Ask HN: Run your own email server or use 3rd party?

I'm working on a website that will eventually need to be able to send thousands of emails a day. I'm not too worried about receiving any email, just sending them. Is is worth setting up my own email server, or should I just use google or something else? Thanks for your feedback.