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CONSOLIDATED STATEMENTS OF CASH FLOWS - USD ($) $ in Thousands | 12 Months Ended
--- | ---
Dec. 31, 2020 | Dec. 31, 2019 | Dec. 31, 2018
Cash flows from operating activities: |  |  |
Net loss | $ (98,849) | $ (53,845) | $ (55,545)
Adjustments to reconcile net loss to net cash provided by (used in) operating activities: |  |  |
Depreciation and amortization | 22,631 | 16,528 | 11,097
Amortization of debt discount and issuance costs | 17,518 | 10,513 | 3,831
Stock-based compensation expense | 63,888 | 40,664 | 27,593
Provision for doubtful accounts | 1,997 | 2,241 | 740
Deferred income taxes | 737 | (645) | (69)
Foreign currency re-measurement loss | 263 | 255 | 757
Other non-cash items | 168 | (1,889) | (506)
Changes in assets and liabilities: |  |  |
Accounts receivable | (24,380) | (14,800) | (1,685)
Deferred contract acquisition and fulfillment costs | (13,379) | (11,306) | (12,790)
Prepaid expenses and other assets | (8,956) | (13,691) | (287)
Accounts payable | (2,394) | 92 | 3,675
Accrued expenses | 8,640 | 4,759 | 6,018
Deferred revenue | 37,428 | 18,686 | 22,870
Other liabilities | (425) | 1,018 | 367
Net cash provided by (used in) operating activities | 4,887 | (1,420) | 6,066
Cash flows from investing activities: |  |  |
Business acquisitions, net of cash acquired | (125,826) | (14,607) | (14,460)
Purchases of property and equipment | (13,802) | (29,428) | (12,813)
Capitalization of internal-use software | (6,130) | (6,087) | (3,265)
Purchases of investments | (177,053) | (148,047) | (233,421)
Sales and maturities of investments | 166,524 | 214,980 | 70,226
Net cash (used in) provided by investing activities | (156,287) | 16,811 | (193,733)
Cash flows from financing activities: |  |  |
Proceeds from issuance of convertible senior notes, net of issuance costs of $7,201 and $6,879 for the years ended December 31, 2020 and 2018, respectively | 222,799 | 0 | 223,121
Purchase of capped calls related to convertible senior notes | (27,255) | 0 | (26,910)
Proceeds from follow-on public offering, net of offering costs of $608 | 0 | 0 | 30,907
Deferred business acquisition payment | (150) | 0 | 0
Payment of debt issuance costs | (440) | 0 | 0
Taxes paid related to net share settlement of equity awards | (8,921) | (6,952) | (2,197)
Proceeds from employee stock purchase plan | 7,082 | 5,521 | 3,637
Proceeds from stock option exercises | 7,810 | 10,219 | 7,606
Net cash provided by financing activities | 200,925 | 8,788 | 236,164
Effect of exchange rate changes on cash and cash equivalents | 679 | (331) | (694)
Net increase in cash and cash equivalents | 50,204 | 23,848 | 47,803
Cash and cash equivalents, beginning of period | 123,413 | 99,565 | 51,762
Cash and cash equivalents, end of period | 173,617 | 123,413 | 99,565
Supplemental cash flow information: |  |  |
Cash paid for interest on convertible senior notes | 5,463 | 2,779 | 0
Cash paid for income taxes, net of refunds | 312 | 400 | 188
Non-cash investing activities: |  |  |
Leasehold improvements acquired through tenant improvement allowance | $ 0 | $ 14,016 | $ 0

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