In addition, we incurred full quarterly public company costs and experienced an increase in travel and marketing events costs due to the higher in-person interaction.

Feb 16, 2022 / CFO / receipt, needs a key / Dana Gerner, CFO | earnings call 2022-02-16 | transcript bb4ca4f2-10ca-4ed8-ab04-fc09e926c9f9 | chars 12868-13034 | segment 12

Non-GAAP operating expenses of $40.5 million increased 30% from Q3 last year, primarily due to headcount increase and travel and marketing-related expenses resulting from the market opening to face-to-face meetings.

Nov 10, 2021 / CFO / receipt, needs a key / Dana Gerner, CFO | earnings call 2021-11-10 | transcript ea3a2b3d-00a2-4bba-832e-5e679bc32d02 | chars 19588-19803 | segment 20