Cold applying vs reaching out first

Hi guys, I have been looking for new job in finance industry, I’m working at fund administration and have background in accounting as well as prepping up for CFA level 2.

Just curious, if I should start reaching out to hiring manager first before applying? With nowadays i heard more people are getting hired from referrals instead of cold apply.

Can you please share your experience and advice?