Head-to-head SMS platform comparison for DTC. Covers pricing, segmentation, automation, and when each wins for Shopify operators.

Formula, benchmarks, and how to avoid the most common miscounts when measuring repeat purchase behavior.

Compare Shopify's native email flows against Klaviyo. Understand segmentation limits, automation depth, and when to upgrade.

How to set retargeting frequency caps to prevent ad fatigue, comply with privacy shifts, and maintain brand perception without leaving revenue on the table.

Refund rate benchmarks by category, diagnostic framework to separate product from ops issues, and levers to optimize without destroying trust.