u/AssistantFine7480

One thing I found while running these numbers: even a seemingly small increase in shipping costs or refunds can completely change the story for a store's profitability. It's crazy how two stores with identical revenue can end up in totally different situations just because of these invisible line items.

Curious — which of these (refunds, shipping, fees, CAC) actually surprised you the most when you saw the real impact?

I was helping a few Shopify stores model profitability and realized most “profit calculators” are basically:

Revenue - COGS - ad spend

Which looks fine until refunds, shipping, transaction fees, and ROAS reality show up.

So I upgraded a free calculator I built at clearprofit.cloud to model actual ecommerce margins more accurately.

Added:

• Shopify plan fee presets
• shipping costs
• refund/return rate impact
• profit per order + breakeven calculations
• warning flags for bad ROAS / high shipping %

One test store went from “healthy” margins to nearly breakeven after accounting for returns + shipping.

Curious what other metrics ecommerce operators wish calculators included.Would genuinely love feedback from store owners on what’s missing or inaccurate.

I kept seeing my Shopify dashboard showing "revenue" but that number never matched what actually landed in my bank after ad spend, COGS, and platform fees. Curious how others handle this — do you use a spreadsheet, a tool, or just wing it at end of month?