Big transformer vs small transformer?

I remember using a transformer in school that could be placed on a desk for labs. We only used it for step down and I know if i could use it for step up. The the one for step up like 110 to 220 usually are big and on the ground. What’s the difference?

Big transformer vs small transformer?
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