WASHINGTON—Federal Communications Commission Chairman Ajit Pai said he would back the more than $26 billion combination of cellphone carriers T-Mobile US Inc. and Sprint Corp. after the companies agreed to a package of concessions.

The agreement assures one key government approval for the merger, though antitrust hurdles remain.

“Two of the…

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