The deal, announced in September and which includes a 10-year licensing agreement of Nokia's patent portfolio, underscores Microsoft's push into the competitive consumer devices market.
It faces fierce competition from market leader Samsung Electronics and Apple.
"The (European) Commission is expected to clear the deal without conditions," one of the people said.