Is Japanese not a good language to rhyme things?

I've noticed Japanese singers tend to put a LOT of English at the end of lines in songs and raps, so it will rhyme.
Is this because it's not an ideal language to rhyme or rap?
I've never heard a song with only japanese words that were rhyming, but i've heard tons of Korean songs like that
 
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