Those women got stuck with the bill. So if you are on these apps, there are some things you can do.
What you may want to do is actually give them your number or exchange numbers once you feel comfortable doing so. Then you can talk to the on the phone you can get to know them a little bit more. This way, you have a phone number - perhaps a more reliable way of getting back to that person, if something like this happens.
The other thing you can do is keep the date simple. According to dating experts, you should not go on a high-end, fancy first date. Instead, you may want to just meet them for coffee, a drink or happy hour.