and sync:
All data was normalized into a PostgreSQL data warehouse, structured around shared business dimensions.
We designed pre-built dashboards in Metabase (self-hosted), tailored by team:
Each dashboard included filters by product, channel, and timeframe, with no need for manual SQL queries.



Total duration: ~10 weeks for MVP
Data source audit, metric mapping, warehouse design
ETL setup and testing
Dashboard development for key teams
Reporting logic, alert configuration, QA
Slack + Google integration, SSO setup
QA, refinements, role-based testing
Full company rollout, HR onboarding, documentation handoff
Note: Iterative improvements and new data integrations continued over the following month.
The BI platform gave the client a clear, consistent view of business operations — accessible to both technical and non-technical users.
Faster decisions, reduced reporting overhead, and shared alignment across sales, marketing, and operations — all without increasing headcount.