Or you may be "drifting upward" because your most comfortable range is a little higher than where you're starting.

Try starting the song a little higher and see if the "drift" persists.

Of course if you find that you need to transpose your songs from the keys in which you learned them (from the dots) we may have to have a thread on how to capo your keyboard(?).

John