Leaveners Don't Scale 1:1
Baking powder, baking soda, and yeast generate carbon dioxide gas. In a tripled batch of cake batter, gas bubbles encounter greater hydrostatic depth and surface tension. Multiplying leaveners by 3× often causes cake structures to over-expand and collapse in the oven center. Use ~10–20% less leavening beyond 2×.