Filing excerpt
The increase in research and development expenses was primarily due to an increase in personnel-related costs of $30.1 million as a result of an increase in headcount to support our product development roadmap and an increase in costs of $12.8 million related to cloud hosting and electronic design automation tools used for research and development.