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Leases
 12 Months Ended
Dec. 31, 2021
Leases [Abstract]  
Leases Leases
We have operating leases for our corporate offices worldwide, which expire at various dates through 2027. Our primary operating lease commitments at December 31, 2021 are related to our corporate headquarters in Santa Clara, California and offices in San Francisco, California and New York City, New York. As of December 31, 2021 and 2020, we had operating lease ROU assets of $18.1 million and $24.2 million, respectively, and operating lease liabilities of $19.1 million and $25.9 million, respectively.

As of December 31, 2021 and 2020, we did not have finance leases recorded on our consolidated balance sheet, our weighted average remaining lease term was 4.0 years and 4.6 years, respectively, and our weighted average discount rate was 4.8%. Operating lease expense, net of immaterial sublease income, was approximately $7.1 million, $5.6 million and $5.0 million, respectively, during the years ended December 31, 2021, 2020 and 2019. Variable lease cost and short term lease cost were immaterial during the years ended December 31, 2021, 2020 and 2019.
The aggregate future minimum lease payments and reconciliation to operating lease liabilities as of December 31, 2021, are as follows (in thousands):
December 31, 2021
2022$7,435 
20235,599 
20242,559 
20251,823 
20261,869 
Thereafter1,750 
Total future minimum lease payments21,035 
Less imputed interest(1,925)
Total operating lease liabilities$19,110 
During the year ended December 31, 2021, we entered into a 5.5 year amendment to expand our office space in Portland, Oregon with future minimum lease payments of approximately $3.7 million. As of December 31, 2021, this lease has not yet commenced and therefore these future minimum lease payments are not included in table above.