Google Inc. reached an agreement with CBS Corp. to carry the broadcast network on its soon-to-be-launched web TV service, people familiar with the matter said.

The deal made CBS the first major TV network to sign on to the new TV service, which will be housed on Google’s YouTube platform and is likely to premiere in early 2017.

Google also...