Sounds strange, but: don't go shopping with an empty stomach. That easily leads to impulse purchases.

Make a shopping list, and stick to it. But be flexible: If you planned a cucumber salad and find tomatos are on sale, change your menu: tomato salad it will be. Leave the cucumbers in the shop.

Many herbs can be grown on your balcony or even your windowsill.