Apart from PAL no other major international airline flies to Davao so I'll doubt the prices will be as cheap as Manila.
You could always get the bus from Manila to Davao, Arth.
Philtranco cover the route. Not sure how many weeks the trip would take though.
http://philtranco.com.ph/philtranco-...estination.php