When you download a podcast episode, the audio file is stored on your device, so if your Wi-Fi or 4G signal is interrupted, you’ll still be able to listen. Downloading podcasts clearly uses up storage room on your device.
Streaming means the content is broadcast to your device in real time, and for this you’ll need an uninterrupted internet connection.