In the real estate context a bridge loan is basically an equity loan against other assets such as your current home, that enable you to buy another house without selling your present one.
The danger in getting a bridge loan is that your current home either doesn't sell right away or doesn't sell for enough cash to the seller and they end up paying on both loans.
Sellers need to be strong enough financially to carry both mortgages until they can repay the bridge loan.