Biggest changeYear Ended December 31, 2022 2021 2020 (in thousands) Net sales $ 1,101,416 $ 891,390 $ 580,649 Cost of sales 509,093 401,567 275,369 Gross profit 592,323 489,823 305,280 Operating expenses: Fulfillment expenses 31,804 21,322 16,471 Selling and distribution expenses 190,419 133,506 80,496 Marketing expenses 181,648 140,398 76,371 General and administrative expenses 115,312 89,306 70,876 Total operating expenses 519,183 384,532 244,214 Income from operations 73,140 105,291 61,066 Other (income) expense, net (3,476 ) 563 994 Income before income taxes 76,616 104,728 60,072 Provision for income taxes 17,919 4,888 3,282 Net income $ 58,697 $ 99,840 $ 56,790 Year Ended December 31, 2022 2021 2020 Net sales 100.0 % 100.0 % 100.0 % Cost of sales 46.2 45.0 47.4 Gross profit 53.8 55.0 52.6 Operating expenses: Fulfillment expenses 2.9 2.4 2.8 Selling and distribution expenses 17.3 15.0 13.9 Marketing expenses 16.5 15.8 13.2 General and administrative expenses 10.5 10.0 12.2 Total operating expenses 47.2 43.2 42.1 Income from operations 6.6 11.8 10.5 Other (income) expense, net (0.3 ) 0.1 0.2 Income before income taxes 6.9 11.7 10.3 Provision for income taxes 1.6 0.5 0.5 Net income 5.3 % 11.2 % 9.8 % Comparison of Years Ended 2022 and 2021 Net Sales Year Ended December 31, Change 2022 2021 $ % (dollars in thousands) Net sales $ 1,101,416 $ 891,390 $ 210,026 23.6 % The increase in net sales for 2022 compared to 2021 was primarily due to an increase in the number of total orders placed by customers of 25.1% and increase in average order value of 12.2% as compared to 2021, partially offset by a higher proportion of returned purchases. 64 Net sales in the REVOLVE segment increased 23.7% to $921.7 million in 2022 compared to net sales of $745.1 million in 2021.
Biggest changeYear Ended December 31, 2023 2022 2021 (in thousands) Net sales $ 1,068,719 $ 1,101,416 $ 891,390 Cost of sales 514,520 509,093 401,567 Gross profit 554,199 592,323 489,823 Operating expenses: Fulfillment expenses 36,654 31,804 21,322 Selling and distribution expenses 197,052 190,419 133,506 Marketing expenses 171,774 181,648 140,398 General and administrative expenses 126,585 115,312 89,306 Total operating expenses 532,065 519,183 384,532 Income from operations 22,134 73,140 105,291 Other (income) expense, net (15,627 ) (3,476 ) 563 Income before income taxes 37,761 76,616 104,728 Provision for income taxes 9,614 17,919 4,888 Net income $ 28,147 $ 58,697 $ 99,840 Year Ended December 31, 2023 2022 2021 Net sales 100.0 % 100.0 % 100.0 % Cost of sales 48.1 46.2 45.0 Gross profit 51.9 53.8 55.0 Operating expenses: Fulfillment expenses 3.4 2.9 2.4 Selling and distribution expenses 18.4 17.3 15.0 Marketing expenses 16.1 16.5 15.8 General and administrative expenses 11.9 10.5 10.0 Total operating expenses 49.8 47.2 43.2 Income from operations 2.1 6.6 11.8 Other (income) expense, net (1.4 ) (0.3 ) 0.1 Income before income taxes 3.5 6.9 11.7 Provision for income taxes 0.9 1.6 0.5 Net income 2.6 % 5.3 % 11.2 % Comparison of Years Ended 2023 and 2022 Net Sales Year Ended December 31, Change 2023 2022 $ % (dollars in thousands) Net sales $ 1,068,719 $ 1,101,416 $ (32,697 ) (3.0 %) The decrease in net sales for 2023 compared to 2022 was primarily due to a higher proportion of returned purchases, partially offset by an increase in the number of orders placed by customers.
Through REVOLVE, we offer an assortment of premium apparel, footwear, accessories, beauty and home products from emerging, established and owned brands. Through FWRD, we offer an assortment of curated and elevated iconic and emerging luxury brands.
Through REVOLVE, we offer an assortment of premium apparel, footwear, beauty, accessories and home products from emerging, established and owned brands. Through FWRD, we offer an assortment of curated and elevated iconic and emerging luxury brands.
Adjusted EBITDA To provide investors with additional information regarding our financial results, we have disclosed in the table above and elsewhere in this report Adjusted EBITDA, a non-GAAP financial measure that we calculate as net income before other (income) expense, net, taxes, depreciation and amortization, adjusted to exclude the effects of equity-based compensation expense, and certain non-routine items.
Adjusted EBITDA To provide investors with additional information regarding our financial results, we have disclosed in the table above and elsewhere in this report Adjusted EBITDA, a non-GAAP financial measure that we calculate as net income before other income, net; taxes; and depreciation and amortization; adjusted to exclude the effects of equity-based compensation expense and certain non-routine items.
We plan to continue to conduct in-person events at varying levels of scale in the future and make opportunistic investments in marketing initiatives that could increase marketing as a percentage of net sales to levels in excess of historical levels for certain quarters or periods of time.
We plan to continue to conduct in-person events at varying levels of scale in the future and make opportunistic investments in marketing initiatives that could increase marketing as a percentage of net sales to levels in excess of historical levels for certain quarters or periods of time in the future.
The brands we sell on our platform consist of a mix of emerging third-party, established third-party (including iconic luxury brands) and owned brands. Our product mix consists primarily of apparel, footwear, accessories and beauty products. Our merchandise mix across our two reporting segments carry a range of margin profiles and may cause fluctuations in our gross margin.
The brands we sell on our platform consist of a mix of emerging third-party, established third-party (including iconic luxury brands) and owned brands. Our product mix consists primarily of apparel, footwear, beauty and accessories products. Our merchandise mix across our two reporting segments carry a range of margin profiles and may cause fluctuations in our gross margin.
No significant interest or penalties related to sales taxes are recognized in the accompanying consolidated financial statements. We have exposure to losses from fraudulent credit card charges. We record losses when incurred related to fraudulent charges as such amounts have historically been insignificant. Inventory Inventories are stated at the lower of cost and net realizable value.
No significant interest or penalties related to sales taxes are recognized in the accompanying consolidated financial statements. We have exposure to losses from fraudulent credit card charges. We record losses when incurred related to fraudulent charges as such amounts have historically been insignificant. 70 Inventory Inventories are stated at the lower of cost and net realizable value.
This incremental investment may not deliver a meaningful return in the short term and may adversely impact our operating income in the short term. Customer Retention 59 Our success is impacted not only by efficient and effective customer acquisition and growth in brand awareness, but also by our ability to retain customers, engage with our community and encourage repeat purchases.
This incremental investment may not deliver a meaningful return in the short term and may adversely impact our operating income in the short term. Customer Retention Our success is impacted not only by efficient and effective customer acquisition and growth in brand awareness, but also by our ability to retain customers, engage with our community and encourage repeat purchases.
We expect fulfillment expenses to fluctuate as a percentage of net sales due to pressure from increased costs such as wages and other input cost pressure, expansion of our fulfillment network footprint and capacity, and our customers' propensity to return merchandise, to 62 be partially offset by operating efficiencies from increased scale as well as automation of the fulfillment center workflow.
We expect fulfillment expenses to fluctuate as a percentage of net sales due to pressure from increased costs such as wages and other input cost pressure, expansion of our fulfillment network footprint and capacity, and our customers’ propensity to return merchandise, to be partially offset by operating efficiencies from increased scale as well as automation of the fulfillment center workflow.
For further information on all of our significant accounting policies, please see Note 2, Significant Accounting Policies , of the accompanying notes to our consolidated financial statements included elsewhere in this report. Net Sales Revenue is primarily derived from the sale of apparel merchandise through our sites and, when applicable, shipping revenue.
For further information on all of our significant accounting policies, please see Note 2, Significant Accounting Policies , of the accompanying notes to our consolidated financial statements included elsewhere in this report. 69 Net Sales Revenue is primarily derived from the sale of apparel merchandise through our sites and, when applicable, shipping revenue.
Gross profit as a percentage of our net sales is referred to as gross margin. Cost of sales consists of our purchase price of merchandise sold to customers and includes import 55 duties and other taxes, inbound freight costs, receiving costs, defective merchandise returned from customers, inventory valuation adjustments, and other miscellaneous shrinkage.
Gross profit as a percentage of our net sales is referred to as gross margin. Cost of sales consists of our purchase price of merchandise sold to customers and includes import duties and other taxes, inbound freight costs, receiving costs, defective merchandise returned from customers, inventory valuation adjustments, and other miscellaneous shrinkage.
We have maintained a high percentage of sales that occur at full price, which we believe reflects our data-driven merchandising strategy, customer acceptance of our merchandise and the sense of urgency we create through frequent product introductions in limited quantities.
We have maintained a high percentage of sales that occur at full price, which we believe reflects our data-driven merchandising strategy, customer acceptance of our merchandise and the 56 sense of urgency we create through frequent product introductions in limited quantities.
Our inability or failure to do so could harm our business, financial condition and results of operations. 72 Critical Accounting Policies and Estimates Our management’s discussion and analysis of our financial condition and results of operations is based on our consolidated financial statements, which have been prepared in accordance with GAAP.
Our inability or failure to do so could harm our business, financial condition and results of operations. Critical Accounting Policies and Estimates Our management’s discussion and analysis of our financial condition and results of operations is based on our consolidated financial statements, which have been prepared in accordance with GAAP.
In any particular period, we determine our number of active customers by counting 57 the total number of customers who have made at least one purchase in the preceding 12-month period, measured from the last date of such period.
In any particular period, we determine our number of active customers by counting the total number of customers who have made at least one purchase in the preceding 12-month period, measured from the last date of such period.
Our actual results and the timing of certain events could differ materially from those anticipated in or implied by these forward-looking statements as a result of several factors, including those discussed in the sections titled “Risk Factors” and “Forward-Looking Statements.” For discussion regarding our financial condition and results of operations for the year ended December 31, 2021 compared to the year ended December 31, 2020, refer to Part II, Item 7.
Our actual results and the timing of certain events could differ materially from those anticipated in or implied by these forward-looking statements as a result of several factors, including those discussed in the sections titled “Risk Factors” and “Forward-Looking Statements.” For discussion regarding our financial condition and results of operations for the year ended December 31, 2022 compared to the year ended December 31, 2021, refer to Part II, Item 7.
We believe these investments will yield positive returns in the long term; however, we cannot be certain that these efforts will grow our customer base or be cost-effective in the short term.
We believe these investments will yield positive returns in the long 61 term; however, we cannot be certain that these efforts will grow our customer base or be cost-effective in the short term.
Through 20 years of continued investment in technology, data analytics, and innovative marketing and merchandising strategies, we have built a powerful platform and brand that we believe is connecting with the next generation of consumers and is redefining fashion retail for the 21st century. We sell merchandise through two complementary segments, REVOLVE and FWRD, that leverage one platform.
Through more than 20 years of continued investment in technology, data analytics and innovative marketing and merchandising strategies, we have built a powerful platform and brand that we believe is connecting with the next generation of consumers and is redefining fashion retail for the 21st century. We sell merchandise through two complementary segments, REVOLVE and FWRD, that leverage one platform.
We believe these increasing metrics are reflective of our ability to engage and retain our customers through our differentiated marketing and compelling merchandise offering and shopping experience. The increasing share of our net sales from existing customers reflects our customer loyalty and the net sales retention behavior we see in our customer cohorts.
We believe these increases are reflective of our ability to engage and retain our customers through our differentiated marketing and compelling merchandise offering and shopping experience. The increasing share of our net sales from existing customers reflects our customer loyalty and the net sales retention behavior we see in our customer cohorts.
Borrowings under the credit agreement accrue interest, at our option, at (1) a base rate equal to the highest of (a) the federal funds rate, plus 0.50%, (b) the prime rate and (c) an adjusted LIBO rate determined on the basis of a one-month interest period, plus 1.00%, or (2) an adjusted LIBO rate, subject to a floor of 0.00%, in each case, plus a margin ranging from 0.25% to 0.75% per year in the case of base rate loans, and 1.25% to 1.75% per year in the case of LIBO rate loans.
Borrowings under the credit agreement accrue interest, at our option, at (1) a base rate equal to the highest of (a) the federal funds rate, plus 0.50%, (b) the prime rate and (c) an adjusted term SOFR rate determined on the basis of a one-month interest period, plus 1.00%, or (2) an adjusted term SOFR rate, subject to a floor of 0.00%, in each case, plus a margin ranging from 0.25% to 0.75% per year in the case of base rate loans, and 1.25% to 1.75% per year in the case of term SOFR rate loans.
The credit agreement also contains customary covenants restricting our activities, including limitations on our ability to sell assets, engage in mergers and acquisitions, enter into transactions involving related parties, obtain letters of credit, incur indebtedness or grant liens or negative pledges on our assets, make loans or make other investments.
The credit agreement also contains customary covenants restricting certain of our activities, including limitations on our ability to sell assets, engage in mergers and acquisitions, enter into transactions involving related parties, obtain letters of credit, incur indebtedness, repurchase stock or grant liens or negative pledges on our assets, make loans or make other investments.
Under these covenants, we are prohibited from paying cash dividends with respect to our capital stock. We were in compliance with all financial covenants as of December 31, 2022 and 2021.
Under these covenants, we are prohibited from paying cash dividends with respect to our capital stock. We were in compliance with all financial covenants as of December 31, 2023 and 2022.
Failure to attract new visitors to our sites and convert them to customers would impact future net sales growth. If our marketing efforts do not connect with our customer or fail to cost-effectively promote our brand or convert impressions into purchases of our product, our net sales growth and profitability will be adversely affected.
Failure to attract new visitors to our sites and convert them to customers would impact future net sales growth. If our marketing efforts do not connect with our customer or fail to cost-effectively promote our brand or convert impressions into new customers, our net sales growth and profitability will be adversely affected.
Revenue recognized in net sales on breakage on store credit and gift cards was $1.7 million and $1.2 million for 2022 and 2021, respectively. Sales taxes and duties collected from customers and remitted to governmental authorities are accounted for on a net basis and therefore are excluded from net sales.
Revenue recognized in net sales on breakage on store credit and gift cards was $2.6 million and $1.7 million for 2023 and 2022, respectively. Sales taxes and duties collected from customers and remitted to governmental authorities are accounted for on a net basis and therefore are excluded from net sales.
REVOLVE has historically been focused on the discovery of trend-driven, ready-to-wear styles, while FWRD has been more heavily weighted toward the statement pieces in her wardrobe such as shoes and handbags.
REVOLVE has historically been focused on the discovery of trend-driven, ready-to-wear styles, while FWRD has been more heavily weighted toward the statement pieces in our customers’ wardrobe, such as shoes and handbags.
The increase in fulfillment expenses as a percentage of net sales was primarily due to customers returning a higher proportion of their purchases, higher wages for fulfillment staff, the mix of units processed and the expansion of our fulfillment network footprint and capacity.
The increase in fulfillment expenses as a percentage of net sales was primarily due to customers returning a higher proportion of their purchases, higher wages for fulfillment staff and the expansion of our fulfillment network footprint and capacity.
Management's Discussion and Analysis of Financial Condition and Results of Operations in our Annual Report on Form 10-K for year ended 2021, which was filed with the SEC on February 28, 2022. Overview REVOLVE is the next-generation fashion retailer for Millennial and Generation Z consumers.
Management's Discussion and Analysis of Financial Condition and Results of Operations in our Annual Report on Form 10-K for year ended 2022, which was filed with the SEC on February 23, 2023. Overview REVOLVE is the next-generation fashion retailer for Millennial and Generation Z consumers.
We believe that FWRD provides our customer with a unique destination for luxury products as her spending power increases and her desire for fashion and inspiration remains central to her self-expression.
We believe that FWRD provides our customer with a unique destination for luxury products as our customers’ spending power increases and their desire for fashion and inspiration remains central to their self-expression.
Existing customers typically place more orders annually than new customers and at higher average order values, resulting in existing customers representing approximately 77% of orders and approximately 79% of net sales in 2022, up from 76% of orders and 77% of net sales in 2021 and 57% of orders and 58% of net sales in 2014, again having increased in each year since 2014.
Existing customers typically place more orders annually than new customers and at higher average order values, resulting in existing customers representing approximately 79% of orders and approximately 80% of net sales in 2023, up from 77% of orders and 79% of net sales in 2022, and 57% of orders and 58% of net sales in 2014, again having increased in each year since 2014.
Existing customers, whom we define as customers in a year who have purchased from us in any prior year, account for a greater and greater share of active customers over time. Existing customers as a percentage of total active customers were 50%, 49%, 49% and 45% for 2022, 2021, 2020 and 2019, respectively.
Existing customers, whom we define as customers in a year who have purchased from us in any prior year, account for a greater and greater share of active customers over time. Existing customers as a percentage of total active customers were 52%, 50%, 49% and 49% for 2023, 2022, 2021 and 2020, respectively.
Competition for social media and influencer-based marketing channels continues to increase, making it more difficult to differentiate our business and cost effectively acquire customers.
Competition for social media and influencer-based marketing channels continues to increase, making it more difficult to differentiate ourselves and cost-effectively acquire customers.
Cost is determined using the specific identification method. Cost of inventory includes import duties and other taxes and transport and handling costs. We write down inventory where it appears that the carrying cost of the inventory may not be recovered through subsequent sale of the inventory.
Cost is determined using the specific identification method. Cost of inventory includes import duties and other taxes and transport and handling costs. We make inventory valuation adjustments where it appears that the carrying cost of the inventory may not be recovered through subsequent sale of the inventory.
Segment and Geographic Performance Our financial results are affected by the performance across our two reporting segments, REVOLVE and FWRD, as well as across the various geographies in which we serve our customers. The REVOLVE segment contributes to a majority of our net sales, representing 83.6% of our net sales for both 2022 and 2021.
Segment and Geographic Performance Our financial results are affected by the performance across our two reporting segments, REVOLVE and FWRD, as well as across the various geographies in which we serve our customers. The REVOLVE segment contributes to a majority of our net sales, representing 84.6% and 83.7% of our net sales for 2023 and 2022, respectively.
Cohort net sales retention is calculated as net sales attributable to a given customer cohort divided by the total net sales attributable to the same customer cohort from one year prior. Cohort net sales retention was 97% in 2022 as compared to 120% in 2021, 74% in 2020 and 89% in 2019.
Cohort net sales retention rate is calculated as net sales attributable to a given customer cohort divided by the total net sales attributable to the same customer cohort from one year prior. Cohort net sales retention rate was 77% in 2023 compared to 97% in 2022, 120% in 2021 and 74% in 2020.
In 2022, average order value for merchandise sold through the REVOLVE and FWRD segments was approximately $279 and $690, respectively, reflecting the brands sold and typical profile of the shoppers on such sites. We believe our high average order value demonstrates the premium nature of our product assortment.
In 2023, average order value for merchandise sold through the REVOLVE and FWRD segments was approximately $274 and $692, respectively, reflecting the brands sold and typical profile of the shoppers on such sites. We believe our high average order value demonstrates the premium nature of our product assortment.
Inflation We have been impacted by rising levels of inflation in recent periods resulting in part from various supply chain disruptions, increased shipping and transportation costs, increased merchandise and labor costs and other disruptions caused by the COVID‐19 pandemic and general economic and market conditions.
Inflation We have been impacted by high levels of inflation in recent periods resulting in part from various supply chain disruptions, increased shipping and transportation costs, increased merchandise and labor costs and other disruptions caused by general economic and market conditions.
Apple has imposed requirements for consumer disclosures regarding privacy practices, and has implemented an application tracking transparency framework that requires opt-in consent for certain types of tracking. This transparency framework was launched in April 2021 and has made it more difficult and costly to acquire and retain customers, which may adversely affect our operating results.
Apple Inc. has imposed requirements for consumer disclosures regarding privacy practices, and has implemented an application tracking transparency framework that requires opt-in consent for certain types of tracking. This transparency framework was launched in April 2021 and has made it more difficult and costly to acquire and retain customers.
We support our logistics network with proprietary algorithms to optimize inventory allocation, reduce shipping and fulfillment expenses and deliver merchandise quickly and efficiently to our customers, which allows us to ship over 95% of orders on the same day if placed before noon Pacific Time.
We support our logistics network with proprietary algorithms to optimize inventory allocation, reduce shipping and fulfillment expenses and deliver merchandise quickly and efficiently to our customers, which allows us to ship over 97% of orders on the same day if placed before 3 p.m. Eastern Time.
During 2022 and 2021, net sales to customers outside of the United States were $187.1 million and $165.1 million, respectively, representing an increase of 13.2%. Net sales to customers outside of the United States are impacted by various factors including import and export taxes, currency fluctuations and other macroeconomic conditions described in “—Overall Economic Trends” above.
During 2023 and 2022, net sales to customers outside of the United States were $198.3 million and $187.1 million, respectively, representing an increase of 6.0%. Net sales to customers outside of the United States are impacted by various factors including import and export taxes, currency fluctuations and other macroeconomic conditions described in “—Overall Economic Trends” above.
Our returns reserve as of December 31, 2022 and 2021 was $63.4 million and $49.3 million, respectively, and the provisions recorded for returns were $1,410.5 million and $894.1 million, during 2022 and 2021, respectively. Actual levels of returns may vary from our estimates as of period ends and would be recorded in future periods.
Our returns reserve as of December 31, 2023 and 2022 was $63.8 million and $63.4 million, respectively, and the provisions recorded for returns were $1,505.9 million and $1,410.5 million, during 2023 and 2022, respectively. Actual levels of returns may vary from our estimates as of period ends and would be recorded in future periods.
The following table presents a reconciliation of free cash flow to net cash provided by operating activities, as well as information regarding net cash used in investing activities and net cash provided by financing activities, for each of the periods indicated: Year Ended December 31, 2022 2021 2020 (in thousands) Net cash provided by operating activities $ 23,436 $ 62,313 $ 73,773 Purchases of property and equipment (5,167 ) (2,195 ) (2,324 ) Free cash flow $ 18,269 $ 60,118 $ 71,449 Net cash used in investing activities $ (5,167 ) $ (2,195 ) $ (2,324 ) Net cash provided by financing activities $ 887 $ 12,766 $ 8,660 Active Customers We define an active customer as a unique customer account from which a purchase was made across our platform at least once in the preceding 12-month period.
The following table presents a reconciliation of free cash flow to net cash provided by operating activities, as well as information regarding net cash used in investing activities and net cash (used in) provided by financing activities, for each of the periods indicated: Year Ended December 31, 2023 2022 2021 (in thousands) Net cash provided by operating activities $ 43,342 $ 23,436 $ 62,313 Purchases of property and equipment (4,198 ) (5,167 ) (2,195 ) Free cash flow $ 39,144 $ 18,269 $ 60,118 Net cash used in investing activities $ (4,198 ) $ (5,167 ) $ (2,195 ) Net cash (used in) provided by financing activities $ (30,377 ) $ 887 $ 12,766 Active Customers We define an active customer as a unique customer account from which a purchase was made across our platform at least once in the preceding 12-month period.
Net Cash Provided by Financing Activities Our financing activities primarily consist of proceeds from the exercise of stock options and borrowings and repayments related to the existing line of credit, when applicable.
Net Cash (Used in) Provided by Financing Activities Our financing activities primarily consist of proceeds from the exercise of stock options, borrowings and repayments related to the existing line of credit, when applicable and repurchases of our Class A common stock.
Our dynamic platform connects a deeply engaged community of millions of consumers, thousands of global fashion influencers, and more than 1,000 emerging, established and owned brands.
Our dynamic platform connects a deeply engaged community of millions of consumers, thousands of global fashion influencers and over 1,200 emerging, established and owned brands.
We believe that our existing cash and cash equivalents, cash flows from operations as well as the available borrowing capacity under our line of credit will be sufficient to meet our anticipated cash needs for at least the next 12 months.
As of December 31, 2023, the majority of our cash and cash equivalents was held for working capital purposes. We believe that our existing cash and cash equivalents, cash flows from operations as well as the available borrowing capacity under our line of credit will be sufficient to meet our anticipated cash needs for at least the next 12 months.
The decrease in our operating cash flow was primarily due to a $40.2 million decrease in net income adjusted for non-cash items and a $29.4 million decrease from changes in other working capital, partially offset by a $30.7 million increase due to reduced investments in inventory.
The increase in our operating cash flow was primarily due to a $55.6 million net increase due to reduced investments in inventory, partially offset by a $28.7 million decrease in net income adjusted for non-cash items and a $7.0 million decrease from changes in other working capital.
Over the long-term, we expect general and administrative expenses to continue to increase moderately in absolute dollars to support business growth and meet our obligations as a public company with general and administrative expenses as a percentage of revenue declining over the long-term as we leverage our investments and as our business scales.
Over the long-term, we expect general and administrative expenses to continue to increase in absolute dollars to support business growth with general and administrative expenses as a percentage of net sales declining over the long-term as we leverage our investments and as our business scales.
We have included Adjusted EBITDA in this report because it is a key measure used by our management and board of directors to evaluate our operating performance, generate future operating plans and make strategic decisions regarding the allocation of capital.
We have provided below a reconciliation of Adjusted EBITDA to net income, the most directly comparable GAAP financial measure. We have included Adjusted EBITDA in this report because it is a key measure used by our management and board of directors to evaluate our operating performance, generate future operating plans and make strategic decisions regarding the allocation of capital.
We generated $23.4 million of operating cash flow in 2022 compared to $62.3 million in 2021.
We generated $43.3 million of operating cash flow in 2023 compared to $23.4 million in 2022.
Macro factors that can affect consumer confidence, shopping behavior and spending patterns, and thereby our near-term and long-term results of operations, include inflation, employment rates, business conditions, changes in the housing market, changes in the stock market, the availability of credit, U.S. government stimulus payments, interest rates, foreign currency exchange rates, fuel, energy and raw material costs, supply chain challenges and Russia’s war against Ukraine.
Macro factors that can affect consumer confidence, shopping behavior and spending patterns, and thereby our near-term and long-term results of operations, include inflation levels, employment rates, business conditions, changes in the housing market, changes in the stock market, adverse developments affecting the financial services industry, the availability of credit, resumption of student loan payments, U.S. government stimulus payments, interest rates, foreign currency exchange rates, fuel, energy and raw material costs, supply chain challenges, and wars and geopolitical tensions.
Customer Acquisition and Retention and Growth in Brand Awareness Our focus since inception has been on profitable growth, which has created our disciplined approach to acquiring new customers and retaining existing customers at a reasonable cost, relative to the contributions we expect from such customers.
In addition, during periods of low unemployment, we generally experience higher labor costs. Customer Acquisition and Growth in Brand Awareness Our focus since inception has been on profitable growth, which has created our disciplined approach to acquiring new customers and retaining existing customers at a reasonable cost, relative to the contributions we expect from such customers.
In March 2020 we launched the REVOLVE Loyalty Club within the REVOLVE segment and in April 2021 we expanded the program to include the FWRD segment. Eligible customers who enroll in the program will generally earn points for every dollar spent and will automatically receive a $20 reward once they earn 2,000 points.
We have a Loyalty Club program within the REVOLVE and FWRD segments. Eligible customers who enroll in the program will generally earn points for every dollar spent and will automatically receive a $20 reward once they earn 2,000 points.
As a trusted, premium lifestyle brand, and a go-to online source for discovery and inspiration, we deliver an engaging customer experience from a vast yet curated offering of apparel, footwear, accessories, beauty and home products.
As a trusted premium lifestyle brand and a go-to online source for discovery and inspiration, we deliver exceptional service and an engaging customer experience with a vast yet curated offering totaling over 100,000 apparel and footwear styles, as well as beauty, accessories and home products.
Purchases of property and equipment may vary from period-to-period due to the timing and extent of the expansion of our operations. Net cash used in investing activities was $5.2 million and $2.2 million in 2022 and 2021, respectively. The increase was primarily due to capital expenditures related to our new fulfillment centers.
Purchases of property and equipment may vary from period-to-period due to the timing and extent of the expansion of our operations. Net cash used in investing activities was $4.2 million and $5.2 million in 2023 and 2022, respectively.
Overall Economic Trends The overall economic environment and related changes in consumer behavior have a significant impact on our business. In general, positive conditions in the broader economy promote customer spending on our sites, while economic weakness, which generally results in a reduction of customer spending, may have a more pronounced negative effect on spending on our sites.
In general, positive conditions in the broader economy promote customer spending on our sites, while economic weakness, which generally results in a reduction of customer spending, may have a more pronounced negative effect on spending on our sites.
Free Cash Flow To provide investors with additional information regarding our financial results, we have also disclosed in the table above and elsewhere in this report free cash flow, a non-GAAP financial measure that we calculate as net cash provided by operating activities less cash used in purchases of property and equipment.
Non-routine items in 2022 included $6.3 million in legal fees and charges for a settled legal matter and $0.1 million in other non-routine items. 57 Free Cash Flow To provide investors with additional information regarding our financial results, we have also disclosed in the table above and elsewhere in this report free cash flow, a non-GAAP financial measure that we calculate as net cash provided by operating activities less cash used in purchases of property and equipment.
Year Ended December 31, 2022 2021 2020 (in thousands, except average order value and percentages) Gross margin 53.8 % 55.0 % 52.6 % Adjusted EBITDA $ 90,234 $ 114,585 $ 69,257 Free cash flow $ 18,269 $ 60,118 $ 71,449 Active customers 2,340 1,840 1,472 Total orders placed 8,304 6,636 4,499 Average order value $ 304 $ 271 $ 236 Adjusted EBITDA and free cash flow are non-GAAP measures.
Year Ended December 31, 2023 2022 2021 (in thousands, except average order value and percentages) Gross margin 51.9 % 53.8 % 55.0 % Adjusted EBITDA $ 43,409 $ 90,234 $ 114,585 Free cash flow $ 39,144 $ 18,269 $ 60,118 Active customers 2,543 2,340 1,840 Total orders placed 8,701 8,304 6,636 Average order value $ 297 $ 304 $ 271 Adjusted EBITDA and free cash flow are non-GAAP measures.
Marketing Expenses Marketing expenses consist primarily of targeted online performance marketing costs, such as paid search/product listing ads, affiliate marketing, paid social, retargeting, search engine optimization, personalized email marketing and mobile “push” communications through our mobile applications.
Marketing Expenses Marketing expenses consist primarily of targeted online performance marketing costs, such as paid search/product listing ads, affiliate marketing, paid social, retargeting, search engine optimization, personalized email marketing and mobile “push” communications through our mobile applications. Marketing expenses also consist of investment in brand marketing channels, including events, payments to influencers and other forms of online and offline marketing.
We use proprietary algorithms and 20 years of data to efficiently manage our merchandising, marketing, product development, sourcing and pricing decisions. Our platform works seamlessly across devices and analyzes browsing and purchasing patterns and preferences to help us make purchasing decisions, which when combined with the small initial orders for new products, allows us to manage inventory and fashion risk.
Our platform works seamlessly across devices and analyzes browsing and purchasing patterns and preferences to help us make purchasing decisions, which when combined with the small initial orders for new products, allows us to manage inventory and fashion risk.
Average order value increased during 2022 as compared to 2021, primarily due to a shift in mix back to higher price point merchandise combined with an increase in the price of products as a result of the increase in the cost of goods and other input costs, partially offset by a lower percentage of full price sales.
Average order value decreased slightly during 2023 as compared to 2022, primarily due to a lower percentage of full price sales year over year, partially offset by an increase in the price of products year over year as a result of the increase in the cost of goods and other input costs.
Selling and Distribution Expenses Year Ended December 31, Change 2022 2021 $ % (dollars in thousands) Selling and distribution expenses $ 190,419 $ 133,506 $ 56,913 42.6 % Percentage of net sales 17.3 % 15.0 % The increase in selling and distribution expenses in 2022, as compared to 2021, was primarily due to an increase in the number of orders shipped.
Selling and Distribution Expenses Year Ended December 31, Change 2023 2022 $ % (dollars in thousands) Selling and distribution expenses $ 197,052 $ 190,419 $ 6,633 3.5 % Percentage of net sales 18.4 % 17.3 % The increase in selling and distribution expenses in 2023, as compared to 2022, was primarily due to an increase in the number of orders shipped and returned.
We continue to modify and expand our fulfillment network to support our growth and the demand for our products. To date, we have primarily focused on expanding our U.S. business and have grown internationally with limited investment and no physical presence.
We continue to modify and expand our fulfillment network to support our growth and the demand for our products. To date, we have successfully expanded internationally with limited investment and physical presence.
We have also sold our REVOLVE products on two large international marketplaces, Tmall Global in China and Nykaa Fashion in India, beginning in 2020 and 2022, respectively. For 2022 and 2021, we generated $187.1 million and $165.1 million, respectively, in net sales shipped to customers internationally, or 17.0% and 18.5% of total net sales, respectively.
We also offer REVOLVE products on two large international marketplaces, Tmall Global in China and Nykaa Fashion in India, to expand our distribution reach in these key geographies. For 2023 and 2022, we generated $198.3 million and $187.1 million, respectively, in net sales shipped to customers internationally, or 18.6% and 17.0% of total net sales, respectively.
Key Operating and Financial Metrics We use the following metrics to assess the progress of our business, make decisions on where to allocate capital, time and technology investments and assess the near-term and longer-term performance of our business.
We intend to continue to invest in and develop international markets while maintaining our focus on the core U.S. market. Key Operating and Financial Metrics We use the following metrics to assess the progress of our business, make decisions on where to allocate capital, time and technology investments and assess the near-term and longer-term performance of our business.
The FWRD segment contributes to a smaller portion of our overall net sales, representing 16.4% of our net sales for both 2022 and 2021. During 2022 and 2021, FWRD generated $179.7 million and $146.3 million in net sales, respectively, representing an increase of 22.9%.
The FWRD segment contributes to a smaller portion of our overall net sales, representing 15.4% and 16.3% of our net sales for 2023 and 2022, respectively. During 2023 and 2022, FWRD generated $164.2 million and $179.7 million in net sales, respectively, representing a decrease of 8.6%.
Net sales are primarily driven by growth in the number of our customers, the frequency with which customers purchase and average order value.
Net sales represent the sales of these items and shipping revenue when applicable, net of estimated returns and promotional discounts. Net sales are primarily driven by growth in the number of our customers, the frequency with which customers purchase and average order value.
We expect selling and distribution expenses to fluctuate as a percentage of net sales reflecting pressure from elevated return rates due to product mix and consumer behavior, investments in international markets to offer hassle-free returns as well as increases in shipping costs, including the impact of fuel prices incurred through variable surcharges from our shipping partners, partially offset by efficiencies realized from optimized shipping methods.
We expect selling and distribution expenses to fluctuate as a percentage of net sales reflecting input cost pressures, particularly freight charges and fuel surcharges, from elevated return rates due to consumer behavior, investments in international markets to offer hassle-free returns, partially offset by efficiencies realized from optimized shipping methods.
Rewards generally expire 90 days after they are issued and unconverted points generally expire if a customer fails to engage in any activity that generates points for a period of one year or if their participation in the program is otherwise terminated. 73 We may also issue store credit in lieu of cash refunds or exchanges and sell gift cards without expiration dates to our customers.
Rewards generally expire 90 days after they are issued and unconverted points generally expire if a customer fails to engage in any activity that generates points for a period of one year or if their participation in the program is otherwise terminated.
The increase in selling and distribution expenses as a percentage of net sales was due to customers returning a higher proportion of their purchases as compared to the comparative period in the prior year combined with increased average shipping and handling fees per package through increases in carrier rates and fuel surcharges.
The increase in selling and distribution expenses as a percentage of net sales was primarily due to customers returning a higher proportion of their purchases, higher shipping rates and a lower average order value as compared to the comparative period in the prior year.
Fulfillment Expenses Fulfillment expenses represent those costs incurred in operating and staffing our fulfillment centers, including costs attributed to inspecting and warehousing inventories and picking, packaging and preparing customer orders for shipment. Fulfillment expenses also include the cost of warehousing facilities.
We have recently experienced and may continue to experience an increase in the cost of goods due to an increase in the cost of materials. 63 Fulfillment Expenses Fulfillment expenses represent those costs incurred in operating and staffing our fulfillment centers, including costs attributed to inspecting and warehousing inventories and picking, packaging and preparing customer orders for shipment.
Uses of Cash Our short-term and long-term liquidity requirements primarily arise from operating costs such as merchandise purchases, compensation and benefits, lease obligations, marketing and other expenditures necessary to support our business growth. We used a substantial portion of the proceeds from the IPO to repurchase shares of our Class B common stock.
Uses of Cash Our short-term and long-term liquidity requirements primarily arise from operating costs such as merchandise purchases, compensation and benefits, lease obligations, marketing and other expenditures necessary to support our business growth. In addition, in August 2023, our board of directors authorized a stock repurchase program of up to $100 million of our outstanding Class A common stock.
Fulfillment Expenses Year Ended December 31, Change 2022 2021 $ % (dollars in thousands) Fulfillment expenses $ 31,804 $ 21,322 $ 10,482 49.2 % Percentage of net sales 2.9 % 2.4 % Fulfillment expenses in 2022 were higher as compared to 2021, primarily due to an increase in the number of units processed.
Fulfillment Expenses Year Ended December 31, Change 2023 2022 $ % (dollars in thousands) Fulfillment expenses $ 36,654 $ 31,804 $ 4,850 15.2 % Percentage of net sales 3.4 % 2.9 % Fulfillment expenses in 2023 were higher as compared to 2022, primarily due to an increase in the number of units processed and increased rent cost for existing facilities.
We expect our cost of sales to fluctuate as a percentage of net sales primarily due to how we manage our inventory and merchandise mix. We have recently experienced and may continue to experience an increase in the cost of goods due to an increase in the cost of materials.
We expect our cost of sales to fluctuate as a percentage of net sales primarily due to how we manage our inventory and merchandise mix.
Because of these limitations, you should consider Adjusted EBITDA alongside other financial performance measures, including various cash flow metrics, net income and our other GAAP results. Our financial results included certain items that we consider non-routine and not reflective of the underlying trends in our core business operations.
Because of these limitations, you should consider Adjusted EBITDA alongside other financial performance measures, including various cash flow metrics, net income and our other GAAP results.
Line of Credit On March 23, 2021, we amended and restated our existing credit agreement to, among other things, extend the expiration date from March 23, 2021 to March 23, 2026. The line of credit provides us with up to $75.0 million aggregate principal in revolver borrowings, based on eligible inventory and accounts receivable less reserves.
The line of credit provides us with up to $75.0 million aggregate principal in revolver borrowings, based on eligible inventory and accounts receivable less reserves.
Income Taxes Year Ended December 31, 2022 2021 (dollars in thousands) Income before income taxes $ 76,616 $ 104,728 Provision for income taxes 17,919 4,888 Effective tax rate 23.4 % 4.7 % The increase in the effective tax rate for 2022 compared to 2021 was primarily due to a decrease in excess tax benefits related to the exercise of non-qualified stock options.
Income Taxes Year Ended December 31, 2023 2022 (dollars in thousands) Income before income taxes $ 37,761 $ 76,616 Provision for income taxes 9,614 17,919 Effective tax rate 25.5 % 23.4 % The increase in the effective tax rate for 2023 compared to 2022 was primarily due to an increase in state income taxes and non-deductible expenses combined with a decrease in excess tax benefits related to the exercise of non-qualified stock options, partially offset by a higher proportion of foreign-derived intangible income.
We are pioneers of social media and influencer marketing, using social channels and cultural events designed to deliver authentic and aspirational, yet attainable, experiences to attract and retain Millennial and Generation Z consumers, and these efforts have historically led to higher earned media value than competitors.
We use social channels and cultural events designed to deliver authentic and aspirational, yet attainable, experiences to attract and retain next-generation consumers, and these efforts have historically led to higher earned media value than competitors. We complement our social media efforts through a variety of brand marketing campaigns and events, which generate a constant flow of authentic and inspiring content.
Total orders placed and total orders shipped in any given period may differ slightly due to orders that are in process at the end of any particular period.
We believe that total orders placed is a measure that is useful to investors and management in understanding our ongoing operations and in analysis of ongoing operating trends. Total orders placed and total orders shipped in any given period may differ slightly due to orders that are in process at the end of any particular period.
The increase in cost of sales as a percentage of net sales was due to a lower percentage of full price sales and higher routine inventory adjustments, partially offset by a higher mix of owned brand sales.
The increase in cost of sales as a percentage of net sales was primarily due to a lower percentage of full price sales combined with a higher mix of third party brand sales.
Shipping and handling costs increased $36.0 million, merchant processing fees increased $8.4 million, other selling expenses increased $4.7 million, packaging costs increased $4.0 million and customer service costs increased $3.8 million during 2022 as compared to 2021.
Shipping and handling costs increased $7.3 million and other selling expenses decreased $0.7 million during 2023 as compared to 2022.
For a description of our leases, please see Note 5, Leases , to our consolidated financial statements included elsewhere in this report.
Contractual Obligations As of December 31, 2023, our principal contractual obligations consist of obligations under operating leases for office and fulfillment facilities. For a description of our leases, please see Note 5, Leases , to our consolidated financial statements included elsewhere in this report.
Liquidity and Capital Resources The following table shows our cash and cash equivalents, accounts receivable and working capital as of the dates indicated: As of December 31, 2022 December 31, 2021 (in thousands) Cash and cash equivalents $ 234,724 $ 218,455 Accounts receivable, net 5,421 4,639 Working capital 337,131 279,620 (1) Working capital for all periods presented above is defined as current assets less current liabilities. 70 As of December 31, 2022, the majority of our cash and cash equivalents was held for working capital purposes, we had no borrowings under our line of credit and were in compliance with all financial covenants.
Liquidity and Capital Resources The following table shows our cash and cash equivalents, accounts receivable and working capital as of the dates indicated: As of December 31, 2023 December 31, 2022 (in thousands) Cash and cash equivalents $ 245,449 $ 234,724 Accounts receivable, net 12,405 5,421 Working capital 338,969 337,131 (1) Working capital for all periods presented above is defined as current assets less current liabilities.
The net sales increase in 2022 compared to 2021 was primarily due to an increase in the number of total orders placed by customers combined with an increase in average order value. 61 Net sales to customers outside of the United States contributed to 17.0% and 18.5% of our net sales for 2022 and 2021, respectively.
The net sales decrease in 2023 compared to 2022 was primarily due to a decrease in the number of orders shipped. 62 Net sales to customers outside of the United States contributed to 18.6% and 17.0% of our net sales for 2023 and 2022, respectively.