Is eating greasy, fat food advisable when drinking?

I’m not drinking that much but last time I was having pure rum (around 100ml?) and with it I ate fried cheese.

I think I’ve read that when you drink you should eat a hefty meal right? However, I threw it all up 4 hours later.

So now I’m not sure anymore, drinking on an empty stomach is bad, but eating a lot is also bad