Why doubling a recipe does not work
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A recipe that works at two liters and fails at twenty has not been written down wrong. It has been scaled as though everything in it is linear.
Some things scale and some do not
Ingredient weights scale. Salt and acid as a percentage scale. Heat input, surface area, evaporation rate and cooling time do not.
The result is a bigger batch that reduces less, cooks longer, tastes different and sits at a different final acidity than the small one it came from.
Evaporation is the big one
Evaporation depends on surface area, and surface area does not grow with volume. Ten times the sauce in a pot with three times the surface loses proportionally far less water in the same time.
So a large batch simmered for the same duration is thinner and less concentrated. Reducing it to the same thickness takes much longer, and that extra time costs color and aroma.
The fix is to stop cooking to the clock and start cooking to a measurement: weight, or a viscosity check, or a target yield. A recipe that says "simmer thirty minutes" does not survive scaling; one that says "reduce to nine kilograms" does.
Heat transfer and time
A large pot takes longer to come up and longer to come down, and the product spends more of its life hot at both ends. That is where the flavor flattens.
It also changes your acidity timing. Equilibration is measured from when the acid goes in, and a batch that takes an hour longer to reach fill temperature is a batch whose process timings no longer match the filing.
How to scale honestly
Change one variable and remeasure. Scale to the next size, record actual yield, actual pH and actual time, and compare against a reference bottle from the batch you were happy with.
And expect to reformulate slightly rather than merely multiply. Producers often find the large-batch recipe is not the small one times ten; it is the small one adjusted for what stopped scaling.