I keep hearing about people getting grants -- how do they do it?

Summary:

Core advice from the earliest days of the FAQ.

With diligent research, sound organization, and supportable proposals.
Do not be lured into chasing grants just because they are apparently
available; stick to your organization's mission and real needs, then
search for funders who are interested in the kind of thing you do and
cultivate those funders.