How long should I wait to buy an airplane ticket?

I plan to go to California mid March. Is it too early to buy a ticket when it comes to finding a good deal? Right now it’s so expensive, over $350. I have never had to spend over $260 for a flight to California other than during the holidays.

Bing.com says I should buy now though.