Deutsche Telekom wasted little time after learning that the European Central Bank would start buying corporate bonds later this year.

On the afternoon of March 10, officials at Germany's telecom giant began lining up the company's first euro-debt deal since 2013, to take advantage of the sharp drop in borrowing costs that the ECB's plan should trigger, according to a person familiar with the matter.