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Global Virtual Makeup API Supply, Demand and Key Producers, 2023-2029

February 2023 | 109 pages | ID: G5392D5EFE69EN
GlobalInfoResearch

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The global Virtual Makeup API market size is expected to reach $ million by 2029, rising at a market growth of % CAGR during the forecast period (2023-2029).

Virtual Makeup API designed to integrate augmented reality beauty try-on features into app. The AR/AI makeup features fit into e-commerce try-on apps, makeovers, selfie editors and portrait retouching software. It aims to overlay realistic makeup onto the face to showcase the product or let users change their appearance.

This report studies the global Virtual Makeup API demand, key companies, and key regions.

This report is a detailed and comprehensive analysis of the world market for Virtual Makeup API, and provides market size (US$ million) and Year-over-Year (YoY) growth, considering 2022 as the base year. This report explores demand trends and competition, as well as details the characteristics of Virtual Makeup API that contribute to its increasing demand across many markets.

Highlights and key features of the study

Global Virtual Makeup API total market, 2018-2029, (USD Million)

Global Virtual Makeup API total market by region & country, CAGR, 2018-2029, (USD Million)

U.S. VS China: Virtual Makeup API total market, key domestic companies and share, (USD Million)

Global Virtual Makeup API revenue by player and market share 2018-2023, (USD Million)

Global Virtual Makeup API total market by Type, CAGR, 2018-2029, (USD Million)

Global Virtual Makeup API total market by Application, CAGR, 2018-2029, (USD Million)

This reports profiles major players in the global Virtual Makeup API market based on the following parameters – company overview, revenue, gross margin, product portfolio, geographical presence, and key developments. Key companies covered as a part of this study include Banuba, RapidAPI, SuperTouch, ARGear, Visage Technologies, 4Experience, Deep AR, Kivisense and FaceStyle, etc.

This report also provides key insights about market drivers, restraints, opportunities, new product launches or approvals, COVID-19 and Russia-Ukraine War Influence.

Stakeholders would have ease in decision-making through various strategy matrices used in analyzing the World Virtual Makeup API market

Detailed Segmentation:

Each section contains quantitative market data including market by value (US$ Millions), by player, by regions, by Type, and by Application. Data is given for the years 2018-2029 by year with 2022 as the base year, 2023 as the estimate year, and 2024-2029 as the forecast year.

Global Virtual Makeup API Market, By Region:
  • United States
  • China
  • Europe
  • Japan
  • South Korea
  • ASEAN
  • India
  • Rest of World
Global Virtual Makeup API Market, Segmentation by Type
  • AI
  • AR
Global Virtual Makeup API Market, Segmentation by Application
  • Beauty Company
  • E-Commerce Company
  • Department Store
Companies Profiled:
  • Banuba
  • RapidAPI
  • SuperTouch
  • ARGear
  • Visage Technologies
  • 4Experience
  • Deep AR
  • Kivisense
  • FaceStyle
  • Perfect Corp
  • Artifutech
Key Questions Answered

1. How big is the global Virtual Makeup API market?

2. What is the demand of the global Virtual Makeup API market?

3. What is the year over year growth of the global Virtual Makeup API market?

4. What is the total value of the global Virtual Makeup API market?

5. Who are the major players in the global Virtual Makeup API market?

6. What are the growth factors driving the market demand?
1 SUPPLY SUMMARY

1.1 Virtual Makeup API Introduction
1.2 World Virtual Makeup API Market Size & Forecast (2018 & 2022 & 2029)
1.3 World Virtual Makeup API Total Market by Region (by Headquarter Location)
  1.3.1 World Virtual Makeup API Market Size by Region (2018-2029), (by Headquarter Location)
  1.3.2 United States Virtual Makeup API Market Size (2018-2029)
  1.3.3 China Virtual Makeup API Market Size (2018-2029)
  1.3.4 Europe Virtual Makeup API Market Size (2018-2029)
  1.3.5 Japan Virtual Makeup API Market Size (2018-2029)
  1.3.6 South Korea Virtual Makeup API Market Size (2018-2029)
  1.3.7 ASEAN Virtual Makeup API Market Size (2018-2029)
  1.3.8 India Virtual Makeup API Market Size (2018-2029)
1.4 Market Drivers, Restraints and Trends
  1.4.1 Virtual Makeup API Market Drivers
  1.4.2 Factors Affecting Demand
  1.4.3 Virtual Makeup API Major Market Trends
1.5 Influence of COVID-19 and Russia-Ukraine War
  1.5.1 Influence of COVID-19
  1.5.2 Influence of Russia-Ukraine War

2 DEMAND SUMMARY

2.1 World Virtual Makeup API Consumption Value (2018-2029)
2.2 World Virtual Makeup API Consumption Value by Region
  2.2.1 World Virtual Makeup API Consumption Value by Region (2018-2023)
  2.2.2 World Virtual Makeup API Consumption Value Forecast by Region (2024-2029)
2.3 United States Virtual Makeup API Consumption Value (2018-2029)
2.4 China Virtual Makeup API Consumption Value (2018-2029)
2.5 Europe Virtual Makeup API Consumption Value (2018-2029)
2.6 Japan Virtual Makeup API Consumption Value (2018-2029)
2.7 South Korea Virtual Makeup API Consumption Value (2018-2029)
2.8 ASEAN Virtual Makeup API Consumption Value (2018-2029)
2.9 India Virtual Makeup API Consumption Value (2018-2029)

3 WORLD VIRTUAL MAKEUP API COMPANIES COMPETITIVE ANALYSIS

3.1 World Virtual Makeup API Revenue by Player (2018-2023)
3.2 Industry Rank and Concentration Rate (CR)
  3.2.1 Global Virtual Makeup API Industry Rank of Major Players
  3.2.2 Global Concentration Ratios (CR4) for Virtual Makeup API in 2022
  3.2.3 Global Concentration Ratios (CR8) for Virtual Makeup API in 2022
3.3 Virtual Makeup API Company Evaluation Quadrant
3.4 Virtual Makeup API Market: Overall Company Footprint Analysis
  3.4.1 Virtual Makeup API Market: Region Footprint
  3.4.2 Virtual Makeup API Market: Company Product Type Footprint
  3.4.3 Virtual Makeup API Market: Company Product Application Footprint
3.5 Competitive Environment
  3.5.1 Historical Structure of the Industry
  3.5.2 Barriers of Market Entry
  3.5.3 Factors of Competition
3.6 Mergers, Acquisitions Activity

4 UNITED STATES VS CHINA VS REST OF THE WORLD (BY HEADQUARTER LOCATION)

4.1 United States VS China: Virtual Makeup API Revenue Comparison (by Headquarter Location)
  4.1.1 United States VS China: Virtual Makeup API Market Size Comparison (2018 & 2022 & 2029) (by Headquarter Location)
  4.1.2 United States VS China: Virtual Makeup API Revenue Market Share Comparison (2018 & 2022 & 2029)
4.2 United States Based Companies VS China Based Companies: Virtual Makeup API Consumption Value Comparison
  4.2.1 United States VS China: Virtual Makeup API Consumption Value Comparison (2018 & 2022 & 2029)
  4.2.2 United States VS China: Virtual Makeup API Consumption Value Market Share Comparison (2018 & 2022 & 2029)
4.3 United States Based Virtual Makeup API Companies and Market Share, 2018-2023
  4.3.1 United States Based Virtual Makeup API Companies, Headquarters (States, Country)
  4.3.2 United States Based Companies Virtual Makeup API Revenue, (2018-2023)
4.4 China Based Companies Virtual Makeup API Revenue and Market Share, 2018-2023
  4.4.1 China Based Virtual Makeup API Companies, Company Headquarters (Province, Country)
  4.4.2 China Based Companies Virtual Makeup API Revenue, (2018-2023)
4.5 Rest of World Based Virtual Makeup API Companies and Market Share, 2018-2023
  4.5.1 Rest of World Based Virtual Makeup API Companies, Headquarters (States, Country)
  4.5.2 Rest of World Based Companies Virtual Makeup API Revenue, (2018-2023)

5 MARKET ANALYSIS BY TYPE

5.1 World Virtual Makeup API Market Size Overview by Type: 2018 VS 2022 VS 2029
5.2 Segment Introduction by Type
  5.2.1 AI
  5.2.2 AR
5.3 Market Segment by Type
  5.3.1 World Virtual Makeup API Market Size by Type (2018-2023)
  5.3.2 World Virtual Makeup API Market Size by Type (2024-2029)
  5.3.3 World Virtual Makeup API Market Size Market Share by Type (2018-2029)

6 MARKET ANALYSIS BY APPLICATION

6.1 World Virtual Makeup API Market Size Overview by Application: 2018 VS 2022 VS 2029
6.2 Segment Introduction by Application
  6.2.1 Beauty Company
  6.2.2 E-Commerce Company
  6.2.3 Department Store
6.3 Market Segment by Application
  6.3.1 World Virtual Makeup API Market Size by Application (2018-2023)
  6.3.2 World Virtual Makeup API Market Size by Application (2024-2029)
  6.3.3 World Virtual Makeup API Market Size by Application (2018-2029)

7 COMPANY PROFILES

7.1 Banuba
  7.1.1 Banuba Details
  7.1.2 Banuba Major Business
  7.1.3 Banuba Virtual Makeup API Product and Services
  7.1.4 Banuba Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023)
  7.1.5 Banuba Recent Developments/Updates
  7.1.6 Banuba Competitive Strengths & Weaknesses
7.2 RapidAPI
  7.2.1 RapidAPI Details
  7.2.2 RapidAPI Major Business
  7.2.3 RapidAPI Virtual Makeup API Product and Services
  7.2.4 RapidAPI Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023)
  7.2.5 RapidAPI Recent Developments/Updates
  7.2.6 RapidAPI Competitive Strengths & Weaknesses
7.3 SuperTouch
  7.3.1 SuperTouch Details
  7.3.2 SuperTouch Major Business
  7.3.3 SuperTouch Virtual Makeup API Product and Services
  7.3.4 SuperTouch Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023)
  7.3.5 SuperTouch Recent Developments/Updates
  7.3.6 SuperTouch Competitive Strengths & Weaknesses
7.4 ARGear
  7.4.1 ARGear Details
  7.4.2 ARGear Major Business
  7.4.3 ARGear Virtual Makeup API Product and Services
  7.4.4 ARGear Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023)
  7.4.5 ARGear Recent Developments/Updates
  7.4.6 ARGear Competitive Strengths & Weaknesses
7.5 Visage Technologies
  7.5.1 Visage Technologies Details
  7.5.2 Visage Technologies Major Business
  7.5.3 Visage Technologies Virtual Makeup API Product and Services
  7.5.4 Visage Technologies Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023)
  7.5.5 Visage Technologies Recent Developments/Updates
  7.5.6 Visage Technologies Competitive Strengths & Weaknesses
7.6 4Experience
  7.6.1 4Experience Details
  7.6.2 4Experience Major Business
  7.6.3 4Experience Virtual Makeup API Product and Services
  7.6.4 4Experience Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023)
  7.6.5 4Experience Recent Developments/Updates
  7.6.6 4Experience Competitive Strengths & Weaknesses
7.7 Deep AR
  7.7.1 Deep AR Details
  7.7.2 Deep AR Major Business
  7.7.3 Deep AR Virtual Makeup API Product and Services
  7.7.4 Deep AR Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023)
  7.7.5 Deep AR Recent Developments/Updates
  7.7.6 Deep AR Competitive Strengths & Weaknesses
7.8 Kivisense
  7.8.1 Kivisense Details
  7.8.2 Kivisense Major Business
  7.8.3 Kivisense Virtual Makeup API Product and Services
  7.8.4 Kivisense Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023)
  7.8.5 Kivisense Recent Developments/Updates
  7.8.6 Kivisense Competitive Strengths & Weaknesses
7.9 FaceStyle
  7.9.1 FaceStyle Details
  7.9.2 FaceStyle Major Business
  7.9.3 FaceStyle Virtual Makeup API Product and Services
  7.9.4 FaceStyle Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023)
  7.9.5 FaceStyle Recent Developments/Updates
  7.9.6 FaceStyle Competitive Strengths & Weaknesses
7.10 Perfect Corp
  7.10.1 Perfect Corp Details
  7.10.2 Perfect Corp Major Business
  7.10.3 Perfect Corp Virtual Makeup API Product and Services
  7.10.4 Perfect Corp Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023)
  7.10.5 Perfect Corp Recent Developments/Updates
  7.10.6 Perfect Corp Competitive Strengths & Weaknesses
7.11 Artifutech
  7.11.1 Artifutech Details
  7.11.2 Artifutech Major Business
  7.11.3 Artifutech Virtual Makeup API Product and Services
  7.11.4 Artifutech Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023)
  7.11.5 Artifutech Recent Developments/Updates
  7.11.6 Artifutech Competitive Strengths & Weaknesses

8 INDUSTRY CHAIN ANALYSIS

8.1 Virtual Makeup API Industry Chain
8.2 Virtual Makeup API Upstream Analysis
8.3 Virtual Makeup API Midstream Analysis
8.4 Virtual Makeup API Downstream Analysis

9 RESEARCH FINDINGS AND CONCLUSION

10 APPENDIX

10.1 Methodology
10.2 Research Process and Data Source
10.3 Disclaimer

LIST OF TABLES

Table 1. World Virtual Makeup API Revenue by Region (2018, 2022 and 2029) & (USD Million), (by Headquarter Location)
Table 2. World Virtual Makeup API Revenue by Region (2018-2023) & (USD Million), (by Headquarter Location)
Table 3. World Virtual Makeup API Revenue by Region (2024-2029) & (USD Million), (by Headquarter Location)
Table 4. World Virtual Makeup API Revenue Market Share by Region (2018-2023), (by Headquarter Location)
Table 5. World Virtual Makeup API Revenue Market Share by Region (2024-2029), (by Headquarter Location)
Table 6. Major Market Trends
Table 7. World Virtual Makeup API Consumption Value Growth Rate Forecast by Region (2018 & 2022 & 2029) & (USD Million)
Table 8. World Virtual Makeup API Consumption Value by Region (2018-2023) & (USD Million)
Table 9. World Virtual Makeup API Consumption Value Forecast by Region (2024-2029) & (USD Million)
Table 10. World Virtual Makeup API Revenue by Player (2018-2023) & (USD Million)
Table 11. Revenue Market Share of Key Virtual Makeup API Players in 2022
Table 12. World Virtual Makeup API Industry Rank of Major Player, Based on Revenue in 2022
Table 13. Global Virtual Makeup API Company Evaluation Quadrant
Table 14. Head Office of Key Virtual Makeup API Player
Table 15. Virtual Makeup API Market: Company Product Type Footprint
Table 16. Virtual Makeup API Market: Company Product Application Footprint
Table 17. Virtual Makeup API Mergers & Acquisitions Activity
Table 18. United States VS China Virtual Makeup API Market Size Comparison, (2018 & 2022 & 2029) & (USD Million)
Table 19. United States VS China Virtual Makeup API Consumption Value Comparison, (2018 & 2022 & 2029) & (USD Million)
Table 20. United States Based Virtual Makeup API Companies, Headquarters (States, Country)
Table 21. United States Based Companies Virtual Makeup API Revenue, (2018-2023) & (USD Million)
Table 22. United States Based Companies Virtual Makeup API Revenue Market Share (2018-2023)
Table 23. China Based Virtual Makeup API Companies, Headquarters (Province, Country)
Table 24. China Based Companies Virtual Makeup API Revenue, (2018-2023) & (USD Million)
Table 25. China Based Companies Virtual Makeup API Revenue Market Share (2018-2023)
Table 26. Rest of World Based Virtual Makeup API Companies, Headquarters (States, Country)
Table 27. Rest of World Based Companies Virtual Makeup API Revenue, (2018-2023) & (USD Million)
Table 28. Rest of World Based Companies Virtual Makeup API Revenue Market Share (2018-2023)
Table 29. World Virtual Makeup API Market Size by Type, (USD Million), 2018 & 2022 & 2029
Table 30. World Virtual Makeup API Market Size by Type (2018-2023) & (USD Million)
Table 31. World Virtual Makeup API Market Size by Type (2024-2029) & (USD Million)
Table 32. World Virtual Makeup API Market Size by Application, (USD Million), 2018 & 2022 & 2029
Table 33. World Virtual Makeup API Market Size by Application (2018-2023) & (USD Million)
Table 34. World Virtual Makeup API Market Size by Application (2024-2029) & (USD Million)
Table 35. Banuba Basic Information, Area Served and Competitors
Table 36. Banuba Major Business
Table 37. Banuba Virtual Makeup API Product and Services
Table 38. Banuba Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023) & (USD Million)
Table 39. Banuba Recent Developments/Updates
Table 40. Banuba Competitive Strengths & Weaknesses
Table 41. RapidAPI Basic Information, Area Served and Competitors
Table 42. RapidAPI Major Business
Table 43. RapidAPI Virtual Makeup API Product and Services
Table 44. RapidAPI Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023) & (USD Million)
Table 45. RapidAPI Recent Developments/Updates
Table 46. RapidAPI Competitive Strengths & Weaknesses
Table 47. SuperTouch Basic Information, Area Served and Competitors
Table 48. SuperTouch Major Business
Table 49. SuperTouch Virtual Makeup API Product and Services
Table 50. SuperTouch Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023) & (USD Million)
Table 51. SuperTouch Recent Developments/Updates
Table 52. SuperTouch Competitive Strengths & Weaknesses
Table 53. ARGear Basic Information, Area Served and Competitors
Table 54. ARGear Major Business
Table 55. ARGear Virtual Makeup API Product and Services
Table 56. ARGear Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023) & (USD Million)
Table 57. ARGear Recent Developments/Updates
Table 58. ARGear Competitive Strengths & Weaknesses
Table 59. Visage Technologies Basic Information, Area Served and Competitors
Table 60. Visage Technologies Major Business
Table 61. Visage Technologies Virtual Makeup API Product and Services
Table 62. Visage Technologies Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023) & (USD Million)
Table 63. Visage Technologies Recent Developments/Updates
Table 64. Visage Technologies Competitive Strengths & Weaknesses
Table 65. 4Experience Basic Information, Area Served and Competitors
Table 66. 4Experience Major Business
Table 67. 4Experience Virtual Makeup API Product and Services
Table 68. 4Experience Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023) & (USD Million)
Table 69. 4Experience Recent Developments/Updates
Table 70. 4Experience Competitive Strengths & Weaknesses
Table 71. Deep AR Basic Information, Area Served and Competitors
Table 72. Deep AR Major Business
Table 73. Deep AR Virtual Makeup API Product and Services
Table 74. Deep AR Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023) & (USD Million)
Table 75. Deep AR Recent Developments/Updates
Table 76. Deep AR Competitive Strengths & Weaknesses
Table 77. Kivisense Basic Information, Area Served and Competitors
Table 78. Kivisense Major Business
Table 79. Kivisense Virtual Makeup API Product and Services
Table 80. Kivisense Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023) & (USD Million)
Table 81. Kivisense Recent Developments/Updates
Table 82. Kivisense Competitive Strengths & Weaknesses
Table 83. FaceStyle Basic Information, Area Served and Competitors
Table 84. FaceStyle Major Business
Table 85. FaceStyle Virtual Makeup API Product and Services
Table 86. FaceStyle Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023) & (USD Million)
Table 87. FaceStyle Recent Developments/Updates
Table 88. FaceStyle Competitive Strengths & Weaknesses
Table 89. Perfect Corp Basic Information, Area Served and Competitors
Table 90. Perfect Corp Major Business
Table 91. Perfect Corp Virtual Makeup API Product and Services
Table 92. Perfect Corp Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023) & (USD Million)
Table 93. Perfect Corp Recent Developments/Updates
Table 94. Artifutech Basic Information, Area Served and Competitors
Table 95. Artifutech Major Business
Table 96. Artifutech Virtual Makeup API Product and Services
Table 97. Artifutech Virtual Makeup API Revenue, Gross Margin and Market Share (2018-2023) & (USD Million)
Table 98. Global Key Players of Virtual Makeup API Upstream (Raw Materials)
Table 99. Virtual Makeup API Typical Customers

LIST OF FIGURES

Figure 1. Virtual Makeup API Picture
Figure 2. World Virtual Makeup API Total Market Size: 2018 & 2022 & 2029, (USD Million)
Figure 3. World Virtual Makeup API Total Market Size (2018-2029) & (USD Million)
Figure 4. World Virtual Makeup API Revenue Market Share by Region (2018, 2022 and 2029) & (USD Million) , (by Headquarter Location)
Figure 5. World Virtual Makeup API Revenue Market Share by Region (2018-2029), (by Headquarter Location)
Figure 6. United States Based Company Virtual Makeup API Revenue (2018-2029) & (USD Million)
Figure 7. China Based Company Virtual Makeup API Revenue (2018-2029) & (USD Million)
Figure 8. Europe Based Company Virtual Makeup API Revenue (2018-2029) & (USD Million)
Figure 9. Japan Based Company Virtual Makeup API Revenue (2018-2029) & (USD Million)
Figure 10. South Korea Based Company Virtual Makeup API Revenue (2018-2029) & (USD Million)
Figure 11. ASEAN Based Company Virtual Makeup API Revenue (2018-2029) & (USD Million)
Figure 12. India Based Company Virtual Makeup API Revenue (2018-2029) & (USD Million)
Figure 13. Virtual Makeup API Market Drivers
Figure 14. Factors Affecting Demand
Figure 15. World Virtual Makeup API Consumption Value (2018-2029) & (USD Million)
Figure 16. World Virtual Makeup API Consumption Value Market Share by Region (2018-2029)
Figure 17. United States Virtual Makeup API Consumption Value (2018-2029) & (USD Million)
Figure 18. China Virtual Makeup API Consumption Value (2018-2029) & (USD Million)
Figure 19. Europe Virtual Makeup API Consumption Value (2018-2029) & (USD Million)
Figure 20. Japan Virtual Makeup API Consumption Value (2018-2029) & (USD Million)
Figure 21. South Korea Virtual Makeup API Consumption Value (2018-2029) & (USD Million)
Figure 22. ASEAN Virtual Makeup API Consumption Value (2018-2029) & (USD Million)
Figure 23. India Virtual Makeup API Consumption Value (2018-2029) & (USD Million)
Figure 24. Producer Shipments of Virtual Makeup API by Player Revenue ($MM) and Market Share (%): 2022
Figure 25. Global Four-firm Concentration Ratios (CR4) for Virtual Makeup API Markets in 2022
Figure 26. Global Four-firm Concentration Ratios (CR8) for Virtual Makeup API Markets in 2022
Figure 27. United States VS China: Virtual Makeup API Revenue Market Share Comparison (2018 & 2022 & 2029)
Figure 28. United States VS China: Virtual Makeup API Consumption Value Market Share Comparison (2018 & 2022 & 2029)
Figure 29. World Virtual Makeup API Market Size by Type, (USD Million), 2018 & 2022 & 2029
Figure 30. World Virtual Makeup API Market Size Market Share by Type in 2022
Figure 31. AI
Figure 32. AR
Figure 33. World Virtual Makeup API Market Size Market Share by Type (2018-2029)
Figure 34. World Virtual Makeup API Market Size by Application, (USD Million), 2018 & 2022 & 2029
Figure 35. World Virtual Makeup API Market Size Market Share by Application in 2022
Figure 36. Beauty Company
Figure 37. E-Commerce Company
Figure 38. Department Store
Figure 39. Virtual Makeup API Industrial Chain
Figure 40. Methodology
Figure 41. Research Process and Data Source


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