What is the golden rule of baking substitutions?
Match the job, not the name. Every ingredient does mechanical work — providing structure, fat, moisture, acidity, or lift — and a substitute has to do the same work in roughly the same amount. That's why Greek yogurt swaps cleanly for sour cream (same acidity, fat, and water) while oil for butter changes the crumb: it does the fat job but not the structure job.
Should I substitute by volume or by weight?
By weight, whenever the ratio allows it. A 1:1 volume swap between ingredients of different densities silently changes the quantity — a cup of honey weighs 340 g while a cup of sugar weighs 200 g. Our substitution pages give ratios in the form bakers actually use, with weights wherever precision matters.
Can I substitute baking soda for baking powder?
Only in one direction, and not 1:1. Baking powder can stand in for baking soda at 3x the amount (1 tsp soda = 1 tbsp powder), though it may slightly affect browning. Going the other way requires adding acid: 1/4 tsp baking soda plus 1/2 tsp cream of tartar replaces 1 tsp of baking powder.
Why do some substitutions work in cookies but fail in cakes?
Tolerance. Cookies and muffins are forgiving structures — small changes in fat, acidity, or moisture get absorbed. Cakes and laminated doughs are balanced systems where each ingredient's job is load-bearing. That's why every substitution on this site carries a quality rating, and why the recipe-specific pages exist: the same swap can be excellent in muffins and moderate in cake.