You need very little equipment for a podcast. A microphone is perhaps the biggest requirement, and you can get them pretty cheap (depending on the quality). Good microphones can cost over $100. You can use your laptop microphone if you're on a budget. Other than that, you need a computer to record on and software like Audacity to edit.