What is Lifetime Gross Profit (LTGP)? LTGP is the gross profit collected over the entire lifespan of a customer relationship. While often used interchangeably with Customer Lifetime Value (CLV or LTV), LTGP provides a more accurate picture of profitability. Revenue-based LTV calculates the total revenue a customer generates. This figure is often misleadingly high because […]
What is an “agentic order” in Shopify? For our purposes, an agentic order is: Any Shopify order created via an Agentic Storefront channel (ChatGPT, Gemini, Copilot, Perplexity, etc.), where the AI assisted discovery and/or checkout. Shopify helps you here: Your job is to: Why tagging AI‑origin orders matters for profitability If you lump agentic orders into “online […]
What does “picking agentic SKUs” actually mean? In Shopify’s Agentic Storefronts world, not every product should be eligible for native, in‑chat checkout. You effectively have three states for each SKU: Your first 10 agentic SKUs are the ones you allow into full autonomous selling. Everything else either stays discovery‑only or off while you learn. This is not […]
This is the default with creator and UGC stuff: you won’t get perfect attribution. But you can get to “good enough to decide” if you tighten what you measure and how you think about it. You’ll never get Meta-level attribution on influencers, but here is a simple way to evaluate these campaigns without relying on […]
Why Scaling “Hero” SKUs Can Create a Profitability Gap? Scaling a high-volume “hero” SKU without tracking real-time contribution margin often leads to a “profitability gap” where increased revenue results in decreased net cash flow. This happens because paid media algorithms prioritize conversion probability over profit-per-unit, frequently pushing products with rising COGS or high fulfillment complexity. […]
Contribution Margin is superior to Return on Ad Spend (ROAS) because it measures the actual profit generated per unit after all variable costs are deducted, whereas ROAS only measures top-line revenue efficiency relative to media spend. While a high ROAS indicates marketing efficiency, it ignores Cost of Goods Sold (COGS), shipping, and transaction fees, often […]
What is Repurchase Latency? Repurchase latency is the gap between when a customer should have bought again and when they actually do. It is one of the most overlooked destroyers of Lifetime Gross Profit (LTGP) in a Direct-to-Consumer (DTC) consumables business. While churn measures the customers you lose entirely, latency measures the efficiency of the […]
