It seems like quite a few European countries have a social-democratic party which seems broadly similar to the idea of democratic socialism, which I think I recall is what Mamdani identified with in his acceptance speech.
No. Social democracy is not socialism and "democratic socialism" is just a weasel term to try to sell socialism... Ultimately socialism has to take people's freedoms away to be implemented.