Decide what you need almond oil for: aroma (nutty fragrance), texture (soft crumb/moistness), or cooking stability (higher-heat).
Match the substitute to that role using the table items below, then swap using the 1:1 ratio unless the section notes say otherwise.
For baking, pour in after mixing dry ingredients (or during the final blend) to keep the crumb even.
For no-cook/finishing, use walnut or hazelnut oil last so the nut aroma doesn’t dull.
Taste-test once: if flavor is too strong, shift next time to a more neutral option (avocado or canola).