Yes it's fairly normal (happened to me flying out of the US). When not booked by a travel agent, at check-in KE will ask for the credit card used to pay for the booking (I recall you have to fill out a small form that they keep). Forgotten how long it took for the actual charge to come up.

Check the other threads out as this has been discussed before.