1. village:a very small town in the countryside

2. village:a very small town in the country

3. He lives in the country.
4. He lives in the countryside.

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Are 'country' and 'countryside' the same in meaning? Can they interchangeable?

All would work fine. The words "country" and "countryside" are interchangeable in this context.