A great story and excellent business sense, to be sure. The "10 months" part is typical headline speak.
Perhaps if he'd worked on Google Music (or other music related area of the business) or the referenced exposure to "top brass" opened some doors... but it seems unlikely this is the case.
There's certainly correlation between Google employees and successful initiatives... but not much beyond that.
It's not like this founder started with $100 and made an ongoing business employing a few others.
Started on second, scored on as RBI and media talks about your Grand Slam.
So, it's worth learning things like that in these stories in tracing the bigger picture of how the success story played out with what ingredients that might work next time.
I think building a business is always going to take a lot of focused effort. That said, I also think that getting an early start -- doing it on the side -- is a much smarter idea than quitting everything you have and launching into it head on.
Few years ago I've found a motivational article that everyone can make a successful business out of their garage even in the field of high end technology. I googled RED camera's founders name - multi-billionaire founder of Oakley. Probably his garage looked like a high tech version of Jay Leno's car garage and not like the Jobs' and Wozniak's garage.
Dude have been building his blog business/image/trademark for many years and successfully capitalised on that. Kudos to him.
We do not say that Apple successfully reached 1 million dollars in phone sales in 10 minutes. No - it took them 30 years to reach that point.