Always make a list and stick to it.
Buy seasonal Veg.
Shop around to look for the best offers.
On everyday items use the supermarket own brands.
Consider bulk buying and having a day making and freezing meals.
Have a well stocked store cupboard so you can easily make meals. Replace the used items regularly, and then you won't spend a fortune on essentials.