You may already know this because I didn't. You can select a block of code in a cell to selectively run it instead of executing the entire cell. I wish there was keyboard shortcut for this. Thanks to Priyanka Langade for the tip.

Thanks to Lokesh on Twitter for pointing out the keyboard shortcut - Cntrl + Shift + Enter.