VAT left inside the revenue figure
The commonest European error by a distance. A merchant takes the number Shopify shows and puts it in as revenue, but that figure includes 19% or 20% of money that belongs to the tax authority. At German rates, gross revenue overstates contribution by roughly a sixth, which pulls break-even several days earlier than it really is and makes a losing month look like a thin one.
Use net revenue: what is left after returns and after tax. It is the denominator of every percentage on a real P&L for exactly this reason.
