The idea
Sorting sweets without labels
Someone hands you a big bag of mixed sweets and says “sort these into groups”. No labels, no answer key. You'd put similar ones together: by colour, size, wrapper.
That's clustering: putting similar records into groups when nobody tells you what the groups should be. It's unsupervised.
Businesses use it for customer segments, similar stores or cities, and product groups.