what the numbers actually say

Guides to Shopify analytics written the way we would want to read them: a direct answer at the top, primary sources at the bottom, and a plain statement wherever the honest answer is that nobody knows.

Guides

Which Shopify numbers actually matter?
Four numbers carry most of the signal in a Shopify store. What each one means, how Shopify defines it, and which benchmarks are worth citing.
Why nobody opens the dashboard
Dashboards get built and then abandoned. The reason is structural, not laziness: the cost is paid every day and the payoff arrives occasionally.
What Shopify's built-in reports can't tell you
Shopify documents its own analytics limits more honestly than most vendors. Row caps, consent gaps, undisclosed tracking, and the 30-day attribution reset.
Why your Shopify attribution numbers disagree
Shopify offers five attribution models and defaults to last non-direct click. Why switching models reassigns the same sale, and what the 30-day reset does.
Why your traffic sources don't add up
Direct is not a channel, it is where sessions land when the referrer was lost. What Shopify counts as direct and unknown, and how to read the mix anyway.
What is a normal ecommerce conversion rate?
Most quoted conversion benchmarks are recycled 2022 and 2023 data. Here are the figures with their methodology, sample size and age of data stated.
First‑time and returning buyers, and why the split matters
The new versus returning split tells you whether growth is bought or compounding. It is also the ecommerce benchmark with the weakest public sourcing.
How often is store data actually worth looking at?
Daily data is mostly noise on a small store, and weekly data hides the thing you needed to catch today. How to pick a cadence that matches order volume.
Telling signal from noise on a small store
At 20 orders a day a 25% swing is ordinary randomness. The arithmetic of small samples, and why most analytics advice assumes a store ten times your size.
Why yesterday's Shopify session data isn't there yet
Shopify order data is immediate. Session data keeps settling after the day ends, and Shopify never documents when it is final. What that means at 8am.

Comparisons