Similar. It seems the dish had both Arab and Jewish roots. In colonial Singapore, both communities were small but left an outsized mark.

https://www.peranakanmuseum.nhb.gov.sg/learn/digital-resourc...

The Jewish community in Singapore is mostly Baghdadi (Iraqi Jews who immigrated to British India and later Singapore and Hong Kong). That's why it's the same recipe for Bamia.