Table of Content 1 Body Scrub Market Overview 1.1 Product Overview and Scope of Body Scrub 1.2 Body Scrub Segment by Type 1.2.1 Global Body Scrub Sales and CAGR (%) Comparison by Type (2017-2029) 1.2.2 The Market Profile of Plant-based 1.2.3 The Market Profile of Milk-based 1.2.4 The Market Profile of Others 1.3 Global Body Scrub Segment by Application 1.3.1 Body Scrub Consumption (Sales) Comparison by Application (2017-2029) 1.3.2 The Market Profile of Hypermarket/supermarket 1.3.3 The Market Profile of Convenience Stores 1.3.4 The Market Profile of Online 1.4 Global Body Scrub Market, Region Wise (2017-2022) 1.4.1 Global Body Scrub Market Size (Revenue) and CAGR (%) Comparison by Region (2017-2022) 1.4.2 United States Body Scrub Market Status and Prospect (2017-2022) 1.4.3 Europe Body Scrub Market Status and Prospect (2017-2022) 1.4.3.1 Germany Body Scrub Market Status and Prospect (2017-2022) 1.4.3.2 UK Body Scrub Market Status and Prospect (2017-2022) 1.4.3.3 France Body Scrub Market Status and Prospect (2017-2022) 1.4.3.4 Italy Body Scrub Market Status and Prospect (2017-2022) 1.4.3.5 Spain Body Scrub Market Status and Prospect (2017-2022) 1.4.3.6 Russia Body Scrub Market Status and Prospect (2017-2022) 1.4.3.7 Poland Body Scrub Market Status and Prospect (2017-2022) 1.4.4 China Body Scrub Market Status and Prospect (2017-2022) 1.4.5 Japan Body Scrub Market Status and Prospect (2017-2022) 1.4.6 India Body Scrub Market Status and Prospect (2017-2022) 1.4.7 Southeast Asia Body Scrub Market Status and Prospect (2017-2022) 1.4.7.1 Malaysia Body Scrub Market Status and Prospect (2017-2022) 1.4.7.2 Singapore Body Scrub Market Status and Prospect (2017-2022) 1.4.7.3 Philippines Body Scrub Market Status and Prospect (2017-2022) 1.4.7.4 Indonesia Body Scrub Market Status and Prospect (2017-2022) 1.4.7.5 Thailand Body Scrub Market Status and Prospect (2017-2022) 1.4.7.6 Vietnam Body Scrub Market Status and Prospect (2017-2022) 1.4.8 Latin America Body Scrub Market Status and Prospect (2017-2022) 1.4.8.1 Brazil Body Scrub Market Status and Prospect (2017-2022) 1.4.8.2 Mexico Body Scrub Market Status and Prospect (2017-2022) 1.4.8.3 Colombia Body Scrub Market Status and Prospect (2017-2022) 1.4.9 Middle East and Africa Body Scrub Market Status and Prospect (2017-2022) 1.4.9.1 Saudi Arabia Body Scrub Market Status and Prospect (2017-2022) 1.4.9.2 United Arab Emirates Body Scrub Market Status and Prospect (2017-2022) 1.4.9.3 Turkey Body Scrub Market Status and Prospect (2017-2022) 1.4.9.4 Egypt Body Scrub Market Status and Prospect (2017-2022) 1.4.9.5 South Africa Body Scrub Market Status and Prospect (2017-2022) 1.4.9.6 Nigeria Body Scrub Market Status and Prospect (2017-2022) 1.5 Global Market Size of Body Scrub (2017-2029) 1.5.1 Global Body Scrub Revenue Status and Outlook (2017-2029) 1.5.2 Global Body Scrub Sales Status and Outlook (2017-2029) 2 Global Body Scrub Market Landscape by Player 2.1 Global Body Scrub Sales and Share by Player (2017-2022) 2.2 Global Body Scrub Revenue and Market Share by Player (2017-2022) 2.3 Global Body Scrub Average Price by Player (2017-2022) 2.4 Global Body Scrub Gross Margin by Player (2017-2022) 2.5 Body Scrub Manufacturing Base Distribution, Sales Area and Product Type by Player 2.6 Body Scrub Market Competitive Situation and Trends 2.6.1 Body Scrub Market Concentration Rate 2.6.2 Body Scrub Market Share of Top 3 and Top 6 Players 2.6.3 Mergers & Acquisitions, Expansion 3 Body Scrub Upstream and Downstream Analysis 3.1 Body Scrub Industrial Chain Analysis 3.2 Key Raw Materials Suppliers and Price Analysis 3.3 Key Raw Materials Supply and Demand Analysis 3.4 Manufacturing Process Analysis 3.5 Market Concentration Rate of Raw Materials 3.6 Downstream Buyers 3.7 Value Chain Status Under COVID-18 4 Body Scrub Manufacturing Cost Analysis 4.1 Manufacturing Cost Structure Analysis 4.2 Body Scrub Key Raw Materials Cost Analysis 4.2.1 Key Raw Materials Introduction 4.2.2 Price Trend of Key Raw Materials 4.3 Labor Cost Analysis 4.3.1 Labor Cost of Body Scrub Under COVID-19 4.4 Energy Costs Analysis 4.5 R&D Costs Analysis 5 Market Dynamics 5.1 Drivers 5.2 Restraints and Challenges 5.3 Opportunities 5.3.1 Advances in Innovation and Technology for Body Scrub 5.3.2 Increased Demand in Emerging Markets 5.4 Body Scrub Industry Development Trends under COVID-19 Outbreak 5.4.1 Global COVID-19 Status Overview 5.4.2 Influence of COVID-19 Outbreak on Body Scrub Industry Development 5.5 Consumer Behavior Analysis 6 Players Profiles 6.1 Shieshdo 6.1.1 Shieshdo Basic Information, Manufacturing Base, Sales Area and Competitors 6.1.2 Body Scrub Product Profiles, Application and Specification 6.1.3 Shieshdo Body Scrub Market Performance (2017-2022) 6.1.4 Shieshdo Business Overview 6.2 Innisfree Corporation 6.2.1 Innisfree Corporation Basic Information, Manufacturing Base, Sales Area and Competitors 6.2.2 Body Scrub Product Profiles, Application and Specification 6.2.3 Innisfree Corporation Body Scrub Market Performance (2017-2022) 6.2.4 Innisfree Corporation Business Overview 6.3 The Body Shop 6.3.1 The Body Shop Basic Information, Manufacturing Base, Sales Area and Competitors 6.3.2 Body Scrub Product Profiles, Application and Specification 6.3.3 The Body Shop Body Scrub Market Performance (2017-2022) 6.3.4 The Body Shop Business Overview 6.4 L’Oreal 6.4.1 L’Oreal Basic Information, Manufacturing Base, Sales Area and Competitors 6.4.2 Body Scrub Product Profiles, Application and Specification 6.4.3 L’Oreal Body Scrub Market Performance (2017-2022) 6.4.4 L’Oreal Business Overview 6.5 Clinique 6.5.1 Clinique Basic Information, Manufacturing Base, Sales Area and Competitors 6.5.2 Body Scrub Product Profiles, Application and Specification 6.5.3 Clinique Body Scrub Market Performance (2017-2022) 6.5.4 Clinique Business Overview 6.6 3Lab Inc 6.6.1 3Lab Inc Basic Information, Manufacturing Base, Sales Area and Competitors 6.6.2 Body Scrub Product Profiles, Application and Specification 6.6.3 3Lab Inc Body Scrub Market Performance (2017-2022) 6.6.4 3Lab Inc Business Overview 6.7 M.C. International 6.7.1 M.C. International Basic Information, Manufacturing Base, Sales Area and Competitors 6.7.2 Body Scrub Product Profiles, Application and Specification 6.7.3 M.C. International Body Scrub Market Performance (2017-2022) 6.7.4 M.C. International Business Overview 6.8 The Forest Essentials 6.8.1 The Forest Essentials Basic Information, Manufacturing Base, Sales Area and Competitors 6.8.2 Body Scrub Product Profiles, Application and Specification 6.8.3 The Forest Essentials Body Scrub Market Performance (2017-2022) 6.8.4 The Forest Essentials Business Overview 6.9 The Face Shop 6.9.1 The Face Shop Basic Information, Manufacturing Base, Sales Area and Competitors 6.9.2 Body Scrub Product Profiles, Application and Specification 6.9.3 The Face Shop Body Scrub Market Performance (2017-2022) 6.9.4 The Face Shop Business Overview 6.10 Sephora Inc 6.10.1 Sephora Inc Basic Information, Manufacturing Base, Sales Area and Competitors 6.10.2 Body Scrub Product Profiles, Application and Specification 6.10.3 Sephora Inc Body Scrub Market Performance (2017-2022) 6.10.4 Sephora Inc Business Overview 6.11 Tonymoly Co. Ltd 6.11.1 Tonymoly Co. Ltd Basic Information, Manufacturing Base, Sales Area and Competitors 6.11.2 Body Scrub Product Profiles, Application and Specification 6.11.3 Tonymoly Co. Ltd Body Scrub Market Performance (2017-2022) 6.11.4 Tonymoly Co. Ltd Business Overview 7 Global Body Scrub Sales and Revenue Region Wise (2017-2022) 7.1 Global Body Scrub Sales and Market Share, Region Wise (2017-2022) 7.2 Global Body Scrub Revenue (Revenue) and Market Share, Region Wise (2017-2022) 7.3 Global Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) 7.4 United States Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) 7.4.1 United States Body Scrub Market Under COVID-19 7.5 Europe Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) 7.5.1 Europe Body Scrub Market Under COVID-19 7.6 China Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) 7.6.1 China Body Scrub Market Under COVID-19 7.7 Japan Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) 7.7.1 Japan Body Scrub Market Under COVID-19 7.8 India Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) 7.8.1 India Body Scrub Market Under COVID-19 7.9 Southeast Asia Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) 7.9.1 Southeast Asia Body Scrub Market Under COVID-19 7.10 Latin America Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) 7.10.1 Latin America Body Scrub Market Under COVID-19 7.11 Middle East and Africa Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) 7.11.1 Middle East and Africa Body Scrub Market Under COVID-19 8 Global Body Scrub Sales, Revenue (Revenue), Price Trend by Type 8.1 Global Body Scrub Sales and Market Share by Type (2017-2022) 8.2 Global Body Scrub Revenue and Market Share by Type (2017-2022) 8.3 Global Body Scrub Price by Type (2017-2022) 8.4 Global Body Scrub Sales Growth Rate by Type (2017-2022) 8.4.1 Global Body Scrub Sales Growth Rate of Plant-based (2017-2022) 8.4.2 Global Body Scrub Sales Growth Rate of Milk-based (2017-2022) 8.4.3 Global Body Scrub Sales Growth Rate of Others (2017-2022) 9 Global Body Scrub Market Analysis by Application 9.1 Global Body Scrub Consumption and Market Share by Application (2017-2022) 9.2 Global Body Scrub Consumption Growth Rate by Application (2017-2022) 9.2.1 Global Body Scrub Consumption Growth Rate of Hypermarket/supermarket (2017-2022) 9.2.2 Global Body Scrub Consumption Growth Rate of Convenience Stores (2017-2022) 9.2.3 Global Body Scrub Consumption Growth Rate of Online (2017-2022) 10 Global Body Scrub Market Forecast (2022-2029) 10.1 Global Body Scrub Sales, Revenue Forecast (2022-2029) 10.1.1 Global Body Scrub Sales and Growth Rate Forecast (2022-2029) 10.1.2 Global Body Scrub Revenue and Growth Rate Forecast (2022-2029) 10.1.3 Global Body Scrub Price and Trend Forecast (2022-2029) 10.2 Global Body Scrub Sales and Revenue Forecast, Region Wise (2022-2029) 10.2.1 United States Body Scrub Sales and Revenue Forecast (2022-2029) 10.2.2 Europe Body Scrub Sales and Revenue Forecast (2022-2029) 10.2.3 China Body Scrub Sales and Revenue Forecast (2022-2029) 10.2.4 Japan Body Scrub Sales and Revenue Forecast (2022-2029) 10.2.5 India Body Scrub Sales and Revenue Forecast (2022-2029) 10.2.6 Southeast Asia Body Scrub Sales and Revenue Forecast (2022-2029) 10.2.7 Latin America Body Scrub Sales and Revenue Forecast (2022-2029) 10.2.8 Middle East and Africa Body Scrub Sales and Revenue Forecast (2022-2029) 10.3 Global Body Scrub Sales, Revenue and Price Forecast by Type (2022-2029) 10.4 Global Body Scrub Consumption Forecast by Application (2022-2029) 10.5 Body Scrub Market Forecast Under COVID-19 11 Research Findings and Conclusion 12 Appendix 12.1 Methodology 12.2 Research Data Source

List of Tables and Figures Figure Body Scrub Product Picture Table Global Body Scrub Sales and CAGR (%) Comparison by Type Table Profile of Plant-based Table Profile of Milk-based Table Profile of Others Table Body Scrub Consumption (Sales) Comparison by Application (2017-2029) Table Profile of Hypermarket/supermarket Table Profile of Convenience Stores Table Profile of Online Figure Global Body Scrub Market Size (Revenue) and CAGR (%) (2017-2022) Figure United States Body Scrub Revenue and Growth Rate (2017-2022) Figure Europe Body Scrub Revenue and Growth Rate (2017-2022) Figure Germany Body Scrub Revenue and Growth Rate (2017-2022) Figure UK Body Scrub Revenue and Growth Rate (2017-2022) Figure France Body Scrub Revenue and Growth Rate (2017-2022) Figure Italy Body Scrub Revenue and Growth Rate (2017-2022) Figure Spain Body Scrub Revenue and Growth Rate (2017-2022) Figure Russia Body Scrub Revenue and Growth Rate (2017-2022) Figure Poland Body Scrub Revenue and Growth Rate (2017-2022) Figure China Body Scrub Revenue and Growth Rate (2017-2022) Figure Japan Body Scrub Revenue and Growth Rate (2017-2022) Figure India Body Scrub Revenue and Growth Rate (2017-2022) Figure Southeast Asia Body Scrub Revenue and Growth Rate (2017-2022) Figure Malaysia Body Scrub Revenue and Growth Rate (2017-2022) Figure Singapore Body Scrub Revenue and Growth Rate (2017-2022) Figure Philippines Body Scrub Revenue and Growth Rate (2017-2022) Figure Indonesia Body Scrub Revenue and Growth Rate (2017-2022) Figure Thailand Body Scrub Revenue and Growth Rate (2017-2022) Figure Vietnam Body Scrub Revenue and Growth Rate (2017-2022) Figure Latin America Body Scrub Revenue and Growth Rate (2017-2022) Figure Brazil Body Scrub Revenue and Growth Rate (2017-2022) Figure Mexico Body Scrub Revenue and Growth Rate (2017-2022) Figure Colombia Body Scrub Revenue and Growth Rate (2017-2022) Figure Middle East and Africa Body Scrub Revenue and Growth Rate (2017-2022) Figure Saudi Arabia Body Scrub Revenue and Growth Rate (2017-2022) Figure United Arab Emirates Body Scrub Revenue and Growth Rate (2017-2022) Figure Turkey Body Scrub Revenue and Growth Rate (2017-2022) Figure Egypt Body Scrub Revenue and Growth Rate (2017-2022) Figure South Africa Body Scrub Revenue and Growth Rate (2017-2022) Figure Nigeria Body Scrub Revenue and Growth Rate (2017-2022) Figure Global Body Scrub Sales Status and Outlook (2017-2029) Table Global Body Scrub Sales by Player (2017-2022) Table Global Body Scrub Sales Share by Player (2017-2022) Figure Global Body Scrub Sales Share by Player in 2021 Table Body Scrub Revenue by Player (2017-2022) Table Body Scrub Revenue Market Share by Player (2017-2022) Table Body Scrub Price by Player (2017-2022) Table Body Scrub Gross Margin by Player (2017-2022) Table Body Scrub Manufacturing Base Distribution and Sales Area by Player Table Body Scrub Product Type by Player Table Mergers & Acquisitions, Expansion Plans Figure Body Scrub Industrial Chain Analysis Table Key Raw Materials Suppliers and Price Analysis Figure Market Concentration Rate of Raw Materials Table Downstream Buyers Figure Manufacturing Cost Structure Analysis Table Key Raw Materials Introduction of Body Scrub Figure Price Trend of Key Raw Materials Figure Global COVID-19 Status Overview Table Influence of COVID-19 Outbreak on Body Scrub Industry Development Table Shieshdo Profile Table Body Scrub Product Profiles, Application and Specification Table Shieshdo Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Figure Shieshdo Revenue and Growth Rate Figure Shieshdo Revenue Market Share 2017-2022 Table Innisfree Corporation Profile Table Body Scrub Product Profiles, Application and Specification Table Innisfree Corporation Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Figure Innisfree Corporation Revenue and Growth Rate Figure Innisfree Corporation Revenue Market Share 2017-2022 Table The Body Shop Profile Table Body Scrub Product Profiles, Application and Specification Table The Body Shop Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Figure The Body Shop Revenue and Growth Rate Figure The Body Shop Revenue Market Share 2017-2022 Table L’Oreal Profile Table Body Scrub Product Profiles, Application and Specification Table L’Oreal Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Figure L’Oreal Revenue and Growth Rate Figure L’Oreal Revenue Market Share 2017-2022 Table Clinique Profile Table Body Scrub Product Profiles, Application and Specification Table Clinique Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Figure Clinique Revenue and Growth Rate Figure Clinique Revenue Market Share 2017-2022 Table 3Lab Inc Profile Table Body Scrub Product Profiles, Application and Specification Table 3Lab Inc Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Figure 3Lab Inc Revenue and Growth Rate Figure 3Lab Inc Revenue Market Share 2017-2022 Table M.C. International Profile Table Body Scrub Product Profiles, Application and Specification Table M.C. International Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Figure M.C. International Revenue and Growth Rate Figure M.C. International Revenue Market Share 2017-2022 Table The Forest Essentials Profile Table Body Scrub Product Profiles, Application and Specification Table The Forest Essentials Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Figure The Forest Essentials Revenue and Growth Rate Figure The Forest Essentials Revenue Market Share 2017-2022 Table The Face Shop Profile Table Body Scrub Product Profiles, Application and Specification Table The Face Shop Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Figure The Face Shop Revenue and Growth Rate Figure The Face Shop Revenue Market Share 2017-2022 Table Sephora Inc Profile Table Body Scrub Product Profiles, Application and Specification Table Sephora Inc Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Figure Sephora Inc Revenue and Growth Rate Figure Sephora Inc Revenue Market Share 2017-2022 Table Tonymoly Co. Ltd Profile Table Body Scrub Product Profiles, Application and Specification Table Tonymoly Co. Ltd Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Figure Tonymoly Co. Ltd Revenue and Growth Rate Figure Tonymoly Co. Ltd Revenue Market Share 2017-2022 Table Global Body Scrub Sales, Region Wise (2017-2022) Table Global Body Scrub Sales Market Share, Region Wise (2017-2022) Figure Global Body Scrub Sales Market Share, Region Wise (2017-2022) Figure Global Body Scrub Sales Market Share, Region Wise in 2021 Table Global Body Scrub Revenue, Region Wise (2017-2022) Table Global Body Scrub Revenue Market Share, Region Wise (2017-2022) Figure Global Body Scrub Revenue Market Share, Region Wise (2017-2022) Figure Global Body Scrub Revenue Market Share, Region Wise in 2021 Table Global Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Table United States Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Table Europe Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Table China Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Table Japan Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Table India Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Table Southeast Asia Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Table Latin America Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Table Middle East and Africa Body Scrub Sales, Revenue, Price and Gross Margin (2017-2022) Table Global Body Scrub Sales by Type (2017-2022) Table Global Body Scrub Sales Market Share by Type (2017-2022) Figure Global Body Scrub Sales Market Share by Type in 2022 Table Global Body Scrub Revenue by Type (2017-2022) Table Global Body Scrub Revenue Market Share by Type (2017-2022) Figure Global Body Scrub Revenue Market Share by Type in 2022 Table Body Scrub Price by Type (2017-2022) Figure Global Body Scrub Sales Growth Rate of Plant-based (2017-2022) Figure Global Body Scrub Sales Growth Rate of Milk-based (2017-2022) Figure Global Body Scrub Sales Growth Rate of Others (2017-2022) Table Global Body Scrub Consumption by Application (2017-2022) Table Global Body Scrub Consumption Market Share by Application (2017-2022) Table Global Body Scrub Consumption of Hypermarket/supermarket (2017-2022) Table Global Body Scrub Consumption of Convenience Stores (2017-2022) Table Global Body Scrub Consumption of Online (2017-2022) Figure Global Body Scrub Sales and Growth Rate Forecast (2022-2029) Figure Global Body Scrub Revenue and Growth Rate Forecast (2022-2029) Figure Global Body Scrub Price and Trend Forecast (2022-2029) Figure USA Body Scrub Market Sales and Growth Rate Forecast Analysis (2022-2029) Figure USA Body Scrub Market Revenue and Growth Rate Forecast Analysis (2022-2029) Figure Europe Body Scrub Market Sales and Growth Rate Forecast Analysis (2022-2029) Figure Europe Body Scrub Market Revenue and Growth Rate Forecast Analysis (2022-2029) Figure China Body Scrub Market Sales and Growth Rate Forecast Analysis (2022-2029) Figure China Body Scrub Market Revenue and Growth Rate Forecast Analysis (2022-2029) Figure Japan Body Scrub Market Sales and Growth Rate Forecast Analysis (2022-2029) Figure Japan Body Scrub Market Revenue and Growth Rate Forecast Analysis (2022-2029) Figure India Body Scrub Market Sales and Growth Rate Forecast Analysis (2022-2029) Figure India Body Scrub Market Revenue and Growth Rate Forecast Analysis (2022-2029) Figure Southeast Asia Body Scrub Market Sales and Growth Rate Forecast Analysis (2022-2029) Figure Southeast Asia Body Scrub Market Revenue and Growth Rate Forecast Analysis (2022-2029) Figure Latin America Body Scrub Market Sales and Growth Rate Forecast Analysis (2022-2029) Figure Latin America Body Scrub Market Revenue and Growth Rate Forecast Analysis (2022-2029) Figure Middle East and Africa Body Scrub Market Sales and Growth Rate Forecast Analysis (2022-2029) Figure Middle East and Africa Body Scrub Market Revenue and Growth Rate Forecast Analysis (2022-2029) Table Global Body Scrub Market Sales Forecast, by Type Table Global Body Scrub Sales Volume Market Share Forecast, by Type Table Global Body Scrub Market Revenue Forecast, by Type Table Global Body Scrub Revenue Market Share Forecast, by Type Table Global Body Scrub Price Forecast, by Type Table Global Body Scrub Market Consumption Forecast, by Application Table Global Body Scrub Consumption Volume Market Share Forecast, by Application Table Global Body Scrub Market Revenue Forecast, by Application Table Global Body Scrub Revenue Market Share Forecast, by Application Table Global Body Scrub Price Forecast, by Application