A GIF is a kind of picture that's often used on the internet. They can be animated, but the animated versions usually take up a lot of space. As pictures they're pretty small, but some detail is lost.
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A PNG is a kind of picture that's mostly used for icons and logos. PNGs aren't the smallest, but they let you have transparency in a picture and they're very good quality – no details are ever lost in a PNG.