All the possible alternatives to speed up the transaction will cost you more Sat and I believe the sender was trying to be economical with the transfer fees and that's why it ended up in this pending status.

I'll advise you allow it either confirm or decline and afterwards you can increase fees if it declines.

Miners are not joking with regular fees these days, priority is always advised if you want to get it confirmed ASAP