Are there actually multiple edge battles during the conflict phase? How can there be enough cards for that?

There isn't. That is why you choose which places you defend carefully, and which edge cards you use carefully for each engagement.

NerdRulez said:

Every engagement has it's own edge battle.

NerdRulez said:

You choose how many cards you use per edge battle. If you don't have enough, don't engage every objective.