Customer Decisions

Customer

CX, support, loyalty, and the decisions that build or destroy customer lifetime value. 5 articles published.

eCommerce Customer Service Cost: The Margin Impact

Top 3 contact reasons drive 55-65% of tickets. Fixing the top driver saves $5,940/yr on $4,500 one-time spend — recurring. Most brands hire agents instead.

9 min readMay 10, 2026Read →

Customer

eCommerce Loyalty Programs: The Retention Math

A 5%-back loyalty program at 38% margin needs a 17% repeat-rate lift just to break even. Here is the calculation almost no operator runs before launch.

9 min readMay 10, 2026Read →

Customer

Retention vs Acquisition: The Economics Most eCommerce Operators Get Wrong

'Retention is 5x cheaper than acquisition' is true at scale and false below $1M GMV. Here is the brand-stage model that determines the right channel mix.

12 min readMay 10, 2026Read →

Customer

The LTV Calculation Every eCommerce Store Gets Wrong

Revenue-based LTV overstates customer value by up to 98%. Learn the contribution-margin formula that sets accurate CAC ceilings and stops silent margin bleed.

6 min readMay 10, 2026Read →

Customer

eCommerce Churn: The Metric Nobody Tracks Until It Is Too Late

Purchase-rate decay is eCommerce churn in disguise — and harder to detect. See how 20% annual decay costs $213K per 1,000-customer cohort over three years.

6 min readMay 10, 2026Read →

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