Them blasted piezo speakers lol...
I had the exact same issue with the speaker lol - for me, i simply got a pair of scissors cut both male ends off so we're left with the 2 spikey bits on both ends.
I then force 1 end in with the piezo + wire and you guessed it, the other end with the - wire. - not fell out once since then 