According to the Wall Street Journal, the deal could be worth $8.5 billion.
About 663 million users worldwide use Skype to make voice and video calls.
Buying Skype would give Microsoft more clout as it tries to become a bigger force in the smartphone market.
The journal says the deal could be announced on Tuesday.
