Lemon juice comes from the lemon's flesh (the inside of the fruit), whereas lemon extract is made from concentrated lemon oil or rind. The extract will have a stronger flavor than real lemons, so it depends on your preference when using either juice or extract. Lemon extract is also usually mixed with added ingredients, like vodka or an non-alcoholic alternative.