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Stock-Based Compensation Expense (Tables)
9 Months Ended
Sep. 30, 2020
Share-based Payment Arrangement [Abstract]  
Schedule of Stock-Based Compensation Expense
Stock-based compensation expense for restricted stock units, stock options and issuances of common stock pursuant to our employee stock purchase plan was classified in the accompanying consolidated statements of operations as follows:
 Three Months Ended September 30,Nine Months Ended September 30,
 2020201920202019
 (in thousands)
Stock-based compensation expense:
Cost of revenue$1,132 $679 $3,194 $1,970 
Research and development6,818 3,996 17,852 11,224 
Sales and marketing4,506 3,047 12,529 8,453 
General and administrative4,672 2,704 13,346 7,843 
Total stock-based compensation expense$17,128 $10,426 $46,921 $29,490 
Summary of Restricted Stock and Restricted Stock Unit Activity
Restricted stock unit activity during the nine months ended September 30, 2020 was as follows:
SharesWeighted-Average
Grant Date
Fair Value
Unvested balance as of December 31, 20192,936,924 $32.43 
Granted1,618,363 56.56 
Vested(1,092,477)33.10 
Forfeited(201,187)39.92 
Unvested balance as of September 30, 20203,261,623 $43.74 
Summary of Stock Option Activity
Stock option activity during the nine months ended September 30, 2020 was as follows:
SharesWeighted
Average
Exercise
Price
Weighted
Average
Remaining
Contractual Life
(in years)
Aggregate
Intrinsic
Value
(in thousands)
Outstanding as of December 31, 20192,735,392 $10.10 
Granted— — 
Exercised(652,160)9.55 $31,337 
Forfeited/cancelled(16,484)17.01 
Outstanding as of September 30, 20202,066,748 $10.21 4.4$105,458 
Vested and exercisable as of September 30, 20201,906,500 $9.75 4.2$98,167