A simpler nikah within your means
Closer to the Prophetic model, and no debt
A valid marriage requires an offer, an acceptance, two witnesses and mahr. Reducing the scale of the celebration removes the borrowing pressure entirely without touching anything the religion requires, and starts the marriage without a liability attached to it.
Agree expectations with both families early. Most of the pressure here is anticipated rather than actually voiced.