According to the 2021 census gazetteer files, Clover Township has a total area of 34.94 square miles (90.49 km2), all land.

[2] The township contains these two cemeteries: Clover Chapel and Woodhull.

As of the 2020 census[1] there were 847 people, 369 households, and 251 families residing in the township.

There were 424 housing units at an average density of 12.14 per square mile (4.69/km2).

23.30% of all households were made up of individuals, and 9.20% had someone living alone who was 65 years of age or older.