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Stockholders' Equity and Stock-Based Compensation (Tables)
12 Months Ended
Dec. 31, 2021
Stockholders Equity And Stock Based Compensation [Abstract]  
Summary of Number of Shares of Common Stock Reserved The number of shares of common stock reserved for the vesting of restricted stock units (“RSUs”), and exercise of common stock options are as follows (in thousands):

 

 

 

December 31,
2021

 

 

December 31,
2020

 

RSUs

 

 

1,239

 

 

 

1,561

 

Common stock options

 

 

584

 

 

 

1,020

 

 

 

 

1,823

 

 

 

2,581

 

Schedule of Stock Compensation Expense by Award Type

The following two tables show stock compensation expense by award type and where the stock compensation expense is recorded in the Company’s consolidated statements of operations:

 

 

 

Year Ended December 31,

 

 

 

2021

 

 

2020

 

 

2019

 

 

 

( in thousands)

 

Options

 

$

6,253

 

 

$

6,377

 

 

$

5,078

 

ESPP

 

 

9,123

 

 

 

6,850

 

 

 

4,866

 

RSUs

 

 

151,385

 

 

 

108,261

 

 

 

87,810

 

Total stock-based compensation

 

$

166,761

 

 

$

121,488

 

 

$

97,754

 

Effect of Stock-Based Compensation on Income by Line Item

The following two tables show stock compensation expense by award type and where the stock compensation expense is recorded in the Company’s consolidated statements of operations:

 

 

 

2021

 

 

2020

 

 

2019

 

 

 

(in thousands)

 

Cost of revenue, subscription

 

$

6,297

 

 

$

4,408

 

 

$

3,127

 

Cost of revenue, service

 

 

3,092

 

 

 

2,536

 

 

 

2,829

 

Research and development

 

 

61,614

 

 

 

39,366

 

 

 

33,748

 

Sales and marketing

 

 

67,413

 

 

 

50,552

 

 

 

36,599

 

General and administrative

 

 

28,345

 

 

 

24,626

 

 

 

21,451

 

Total stock-based compensation

 

$

166,761

 

 

$

121,488

 

 

$

97,754

 

Schedule of Assumptions Used for Estimation of Fair Value of Options Granted to Employees

Stock Options —The fair value of employee options is estimated on the date of each grant using the Black-Scholes option-pricing model with the following assumptions:

 

 

 

Year Ended December 31,

 

 

 

2021

 

 

2020

 

 

2019

 

Risk-free interest rate (%)

 

0.53-1.36

 

 

0.47-1.66

 

 

1.95-2.55

 

Expected term (years)

 

5.2-6.4

 

 

5.50-6.24

 

 

5.50-6.02

 

Volatility (%)

 

42.97-44.70

 

 

38.15-40.63

 

 

39.46-41.41

 

Expected dividends

 

 

 

 

 

 

 

 

 

Summary of Stock Option Activity

The stock option activity for the year ended December 31, 2021 is as follows:

 

 

 

Options (in
thousands)

 

 

Weighted-
Average
Exercise
Price

 

 

Weighted-
Average
Remaining
Life (in years)

 

 

Aggregate
Intrinsic
Value
(in thousands)

 

Outstanding—January 1, 2021

 

 

1,020

 

 

$

57.98

 

 

 

4.4

 

 

$

345,144

 

Granted

 

63

 

 

 

480.08

 

 

 

 

 

 

 

Exercised

 

 

(457

)

 

35.57

 

 

 

 

 

 

 

Forfeited/expired

 

 

(42

)

 

174.03

 

 

 

 

 

 

 

Outstanding—December 31, 2021

 

 

584

 

 

$

112.82

 

 

 

4.7

 

 

$

320,882

 

Options vested or expected to vest—December 31, 2021

 

 

584

 

 

$

112.82

 

 

 

4.7

 

 

$

320,882

 

Options exercisable—December 31, 2021

 

 

458

 

 

$

60.17

 

 

 

3.7

 

 

$

274,155

 

Summary of Activity Related to RSUs

The following table summarizes the activity related to RSUs for the year ended December 31, 2021:

 

 

 

RSUs Outstanding

 

 

 

Shares
(in thousands)

 

 

Weighted-
Average
Grant Date
Fair Value
Per Share

 

Unvested and outstanding at January 1, 2021

 

 

1,561

 

 

$

153.91

 

Granted

 

 

632

 

 

 

513.94

 

Vested

 

 

(773

)

 

 

174.01

 

Canceled

 

 

(181

)

 

 

206.81

 

Unvested and outstanding at December 31, 2021

 

 

1,239

 

 

$

317.48

 

Schedule of Assumptions Used for Estimation of Fair Value of Employee Options

The fair value of employee options is estimated using the Black-Scholes option-pricing model with the following assumptions:
 

 

 

Year Ended December 31,

 

 

 

2021

 

 

2020

 

 

2019

 

Risk-free interest rate (%)

 

0.04-0.10

 

 

0.14-1.60

 

 

2.56

 

Expected term (years)

 

 

0.50

 

 

 

0.50

 

 

 

0.50

 

Volatility (%)

 

42.73-45.67

 

 

34.75-67.22

 

 

41.32-45.07

 

Expected dividends

 

 

 

 

 

 

 

 

 

Summary of Activity Related to Employee Stock Purchase Plan

The following table summarizes the activity related to ESPP:

 

 

 

Shares Issued
 (in thousands)

 

 

Weighted-
Average
Purchase Price

 

 

Total Cash
Proceeds
(in thousands)

 

2021

 

 

77

 

 

$

372.50

 

 

$

28,667

 

2020

 

 

132

 

 

$

149.23

 

 

$

19,653

 

2019

 

 

116

 

 

$

123.69

 

 

$

14,383