YOU SAID:

I am going to the store to pick up milk.

INTO JAPANESE

牛乳を買いに店に行きます。

BACK INTO ENGLISH

I go to the store to buy milk.

INTO JAPANESE

牛乳を買うために店に行きます。

BACK INTO ENGLISH

I go to the store to buy milk.