Yes, it puts a lot of pressure on you, but definitely possible. I have a have a handful of friends who ve made the transition from corp to own gig by moonlighting for 6 mos then making the jump. It helped them prove their business model without taking a big financial hit and risk.
I ve managed to keep working as well as build up a couple of small business over the last year. The key is managing your time very closely.