Twitter's path to profitability has been a notorious one. And considering how tightly woven it is into our digital lives, it's been rather slow to generate real revenue. Its first attempts at marketing models, however, have been relatively successful for the company. But now Twitter is ready to step into the big leagues with a self-serve advertising platform.