Instant Grocery Delivery Ecosystem Market Forecasts to 2032 – Global Analysis By Product (Fruits & Vegetables, Dairy & Bakery, Meat, Poultry & Seafood, Snacks & Beverages, Personal Care & Household Essentials, and Staples & Packaged Foods), Payment Mode,
Description
According to Stratistics MRC, the Global Instant Grocery Delivery Ecosystem Market is accounted for $14.7 billion in 2025 and is expected to reach $39.1 billion by 2032 growing at a CAGR of 15% during the forecast period. The Instant Grocery Delivery Ecosystem encompasses digital platforms, logistics systems, and retail networks that enable near-instant delivery of grocery items to consumers. It involves hyperlocal warehouses, dark stores, micro-fulfillment centers, and delivery fleets optimized through automation and AI-based route planning. Customers order through mobile apps or web platforms, and products are delivered within minutes or hours. This ecosystem integrates retailers, suppliers, and technology providers to streamline real-time inventory management and last-mile delivery efficiency.
According to McKinsey, urban consumer reliance on quick commerce platforms has grown exponentially post-pandemic, with demand for hyperlocal delivery, dark store expansion, and contactless payments increasing convenience-driven grocery consumption.
Market Dynamics:
Driver:
Expansion of urban delivery networks
The expansion of urban delivery networks serves as a key growth driver for the Instant Grocery Delivery Ecosystem Market. With increasing urbanization and consumer preference for same-day or instant delivery, retailers and delivery startups are investing in robust logistics and micro-fulfillment centers. These networks enable faster order processing, real-time tracking, and improved delivery efficiency. The proliferation of gig economy platforms and integration of route optimization technologies further enhance last-mile performance, improving consumer convenience and boosting market adoption across metropolitan regions.
Restraint:
High last-mile logistics cost
High last-mile logistics costs remain a major restraint for the instant grocery delivery ecosystem. Delivering perishable items within minutes requires dense distribution networks, advanced cold-chain systems, and high labor intensity. This operational complexity significantly elevates fulfillment expenses, particularly in congested urban areas. Moreover, the cost of fuel, vehicle maintenance, and delivery personnel management further compresses profit margins. Without economies of scale or optimized automation, companies face sustainability challenges, limiting large-scale profitability within the competitive quick-commerce segment.
Opportunity:
Dark store network expansion
Dark store network expansion presents a significant opportunity for scaling efficiency in the instant grocery delivery sector. These micro-fulfillment hubs are strategically located close to urban consumers, allowing faster picking, packaging, and dispatch of orders. By reducing dependence on traditional retail spaces, dark stores streamline inventory control and minimize delivery times. Additionally, integration with AI-driven demand forecasting enhances stock accuracy and product availability. As companies expand their dark store footprint, they gain operational agility and improved service responsiveness.
Threat:
Rising operational sustainability concerns
Rising operational sustainability concerns pose an emerging threat to the instant grocery delivery ecosystem. The high frequency of small deliveries, coupled with packaging waste and energy consumption, increases environmental impact. Additionally, reliance on single-use containers and non-optimized delivery routes contributes to carbon emissions. With growing regulatory pressure and consumer awareness of sustainability, companies must redesign logistics toward greener solutions. Failure to adopt eco-friendly practices could harm brand reputation and attract compliance-related penalties in urban markets.
Covid-19 Impact:
The COVID-19 pandemic significantly accelerated the adoption of instant grocery delivery services, as lockdowns and mobility restrictions reshaped consumer behavior. Demand for contactless shopping surged, driving unprecedented app downloads and transaction volumes. However, the pandemic also exposed supply chain inefficiencies, particularly in sourcing and fulfillment speed. Post-pandemic, the sector evolved toward hybrid fulfillment models combining dark stores and third-party fleets. The long-term impact has been a permanent consumer shift toward digital grocery convenience, solidifying market relevance.
The fruits & vegetables segment is expected to be the largest during the forecast period
The fruits & vegetables segment is expected to account for the largest market share during the forecast period, resulting from their high-frequency purchase cycle and necessity-driven demand. Consumers increasingly prefer ordering fresh produce through instant delivery platforms for convenience and quality assurance. Advanced cold-chain storage, real-time inventory management, and quick replenishment systems have enhanced service reliability. Additionally, partnerships between farmers, aggregators, and delivery platforms have improved sourcing transparency, ensuring freshness and reducing waste.
The digital wallets segment is expected to have the highest CAGR during the forecast period
Over the forecast period, the digital wallets segment is predicted to witness the highest growth rate, propelled by seamless integration of instant payment solutions within grocery delivery apps. The shift toward cashless transactions enhances checkout speed and improves customer retention. Furthermore, rewards, loyalty programs, and promotional cashback incentives are driving higher adoption of wallet-based payments. With expanding fintech partnerships and secure payment gateways, digital wallets are becoming a central component of the consumer purchase experience.
Region with largest share:
During the forecast period, the Asia Pacific region is expected to hold the largest market share, attributed to rapid urbanization, dense population centers, and strong smartphone penetration. Countries like India, China, and Indonesia are witnessing explosive growth in quick-commerce adoption due to evolving consumer lifestyles. Local startups and established retailers are expanding fulfillment hubs to meet instant delivery demands. Moreover, government support for digital commerce infrastructure strengthens the region’s leadership in hyperlocal grocery ecosystems.
Region with highest CAGR:
Over the forecast period, the North America region is anticipated to exhibit the highest CAGR associated with strong technological adoption and evolving consumer preferences for convenience. Major players are investing in automated micro-fulfillment centers and drone-assisted delivery models to optimize efficiency. The rise of subscription-based grocery delivery services further enhances market traction. Additionally, collaborations between e-commerce giants and local retailers are improving service coverage, positioning North America as a frontrunner in quick-commerce innovation.
Key players in the market
Some of the key players in Instant Grocery Delivery Ecosystem Market include Amazon.com, Inc., Walmart Inc., Alibaba Group Holding Limited, JD.com, Inc., Meituan (Meituan Dianping), Delivery Hero SE, Just Eat Takeaway.com N.V., DoorDash, Inc., Uber Technologies, Inc., Kroger Co., Tesco PLC, Carrefour SA, Ocado Group plc, Zomato Limited, Reliance Industries Limited (Reliance Retail), Ahold Delhaize, Grupo Éxito (Grupo Éxito S.A.) and Woolworths Group Limited.
Key Developments:
In August 2025, Amazon.com, Inc. launched its ""Amazon Fresh AI-Replenishment"" service, integrating its Alexa smart devices with its quick-commerce network. The system uses predictive algorithms to automatically order and deliver staple household items before they run out, with a sub-30-minute delivery promise.
In July 2025, Walmart Inc. introduced its ""Walmart Local Fulfillment"" platform for small and medium-sized local brands. The system provides them with dedicated shelf-space in Walmart's dark stores and access to its last-mile delivery network, expanding the assortment of locally-sourced products available for instant delivery.
In June 2025, Reliance Industries Limited (Reliance Retail) announced the launch of its 'JioMart Kirana Hyperlocal' platform. The initiative integrates thousands of neighborhood kirana stores into a unified digital network, enabling them to offer 15-minute delivery powered by Reliance's logistics and inventory management system.
Products Covered:
• Fruits & Vegetables
• Dairy & Bakery
• Meat, Poultry & Seafood
• Snacks & Beverages
• Personal Care & Household Essentials
• Staples & Packaged Foods
Payment Modes Covered:
• Digital Wallets
• UPI & QR Payments
• Credit/Debit Cards
• Cash on Delivery
Platform Types Covered:
• Mobile Application
• Integrated Super App
• Web-based Platform
Technologies Covered:
• AI-Based Demand Forecasting
• Last-Mile Delivery Robotics
• Route Optimization Algorithms
• Smart Warehousing Solutions
• Real-Time Inventory Tracking
End Users Covered:
• Individual Consumers
• Small Businesses
• Restaurants
• Catering Services
• Corporate Offices
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
According to McKinsey, urban consumer reliance on quick commerce platforms has grown exponentially post-pandemic, with demand for hyperlocal delivery, dark store expansion, and contactless payments increasing convenience-driven grocery consumption.
Market Dynamics:
Driver:
Expansion of urban delivery networks
The expansion of urban delivery networks serves as a key growth driver for the Instant Grocery Delivery Ecosystem Market. With increasing urbanization and consumer preference for same-day or instant delivery, retailers and delivery startups are investing in robust logistics and micro-fulfillment centers. These networks enable faster order processing, real-time tracking, and improved delivery efficiency. The proliferation of gig economy platforms and integration of route optimization technologies further enhance last-mile performance, improving consumer convenience and boosting market adoption across metropolitan regions.
Restraint:
High last-mile logistics cost
High last-mile logistics costs remain a major restraint for the instant grocery delivery ecosystem. Delivering perishable items within minutes requires dense distribution networks, advanced cold-chain systems, and high labor intensity. This operational complexity significantly elevates fulfillment expenses, particularly in congested urban areas. Moreover, the cost of fuel, vehicle maintenance, and delivery personnel management further compresses profit margins. Without economies of scale or optimized automation, companies face sustainability challenges, limiting large-scale profitability within the competitive quick-commerce segment.
Opportunity:
Dark store network expansion
Dark store network expansion presents a significant opportunity for scaling efficiency in the instant grocery delivery sector. These micro-fulfillment hubs are strategically located close to urban consumers, allowing faster picking, packaging, and dispatch of orders. By reducing dependence on traditional retail spaces, dark stores streamline inventory control and minimize delivery times. Additionally, integration with AI-driven demand forecasting enhances stock accuracy and product availability. As companies expand their dark store footprint, they gain operational agility and improved service responsiveness.
Threat:
Rising operational sustainability concerns
Rising operational sustainability concerns pose an emerging threat to the instant grocery delivery ecosystem. The high frequency of small deliveries, coupled with packaging waste and energy consumption, increases environmental impact. Additionally, reliance on single-use containers and non-optimized delivery routes contributes to carbon emissions. With growing regulatory pressure and consumer awareness of sustainability, companies must redesign logistics toward greener solutions. Failure to adopt eco-friendly practices could harm brand reputation and attract compliance-related penalties in urban markets.
Covid-19 Impact:
The COVID-19 pandemic significantly accelerated the adoption of instant grocery delivery services, as lockdowns and mobility restrictions reshaped consumer behavior. Demand for contactless shopping surged, driving unprecedented app downloads and transaction volumes. However, the pandemic also exposed supply chain inefficiencies, particularly in sourcing and fulfillment speed. Post-pandemic, the sector evolved toward hybrid fulfillment models combining dark stores and third-party fleets. The long-term impact has been a permanent consumer shift toward digital grocery convenience, solidifying market relevance.
The fruits & vegetables segment is expected to be the largest during the forecast period
The fruits & vegetables segment is expected to account for the largest market share during the forecast period, resulting from their high-frequency purchase cycle and necessity-driven demand. Consumers increasingly prefer ordering fresh produce through instant delivery platforms for convenience and quality assurance. Advanced cold-chain storage, real-time inventory management, and quick replenishment systems have enhanced service reliability. Additionally, partnerships between farmers, aggregators, and delivery platforms have improved sourcing transparency, ensuring freshness and reducing waste.
The digital wallets segment is expected to have the highest CAGR during the forecast period
Over the forecast period, the digital wallets segment is predicted to witness the highest growth rate, propelled by seamless integration of instant payment solutions within grocery delivery apps. The shift toward cashless transactions enhances checkout speed and improves customer retention. Furthermore, rewards, loyalty programs, and promotional cashback incentives are driving higher adoption of wallet-based payments. With expanding fintech partnerships and secure payment gateways, digital wallets are becoming a central component of the consumer purchase experience.
Region with largest share:
During the forecast period, the Asia Pacific region is expected to hold the largest market share, attributed to rapid urbanization, dense population centers, and strong smartphone penetration. Countries like India, China, and Indonesia are witnessing explosive growth in quick-commerce adoption due to evolving consumer lifestyles. Local startups and established retailers are expanding fulfillment hubs to meet instant delivery demands. Moreover, government support for digital commerce infrastructure strengthens the region’s leadership in hyperlocal grocery ecosystems.
Region with highest CAGR:
Over the forecast period, the North America region is anticipated to exhibit the highest CAGR associated with strong technological adoption and evolving consumer preferences for convenience. Major players are investing in automated micro-fulfillment centers and drone-assisted delivery models to optimize efficiency. The rise of subscription-based grocery delivery services further enhances market traction. Additionally, collaborations between e-commerce giants and local retailers are improving service coverage, positioning North America as a frontrunner in quick-commerce innovation.
Key players in the market
Some of the key players in Instant Grocery Delivery Ecosystem Market include Amazon.com, Inc., Walmart Inc., Alibaba Group Holding Limited, JD.com, Inc., Meituan (Meituan Dianping), Delivery Hero SE, Just Eat Takeaway.com N.V., DoorDash, Inc., Uber Technologies, Inc., Kroger Co., Tesco PLC, Carrefour SA, Ocado Group plc, Zomato Limited, Reliance Industries Limited (Reliance Retail), Ahold Delhaize, Grupo Éxito (Grupo Éxito S.A.) and Woolworths Group Limited.
Key Developments:
In August 2025, Amazon.com, Inc. launched its ""Amazon Fresh AI-Replenishment"" service, integrating its Alexa smart devices with its quick-commerce network. The system uses predictive algorithms to automatically order and deliver staple household items before they run out, with a sub-30-minute delivery promise.
In July 2025, Walmart Inc. introduced its ""Walmart Local Fulfillment"" platform for small and medium-sized local brands. The system provides them with dedicated shelf-space in Walmart's dark stores and access to its last-mile delivery network, expanding the assortment of locally-sourced products available for instant delivery.
In June 2025, Reliance Industries Limited (Reliance Retail) announced the launch of its 'JioMart Kirana Hyperlocal' platform. The initiative integrates thousands of neighborhood kirana stores into a unified digital network, enabling them to offer 15-minute delivery powered by Reliance's logistics and inventory management system.
Products Covered:
• Fruits & Vegetables
• Dairy & Bakery
• Meat, Poultry & Seafood
• Snacks & Beverages
• Personal Care & Household Essentials
• Staples & Packaged Foods
Payment Modes Covered:
• Digital Wallets
• UPI & QR Payments
• Credit/Debit Cards
• Cash on Delivery
Platform Types Covered:
• Mobile Application
• Integrated Super App
• Web-based Platform
Technologies Covered:
• AI-Based Demand Forecasting
• Last-Mile Delivery Robotics
• Route Optimization Algorithms
• Smart Warehousing Solutions
• Real-Time Inventory Tracking
End Users Covered:
• Individual Consumers
• Small Businesses
• Restaurants
• Catering Services
• Corporate Offices
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
Table of Contents
200 Pages
- 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 Product Analysis
- 3.7 Technology Analysis
- 3.8 End User Analysis
- 3.9 Emerging Markets
- 3.10 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 Instant Grocery Delivery Ecosystem Market, By Product
- 5.1 Introduction
- 5.2 Fruits & Vegetables
- 5.3 Dairy & Bakery
- 5.4 Meat, Poultry & Seafood
- 5.5 Snacks & Beverages
- 5.6 Personal Care & Household Essentials
- 5.7 Staples & Packaged Foods
- 6 Global Instant Grocery Delivery Ecosystem Market, By Payment Mode
- 6.1 Introduction
- 6.2 Digital Wallets
- 6.3 UPI & QR Payments
- 6.4 Credit/Debit Cards
- 6.5 Cash on Delivery
- 7 Global Instant Grocery Delivery Ecosystem Market, By Platform Type
- 7.1 Introduction
- 7.2 Mobile Application
- 7.3 Integrated Super App
- 7.4 Web-based Platform
- 8 Global Instant Grocery Delivery Ecosystem Market, By Technology
- 8.1 Introduction
- 8.2 AI-Based Demand Forecasting
- 8.3 Last-Mile Delivery Robotics
- 8.4 Route Optimization Algorithms
- 8.5 Smart Warehousing Solutions
- 8.6 Real-Time Inventory Tracking
- 9 Global Instant Grocery Delivery Ecosystem Market, By End User
- 9.1 Introduction
- 9.2 Individual Consumers
- 9.3 Small Businesses
- 9.4 Restaurants
- 9.5 Catering Services
- 9.6 Corporate Offices
- 10 Global Instant Grocery Delivery Ecosystem Market, By Geography
- 10.1 Introduction
- 10.2 North America
- 10.2.1 US
- 10.2.2 Canada
- 10.2.3 Mexico
- 10.3 Europe
- 10.3.1 Germany
- 10.3.2 UK
- 10.3.3 Italy
- 10.3.4 France
- 10.3.5 Spain
- 10.3.6 Rest of Europe
- 10.4 Asia Pacific
- 10.4.1 Japan
- 10.4.2 China
- 10.4.3 India
- 10.4.4 Australia
- 10.4.5 New Zealand
- 10.4.6 South Korea
- 10.4.7 Rest of Asia Pacific
- 10.5 South America
- 10.5.1 Argentina
- 10.5.2 Brazil
- 10.5.3 Chile
- 10.5.4 Rest of South America
- 10.6 Middle East & Africa
- 10.6.1 Saudi Arabia
- 10.6.2 UAE
- 10.6.3 Qatar
- 10.6.4 South Africa
- 10.6.5 Rest of Middle East & Africa
- 11 Key Developments
- 11.1 Agreements, Partnerships, Collaborations and Joint Ventures
- 11.2 Acquisitions & Mergers
- 11.3 New Product Launch
- 11.4 Expansions
- 11.5 Other Key Strategies
- 12 Company Profiling
- 12.1 Amazon.com, Inc.
- 12.2 Walmart Inc.
- 12.3 Alibaba Group Holding Limited
- 12.4 JD.com, Inc.
- 12.5 Meituan (Meituan Dianping)
- 12.6 Delivery Hero SE
- 12.7 Just Eat Takeaway.com N.V.
- 12.8 DoorDash, Inc.
- 12.9 Uber Technologies, Inc.
- 12.10 Kroger Co.
- 12.11 Tesco PLC
- 12.12 Carrefour SA
- 12.13 Ocado Group plc
- 12.14 Zomato Limited
- 12.15 Reliance Industries Limited (Reliance Retail)
- 12.16 Ahold Delhaize
- 12.17 Grupo Éxito (Grupo Éxito S.A.)
- 12.18 Woolworths Group Limited
- List of Tables
- Table 1 Global Instant Grocery Delivery Ecosystem Market Outlook, By Region (2024-2032) ($MN)
- Table 2 Global Instant Grocery Delivery Ecosystem Market Outlook, By Product (2024-2032) ($MN)
- Table 3 Global Instant Grocery Delivery Ecosystem Market Outlook, By Fruits & Vegetables (2024-2032) ($MN)
- Table 4 Global Instant Grocery Delivery Ecosystem Market Outlook, By Dairy & Bakery (2024-2032) ($MN)
- Table 5 Global Instant Grocery Delivery Ecosystem Market Outlook, By Meat, Poultry & Seafood (2024-2032) ($MN)
- Table 6 Global Instant Grocery Delivery Ecosystem Market Outlook, By Snacks & Beverages (2024-2032) ($MN)
- Table 7 Global Instant Grocery Delivery Ecosystem Market Outlook, By Personal Care & Household Essentials (2024-2032) ($MN)
- Table 8 Global Instant Grocery Delivery Ecosystem Market Outlook, By Staples & Packaged Foods (2024-2032) ($MN)
- Table 9 Global Instant Grocery Delivery Ecosystem Market Outlook, By Payment Mode (2024-2032) ($MN)
- Table 10 Global Instant Grocery Delivery Ecosystem Market Outlook, By Digital Wallets (2024-2032) ($MN)
- Table 11 Global Instant Grocery Delivery Ecosystem Market Outlook, By UPI & QR Payments (2024-2032) ($MN)
- Table 12 Global Instant Grocery Delivery Ecosystem Market Outlook, By Credit/Debit Cards (2024-2032) ($MN)
- Table 13 Global Instant Grocery Delivery Ecosystem Market Outlook, By Cash on Delivery (2024-2032) ($MN)
- Table 14 Global Instant Grocery Delivery Ecosystem Market Outlook, By Platform Type (2024-2032) ($MN)
- Table 15 Global Instant Grocery Delivery Ecosystem Market Outlook, By Mobile Application (2024-2032) ($MN)
- Table 16 Global Instant Grocery Delivery Ecosystem Market Outlook, By Integrated Super App (2024-2032) ($MN)
- Table 17 Global Instant Grocery Delivery Ecosystem Market Outlook, By Web-based Platform (2024-2032) ($MN)
- Table 18 Global Instant Grocery Delivery Ecosystem Market Outlook, By Technology (2024-2032) ($MN)
- Table 19 Global Instant Grocery Delivery Ecosystem Market Outlook, By AI-Based Demand Forecasting (2024-2032) ($MN)
- Table 20 Global Instant Grocery Delivery Ecosystem Market Outlook, By Last-Mile Delivery Robotics (2024-2032) ($MN)
- Table 21 Global Instant Grocery Delivery Ecosystem Market Outlook, By Route Optimization Algorithms (2024-2032) ($MN)
- Table 22 Global Instant Grocery Delivery Ecosystem Market Outlook, By Smart Warehousing Solutions (2024-2032) ($MN)
- Table 23 Global Instant Grocery Delivery Ecosystem Market Outlook, By Real-Time Inventory Tracking (2024-2032) ($MN)
- Table 24 Global Instant Grocery Delivery Ecosystem Market Outlook, By End User (2024-2032) ($MN)
- Table 25 Global Instant Grocery Delivery Ecosystem Market Outlook, By Individual Consumers (2024-2032) ($MN)
- Table 26 Global Instant Grocery Delivery Ecosystem Market Outlook, By Small Businesses (2024-2032) ($MN)
- Table 27 Global Instant Grocery Delivery Ecosystem Market Outlook, By Restaurants (2024-2032) ($MN)
- Table 28 Global Instant Grocery Delivery Ecosystem Market Outlook, By Catering Services (2024-2032) ($MN)
- Table 29 Global Instant Grocery Delivery Ecosystem Market Outlook, By Corporate Offices (2024-2032) ($MN)
- Note: Tables for North America, Europe, APAC, South America, and Middle East & Africa Regions are also represented in the same manner as above.
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