I noticed that all applications that use notifications, Facebook, whatsapp and the like, will poll very often for new messages and thus consume the battery faster.

The mobile phone network quality can also play an important role in power usage. If you're in an area with poor coverage, the phone will have to boost the signal to establish connection, using more juice.