As described in historical dictionaries

Sorry, we don't have any historical texts which describe the Ellerbeck surname. That's probably because it was very rare in Great Britain more than a century ago.

Surname type: Location or geographical feature

Origin: English

Region of origin: British Isles

Country of origin: England

Religion of origin: Christian

Language of origin: English

BritishSurnames.uk is a Good Stuff website.