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Stock-based Compensation (Tables)
12 Months Ended
Dec. 31, 2021
Share-based Payment Arrangement [Abstract]  
Schedule of Stock-based Compensation Expense
Stock-based compensation expense included in the consolidated statements of operations was as follows (in thousands):
Year Ended December 31,
202120202019
Infrastructure and trust & safety
$35,255 $7,396 $2,085 
Research and development
219,851 39,402 9,695 
General and administrative
72,929 25,939 3,347 
Sales and marketing
13,907 6,421 2,507 
Total stock-based compensation
$341,942 $79,158 $17,634 
Schedule of Valuation Assumptions
The assumptions used in the Black-Scholes pricing model for stock-based compensation for the periods below were as follows:
Year Ended December 31,
20202019
Risk-free interest rate
0.5% -1.8%
1.5% -1.7%
Expected volatility
35.4% - 39.8%
37.0% - 40.8%
Dividend yield
Expected terms (in years)
7
6 - 7
Fair value of common stock
$4.61 - $21.06
$3.35 - $4.01
 Year Ended
 December 31, 2021
Risk-free interest rate0.06%-0.25%
Expected volatility46.97%-56.91%
Dividend yield—%
Expected terms (in years)0.44-2.00
Schedule of Summarizes the Company's Stock Option Activity
The following table summarizes stock option activity under the Plan (in thousands except per share data and remaining contractual term):
Options Outstanding
Number of
Shares
Subject to
Options
Weighted-
Average
Exercise
Price
Remaining
Contractual
Term
(Years)
 
Aggregate
Intrinsic
Value
Balances as of December 31, 2018
83,395 $0.90 
Granted
31,381 $3.38 
Cancelled
(6,199)$2.10 
Exercised
(8,895)$0.36 
Balances as of December 31, 2019
99,682 $1.66 7.84$174,497 
Granted
23,269 $4.73 
Cancelled
(3,859)$2.39 
Exercised
(20,590)$0.74 
Balances as of December 31, 2020
98,502 $2.55 7.76$3,838,994 
Granted
— — 
Cancelled
(1,862)$3.95 
Exercised
(33,373)$1.95 
Balances as of December 31, 2021
63,267 $2.82 6.97$6,348,395 
Exercisable as of December 31, 2021
35,431 $1.86 6.19$3,589,069 
Vested and expected to vest at December 31, 2021
63,267 $2.82 6.97$6,348,395 
Schedule of Company's Restricted Stock Units and Unregistered Restricted Stock Awards Activity
The following table summarizes RSUs and unregistered restricted stock awards (“unregistered RSAs”) activity (in thousands except per share data):
Restricted Stock UnitsRestricted Stock Awards
Number of
Shares
Weighted-
Average
grant date
value
Number of
Shares
Weighted-
Average
grant date
fair value
Unvested as of December 31, 2019
30 $3.35 — — 
Granted
3,061 $31.55 388 $37.75 
Vested
(30)$3.35 — — 
Unvested as of December 31, 2020
3,061 $31.55 388 $37.75 
Granted
13,382 $78.92 209 $81.67 
Vested
(1,376)$38.46 (129)$37.75 
Cancelled(383)$52.78 — — 
Unvested as of December 31, 2021
14,684 $68.03 468 $57.37 
Disclosure of Founder CEO Long Term Performance Award The CEO Long-Term Performance Award is divided into seven tranches that are eligible to vest based on the achievement of stock price goals, each a Company Stock Price Hurdle, measured based on an average of our stock price over a consecutive 90-day trading period applicable to the performance period as set forth below.
Company Stock
Price Hurdle
Number of RSUs
Eligible to Vest
Performance
Period
Commencement
Dates as Measured
from the Effective
Date
1$165.00 750,000 2 years
2$200.00 750,000 3 years
3$235.00 2,000,000 4 years
4$270.00 2,000,000 5 years
5$305.00 2,000,000 5 years
6$340.00 2,000,000 5 years
7$375.00 2,000,000 5 years