I wrote up a quick introduction to stac-geoparquet on the Cloud Native Geo blog with Kyle Barron and Chris Holmes.
The key takeaway:
STAC GeoParquet offers a very convenient and high-performance way to distribute large STAC collections, provided the items in that collection are pretty homogenous
Check out the project at http://github.com/stac-utils/stac-geoparquet.