Sound libraries.
You can buy by-the-sound or entire libraries at SoundDogs.com and Sound-Ideas.com.
FreeSound.org also has sounds of varying quality; be sure that you attribute the sounds you use in the credits of your project(s) per the Creative Commons licensing agreement.
Of course, if you have the budget, you rent a nice field audio kit and DIY.