PUBLISHER: Market Xcel - Markets and Data | PRODUCT CODE: 1555050
PUBLISHER: Market Xcel - Markets and Data | PRODUCT CODE: 1555050
Digital Agriculture Market Assessment, By Technology, By Type, By Operation, By Offering, By Region, Opportunities and Forecast, 2017-2031F
Global digital agriculture market is projected to witness a CAGR of 18.62% during the forecast period 2024-2031, growing from USD 16.35 billion in 2023 to USD 64.09 billion in 2031. The industry has been growing rapidly in recent years, driven by the need for sustainable farming practices and advances in agricultural technology. For this reason, digital agriculture makes use of core and peripheral technologies to optimize agricultural processes, increase crop yields, and improve land management. This market encompasses the key segments of precision farming, smart greenhouses, livestock monitoring, and aquaculture that leverage various digital technologies for field mapping, crop monitoring, yield analysis, and livestock management. The increasing demand for food due to an ever-rising global population together with the necessity to handle natural resources more judiciously supports the adoption of digital agriculture technologies.
North America holds a significant share of the market due to early adoption of advanced technologies and high investments in digital farming solutions. Europe follows closely behind as it is seeing more government-backed initiatives supporting sustainable agricultural practices. Meanwhile, Asia-Pacific is predicted to be the fastest growing region as there is a huge agrarian base, and farmers are becoming more aware of how digital technologies can benefit.
Moreover, there are important innovations and strategic alliances in the sector through major players such as Trimble Inc., Gamaya SA, and Prospera Technologies Ltd. which are investing heavily in research and development of their products. Digital agriculture solutions are increasingly becoming essential for developing resilience and achieving food security as the global agricultural industry encounters obstacles such as climate change, loss of soil quality, and scarcity of water resources.
In February 2024, in an effort to transform digital agriculture in Sub-Saharan Africa, Spacecom Ltd., the owner-operator of the AMOS satellite fleet and provider of satellite communication solutions and services, successfully launched its Satellite IoT-as-a-Service. By working with Ayecka and utilizing the capabilities of Ayecka AR-1100 satcom terminals and AMOS GEO satellites, Spacecom presents a dependable, autonomous, and sustainable off-grid solution to deliver effective IoT services to rural agricultural areas throughout Africa.
Rising Demand for Food and Agricultural Products Spur the Adoption of Digital Agriculture
The demand for food and agricultural products is one of the main factors that are driving the growth in the global digital agriculture market. Never before has there been such a need to produce more food as worldwide population is projected to rise from 8.0 billion in mid-November 2022 and reach 9.7 billion by 2050. A combination of urbanization, changing dietary patterns and increased incomes, especially in developing countries, is fueling this increased demand even further. Consequently, there is immense pressure on farmers to improve crop yield and increase productivity while minimizing resource inputs such as water, fertilizers, and pesticides. In August 2024, the revolutionary digital agricultural platform Cropwise, available to all producers and their technicians, was launched by Syngenta Espana, SA. By combining innovative digital solutions, this new tool gives farmers access to a comprehensive farm management system that optimizes their operations' production and profitability over the long term.
Precision agriculture, remote sensing, variable-rate technology, and other digital agriculture technologies offer methods for optimizing agronomy, reducing waste, and improving crop quality. With these technologies, farmers can make informed decisions based on data, monitor plant health, and conserve water while increasing production and profit. Furthermore, they help tackle problems, such as labor shortages or climate change, which are impediments to meeting rising global food demands in both sustainable and efficient ways.
Need for Sustainable Agricultural Practices Fuel Market Growth
The need for sustainable agricultural practices is a crucial driver of the global digital agriculture market. With the rising concerns about climate change, degradation of soil, water scarcity, and loss of biodiversity, it is high time to adopt eco-friendly and sustainable farming methods. It helps in minimizing the environmental pollution while improving fertilizer use efficiency (FUE) and increasing crop yields. Therefore, digital agriculture technologies such as precision farming, smart irrigation systems, or AI-based analytics allow farmers to make decisions on how to use input materials efficiently so that their effects on nature are reduced while improving the soil health. In February 2024, the Digital Agriculture Research and Extension Center (DAREC) was launched as the latest initiative from the University of Missouri. The center's mission is to support farmers and other agricultural producers in their transition to a sustainable future by utilizing artificial intelligence (AI) and innovative digital technologies to boost agricultural profitability, sustainability, and production.
These technologies facilitate real-time crop condition monitoring, weather pattern prediction and improving resource management, which is essential for minimizing carbon footprints and conserving natural resources. Also, sustainable farming practices guarantee long term agricultural productivity leading to food security for a growing world population. Various policies and incentives at global level are designed by governments and organizations aimed at promoting sustainable practices, thereby encouraging use of digital agriculture tools.
Drones Hold a Substantial Market Share
Drones occupy a significant market share in the sector of digital agriculture and it makes them an important aspect of contemporary farming techniques. Modern-day farming techniques require these flying robots that have been integrated with new technology such as integrated sensors and imaging systems to deliver real time data concerning crop health, soil condition, and pest occurrences so that farmers can make sound decisions. Such tools are especially useful to large scale farms where traditional means of crop monitoring and management of fields may be tedious and consume most labor time. Capitalizing on the trend, in April 2024, SZ DJI Technology Co., Ltd. furthered the expansion of their well-liked Agras series by launching the Agras T50 and T25 drones. The T25 provides portability for smaller enterprises, while the T50 is designed for large-scale farming efficiency. The new and enhanced SmartFarm App works smoothly with both models to better management of aerial crop treatments.
The ability of drones to perform precision tasks, such as spraying pesticides or fertilizers with pin-point accuracy, is beneficial in reducing wastage and minimizing environmental harm thereby promoting sustainable agricultural practices. With advances in battery life, range or distance traveled, and data processing capabilities, it is expected that the role of drones in digital agriculture will grow significantly as the technology continue to evolve as an essential part of progressive farming methods.
Asia-Pacific is a Rapidly Growing Market
Digital agriculture is becoming a fast-growing market in Asia-Pacific as the region has a big agricultural base, coupled with an ever-increasing population, along with the demand for food necessitating more productive and efficient farming activities. For instance, China, India, Japan, and Australia are among countries using technologies in precision farming, smart irrigation, or drone-based crop monitoring that characterizes digital agriculture. Besides this, adoption across the region is driven by growing farmer awareness on how these digital solutions improve crop yields, lower input costs, and enhance resource management. In fact, in October 2023, a leading Indian agritech business Zuari FarmHub announced a partnership with CropX Technologies, a multinational agritech business that specializes in digital agronomic solutions. Through the use of real-time monitoring technology that provides farmers with data-driven insights for increased production and sustainability, the partnership seeks to transform farming methods in India.
To stimulate the use of digital technologies, government efforts are being complemented by investment in rural broadband infrastructure and digital literacy initiatives. Moreover, many startups and established companies that provide innovative digital solutions aim at meeting specific agricultural problems in the region, helping to drive the market growth. Hence, in the forecast period, Asia-Pacific is likely to play a major role in causing an increase in the global digital agriculture market.
Future Market Scenario (2024 - 2031F)
Agricultural processes will be transformed in the future by an influx of digital technology including AI, machine learning, IoT, and blockchain that promises precision, efficiency, and data driven decision-making.
The integration of robots with automation are expected to be experienced in the market. It means that there will be autonomous tractors, drones, and robotic harvesters that will help decrease labor shortages and reduce business expenses.
The development in satellite image analysis and remote sensing will allow farmers to receive frequent information on crop growth, diseases, and weather patterns, hence making more use of digital means.
Key Players Landscape and Outlook
The global digital agriculture market is characterized by a dynamic and competitive landscape, with numerous key players driving innovation and shaping the future of farming through the development of advanced technologies and strategic collaborations. These companies offer a diverse range of digital solutions, including precision farming tools, automated equipment, drones, sensors, and software platforms, which are increasingly adopted by farmers globally. The focus is on investing in research and development to enhance product offerings and integrate emerging technologies such as artificial intelligence, IoT, and blockchain, and provide more comprehensive, user-friendly solutions to meet the evolving needs of modern agriculture. In April 2024, the SE868K5-RTK, a Global Navigation Satellite System (GNSS) receiver module with centimeter-level positional precision, was introduced by Telit Cinterion. Advanced Real-Time Kinematics (RTK) technology enables Telit Cinterion to offer high-precision location data for the first time in its portfolio with the SE868K5-RTK GNSS module. New high-precision use cases in industries such as robotic systems, e-mobility, precision agriculture, and drone operations are made possible by the SE868K5-RTK.
The outlook for the digital agriculture market remains strong, with growth driven by the increasing adoption of digital technologies, rising awareness of sustainable practices, and supportive government initiatives. This presents significant opportunities for companies to capitalize on market expansion and drive future growth.
Table of Contents
1. Project Scope and Definitions
2. Research Methodology
3. Executive Summary
4. Voice of Customer
- 4.1. Demographics (Age/Cohort Analysis - Baby Boomers and Gen X, Millennials, Gen Z; Gender; Income - Low, Mid and High; Geography; Nationality; etc.)
- 4.2. Market Awareness and Product Information
- 4.3. Brand Awareness and Loyalty
- 4.4. Factors Considered in Purchase Decision
- 4.4.1. Cost
- 4.4.2. Return on Investment
- 4.4.3. Ease of Use and Integration
- 4.4.4. Scalability and Flexibility
- 4.4.5. Reliability
- 4.4.6. Accuracy
- 4.4.7. Support and Training
- 4.4.8. Compliance with Regulations
- 4.4.9. Technology Compatibility
- 4.4.10. Vendor Reputation and Experience
- 4.5. Purchase Channel
- 4.6. Existing or Intended User
5. Global Digital Agriculture Market Outlook, 2017-2031F
- 5.1. Market Size Analysis & Forecast
- 5.1.1. By Value
- 5.2. Market Share Analysis & Forecast
- 5.2.1. By Technology
- 5.2.1.1. Peripheral Technology
- 5.2.1.1.1. Apps
- 5.2.1.1.2. Platforms
- 5.2.1.2. Core Technology
- 5.2.1.2.1. Robotics
- 5.2.1.2.2. Automation
- 5.2.1.2.3. Drones
- 5.2.1.2.4. AI/ML
- 5.2.1.1. Peripheral Technology
- 5.2.2. By Type
- 5.2.2.1. Hardware
- 5.2.2.1.1. Automation and Control Systems
- 5.2.2.1.1.1. Drones/UAVs
- 5.2.2.1.1.2. Irrigation Controllers
- 5.2.2.1.1.3. GPS/GNSS
- 5.2.2.1.1.4. Displays
- 5.2.2.1.1.5. Control Systems
- 5.2.2.1.1.6. Flow and Application Control Devices
- 5.2.2.1.1.7. Robotic Hardware
- 5.2.2.1.1.8. Guidance and Steering
- 5.2.2.1.1.9. Handheld Mobile Device/Computers
- 5.2.2.1.1.10. LED Grow Lights
- 5.2.2.1.1.11. HVAC Systems
- 5.2.2.1.1.12. Others
- 5.2.2.1.2. Sensing and Monitoring Devices
- 5.2.2.1.2.1. Climate Sensors
- 5.2.2.1.2.2. Soil Sensors
- 5.2.2.1.2.3. Water Sensors
- 5.2.2.1.2.4. Temperature and Environment Monitoring Sensors
- 5.2.2.1.2.5. pH and Dissolved Oxygen Sensors
- 5.2.2.1.2.6. Sensors for Smart Greenhouse
- 5.2.2.1.2.7. Sensors for Livestock Monitoring
- 5.2.2.1.2.8. EC Sensors
- 5.2.2.1.2.9. Yield Monitors
- 5.2.2.1.2.10. Camera Systems
- 5.2.2.1.2.11. RFID and Sensors for Precision Forestry
- 5.2.2.1.2.12. RFID Tags and Readers for Livestock Monitoring
- 5.2.2.1.2.13. Others
- 5.2.2.1.1. Automation and Control Systems
- 5.2.2.2. Software
- 5.2.2.2.1. On-cloud
- 5.2.2.2.2. On-premises
- 5.2.2.2.3. AI and Data Analytics
- 5.2.2.3. Services
- 5.2.2.3.1. Maintenance and Support Services
- 5.2.2.3.2. Connectivity Services
- 5.2.2.3.3. System Integration and Consulting
- 5.2.2.3.4. Assistant Professional Services
- 5.2.2.3.5. Data Collection and Analytical Services
- 5.2.2.1. Hardware
- 5.2.3. By Operation
- 5.2.3.1. Farming and Feeding
- 5.2.3.1.1. Precision Agriculture
- 5.2.3.1.2. Precision Aquaculture
- 5.2.3.1.3. Precision Forestry
- 5.2.3.1.4. Precision Animal Rearing and Feeding
- 5.2.3.1.5. Smart Greenhouse
- 5.2.3.2. Marketing and Demand Generation
- 5.2.3.3. Monitoring and Scouting
- 5.2.3.1. Farming and Feeding
- 5.2.4. By Offering
- 5.2.4.1. Financial Services
- 5.2.4.2. Advisory Services
- 5.2.4.3. Digital Procurement
- 5.2.4.4. Precision Agriculture and Farm Management
- 5.2.4.5. Quality Management and Traceability
- 5.2.4.6. Agri E-Commerce
- 5.2.5. By Region
- 5.2.5.1. North America
- 5.2.5.2. Europe
- 5.2.5.3. Asia-Pacific
- 5.2.5.4. South America
- 5.2.5.5. Middle East and Africa
- 5.2.6. By Company Market Share Analysis (Top 5 Companies and Others - By Value, 2023)
- 5.2.1. By Technology
- 5.3. Market Map Analysis, 2023
- 5.3.1. By Technology
- 5.3.2. By Type
- 5.3.3. By Operation
- 5.3.4. By Offering
- 5.3.5. By Region
6. North America Digital Agriculture Market Outlook, 2017-2031F*
- 6.1. Market Size Analysis & Forecast
- 6.1.1. By Value
- 6.2. Market Share Analysis & Forecast
- 6.2.1. By Technology
- 6.2.1.1. Peripheral Technology
- 6.2.1.1.1. Apps
- 6.2.1.1.2. Platforms
- 6.2.1.2. Core Technology
- 6.2.1.2.1. Robotics
- 6.2.1.2.2. Automation
- 6.2.1.2.3. Drones
- 6.2.1.2.4. AI/ML
- 6.2.1.1. Peripheral Technology
- 6.2.2. By Type
- 6.2.2.1. Hardware
- 6.2.2.1.1. Automation and Control Systems
- 6.2.2.1.1.1. Drones/UAVs
- 6.2.2.1.1.2. Irrigation Controllers
- 6.2.2.1.1.3. GPS/GNSS
- 6.2.2.1.1.4. Displays
- 6.2.2.1.1.5. Control Systems
- 6.2.2.1.1.6. Flow and Application Control Devices
- 6.2.2.1.1.7. Robotic Hardware
- 6.2.2.1.1.8. Guidance and Steering
- 6.2.2.1.1.9. Handheld Mobile Device/Computers
- 6.2.2.1.1.10. LED Grow Lights
- 6.2.2.1.1.11. HVAC Systems
- 6.2.2.1.1.12. Others
- 6.2.2.1.2. Sensing and Monitoring Devices
- 6.2.2.1.2.1. Climate Sensors
- 6.2.2.1.2.2. Soil Sensors
- 6.2.2.1.2.3. Water Sensors
- 6.2.2.1.2.4. Temperature and Environment Monitoring Sensors
- 6.2.2.1.2.5. pH and Dissolved Oxygen Sensors
- 6.2.2.1.2.6. Sensors for Smart Greenhouse
- 6.2.2.1.2.7. Sensors for Livestock Monitoring
- 6.2.2.1.2.8. EC Sensors
- 6.2.2.1.2.9. Yield Monitors
- 6.2.2.1.2.10. Camera Systems
- 6.2.2.1.2.11. RFID and Sensors for Precision Forestry
- 6.2.2.1.2.12. RFID Tags and Readers for Livestock Monitoring
- 6.2.2.1.2.13. Others
- 6.2.2.1.1. Automation and Control Systems
- 6.2.2.2. Software
- 6.2.2.2.1. On-cloud
- 6.2.2.2.2. On-premises
- 6.2.2.2.3. AI and Data Analytics
- 6.2.2.3. Services
- 6.2.2.3.1. Maintenance and Support Services
- 6.2.2.3.2. Connectivity Services
- 6.2.2.3.3. System Integration and Consulting
- 6.2.2.3.4. Assistant Professional Services
- 6.2.2.3.5. Data Collection and Analytical Services
- 6.2.2.1. Hardware
- 6.2.3. By Operation
- 6.2.3.1. Farming and Feeding
- 6.2.3.1.1. Precision Agriculture
- 6.2.3.1.2. Precision Aquaculture
- 6.2.3.1.3. Precision Forestry
- 6.2.3.1.4. Precision Animal Rearing and Feeding
- 6.2.3.1.5. Smart Greenhouse
- 6.2.3.2. Marketing and Demand Generation
- 6.2.3.3. Monitoring and Scouting
- 6.2.3.1. Farming and Feeding
- 6.2.4. By Offering
- 6.2.4.1. Financial Services
- 6.2.4.2. Advisory Services
- 6.2.4.3. Digital Procurement
- 6.2.4.4. Precision Agriculture and Farm Management
- 6.2.4.5. Quality Management and Traceability
- 6.2.4.6. Agri E-Commerce
- 6.2.5. By Country Share
- 6.2.5.1. United States
- 6.2.5.2. Canada
- 6.2.5.3. Mexico
- 6.2.1. By Technology
- 6.3. Country Market Assessment
- 6.3.1. United States Digital Agriculture Market Outlook, 2017-2031F*
- 6.3.1.1. Market Size Analysis & Forecast
- 6.3.1.1.1. By Value
- 6.3.1.2. Market Share Analysis & Forecast
- 6.3.1.2.1. By Technology
- 6.3.1.2.1.1. Peripheral Technology
- 6.3.1.2.1.1.1. Apps
- 6.3.1.2.1.1.2. Platforms
- 6.3.1.2.1.2. Core Technology
- 6.3.1.2.1.2.1. Robotics
- 6.3.1.2.1.2.2. Automation
- 6.3.1.2.1.2.3. Drones
- 6.3.1.2.1.2.4. AI/ML
- 6.3.1.2.2. By Type
- 6.3.1.2.2.1. Hardware
- 6.3.1.2.2.1.1. Automation and Control Systems
- 6.3.1.2.2.1.1.1. Drones/UAVs
- 6.3.1.2.2.1.1.2. Irrigation Controllers
- 6.3.1.2.2.1.1.3. GPS/GNSS
- 6.3.1.2.2.1.1.4. Displays
- 6.3.1.2.2.1.1.5. Control Systems
- 6.3.1.2.2.1.1.6. Flow and Application Control Devices
- 6.3.1.2.2.1.1.7. Robotic Hardware
- 6.3.1.2.2.1.1.8. Guidance and Steering
- 6.3.1.2.2.1.1.9. Handheld Mobile Device/Computers
- 6.3.1.2.2.1.1.10. LED Grow Lights
- 6.3.1.2.2.1.1.11. HVAC Systems
- 6.3.1.2.2.1.1.12. Others
- 6.3.1.2.2.1.2. Sensing and Monitoring Devices
- 6.3.1.2.2.1.2.1. Climate Sensors
- 6.3.1.2.2.1.2.2. Soil Sensors
- 6.3.1.2.2.1.2.3. Water Sensors
- 6.3.1.2.2.1.2.4. Temperature and Environment Monitoring Sensors
- 6.3.1.2.2.1.2.5. pH and Dissolved Oxygen Sensors
- 6.3.1.2.2.1.2.6. Sensors for Smart Greenhouse
- 6.3.1.2.2.1.2.7. Sensors for Livestock Monitoring
- 6.3.1.2.2.1.2.8. EC Sensors
- 6.3.1.2.2.1.2.9. Yield Monitors
- 6.3.1.2.2.1.2.10. Camera Systems
- 6.3.1.2.2.1.2.11. RFID and Sensors for Precision Forestry
- 6.3.1.2.2.1.2.12. RFID Tags and Readers for Livestock Monitoring
- 6.3.1.2.2.1.2.13. Others
- 6.3.1.2.2.2. Software
- 6.3.1.2.2.2.1. On-cloud
- 6.3.1.2.2.2.2. On-premises
- 6.3.1.2.2.2.3. AI and Data Analytics
- 6.3.1.2.2.3. Services
- 6.3.1.2.2.3.1. Maintenance and Support Services
- 6.3.1.2.2.3.2. Connectivity Services
- 6.3.1.2.2.3.3. System Integration and Consulting
- 6.3.1.2.2.3.4. Assistant Professional Services
- 6.3.1.2.2.3.5. Data Collection and Analytical Services
- 6.3.1.2.3. By Operation
- 6.3.1.2.3.1. Farming and Feeding
- 6.3.1.2.3.1.1. Precision Agriculture
- 6.3.1.2.3.1.2. Precision Aquaculture
- 6.3.1.2.3.1.3. Precision Forestry
- 6.3.1.2.3.1.4. Precision Animal Rearing and Feeding
- 6.3.1.2.3.1.5. Smart Greenhouse
- 6.3.1.2.3.2. Marketing and Demand Generation
- 6.3.1.2.3.3. Monitoring and Scouting
- 6.3.1.2.4. By Offering
- 6.3.1.2.4.1. Financial Services
- 6.3.1.2.4.2. Advisory Services
- 6.3.1.2.4.3. Digital Procurement
- 6.3.1.2.4.4. Precision Agriculture and Farm Management
- 6.3.1.2.4.5. Quality Management and Traceability
- 6.3.1.2.4.6. Agri E-Commerce
- 6.3.1.2.1. By Technology
- 6.3.1.1. Market Size Analysis & Forecast
- 6.3.2. Canada
- 6.3.3. Mexico
- 6.3.1. United States Digital Agriculture Market Outlook, 2017-2031F*
All segments will be provided for all regions and countries covered
7. Europe Digital Agriculture Market Outlook, 2017-2031F
- 7.1. Germany
- 7.2. France
- 7.3. Italy
- 7.4. United Kingdom
- 7.5. Russia
- 7.6. Netherlands
- 7.7. Spain
- 7.8. Turkey
- 7.9. Poland
8. Asia-Pacific Digital Agriculture Market Outlook, 2017-2031F
- 8.1. India
- 8.2. China
- 8.3. Japan
- 8.4. Australia
- 8.5. Vietnam
- 8.6. South Korea
- 8.7. Indonesia
- 8.8. Philippines
9. South America Digital Agriculture Market Outlook, 2017-2031F
- 9.1. Brazil
- 9.2. Argentina
10. Middle East and Africa Digital Agriculture Market Outlook, 2017-2031F
- 10.1. Saudi Arabia
- 10.2. UAE
- 10.3. South Africa
11. Demand Supply Analysis
12. Value Chain Analysis
13. Porter's Five Forces Analysis
14. PESTLE Analysis
15. Macro-economic Indicators
16. Pricing Analysis
17. Profit Margin Analysis
18. Market Dynamics
- 18.1. Market Drivers
- 18.2. Market Challenges
19. Market Trends and Developments
20. Case Studies
21. Competitive Landscape
- 21.1. Competition Matrix of Top 5 Market Leaders
- 21.2. Company Ecosystem Analysis (Startup v/s SME v/s Large-scale)
- 21.3. SWOT Analysis for Top 5 Players
- 21.4. Key Players Landscape for Top 10 Market Players
- 21.4.1. Microsoft Corporation
- 21.4.1.1. Company Details
- 21.4.1.2. Key Management Personnel
- 21.4.1.3. Products and Services
- 21.4.1.4. Financials (As Reported)
- 21.4.1.5. Key Market Focus and Geographical Presence
- 21.4.1.6. Recent Developments/Collaborations/Partnerships/Mergers and Acquisition
- 21.4.2. Gamaya SA
- 21.4.3. Prospera Technologies Ltd.
- 21.4.4. Telit Cinterion
- 21.4.5. IBM Corporation
- 21.4.6. Trimble Inc.
- 21.4.7. Traction Ag Inc.
- 21.4.8. Bayer AG
- 21.4.9. Hummingbird Technologies Limited
- 21.4.10. A.A.A Taranis Visual Ltd.
- 21.4.1. Microsoft Corporation
Companies mentioned above DO NOT hold any order as per market share and can be changed as per information available during research work.
22. Strategic Recommendations
23. About Us and Disclaimer
List of Tables
- Table 1. Pricing Analysis of Products from Key Players
- Table 2. Competition Matrix of Top 5 Market Leaders
- Table 3. Mergers & Acquisitions/ Joint Ventures (If Applicable)
- Table 4. About Us - Regions and Countries Where We Have Executed Client Projects
List of Figures
- Figure 1. Global Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 2. Global Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 3. Global Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 4. Global Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 5. Global Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 6. Global Digital Agriculture Market Share (%), By Region, 2017-2031F
- Figure 7. North America Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 8. North America Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 9. North America Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 10. North America Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 11. North America Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 12. North America Digital Agriculture Market Share (%), By Country, 2017-2031F
- Figure 13. United States Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 14. United States Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 15. United States Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 16. United States Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 17. United States Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 18. Canada Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 19. Canada Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 20. Canada Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 21. Canada Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 22. Canada Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 23. Mexico Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 24. Mexico Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 25. Mexico Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 26. Mexico Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 27. Mexico Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 28. Europe Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 29. Europe Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 30. Europe Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 31. Europe Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 32. Europe Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 33. Europe Digital Agriculture Market Share (%), By Country, 2017-2031F
- Figure 34. Germany Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 35. Germany Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 36. Germany Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 37. Germany Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 38. Germany Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 39. France Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 40. France Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 41. France Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 42. France Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 43. France Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 44. Italy Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 45. Italy Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 46. Italy Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 47. Italy Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 48. Italy Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 49. United Kingdom Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 50. United Kingdom Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 51. United Kingdom Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 52. United Kingdom Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 53. United Kingdom Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 54. Russia Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 55. Russia Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 56. Russia Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 57. Russia Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 58. Russia Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 59. Netherlands Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 60. Netherlands Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 61. Netherlands Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 62. Netherlands Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 63. Netherlands Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 64. Spain Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 65. Spain Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 66. Spain Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 67. Spain Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 68. Spain Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 69. Turkey Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 70. Turkey Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 71. Turkey Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 72. Turkey Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 73. Turkey Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 74. Poland Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 75. Poland Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 76. Poland Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 77. Poland Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 78. Poland Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 79. South America Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 80. South America Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 81. South America Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 82. South America Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 83. South America Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 84. South America Digital Agriculture Market Share (%), By Country, 2017-2031F
- Figure 85. Brazil Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 86. Brazil Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 87. Brazil Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 88. Brazil Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 89. Brazil Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 90. Argentina Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 91. Argentina Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 92. Argentina Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 93. Argentina Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 94. Argentina Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 95. Asia-Pacific Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 96. Asia-Pacific Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 97. Asia-Pacific Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 98. Asia-Pacific Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 99. Asia-Pacific Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 100. Asia-Pacific Digital Agriculture Market Share (%), By Country, 2017-2031F
- Figure 101. India Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 102. India Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 103. India Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 104. India Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 105. India Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 106. China Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 107. China Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 108. China Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 109. China Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 110. China Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 111. Japan Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 112. Japan Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 113. Japan Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 114. Japan Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 115. Japan Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 116. Australia Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 117. Australia Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 118. Australia Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 119. Australia Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 120. Australia Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 121. Vietnam Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 122. Vietnam Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 123. Vietnam Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 124. Vietnam Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 125. Vietnam Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 126. South Korea Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 127. South Korea Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 128. South Korea Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 129. South Korea Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 130. South Korea Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 131. Indonesia Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 132. Indonesia Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 133. Indonesia Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 134. Indonesia Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 135. Indonesia Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 136. Philippines Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 137. Philippines Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 138. Philippines Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 139. Philippines Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 140. Philippines Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 141. Middle East & Africa Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 142. Middle East & Africa Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 143. Middle East & Africa Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 144. Middle East & Africa Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 145. Middle East & Africa Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 146. Middle East & Africa Digital Agriculture Market Share (%), By Country, 2017-2031F
- Figure 147. Saudi Arabia Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 148. Saudi Arabia Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 149. Saudi Arabia Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 150. Saudi Arabia Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 151. Saudi Arabia Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 152. UAE Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 153. UAE Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 154. UAE Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 155. UAE Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 156. UAE Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 157. South Africa Digital Agriculture Market, By Value, In USD Billion, 2017-2031F
- Figure 158. South Africa Digital Agriculture Market Share (%), By Technology, 2017-2031F
- Figure 159. South Africa Digital Agriculture Market Share (%), By Type, 2017-2031F
- Figure 160. South Africa Digital Agriculture Market Share (%), By Operation, 2017-2031F
- Figure 161. South Africa Digital Agriculture Market Share (%), By Offering, 2017-2031F
- Figure 162. By Technology Map-Market Size (USD Billion) & Growth Rate (%), 2023
- Figure 163. By Type Map-Market Size (USD Billion) & Growth Rate (%), 2023
- Figure 164. By Operation Map-Market Size (USD Billion) & Growth Rate (%), 2023
- Figure 165. By Offering Map-Market Size (USD Billion) & Growth Rate (%), 2023
- Figure 166. By Region Map-Market Size (USD Billion) & Growth Rate (%), 2023
