How much would it cost to open a sandwich shop?

It can vary from a few thousand pounds if you buy second hand to many hundreds of thousands if you're fitting out with new equipment. There are shops in central London like Jaggi that provide catering equipment, some quite expensive but if you go to Dalston you'll find companies that provide cheaper items.
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Catering Equipment|Catering Equipment UK