Online Shopify Sales & Marketing Analytics
We built nightly sales and marketing reporting for a Shopify merchant—giving clear ROI tracking and faster growth decisions.

KPIs We Tracked
- Conversion Rate (Overall & by Channel)
- Average Order Value (AOV)
- Customer Acquisition Cost (CAC)
- Customer Lifetime Value (CLTV)
- Cart Abandonment Rate
- Marketing Campaign ROI (by channel/campaign)
- Top Performing Products
- Customer Segmentation (e.g., RFM)
Technologies Used
- Shopify API
- Google Analytics API
- Marketing Platform APIs (e.g., Facebook Ads, Google Ads)
- Azure Fabric / Data Lakehouse
- Microsoft Power BI
- Python (Pandas, Scikit-learn)
- SQL Databases
The Challenge
A Shopify merchant was scaling spend without a trustworthy view of what actually drove profit. They faced:
- Unclear Marketing Effectiveness: Hard to attribute sales to channels and campaigns with confidence.
- Conversion Leakage: Drop-offs in the funnel were visible too late—or not at all.
- Cart Abandonment: Checkout friction cost sales without a clear diagnosis.
- Retention Blind Spots: Lifetime value and repeat behavior weren't guiding spend.
- Scattered Data: Shopify, analytics, and ad platforms never reconciled into one daily picture.
- Product Mix Uncertainty: Revenue leaders weren't always the profit leaders.
What We Built
We delivered a unified sales and marketing analytics system:
- Multi-Source Integration: Automated pulls from Shopify, Google Analytics, and major ad platforms.
- Centralized Warehouse: Modeled conversion, AOV, CAC, LTV, and channel ROI in Azure Fabric.
- Sales & Marketing Dashboards: Built Power BI views for funnel health, campaign performance, segments, and product profitability.
- Funnel Diagnostics: Surfaced drop-off points so the team fixed the highest-friction steps first.
- Customer Segmentation: Implemented RFM-style segments and LTV views for retention campaigns.
- Attribution Visibility: Compared first-touch, last-touch, and multi-touch views so budget decisions got sharper.
Results
After go-live, the merchant delivered:
- Clearer ROI tracking with nightly reports leadership actually used.
- Faster growth decisions because channel and product performance stopped living in silos.
- Higher conversion focus from fixing the highest-impact funnel leaks.
- Smarter ad allocation toward campaigns that earned, not just spent.
- Stronger retention targeting for high-value customer segments.
Get clear Shopify ROI every morning
Book a free audit. We'll map your sales and marketing stack and show where nightly reporting unlocks growth.
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