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Marketing Efficiency Ratio (MER) Needs A Warning Label For D2C Growth
How to use MER without letting one blended number hide cohort decay, channel lag, discount pressure, and attribution noise.
Ranjeet Ranjan
Aug 31, 2026
Latest blogs
14 articles in Customer Data Platform
Returns-Adjusted ROAS: Formula, Calculation & How to Measure True Ecommerce Profitability
A practical guide to refund-aware attribution, retained-revenue efficiency, and contribution-aware budget governance.
Select Marketing Attribution Software for Accurate ROAS Tracking
A guide to evaluating marketing attribution software for precise return on ad spend measurement.
Shopify Marketing Attribution Across Meta, Google Ads, and Email: A Revenue Truth Framework
A practical guide to channel credit, revenue truth, and privacy-aware ecommerce measurement.
Shopify Event Tracking Checklist: Monthly Audit for Accurate Marketing Data
Monthly hygiene audit guidance for reliable Shopify marketing data and event tracking accuracy.
Ad Incrementality Measurement: How To Prove Ads Created Revenue
A practical guide to proving whether ads created demand, captured demand, or took credit for sales that would have happened anyway.
ROAS Discrepancies Across Marketing Platforms: A Reconciliation Framework
A practical reconciliation method for platform ROAS, business ROAS, and incremental ROAS.
Attribution vs MMM vs Incrementality: Which Should You Trust?
A practical decision framework for choosing attribution, marketing mix modeling, or incrementality by question, data quality, and budget risk.
Lookalike Audience Seed Quality: Exclude Low-Value Customers Before Scaling
How to exclude low-value customers and improve lookalike audience seed quality before scaling campaigns
Returning Customer Attribution in Paid Media: Avoid Retargeting Waste in D2C
Diagnosing and fixing returning customer attribution errors to optimize D2C paid media budgets.
Shopify Customer Acquisition Cost by Cohort: Improve Marketing Spend with Cohort Analysis
How deeper cohort analysis drives smarter marketing spend for Shopify stores
Shopify Data Unification 2026: Unified Analytics & Privacy-First Marketing
A comprehensive approach to unify Shopify customer data amid evolving privacy and analytics challenges in 2026.
Common Conversions API Mistakes That Undermine Marketing Attribution Accuracy
Avoid common errors in Conversions API to ensure accurate marketing attribution and data integrity.
AI-Powered Marketing Intelligence Platform Architecture: Key Components & Implementation
Understanding the architecture of AI-driven marketing intelligence platforms to unify data and optimize campaign outcomes.
The Duplicate Revenue Problem: Why Meta, Google, GA4, and Shopify Don’t Match
Understanding and resolving conflicting revenue in ecommerce platforms to improve marketing accuracy.