The following table provides a reconciliation of Non-GAAP operating expense to Total operating expense, the most comparable GAAP financial measure:

		(Unaudited)
		Three Months Ended September 30,								Nine Months Ended September 30,
(in thousands)		2022				2021				2022				2021
Total operating expense		$	116,438			$	91,732			$	334,306			$	286,821
Stock-based compensation expense			(20,378	)			(9,522	)			(56,259	)			(27,438	)
Amortization			(6,571	)			(4,432	)			(18,682	)			(13,924	)
Gain on mark-to-market adjustment of contingent consideration			2,178				—				7,482				—
Restructuring expense			—				114				—				(4,028	)
Non-GAAP operating expense		$	91,667			$	77,892			$	266,847			$	241,431

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