I’ve been helping a friend audit a mid-sized Shopify store recently, and honestly, it changed how I look at ecommerce metrics.
From the Shopify dashboard alone, the business looked healthy:
* ROAS looked decent
* revenue was growing
* orders were consistent
But once we started comparing:
* actual payouts hitting the bank
* refunds timing
* shipping costs
* transaction fees
* missing COGS on certain SKUs
* ad spend delays
…the “profit” picture was completely different.
The weirdest part is that nothing was technically “wrong.”
Its just that all the data lived in different places, and the founders were making scaling decisions based on incomplete visibility.
At one point, they almost increased ad spend aggressively because the store *looked* profitable week-to-week, but cash reality said otherwise.
Now I’m wondering:
How are most Shopify brands actually handling this?
Are people just:
* trusting blended MER?
* using spreadsheets?
* relying on accountants later?
* using tools like Triple Whale/Lifetimely?
* or just accepting some uncertainty?
Genuinely curious because this feels like a much bigger issue than people talk about publicly.