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This report studies the Virtual Restaurant & Ghost Kitchens market, covering market size for segment by type (Ready-to-Eat Food, Fresh Food, etc.), by application (Home and Residential, Office Workers, etc.), by sales channel (Direct Channel, Distribution Channel), by player (Taker, Uber Eats, Grubhub, Skip the Dishes, Flipdish, etc.) and by region (North America, Europe, Asia-Pacific, South America and Middle East & Africa).
This report provides detailed historical analysis of global market for Virtual Restaurant & Ghost Kitchens from 2016-2021, and provides extensive market forecasts from 2022-2030 by region/country and subsectors. It covers the sales/revenue/value, gross margin, historical growth and future perspectives in the Virtual Restaurant & Ghost Kitchens market.
Moreover, the impact of COVID-19 is also concerned. Since outbreak in December 2019, the COVID-19 virus has spread to all around the world and caused huge losses of lives and economy, and the global manufacturing, tourism and financial markets have been hit hard, while the online market/industry increase. Fortunately, with the development of vaccine and other effort by global governments and organizations, the negative impact of COVID-19 is expected to subside and the global economy is expected to recover.
This research covers COVID-19 impacts on the upstream, midstream and downstream industries. Moreover, this research provides an in-depth market evaluation by highlighting information on various aspects covering market dynamics like drivers, barriers, opportunities, threats, and industry news & trends. In the end, this report also provides in-depth analysis and professional advices on how to face the post COIVD-19 period.
The research methodology used to estimate and forecast this market begins by capturing the revenues of the key players and their shares in the market. Various secondary sources such as press releases, annual reports, non-profit organizations, industry associations, governmental agencies and customs data, have been used to identify and collect information useful for this extensive commercial study of the market. Calculations based on this led to the overall market size. After arriving at the overall market size, the total market has been split into several segments and subsegments, which have then been verified through primary research by conducting extensive interviews with industry experts such as CEOs, VPs, directors, and executives. The data triangulation and market breakdown procedures have been employed to complete the overall market engineering process and arrive at the exact statistics for all segments and subsegments.
Leading players of Virtual Restaurant & Ghost Kitchens including:
Taker
Uber Eats
Grubhub
Skip the Dishes
Flipdish
Deputy
DoorDash
Chowly
Rebel Foods
VizEat
Deepinder Goyal
Kitchen United
CloudKitchens
Zuul Kitchens
Keatz
Ele.me
Meituan-Dianping
Deliveroo
Kitopi
Ghost Kitchen Orlando
Dahmakan
Starbucks (Star Kitchen)
Market split by Type, can be divided into:
Ready-to-Eat Food
Fresh Food
Market split by Application, can be divided into:
Home and Residential
Office Workers
Students
Others
Market split by Sales Channel, can be divided into:
Direct Channel
Distribution Channel
Market segment by Region/Country including:
North America (United States, Canada and Mexico)
Europe (Germany, UK, France, Italy, Russia and Spain etc.)
Asia-Pacific (China, Japan, Korea, India, Australia and Southeast Asia etc.)
South America (Brazil, Argentina and Colombia etc.)
Middle East & Africa (South Africa, UAE and Saudi Arabia etc.)
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Table of Contents
Chapter 1 Virtual Restaurant & Ghost Kitchens Market Overview
1.1 Virtual Restaurant & Ghost Kitchens Definition
1.2 Global Virtual Restaurant & Ghost Kitchens Market Size Status and Outlook (2016-2030)
1.3 Global Virtual Restaurant & Ghost Kitchens Market Size Comparison by Region (2016-2030)
1.4 Global Virtual Restaurant & Ghost Kitchens Market Size Comparison by Type (2016-2030)
1.5 Global Virtual Restaurant & Ghost Kitchens Market Size Comparison by Application (2016-2030)
1.6 Global Virtual Restaurant & Ghost Kitchens Market Size Comparison by Sales Channel (2016-2030)
1.7 Virtual Restaurant & Ghost Kitchens Market Dynamics (COVID-19 Impacts)
1.7.1 Market Drivers/Opportunities
1.7.2 Market Challenges/Risks
1.7.3 Market News (Mergers/Acquisitions/Expansion)
1.7.4 COVID-19 Impacts
1.7.5 Post-Strategies of COVID-19
Chapter 2 Virtual Restaurant & Ghost Kitchens Market Segment Analysis by Player
2.1 Global Virtual Restaurant & Ghost Kitchens Sales and Market Share by Player (2019-2021)
2.2 Global Virtual Restaurant & Ghost Kitchens Revenue and Market Share by Player (2019-2021)
2.3 Global Virtual Restaurant & Ghost Kitchens Average Price by Player (2019-2021)
2.4 Players Competition Situation & Trends
2.5 Conclusion of Segment by Player
Chapter 3 Virtual Restaurant & Ghost Kitchens Market Segment Analysis by Type
3.1 Global Virtual Restaurant & Ghost Kitchens Market by Type
3.1.1 Ready-to-Eat Food
3.1.2 Fresh Food
3.2 Global Virtual Restaurant & Ghost Kitchens Sales and Market Share by Type (2016-2021)
3.3 Global Virtual Restaurant & Ghost Kitchens Revenue and Market Share by Type (2016-2021)
3.4 Global Virtual Restaurant & Ghost Kitchens Average Price by Type (2016-2021)
3.5 Leading Players of Virtual Restaurant & Ghost Kitchens by Type in 2021
3.6 Conclusion of Segment by Type
Chapter 4 Virtual Restaurant & Ghost Kitchens Market Segment Analysis by Application
4.1 Global Virtual Restaurant & Ghost Kitchens Market by Application
4.1.1 Home and Residential
4.1.2 Office Workers
4.1.3 Students
4.1.4 Others
4.2 Global Virtual Restaurant & Ghost Kitchens Revenue and Market Share by Application (2016-2021)
4.3 Leading Consumers of Virtual Restaurant & Ghost Kitchens by Application in 2021
4.4 Conclusion of Segment by Application
Chapter 5 Virtual Restaurant & Ghost Kitchens Market Segment Analysis by Sales Channel
5.1 Global Virtual Restaurant & Ghost Kitchens Market by Sales Channel
5.1.1 Direct Channel
5.1.2 Distribution Channel
5.2 Global Virtual Restaurant & Ghost Kitchens Revenue and Market Share by Sales Channel (2016-2021)
5.3 Leading Distributors/Dealers of Virtual Restaurant & Ghost Kitchens by Sales Channel in 2021
5.4 Conclusion of Segment by Sales Channel
Chapter 6 Virtual Restaurant & Ghost Kitchens Market Segment Analysis by Region
6.1 Global Virtual Restaurant & Ghost Kitchens Market Size and CAGR by Region (2016-2030)
6.2 Global Virtual Restaurant & Ghost Kitchens Sales and Market Share by Region (2016-2021)
6.3 Global Virtual Restaurant & Ghost Kitchens Revenue and Market Share by Region (2016-2021)
6.4 North America
6.4.1 North America Market by Country
6.4.2 North America Virtual Restaurant & Ghost Kitchens Market Share by Type
6.4.3 North America Virtual Restaurant & Ghost Kitchens Market Share by Application
6.4.4 United States
6.4.5 Canada
6.4.6 Mexico
6.5 Europe
6.5.1 Europe Market by Country
6.5.2 Europe Virtual Restaurant & Ghost Kitchens Market Share by Type
6.5.3 Europe Virtual Restaurant & Ghost Kitchens Market Share by Application
6.5.4 Germany
6.5.5 UK
6.5.6 France
6.5.7 Italy
6.5.8 Russia
6.5.9 Spain
6.6 Asia-Pacific
6.6.1 Asia-Pacific Market by Country
6.6.2 Asia-Pacific Virtual Restaurant & Ghost Kitchens Market Share by Type
6.6.3 Asia-Pacific Virtual Restaurant & Ghost Kitchens Market Share by Application
6.6.4 China
6.6.5 Japan
6.6.6 Korea
6.6.7 India
6.6.8 Southeast Asia
6.6.9 Australia
6.7 South America
6.7.1 South America Market by Country
6.7.2 South America Virtual Restaurant & Ghost Kitchens Market Share by Type
6.7.3 South America Virtual Restaurant & Ghost Kitchens Market Share by Application
6.7.4 Brazil
6.7.5 Argentina
6.7.6 Colombia
6.8 Middle East & Africa
6.8.1 Middle East & Africa Market by Country
6.8.2 Middle East & Africa Virtual Restaurant & Ghost Kitchens Market Share by Type
6.8.3 Middle East & Africa Virtual Restaurant & Ghost Kitchens Market Share by Application
6.8.4 UAE
6.8.5 Saudi Arabia
6.8.6 South Africa
6.9 Conclusion of Segment by Region
Chapter 7 Profile of Leading Virtual Restaurant & Ghost Kitchens Players
7.1 Taker
7.1.1 Company Snapshot
7.1.2 Product/Service Offered
7.1.3 Business Performance (Sales, Price, Revenue, Gross Margin and Market Share)
7.2 Uber Eats
7.3 Grubhub
7.4 Skip the Dishes
7.5 Flipdish
7.6 Deputy
7.7 DoorDash
7.8 Chowly
7.9 Rebel Foods
7.10 VizEat
7.11 Deepinder Goyal
7.12 Kitchen United
7.13 CloudKitchens
7.14 Zuul Kitchens
7.15 Keatz
7.16 Ele.me
7.17 Meituan-Dianping
7.18 Deliveroo
7.19 Kitopi
7.20 Ghost Kitchen Orlando
7.21 Dahmakan
7.22 Starbucks (Star Kitchen)
Chapter 8 Upstream and Downstream Analysis of Virtual Restaurant & Ghost Kitchens
8.1 Industrial Chain of Virtual Restaurant & Ghost Kitchens
8.2 Upstream of Virtual Restaurant & Ghost Kitchens
8.3 Downstream of Virtual Restaurant & Ghost Kitchens
Chapter 9 Development Trend of Virtual Restaurant & Ghost Kitchens (2022-2030)
9.1 Global Virtual Restaurant & Ghost Kitchens Market Size (Sales and Revenue) Forecast (2022-2030)
9.2 Global Virtual Restaurant & Ghost Kitchens Market Size and CAGR Forecast by Region (2022-2030)
9.3 Global Virtual Restaurant & Ghost Kitchens Market Size and CAGR Forecast by Type (2022-2030)
9.4 Global Virtual Restaurant & Ghost Kitchens Market Size and CAGR Forecast by Application (2022-2030)
9.5 Global Virtual Restaurant & Ghost Kitchens Market Size and CAGR Forecast by Sales Channel (2022-2030)
Chapter 10 Appendix
10.1 Research Methodology
10.2 Data Sources
10.3 Disclaimer
10.4 Analysts Certification
List of Tables and Figures
Figure Virtual Restaurant & Ghost Kitchens Example
Figure Global Virtual Restaurant & Ghost Kitchens Revenue (Million $) Status and Outlook (2016-2030)
Figure Global Virtual Restaurant & Ghost Kitchens Revenue (Million $) Comparison by Region (2016-2030)
Figure Global Virtual Restaurant & Ghost Kitchens Revenue (Million $) Comparison by Type (2016-2030)
Figure Global Virtual Restaurant & Ghost Kitchens Revenue (Million $) Comparison by Application (2016-2030)
Figure Global Virtual Restaurant & Ghost Kitchens Revenue (Million $) Comparison by Sales Channel (2016-2030)
Table Global Virtual Restaurant & Ghost Kitchens Sales by Player (2019-2021)
Table Global Virtual Restaurant & Ghost Kitchens Sales Market Share by Player (2019-2021)
Figure Global Virtual Restaurant & Ghost Kitchens Sales Market Share by Player in 2021
Table Global Virtual Restaurant & Ghost Kitchens Revenue (Million $) by Player (2019-2021)
Table Global Virtual Restaurant & Ghost Kitchens Revenue Market Share by Player (2019-2021)
Figure Global Virtual Restaurant & Ghost Kitchens Revenue Market Share by Player in 2021
Table Global Virtual Restaurant & Ghost Kitchens Average Price by Player (2019-2021)
Figure Global Virtual Restaurant & Ghost Kitchens Average Price by Player in 2021
Figure Global Virtual Restaurant & Ghost Kitchens Players Competition Situation Top 5 Players Revenue Market Share in 2019
Figure Global Virtual Restaurant & Ghost Kitchens Players Competition Trends Top 5 Players Revenue Market Share in 2021
Figure Example of Ready-to-Eat Food
Figure Global Ready-to-Eat Food Revenue (Million $) and Growth Rate (2016-2021)
Figure Example of Fresh Food
Figure Global Fresh Food Revenue (Million $) and Growth Rate (2016-2021)
Table Global Virtual Restaurant & Ghost Kitchens Sales by Type (2016-2021)
Table Global Virtual Restaurant & Ghost Kitchens Sales Market Share by Type (2016-2021)
Figure Global Virtual Restaurant & Ghost Kitchens Sales Market Share by Type in 2021
Table Global Virtual Restaurant & Ghost Kitchens Revenue (Million $) by Type (2016-2021)
Table Global Virtual Restaurant & Ghost Kitchens Revenue Market Share by Type (2016-2021)
Figure Global Virtual Restaurant & Ghost Kitchens Revenue Market Share by Type in 2021
Table Global Virtual Restaurant & Ghost Kitchens Average Price by Type (2016-2021)
Figure Global Virtual Restaurant & Ghost Kitchens Average Price by Type in 2021
Table Leading Players of Virtual Restaurant & Ghost Kitchens by Type in 2021
Figure Example of Home and Residential
Figure Global Virtual Restaurant & Ghost Kitchens for Home and Residential Revenue (Million $) and Growth Rate (2016-2021)
Figure Example of Office Workers
Figure Global Virtual Restaurant & Ghost Kitchens for Office Workers Revenue (Million $) and Growth Rate (2016-2021)
Figure Example of Students
Figure Global Virtual Restaurant & Ghost Kitchens for Students Revenue (Million $) and Growth Rate (2016-2021)
Figure Example of Others
Figure Global Virtual Restaurant & Ghost Kitchens for Others Revenue (Million $) and Growth Rate (2016-2021)
Table Global Virtual Restaurant & Ghost Kitchens Sales by Application (2016-2021)
Table Global Virtual Restaurant & Ghost Kitchens Sales Market Share by Application (2016-2021)
Figure Global Virtual Restaurant & Ghost Kitchens Sales Market Share by Application in 2021
Table Leading Consumers of Virtual Restaurant & Ghost Kitchens by Application in 2021
Figure Example of Direct Channel
Figure Global Virtual Restaurant & Ghost Kitchens for Direct Channel Revenue (Million $) and Growth Rate (2016-2021)
Figure Example of Distribution Channel
Figure Global Virtual Restaurant & Ghost Kitchens for Distribution Channel Revenue (Million $) and Growth Rate (2016-2021)
Table Global Virtual Restaurant & Ghost Kitchens Revenue by Sales Channel (2016-2021)
Table Global Virtual Restaurant & Ghost Kitchens Revenue Market Share by Sales Channel (2016-2021)
Figure Global Virtual Restaurant & Ghost Kitchens Revenue Market Share by Sales Channel in 2021
Table Leading Distributors/Dealers of Virtual Restaurant & Ghost Kitchens by Sales Channel in 2021
Table Global Virtual Restaurant & Ghost Kitchens Market Size and CAGR by Region (2016-2030)
Table Global Virtual Restaurant & Ghost Kitchens Sales by Region (2016-2021)
Table Global Virtual Restaurant & Ghost Kitchens Sales Market Share by Region (2016-2021)
Figure Global Virtual Restaurant & Ghost Kitchens Sales Market Share by Region in 2021
Table Global Virtual Restaurant & Ghost Kitchens Revenue (Million $) by Region (2016-2021)
Table Global Virtual Restaurant & Ghost Kitchens Revenue Market Share by Region (2016-2021)
Figure Global Virtual Restaurant & Ghost Kitchens Revenue Market Share by Region in 2021
Table North America Virtual Restaurant & Ghost Kitchens Sales by Country (2016-2021)
Figure North America Virtual Restaurant & Ghost Kitchens Sales Market Share by Country (2016-2021)
Table North America Virtual Restaurant & Ghost Kitchens Revenue by Country (2016-2021)
Figure North America Virtual Restaurant & Ghost Kitchens Revenue Market Share by Country (2016-2021)
Figure North America Virtual Restaurant & Ghost Kitchens Market Share by Type in 2021
Figure North America Virtual Restaurant & Ghost Kitchens Market Share by Application in 2021
Figure United States Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure United States Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Figure Canada Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure Canada Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Figure Mexico Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure Mexico Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Table Europe Virtual Restaurant & Ghost Kitchens Sales by Country (2016-2021)
Figure Europe Virtual Restaurant & Ghost Kitchens Sales Market Share by Country (2016-2021)
Table Europe Virtual Restaurant & Ghost Kitchens Revenue by Country (2016-2021)
Figure Europe Virtual Restaurant & Ghost Kitchens Revenue Market Share by Country (2016-2021)
Figure Europe Virtual Restaurant & Ghost Kitchens Market Share by Type in 2021
Figure Europe Virtual Restaurant & Ghost Kitchens Market Share by Application in 2021
Figure Germany Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure Germany Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Figure UK Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure UK Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Figure France Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure France Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Figure Italy Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure Italy Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Figure Russia Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure Russia Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Figure Spain Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure Spain Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Table Asia-Pacific Virtual Restaurant & Ghost Kitchens Sales by Country (2016-2021)
Figure Asia-Pacific Virtual Restaurant & Ghost Kitchens Sales Market Share by Country (2016-2021)
Table Asia-Pacific Virtual Restaurant & Ghost Kitchens Revenue by Country (2016-2021)
Figure Asia-Pacific Virtual Restaurant & Ghost Kitchens Revenue Market Share by Country (2016-2021)
Figure Asia-Pacific Virtual Restaurant & Ghost Kitchens Market Share by Type in 2021
Figure Asia-Pacific Virtual Restaurant & Ghost Kitchens Market Share by Application in 2021
Figure China Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure China Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Figure Japan Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure Japan Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Figure Korea Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure Korea Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Figure India Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure India Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Figure Southeast Asia Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure Southeast Asia Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Figure Australia Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure Australia Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Table South America Virtual Restaurant & Ghost Kitchens Sales by Country (2016-2021)
Figure South America Virtual Restaurant & Ghost Kitchens Sales Market Share by Country (2016-2021)
Table South America Virtual Restaurant & Ghost Kitchens Revenue by Country (2016-2021)
Figure South America Virtual Restaurant & Ghost Kitchens Revenue Market Share by Country (2016-2021)
Figure South America Virtual Restaurant & Ghost Kitchens Market Share by Type in 2021
Figure South America Virtual Restaurant & Ghost Kitchens Market Share by Application in 2021
Figure Brazil Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure Brazil Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Figure Argentina Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure Argentina Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Figure Colombia Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure Colombia Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Table Middle East & Africa Virtual Restaurant & Ghost Kitchens Sales by Country (2016-2021)
Figure Middle East & Africa Virtual Restaurant & Ghost Kitchens Sales Market Share by Country (2016-2021)
Table Middle East & Africa Virtual Restaurant & Ghost Kitchens Revenue by Country (2016-2021)
Figure Middle East & Africa Virtual Restaurant & Ghost Kitchens Revenue Market Share by Country (2016-2021)
Figure Middle East & Africa Virtual Restaurant & Ghost Kitchens Market Share by Type in 2021
Figure Middle East & Africa Virtual Restaurant & Ghost Kitchens Market Share by Application in 2021
Figure UAE Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure UAE Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Figure Saudi Arabia Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure Saudi Arabia Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Figure South Africa Virtual Restaurant & Ghost Kitchens Sales and Growth Rate (2016-2021)
Figure South Africa Virtual Restaurant & Ghost Kitchens Revenue (Million $) and Growth Rate (2016-2021)
Table Company Snapshot of Taker
Table Virtual Restaurant & Ghost Kitchens Introduction of Taker
Table Virtual Restaurant & Ghost Kitchens Sales, Price, Revenue, Gross Margin and Market Share of Taker (2019-2021)
Table Industrial Chain of Virtual Restaurant & Ghost Kitchens
Table Manufacturing Cost Structure of Virtual Restaurant & Ghost Kitchens
Table General Manufacturing Process of Virtual Restaurant & Ghost Kitchens
Table Leading Distributors/Dealers of Virtual Restaurant & Ghost Kitchens
Table Leading Consumers of Virtual Restaurant & Ghost Kitchens
Figure Global Virtual Restaurant & Ghost Kitchens Sales and Growth Rate Forecast (2022-2030)
Figure Global Virtual Restaurant & Ghost Kitchens Revenue and Growth Rate Forecast (2022-2030)
Table Global Virtual Restaurant & Ghost Kitchens Market Size and CAGR Forecast by Region (2022-2030)
Table Global Virtual Restaurant & Ghost Kitchens Market Size and CAGR Forecast by Type (2022-2030)
Table Global Virtual Restaurant & Ghost Kitchens Market Size and CAGR Forecast by Application (2022-2030)
Table Global Virtual Restaurant & Ghost Kitchens Market Size and CAGR Forecast by Sales Channel (2022-2030)
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