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Good morning.
If you think all repeat purchases mean loyalty, think again! In today’s guest post, Dmitry Nekrasov of Jetmetrics uncovers the different types of repeat purchases and what they mean.
In today’s newsletter
Turn messy Shopify data into a $0-cost CFO in 10 minutes
Types of repeat purchases and how to spot real loyalty
ChatGPT just launched instant checkout
AI Launch Codes (For Premium Users Only):
Step-by-step workflow to turn messy Shopify exports into a rolling 90-day cashflow forecast in under 10 minutes
This issue takes 4 minutes to read.
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1. Turn messy Shopify data into a $0-cost CFO in 10 minutes
Most of the times, Founders only realize they’re in trouble after payroll clears and the bank balance looks thin. By then, it’s too late!
I exported 2 messy files from Shopify & an Expense sheet:
Before:

After:


Cash runway: a clear chart showing how long you can last before hitting $0
Week-by-week inflows vs outflows: exactly when ad spend, payroll, or supplier POs push you negative
Financial overview in plain English:
“Over the 90-day period, the business generated $655,190 in net customer payments from 91 orders against $615,910 in expenses. Net position: $39,280 (profitable on paper)”
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North Star
2. Types of repeat purchases and how to spot real loyalty
Not all repeat purchases are good. Some are fake and mislead your metrics. Here are 3 types of repeat: fast, promo-driven, and healthy. Only healthy repeat shows real loyalty.
The cheat sheet shows what to check, fix, and double down on.

Credit: Dmitry Nekrasov
New in AI
3. ChatGPT just launched instant checkout
ChatGPT already helps millions of people find what to buy. Now it can help them buy it too.
We’re introducing Instant Checkout in ChatGPT with @Etsy and @Shopify, and open-sourcing the Agentic Commerce Protocol that powers it, built with @stripe, so more merchants and developers
— #OpenAI (#@OpenAI)
5:01 PM • Sep 29, 2025
Integrate it to put your products directly into conversational commerce, where customers can go from discovery → purchase without leaving chat.
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Step-by-step workflow to turn messy Shopify exports into a rolling 90-day cashflow forecast in under 10-15 minutes:
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