With Twitter struggling to fuel its user and financial growth, the strain may be showing as several top executives head out the door.

Twitter Chief Operating Officer Adam Bain left the company last month, and on Tuesday,  Adam Messinger, the company's chief technology officer, and Josh McFarland, vice president of product, announced that they too are leaving the social network.

Messinger, who joined Twitter five years ago, tweeted on Tuesday, "After 5 years I've decided to leave Twitter and take some time off. Grateful to @jack for the opportunity and to my team for shipping."

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