You can download podcasts for offline listening.
There are three ways:
1. Tap three dots in the episode list of each podcast then tap Download
2. Tap three dots on the top right corner in the episode playing page then tap Download
3. Tap three dots on the top right corner in the podcast page then select Batch Manage to select episodes to batch download episodes.