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市场调查报告书
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1904630

食品配送和云端厨房扩张市场预测至2032年：按菜系类型、厨房类型、订餐管道、服务类型、消费者群体、经营模式和地区分類的全球分析

Food Delivery & Cloud Kitchen Expansion Market Forecasts to 2032 - Global Analysis By Cuisine Type, Kitchen Type, Ordering Channel, Service Type, Consumer Demographic, Business Model and By Geography
出版日期: | 出版商: Stratistics Market Research Consulting | 英文 | 商品交期: 2-3个工作天内

价格

根据 Stratistics MRC 的一项研究，不断扩大的全球食品配送和云端厨房市场预计到 2025 年价值将达到 1830.3 亿美元，到 2032 年将达到 4174.5 亿美元，在预测期内以 12.5% 的复合年增长率增长。

外带和云端厨房的扩张指的是基于应用程式的食品订购服务和仅提供外带的厨房模式的快速增长，这些模式不包含传统的堂食空间。这种模式建立在便利和热情好客的传统原则之上，但由数位平台、数据分析和物流技术驱动，优先考虑速度、可扩展性和成本效益。云端厨房使品牌能够以更少的资本投入扩展到多个地区，而外带平台则扩大了市场覆盖范围和客户触达率。两者共同作用，透过降低营运成本、优化营运以及满足消费者对快速、便捷和多样化用餐体验不断变化的需求，正在重塑餐饮服务业。

技术整合

技术整合是市场的核心驱动力。先进的行动应用、人工智慧驱动的需求预测、数位支付和即时订单追踪，彻底改变了食品送达消费者的方式。数据分析实现了个人化推荐、动态定价和高效的厨房运作。物流技术优化了配送路线，缩短了周转时间。这些创新共同提升了客户体验，提高了营运效率，支持了可扩展的经营模式，并构成了市场持续成长的技术支柱。

激烈的竞争与市场饱和

激烈的竞争和市场饱和是外送和云端厨房领域的主要限制因素。数位平台和仅提供外带服务的厨房进入门槛低，导致市场拥挤。营运商面临价格压力和利润率下降的双重困境。随着服务日益同质化，品牌差异化变得越来越困难。维持盈利需要持续创新和行销投入，这对小规模的营运商构成挑战，并限制了它们在竞争激烈的市场中的长期发展。

食品聚合器的兴起

食品聚合平台的兴起为市场扩张带来了巨大的机会。聚合平台为云端厨房和餐厅提供即时市场进入、物流支援和数位化展示，在降低营运复杂性的同时，也协助其快速拓展地域版图。此外，聚合平台也利用数据分析来优化菜单、定价和需求预测。随着消费者越来越依赖一体化订餐平台，与聚合平台的合作将继续成为推动全球食品配送和云端厨房业务扩张的强大动力。

监理和合规挑战

监管和合规方面的挑战对市场成长构成重大威胁。食品安全标准、劳动法和许可要求在不同地区差异显着。频繁的监管变化增加了平台和厨房营运商的合规成本和营运复杂性。零工经济法规也会影响配送业的经济效益。违规将面临罚款和声誉损害的风险。妥善管理这种监管环境需要健全的管治结构，而合规性是影响市场长期永续性的关键因素。

新冠疫情的感染疾病

新冠疫情显着加速了市场发展。封锁和堂食限制促使消费者转向以应用程式为基础的食品订购和外带模式。餐厅纷纷采用云端厨房来维持业务永续营运并降低固定成本。儘管初期供应链出现中断，但消费行为已转向便利和非接触式服务。即使在疫情结束后，外带和云端厨房也已融入日常消费模式，支撑着市场的持续成长动能。

预计在预测期内，行动应用领域将占据最大的市场份额。

由于智慧型手机普及率不断提高以及流畅的数位化用户体验，预计在预测期内，行动应用领域将占据最大的市场份额。行动应用能够实现便利的订购、安全的数位支付、即时物流追踪和个人化推荐。诸如忠诚度计画、推播通知和人工智慧驱动的提案等功能，有助于提高客户维繫留存率和参与度。对商家而言，行动平台能够提供直接触达消费者的管道和宝贵的数据洞察，使其成为推动交易量和收入成长的关键管道。

预计在预测期内，云端厨房细分市场将呈现最高的复合年增长率。

由于其成本效益高、可扩展且柔软性的营运模式，云端厨房领域预计将在预测期内实现最高成长率。云端厨房无需堂食基础设施，从而显着降低了房地产和人事费用。它们能够实现快速市场准入、菜单试验以及从单一地点运营多品牌。对以配送为中心的食品服务日益增长的需求以及与聚合平台的合作将进一步加速云端厨房的普及，使其成为不断发展的食品服务生态系统中高成长的支柱产业。

比最大的地区

由于快速的都市化、高人口密度以及行动端外送平台的广泛应用，亚太地区预计将在预测期内占据最大的市场份额。可支配收入的成长、快节奏的都市生活方式以及数位化程度高的消费群正在推动对便利餐饮解决方案的需求。该地区充满活力的饮食文化，加上区域和全球外送平台的积极扩张，正在支撑其持续成长，并巩固亚太地区在全球市场的主导地位。

年复合成长率最高的地区

在预测期内，北美地区预计将实现最高的复合年增长率，这主要得益于其先进的数位基础设施、消费者对便利食品的高支出以及云端厨房模式的快速普及。外送应用程式的广泛渗透、末端物流的创新以及消费者对纯外送品牌的日益接受，都为此加速成长提供了支撑。此外，对自动化、人工智慧和数据驱动平台的投资正在提升营运效率，使北美成为一个快速成长且技术成熟的市场。

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目录

第一章执行摘要

第二章 前言

  • 摘要
  • 相关利益者
  • 调查范围
  • 调查方法
  • 研究材料

第三章 市场趋势分析

  • 司机
  • 抑制因素
  • 机会
  • 威胁
  • 新兴市场
  • 新冠疫情的感染疾病

第四章 波特五力分析

  • 供应商的议价能力
  • 买方的议价能力
  • 替代品的威胁
  • 新进入者的威胁
  • 竞争对手之间的竞争

第五章 按菜系类型分類的全球食品配送与云端厨房市场扩张

  • 速食
  • 特色美食和健康食品
  • 亚洲料理
  • 欧陆菜系

第六章：全球食品配送与云端厨房扩张市场（依厨房类型划分）

  • 独立云端厨房
  • 外包厨房
  • 公共/共用厨房
  • 混合厨房

第七章 全球食品配送及云端厨房扩大市场（依订餐通路划分）

  • 行动应用
  • 第三方聚合服务
  • 网站
  • 客服中心

第八章：按服务类型分類的全球食品配送和云端厨房市场扩张

  • 仅配送服务
  • 外带服务
  • 杂交种

第九章：按消费者细分市场分類的全球食品配送和云端厨房市场扩张

  • 都市区消费者
  • 活动餐饮
  • 居住者
  • 企业客户

第十章：透过经营模式拓展全球食品配送与云端厨房市场

  • 云厨房
  • 线上食品配送平台
  • 混合模式

第十一章：全球食品配送与云端厨房扩张市场区域分析

  • 北美洲
    • 美国
    • 加拿大
    • 墨西哥
  • 欧洲
    • 德国
    • 英国
    • 义大利
    • 法国
    • 西班牙
    • 其他欧洲
  • 亚太地区
    • 日本
    • 中国
    • 印度
    • 澳洲
    • 纽西兰
    • 韩国
    • 亚太其他地区
  • 南美洲
    • 阿根廷
    • 巴西
    • 智利
    • 其他南美国家
  • 中东和非洲
    • 沙乌地阿拉伯
    • 阿拉伯聯合大公国
    • 卡达
    • 南非
    • 其他中东和非洲地区

第十二章 重大进展

  • 协议、伙伴关係、合作和合资企业
  • 併购
  • 新产品发布
  • 业务拓展
  • 其他关键策略

第十三章：企业概况

  • Uber Eats
  • Foodpanda
  • DoorDash
  • GrabFood
  • Grubhub
  • Kitchen United
  • Deliveroo
  • Meituan Dianping
  • Zomato
  • Delivery Hero
  • Swiggy
  • CloudKitchens
  • Just Eat Takeaway.com
  • Kitopi
  • Rebel Foods
Product Code: SMRC32980

According to Stratistics MRC, the Global Food Delivery & Cloud Kitchen Expansion Market is accounted for $183.03 billion in 2025 and is expected to reach $417.45 billion by 2032 growing at a CAGR of 12.5% during the forecast period. Food Delivery & Cloud Kitchen Expansion refers to the rapid growth of app-based food ordering services and delivery-only kitchen models that operate without traditional dine-in spaces. Built on the old promise of convenience and hospitality, yet driven by digital platforms, data analytics, and logistics technology, this model prioritizes speed, scalability, and cost efficiency. Cloud kitchens enable brands to expand across locations with lower capital investment, while food delivery platforms extend market reach and customer access. Together, they reshape the foodservice industry by reducing overheads, optimizing operations, and meeting evolving consumer demand for fast, accessible, and diverse dining experiences.

Market Dynamics:

Driver:

Technology Integration

Technology integration is a core driver of the market. Advanced mobile apps, AI-driven demand forecasting, digital payments, and real-time order tracking have transformed how food reaches consumers. Data analytics enables personalized recommendations, dynamic pricing, and efficient kitchen operations. Logistics technologies optimize delivery routes and reduce turnaround time. Together, these innovations improve customer experience, enhance operational efficiency, and support scalable business models, making technology a foundational pillar for sustained market growth.

Restraint:

High Competition & Market Saturation

Intense competition and market saturation pose a key restraint in the food delivery and cloud kitchen landscape. The low entry barriers for digital platforms and delivery-only kitchens have led to a crowded marketplace. Operators face pricing pressure and reduced profit margins. Brand differentiation is increasingly difficult as services become commoditized. Sustaining profitability requires continuous innovation and marketing spend, which challenges smaller players and limits long-term scalability in highly competitive markets.

Opportunity:

Rise of Food Aggregators

The rise of food aggregators presents a significant opportunity for market expansion. Aggregator platforms provide cloud kitchens and restaurants with instant market access, logistics support, and digital visibility. They reduce operational complexity while enabling rapid geographic expansion. Aggregators also leverage data insights to optimize menus, pricing, and demand planning. As consumer reliance on unified ordering platforms grows, partnerships with aggregators will remain a powerful catalyst for scaling food delivery and cloud kitchen operations globally.

Threat:

Regulatory & Compliance Issues

Regulatory and compliance challenges represent a notable threat to market growth. Food safety standards, labor laws and licensing requirements vary widely across regions. Frequent regulatory changes increase compliance costs and operational complexity for platforms and kitchen operators. Gig worker regulations also impact delivery economics. Non-compliance risks penalties and reputational damage. Navigating these regulatory landscapes requires strong governance frameworks, making compliance a critical factor influencing long-term market sustainability.

Covid-19 Impact:

The COVID-19 pandemic significantly accelerated the market. Lockdowns and dine-in restrictions drove consumers toward app-based food ordering and delivery-only models. Restaurants adopted cloud kitchens to sustain operations and reduce fixed costs. While supply chain disruptions occurred initially, long-term consumer behavior shifted toward convenience and contactless services. Post-pandemic, food delivery and cloud kitchens remain embedded in daily consumption patterns, supporting sustained market momentum.

The mobile applications segment is expected to be the largest during the forecast period

The mobile applications segment is expected to account for the largest market share during the forecast period, due to widespread smartphone penetration and seamless digital user experiences. Mobile apps enable convenient ordering, secure digital payments, real-time delivery tracking, and personalized recommendations. Features such as loyalty programs, push notifications, and AI-driven suggestions enhance customer retention and engagement. For operators, mobile platforms provide direct consumer access and valuable data insights, making them the primary channel driving transaction volumes and revenue growth.

The cloud kitchen segment is expected to have the highest CAGR during the forecast period

Over the forecast period, the cloud kitchen segment is predicted to witness the highest growth rate, due to its cost-efficient, scalable, and flexible operating model. By eliminating dine-in infrastructure, cloud kitchens significantly reduce real estate and labor costs. They enable rapid market entry, menu experimentation, and multi-brand operations from a single location. Rising demand for delivery-centric food services and partnerships with aggregators further accelerate adoption, positioning cloud kitchens as a high-growth pillar of the evolving foodservice ecosystem.

Region with largest share:

During the forecast period, the Asia Pacific region is expected to hold the largest market share, due to rapid urbanization, high population density, and strong adoption of mobile-based food delivery platforms. Rising disposable incomes, busy urban lifestyles, and a digitally connected consumer base fuel demand for convenient dining solutions. The region's vibrant food culture, coupled with aggressive expansion by regional and global delivery platforms, supports sustained growth and solidifies Asia Pacific's leadership in the global market.

Region with highest CAGR:

Over the forecast period, the North America region is anticipated to exhibit the highest CAGR, owing to advanced digital infrastructure, high consumer spending on convenience foods, and rapid adoption of cloud kitchen models. Strong penetration of food delivery apps, innovation in last-mile logistics, and growing acceptance of delivery-only brands support accelerated growth. Additionally, investments in automation, AI, and data-driven platforms enhance operational efficiency, positioning North America as a fast-growing and technologically mature market.

Key players in the market

Some of the key players in Food Delivery & Cloud Kitchen Expansion Market include Uber Eats, Foodpanda, DoorDash, GrabFood, Grubhub, Kitchen United, Deliveroo, Meituan Dianping, Zomato, Delivery Hero, Swiggy, CloudKitchens, Just Eat Takeaway.com, Kitopi and Rebel Foods.

Key Developments:

In November 2025, DoorDash has signed a multi-year partnership with TKO Group Holdings to become the official on-demand delivery partner of WWE and UFC. The deal gives DoorDash prominent visibility across major events, broadcasts, and digital platforms, including custom content and fan engagement opportunities with athletes.

In October 2025, DoorDash and Serve Robotics have partnered to integrate Serve's autonomous delivery robots into DoorDash's platform, expanding last-mile delivery options. The collaboration aims to pilot and scale robot deliveries in select cities, enhancing efficiency and reducing costs while advancing autonomous logistics.

Cuisine Types Covered:

  • Fast Food
  • Specialty/Healthy Foods
  • Asian Cuisine
  • Continental Cuisine

Kitchen Types Covered:

  • Independent Cloud Kitchens
  • Outsourced Kitchens
  • Commissary/Shared Kitchens
  • Hybrid Kitchens

Ordering Channels Covered:

  • Mobile Applications
  • Third-party Aggregators
  • Websites
  • Call Centers

Service Types Covered:

  • Delivery-only Services
  • Takeaway Services
  • Hybrid

Consumer Demographics Covered:

  • Urban Consumers
  • Events & Catering
  • Suburban Consumers
  • Corporate Clients

Business Models Covered:

  • Cloud Kitchen
  • Online Food Delivery Platforms
  • Hybrid Models

Regions Covered:

  • North America
    • US
    • Canada
    • Mexico
  • Europe
    • Germany
    • UK
    • Italy
    • France
    • Spain
    • Rest of Europe
  • Asia Pacific
    • Japan
    • China
    • India
    • Australia
    • New Zealand
    • South Korea
    • Rest of Asia Pacific
  • South America
    • Argentina
    • Brazil
    • Chile
    • Rest of South America
  • Middle East & Africa
    • Saudi Arabia
    • UAE
    • Qatar
    • South Africa
    • Rest of Middle East & Africa

What our report offers:

  • Market share assessments for the regional and country-level segments
  • Strategic recommendations for the new entrants
  • Covers Market data for the years 2024, 2025, 2026, 2028, and 2032
  • Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
  • Strategic recommendations in key business segments based on the market estimations
  • Competitive landscaping mapping the key common trends
  • Company profiling with detailed strategies, financials, and recent developments
  • Supply chain trends mapping the latest technological advancements

Free Customization Offerings:

All the customers of this report will be entitled to receive one of the following free customization options:

  • Company Profiling
    • Comprehensive profiling of additional market players (up to 3)
    • SWOT Analysis of key players (up to 3)
  • Regional Segmentation
    • Market estimations, Forecasts and CAGR of any prominent country as per the client's interest (Note: Depends on feasibility check)
  • Competitive Benchmarking
    • Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances

Table of Contents

1 Executive Summary

2 Preface

  • 2.1 Abstract
  • 2.2 Stake Holders
  • 2.3 Research Scope
  • 2.4 Research Methodology
    • 2.4.1 Data Mining
    • 2.4.2 Data Analysis
    • 2.4.3 Data Validation
    • 2.4.4 Research Approach
  • 2.5 Research Sources
    • 2.5.1 Primary Research Sources
    • 2.5.2 Secondary Research Sources
    • 2.5.3 Assumptions

3 Market Trend Analysis

  • 3.1 Introduction
  • 3.2 Drivers
  • 3.3 Restraints
  • 3.4 Opportunities
  • 3.5 Threats
  • 3.6 Emerging Markets
  • 3.7 Impact of Covid-19

4 Porters Five Force Analysis

  • 4.1 Bargaining power of suppliers
  • 4.2 Bargaining power of buyers
  • 4.3 Threat of substitutes
  • 4.4 Threat of new entrants
  • 4.5 Competitive rivalry

5 Global Food Delivery & Cloud Kitchen Expansion Market, By Cuisine Type

  • 5.1 Introduction
  • 5.2 Fast Food
  • 5.3 Specialty/Healthy Foods
  • 5.4 Asian Cuisine
  • 5.5 Continental Cuisine

6 Global Food Delivery & Cloud Kitchen Expansion Market, By Kitchen Type

  • 6.1 Introduction
  • 6.2 Independent Cloud Kitchens
  • 6.3 Outsourced Kitchens
  • 6.4 Commissary/Shared Kitchens
  • 6.5 Hybrid Kitchens

7 Global Food Delivery & Cloud Kitchen Expansion Market, By Ordering Channel

  • 7.1 Introduction
  • 7.2 Mobile Applications
  • 7.3 Third-party Aggregators
  • 7.4 Websites
  • 7.5 Call Centers

8 Global Food Delivery & Cloud Kitchen Expansion Market, By Service Type

  • 8.1 Introduction
  • 8.2 Delivery-only Services
  • 8.3 Takeaway Services
  • 8.4 Hybrid

9 Global Food Delivery & Cloud Kitchen Expansion Market, By Consumer Demographic

  • 9.1 Introduction
  • 9.2 Urban Consumers
  • 9.3 Events & Catering
  • 9.4 Suburban Consumers
  • 9.5 Corporate Clients

10 Global Food Delivery & Cloud Kitchen Expansion Market, By Business Model

  • 10.1 Introduction
  • 10.2 Cloud Kitchen
  • 10.3 Online Food Delivery Platforms
  • 10.4 Hybrid Models

11 Global Food Delivery & Cloud Kitchen Expansion Market, By Geography

  • 11.1 Introduction
  • 11.2 North America
    • 11.2.1 US
    • 11.2.2 Canada
    • 11.2.3 Mexico
  • 11.3 Europe
    • 11.3.1 Germany
    • 11.3.2 UK
    • 11.3.3 Italy
    • 11.3.4 France
    • 11.3.5 Spain
    • 11.3.6 Rest of Europe
  • 11.4 Asia Pacific
    • 11.4.1 Japan
    • 11.4.2 China
    • 11.4.3 India
    • 11.4.4 Australia
    • 11.4.5 New Zealand
    • 11.4.6 South Korea
    • 11.4.7 Rest of Asia Pacific
  • 11.5 South America
    • 11.5.1 Argentina
    • 11.5.2 Brazil
    • 11.5.3 Chile
    • 11.5.4 Rest of South America
  • 11.6 Middle East & Africa
    • 11.6.1 Saudi Arabia
    • 11.6.2 UAE
    • 11.6.3 Qatar
    • 11.6.4 South Africa
    • 11.6.5 Rest of Middle East & Africa

12 Key Developments

  • 12.1 Agreements, Partnerships, Collaborations and Joint Ventures
  • 12.2 Acquisitions & Mergers
  • 12.3 New Product Launch
  • 12.4 Expansions
  • 12.5 Other Key Strategies

13 Company Profiling

  • 13.1 Uber Eats
  • 13.2 Foodpanda
  • 13.3 DoorDash
  • 13.4 GrabFood
  • 13.5 Grubhub
  • 13.6 Kitchen United
  • 13.7 Deliveroo
  • 13.8 Meituan Dianping
  • 13.9 Zomato
  • 13.10 Delivery Hero
  • 13.11 Swiggy
  • 13.12 CloudKitchens
  • 13.13 Just Eat Takeaway.com
  • 13.14 Kitopi
  • 13.15 Rebel Foods

List of Tables

  • Table 1 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Region (2024-2032) ($MN)
  • Table 2 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Cuisine Type (2024-2032) ($MN)
  • Table 3 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Fast Food (2024-2032) ($MN)
  • Table 4 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Specialty/Healthy Foods (2024-2032) ($MN)
  • Table 5 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Asian Cuisine (2024-2032) ($MN)
  • Table 6 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Continental Cuisine (2024-2032) ($MN)
  • Table 7 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Kitchen Type (2024-2032) ($MN)
  • Table 8 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Independent Cloud Kitchens (2024-2032) ($MN)
  • Table 9 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Outsourced Kitchens (2024-2032) ($MN)
  • Table 10 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Commissary/Shared Kitchens (2024-2032) ($MN)
  • Table 11 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Hybrid Kitchens (2024-2032) ($MN)
  • Table 12 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Ordering Channel (2024-2032) ($MN)
  • Table 13 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Mobile Applications (2024-2032) ($MN)
  • Table 14 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Third-party Aggregators (2024-2032) ($MN)
  • Table 15 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Websites (2024-2032) ($MN)
  • Table 16 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Call Centers (2024-2032) ($MN)
  • Table 17 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Service Type (2024-2032) ($MN)
  • Table 18 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Delivery-only Services (2024-2032) ($MN)
  • Table 19 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Takeaway Services (2024-2032) ($MN)
  • Table 20 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Hybrid (2024-2032) ($MN)
  • Table 21 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Consumer Demographic (2024-2032) ($MN)
  • Table 22 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Urban Consumers (2024-2032) ($MN)
  • Table 23 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Events & Catering (2024-2032) ($MN)
  • Table 24 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Suburban Consumers (2024-2032) ($MN)
  • Table 25 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Corporate Clients (2024-2032) ($MN)
  • Table 26 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Business Model (2024-2032) ($MN)
  • Table 27 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Cloud Kitchen (2024-2032) ($MN)
  • Table 28 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Online Food Delivery Platforms (2024-2032) ($MN)
  • Table 29 Global Food Delivery & Cloud Kitchen Expansion Market Outlook, By Hybrid Models (2024-2032) ($MN)

Note: Tables for North America, Europe, APAC, South America, and Middle East & Africa Regions are also represented in the same manner as above.