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Balance Sheet Components
12 Months Ended
Dec. 31, 2023
Organization, Consolidation and Presentation of Financial Statements [Abstract]  
Balance Sheet Components Balance Sheet Components
Accounts Receivable, Net
Activity in the allowance for doubtful accounts was as follows:
Year Ended December 31,
202320222021
(in thousands)
Beginning balance$3,134 $2,644 $1,703 
Provision for bad debt13,641 4,836 3,735 
Write-off of uncollectible accounts receivable(10,779)(4,346)(2,794)
Ending balance$5,996 $3,134 $2,644 
Property and Equipment, Net
Property and equipment, net consisted of the following:
December 31,
20232022
(in thousands)
Property and equipment:
Servers—network infrastructure$330,295 $239,828 
Construction in progress45,557 72,827 
Capitalized internal-use software75,163 88,541 
Office and computer equipment32,043 30,577 
Office furniture9,003 6,547 
Software5,422 5,962 
Leasehold improvements42,984 20,392 
Asset retirement obligation826 827 
Gross property and equipment541,293 465,501 
Less accumulated depreciation and amortization(218,480)(178,901)
Total property and equipment, net$322,813 $286,600 
Depreciation and amortization expense on property and equipment for the years ended December 31, 2023, 2022, and 2021 was $113.4 million, $84.8 million, and $62.3 million, respectively. This includes amortization expense for capitalized internal-use software which totaled $21.5 million, $20.2 million, and $17.9 million for the years ended December 31, 2023, 2022, and 2021, respectively.
Goodwill
As of December 31, 2023 and 2022, the Company's goodwill was $148.0 million. During the year ended December 31, 2022, the Company recorded $5.0 million and $120.8 million of goodwill in connection with the acquisitions of Vectrix Security, Inc. (Vectrix) and Area 1 Security, Inc. (Area 1), respectively. The Company recorded immaterial purchase accounting adjustments to Vectrix and Area 1 to revise purchase consideration and goodwill during the year ended December 31, 2022. For further details on these acquisitions, refer to Note 13 to these consolidated financial statements. No goodwill impairments were recorded during the years ended December 31, 2023 and 2022.
Acquired Intangible Assets, Net
Acquired intangible assets, net consisted of the following:
December 31, 2023
Gross Carrying
Amount
Accumulated
Amortization
Net Book
Value
(in thousands)
Developed technology$47,183 $36,893 $10,290 
Trade name1,700 1,488 212 
Customer relationships11,600 2,538 9,062 
Total acquired intangible assets, net$60,483 $40,919 $19,564 
December 31, 2022
Gross Carrying
Amount
Accumulated
Amortization
Net Book
Value
(in thousands)
Developed technology$40,100 $19,191 $20,909 
Trade name1,700 638 1,062 
Customer relationships11,600 1,088 10,512 
Total acquired intangible assets, net$53,400 $20,917 $32,483 
During the three months ended December 31, 2023, the Company acquired developed technology of $7.1 million for a combination of cash payments of $6.1 million and cash holdback of $1.0 million, which the Company is retaining for up to 12 months and will be payable to the seller, subject to offset by the Company for any of the seller’s indemnification obligations in connection with the asset acquisition.
Amortization of acquired intangible assets for the years ended December 31, 2023, 2022, and 2021 was $20.0 million, $15.2 million, and $2.9 million, respectively.
As of December 31, 2023, the estimated future amortization expense of acquired intangible assets was as follows:
Estimated
Amortization
(in thousands)
Year ending December 31,
2024$9,010 
2025
4,391 
2026
1,450 
2027
1,450 
2028
1,450 
Thereafter1,813 
Total$19,564