Walnut Cakes

The flavor team

The pairs that carry this dish. Each one is judged two ways: how much their aromas overlap, and how often cooks already put them together.

1. Vanilla + milktop 5% of all pairs
   Smell alikemoderate
   Cooked together19,187 recipes

   Shared aroma: ethyl caproate (fruity, apple peel).

2. Butter + milktop 7% of all pairs
   Smell alikemoderate
   Cooked together81,283 recipes

   Shared aroma: (z)-4-heptenal (biscuit, cream).

3. Sugar + vanillatop 8% of all pairs
   Smell alikelow
   Cooked together35,032 recipes

   Shared aroma: beta-damascenone (apple, rose).

4. Walnut + vanillatop 10% of all pairs
   Smell alikestrong
   Cooked together2,730 recipes

   Shared aroma: eucalyptol (eucalyptus, herbal).

5. Walnut + lemontop 10% of all pairs
   Smell alikestrong
   Cooked together2,149 recipes

   Shared aroma: 2-nonenal (fatty, green).

Sugar and vanilla barely smell alike, yet cooks put them together in 35,032 recipes: they work on texture and structure more than aroma.

Ranks compare each pair with 20,000 random ingredient pairs on CompKitchen. How we score pairs

What each ingredient does

All-purpose flour

Provides the structure that holds the cake together as it sets.

Butter

Adds richness and a tender crumb when creamed with sugar.

Caster sugar

Sweetens the cake and helps trap air when creamed with butter.

Egg yolks

Add richness, moisture and binding to the batter.

Egg whites

Whipped to stiff peaks, they give the cake lift and an airy texture.

Walnuts

Add crunch and a toasty, nutty flavour throughout the cake.

The step that matters

Swap the lemon

How well each one fits the dish's main ingredients (flour, butter, sugar, egg, walnut, vanilla, milk):

1. Figfits better
2. Coconutfits better
3. Blueberryfits better
4. Lemonthe original

Fit is the average pairing score against flour, butter, sugar, egg, walnut, vanilla, milk. Candidates are from the same food group and used in at least 100 recipes.