Digital Agriculture Market

Digital Agriculture Market Offering, Technology (Peripheral, Core), Operation (Farming & Feeding, Monitoring & Scouting, Marketing & Demand Generation) Type (Hardware, Software, Services), Region - Global Forecast to 2028

Report Code: AGI 8180 Jan, 2024, by marketsandmarkets.com

[510 Pages Report] The global digital agriculture market is on a trajectory of significant expansion, with an estimated value projected to reach USD 36.0 billion by 2028 from the 2023 valuation of USD 22.0 billion, displaying a promising Compound Annual Growth Rate (CAGR) of 10.3%. This growth surge is primarily attributed to an emerging trend in the digital agriculture market which includes the rise of mobile internet and cloud computing makes digital agriculture tools more accessible to smallholder farmers, particularly in developing countries. This empowers them to improve their livelihoods and participate in the digital economy.

Moreover, the global expansion of the digital agriculture market is fueled by the growing adoption of precision agriculture technology. Continuous advancements in technology, data analysis, and automation will further enhance its capabilities and make it more accessible to all farmers. Precision agriculture has the potential to revolutionize agriculture, ensuring sustainable food production for a growing population while protecting the environment.

Digital Agriculture Market

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Digital Agriculture Market Attractive Opportunities

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Market Dynamics

Drivers: Increasing adoption of IoT and AI by farmers and agriculturists

The agricultural sector is witnessing a technological revolution driven by the Internet of Things (IoT) and Artificial Intelligence (AI). This trend, spurred by factors like rising global population, resource scarcity, and climate change, presents significant opportunities for improved efficiency, productivity, and sustainability in farming practices. Internet of Things (IoT) and artificial intelligence (AI) are helping farmers and agriculturists optimize their crop yields through remote monitoring and data-driven decision-making. Technologies such as machine learning, satellite imagery, variable rate technology, and advanced analytics are empowering farmers having small land holdings to increase their income through high crop yields. IoT and advanced analytics help farmers analyze real-time data related to weather, temperature, soil moisture, and crop prices. They provide insights to farmers for optimizing resources and increasing their yields, improving farm planning, and making smart decisions about the level of resources required to minimize waste.

Restraints: Lack of technical knowledge and training activities

The lack of technical knowledge and training activities on digital agriculture is a critical barrier to wider adoption and successful implementation of these technologies. This can hinder the potential of digital agriculture to revolutionize the farming industry and improve overall agricultural productivity and sustainability.

Addressing the lack of technical knowledge and training activities on digital agriculture requires a multi-pronged approach, with concerted efforts from various stakeholders. By promoting access to information, developing tailored training programs, and fostering innovation, we can empower farmers to harness the full potential of digital technologies and revolutionize the agricultural sector.

Opportunities: Increase in the use of agricultural-based software via smartphones.

The increasing use of agricultural-based software via smartphones presents a lucrative opportunity for businesses that can develop and deliver innovative solutions that address the specific needs of farmers. Smartphone penetration is rapidly increasing, especially in rural areas where many farmers operate. This makes agricultural apps readily accessible to a wider audience, driving adoption and market growth. Smartphones can be integrated with several hardware devices such as sensors, high-resolution cameras, and GPS receivers for various activities such as sample collection, aerial imaging, and record-keeping (experts recommended). Some farming apps can load field information, and smartphones also help small-scale farmers connect with customers and agents. Farmers can access smartphone apps to get precise information on climate, weather, water, seed grains, and fertilizers, which helps them plan, plant, and harvest. Due to its convenience usage and affordability, the demand for the same will surge in the global digital agriculture market.

Challenges: The high cost of devices and software impacts the adoption among small-scale farmers.

The high cost of devices and software systems is a significant barrier to adoption for small-scale farmers in the digital agriculture market. This challenge hinders their ability to benefit from the potential of technology to improve their yields, optimize resource use, and increase profitability. By developing innovative and affordable solutions, providing financial support, and promoting knowledge sharing, we can create a more inclusive digital agriculture market that empowers small-scale farmers to thrive and contribute to sustainable food production.

The advanced technologies and equipment help farmers cover a large area of land in significantly less time with high efficiency. An autopilot tractor can cost up to USD 100,000 and often does not provide sufficient RoI for small farmers and provides lesser penetration. These farms lack technical knowledge with the introduction of more specialized and expensive software systems. This issue is particularly widespread in developing countries, such as India, China, and Brazil, as there is a lack of skill and technical awareness among farmers the farmlands are fragmented, and the number of marginal farmers is high.

Market Ecosystem

Digital Agriculture Market Ecosystem

Advisory Services Are One Of The Fastest Growing Offering Segments During The Forecast Period

The advisory services are constantly evolving with the integration of new technologies like AI-powered chatbots, virtual assistants, and augmented reality. These tools offer greater convenience, 24/7 access, and personalized recommendations, further driving the growth of the segment. Farmers are increasingly aware of the potential of data and analytics to optimize their operations. Advisory services leverage these tools to provide customized recommendations on crop selection, pest control, irrigation, and more, leading to improved yields, efficiency, and profitability.

Many farmers, especially smallholders, lack access to expert knowledge and resources. Digital advisory services fill this gap by providing accessible and affordable expertise through various channels like mobile apps, online platforms, and in-field consultations. For instance, the Global Framework on Climate Services Adaptation Programme for Africa was a multipartner initiative to reduce vulnerability to climate change. A food security component, led by the World Food Programme (WFP) and the CGIAR Research Program on Climate Change, Agriculture and Food Security (CCFAS), focused on helping food-insecure communities access relevant information to manage climate variability and change. This enabled improved decision-making based on seasonal and subseasonal weather forecasts and agricultural advice, including livestock, nutrition, and health information. (Source: The Global Commission on Adaptation, July 2021).

Advancements in mobile technology and internet penetration have made it easier for farmers to access advisory services even in remote areas. This has spurred the growth of scalable and geographically widespread services. This segment's dominance is poised to persist as it harmonizes with the emergence of new business models, solidifying its position in the global digital agriculture market.

India Is One Of The Fastest Growing Markets For Digital Agriculture In Asia Pacific

India, the world's second-largest food producer and top producer of pulses, rice, and wheat, faces the challenge of feeding 1.3 billion people. To meet this demand and ensure food security, digitalization is playing a crucial role in transforming agriculture. Digital Agricultural tools like AI, robotics, sensors, and communication networks are being integrated into farms, leading to increased productivity & yields, improved efficiency & accuracy, and enhanced decision-making.  The Indian government has actively promoted the digitalization of agriculture through various initiatives like the "Digital Agriculture Mission", which aims to leverage technology for improving farm productivity, market access, and farmer income. Several state governments have also implemented e-choupal platforms and other digital services for farmers. Additionally, rapidly increasing smartphone penetration, particularly in rural areas, has facilitated the reach and accessibility of digital agricultural solutions. Farmers can now access weather updates, market information, and extension services easily through their phones.

Digital Agriculture Market by Region

Key Market Players

The key players in this market include Key players in this market include Cisco Systems, Inc. (US), IBM Corporation (US), Accenture (Ireland), Trimble Inc. (US), Deere & Company (US), Epicor Software Corporation (US), Hexagon AB (Sweden), Bayer AG (Germany), AGCO Corporation (US), and Vodafone Group PLC (UK).

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Scope of the Report

Report Metric

Details

Market size estimation

2023–2028

Base year considered

2022

Forecast period considered

2023–2028

Units considered

Value (USD)

Segments covered

By Offering, Type, Operation, Technology, and Region

Regions covered

North America, Europe, Asia Pacific, South America, and RoW

Companies studied

  • Cisco Systems, Inc. (US)
  • IBM Corporation (US)
  • Accenture (Ireland)
  • Deere & Company (US)
  • Trimble Inc. (us)
  • AKVA Group (Norway)
  • Hexagon AB (Sweden)
  • Bayer AG (Germany)
  • AGCO Corporation (US)
  • DeLaval (Sweden)
  • DJI (China)
  • Epicor Software Corporation (US)
  • Vodafone Group PLC (UK)
  • Raven Industries, Inc. (US)
  • Eurofins Scientific (France)
  • TELUS (Canada)
  • Small Robot Company (England)
  • Gamaya (Switzerland)
  • PrecisionHawk (US)
  • Agricultural Consulting Services (US)
  • Agreena (Denmark)
  • Ceres Imaging (US)
  • Zemdirbiu Konsultacijos UAB (Lithuania)
  • ec2ce (Spain)
  • Arable (US)

This research report categorizes the digital agriculture market, based on offering, type, technology, operation, and region.

Target Audience

  • Digital agriculture manufacturers, formulators, and blenders
  • Digital agriculture traders, suppliers, distributors, importers, and exporters
  • Government Agricultural Authorities
  • Digital agriculture manufacturers
  • Commercial research & development (R&D) organizations and financial institutions
  • Government agricultural departments and regulatory bodies such as the US Department of Agriculture (USDA), The Indian Council of Agriculture Research (ICAR), Ministry of Farmers Welfare & Farmers Welfare (MoA & FW), International Fund for Agricultural Development (IFAD), United States Agency for International Development (USAID).

Report Scope:

Digital Agriculture Market:

By Offering
  • Advisory Services
  • Precision Agriculture & Farm Management
  • Quality Management & Traceability
  • Digital Procurement
  • Agri e-Commerce
  • Financial Services
By Technology
  • Peripheral Technology
    • Platforms
    • Apps
  • Core Technology
    • Automation
    • Drones
    • Robotics
    • AI/ML
By Operation
  • Farming & Feeding
    • Precision Agriculture
    • Precision Animal Rearing & Feeding
    • Precision Aquaculture
    • Precision Forestry
    • Smart Greenhouse
  • Monitoring & Scouting
  • Marketing & Demand Generation
By Type
  • Hardware
    • Automation & Control Systems
      • Drones/UAVs
      • Irrigation Controllers
      • GPS/GNSS
      • Flow & Application Control Devices
      • Guidance & Steering
      • Handheld Mobile Device/Handheld Computers
      • Displays
      • Harvesters & Forwarders
      • Variable Rate Controllers
      • Control Systems
      • Robotic Hardware
      • HVAC Systems
      • LED Grow Lights
      • Other Automation & Control Systems
    • Sensing & Monitoring Devices
      • Yield Monitors
      • Soil Sensors
      • Water Sensors
      • Climate Sensors
      • Camera Systems
      • RFID & Sensors for Precision Forestry
      • Temperature & Environment Monitoring Sensors
      • pH & Dissolved Oxygen Sensors
      • EC Sensors
      • RFID Tags & Readers for Livestock Monitoring
      • Sensors for Livestock Monitoring
      • Sensors for Smart Greenhouse
      • Other Sensing & Monitoring Devices
  • Software
    • On-cloud
    • On-premises
    • AI & Data Analytics
  • Services
    • System Integration & Consulting
    • Data Collection & Analytical Services
    • Connectivity Services
    • Assistant Professional Services
    • Maintenance & Support Services
By Region:
  • North America
  • Europe
  • Asia Pacific
  • South America
  • Rest of the World (RoW)

Recent Developments

  • In November 2023, Deere & Company announced a substantial investment of R$180 million in the construction of the Brazil Technology Development Center. The project aims to foster collaboration among various research and development teams dedicated to designing and validating innovative products and technologies for key production systems, including grain, sugarcane, and special crops. The facility will facilitate the conception and testing of products considering local variables such as soil, climate, and connectivity levels, ensuring quicker delivery of solutions to local customers and enhancing the productivity, profitability, and sustainability of small, medium, and large Brazilian producers.
  • In October 2022, Trimble Inc., launched two new precision agriculture displays, the Trimble GFX-1060 and GFX-1260 displays. These next-generation displays are designed to enhance in-field operations for farmers by providing real-time mapping and monitoring of field information with precision.
  • In June 2021, Raven Industries revealed the Driverless Ag Technology. Through Raven, existing tractors could be converted into driverless machines. It was a self-propelled power platform that helped perform multiple farm operations at once.
  • In December 2020, Cisco Systems, Inc., partnered with The/Nudge Centre for Social Innovation and Cisco Systems, Inc., in association with the Government of India, announced the ‘Cisco Agri Challenge,’ aimed at mobilizing agri-tech startups to innovate solutions that have the potential to positively impact at least 10 million small farmers.
  • In September 2019, Cisco Systems, Inc., and KSITM agreed to provide digital technology and data science to the farming communities in Kerala. With this agreement, Cisco built an Agri-Digital Infrastructure (ADI) platform set up village knowledge centers (VKCs) for knowledge delivery, and provided access to eLearning and advisory services to farming communities in Kannur, Kerala, India.

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TABLE OF CONTENTS
 
1 INTRODUCTION (Page No. - 63)
    1.1 STUDY OBJECTIVES 
    1.2 MARKET DEFINITION 
    1.3 STUDY SCOPE 
           1.3.1 MARKET SEGMENTATION
                    FIGURE 1 DIGITAL AGRICULTURE MARKET SEGMENTATION
           1.3.2 INCLUSIONS AND EXCLUSIONS
                    TABLE 1 INCLUSIONS AND EXCLUSIONS
           1.3.3 REGIONS COVERED
                    FIGURE 2 DIGITAL AGRICULTURE MARKET SEGMENTATION, BY REGION
           1.3.4 YEARS CONSIDERED
    1.4 CURRENCY CONSIDERED 
           TABLE 2 USD EXCHANGE RATES, 2018–2022
           1.4.1 VOLUME UNIT CONSIDERED
    1.5 STAKEHOLDERS 
    1.6 SUMMARY OF CHANGES 
           1.6.1 RECESSION IMPACT
 
2 RESEARCH METHODOLOGY (Page No. - 71)
    2.1 RESEARCH DATA 
           FIGURE 3 DIGITAL AGRICULTURE MARKET: RESEARCH DESIGN
           2.1.1 SECONDARY DATA
                    2.1.1.1 Key data from secondary sources
           2.1.2 PRIMARY DATA
                    2.1.2.1 Key data from primary sources
                    2.1.2.2 Key primary insights
                    2.1.2.3 Breakdown of primary interviews
                               FIGURE 4 BREAKDOWN OF PRIMARY INTERVIEWS, BY COMPANY TYPE, DESIGNATION, AND REGION
    2.2 MARKET SIZE ESTIMATION 
           2.2.1 MARKET SIZE ESTIMATION: BOTTOM-UP APPROACH
           FIGURE 5 DIGITAL AGRICULTURE MARKET SIZE ESTIMATION: BOTTOM-UP APPROACH
           2.2.2 MARKET SIZE ESTIMATION: TOP-DOWN APPROACH
                    FIGURE 6 DIGITAL AGRICULTURE MARKET SIZE ESTIMATION: TOP-DOWN APPROACH (BASED ON GLOBAL MARKET)
    2.3 DATA TRIANGULATION 
           FIGURE 7 DATA TRIANGULATION
    2.4 RESEARCH ASSUMPTIONS 
           FIGURE 8 RESEARCH ASSUMPTIONS
    2.5 LIMITATIONS & RISK ASSESSMENT 
    2.6 RECESSION IMPACT ANALYSIS 
           2.6.1 RECESSION MACROINDICATORS
                    FIGURE 9 INDICATORS OF RECESSION
                    FIGURE 10 GLOBAL INFLATION RATE, 2012–2022
                    FIGURE 11 GLOBAL GROSS DOMESTIC PRODUCT, 2012–2022 (USD TRILLION)
                    FIGURE 12 RECESSION INDICATORS AND THEIR IMPACT ON DIGITAL AGRICULTURE MARKET
                    FIGURE 13 GLOBAL DIGITAL AGRICULTURE MARKET: CURRENT FORECAST VS. RECESSION FORECAST
 
3 EXECUTIVE SUMMARY (Page No. - 85)
    TABLE 3 DIGITAL AGRICULTURE MARKET SNAPSHOT, 2023 VS. 2028 
    FIGURE 14 DIGITAL AGRICULTURE MARKET, BY TYPE, 2023 VS. 2028 (USD MILLION) 
    FIGURE 15 DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023 VS. 2028 (USD MILLION) 
    FIGURE 16 DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023 VS. 2028 (USD MILLION) 
    FIGURE 17 DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023 VS. 2028 (USD MILLION) 
    FIGURE 18 DIGITAL AGRICULTURE MARKET SHARE (VALUE), BY REGION, 2023 
 
4 PREMIUM INSIGHTS (Page No. - 92)
    4.1 ATTRACTIVE OPPORTUNITIES IN DIGITAL AGRICULTURE MARKET 
           FIGURE 19 HIGH ADOPTION OF DIGITAL AGRICULTURE IN DEVELOPING MARKETS TO FUEL MARKET GROWTH
    4.2 DIGITAL AGRICULTURE MARKET: SHARE OF MAJOR REGIONAL SUBMARKETS 
           FIGURE 20 US TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD
    4.3 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE & COUNTRY 
           FIGURE 21 HARDWARE AND CHINA TO ACCOUNT FOR LARGEST SEGMENTAL SHARES IN ASIA PACIFIC MARKET IN 2023
    4.4 DIGITAL AGRICULTURE MARKET, BY TYPE 
           FIGURE 22 DIGITAL AGRICULTURE HARDWARE TO LEAD MARKET ACROSS REGIONS DURING FORECAST PERIOD
    4.5 DIGITAL AGRICULTURE MARKET, BY OPERATION 
           FIGURE 23 FARMING & FEEDING OPERATIONS TO DOMINATE DURING FORECAST PERIOD
    4.6 DIGITAL AGRICULTURE MARKET, BY OFFERING 
           FIGURE 24 PRECISION AGRICULTURE & FARM MANAGEMENT OFFERING TO ACCOUNT FOR LION’S SHARE DURING FORECAST PERIOD
    4.7 DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY 
           FIGURE 25 PERIPHERAL TECHNOLOGIES TO DOMINATE DIGITAL AGRICULTURE MARKET DURING FORECAST PERIOD
 
5 MARKET OVERVIEW (Page No. - 99)
    5.1 INTRODUCTION 
    5.2 MACROECONOMIC INDICATORS 
           5.2.1 INTRODUCTION
           5.2.2 DIGITALIZATION IN AGRICULTURAL SECTOR
                    FIGURE 26 SMARTPHONE SUBSCRIBER PENETRATION, BY REGION, 2022 VS 2030
                    FIGURE 27 GLOBAL GNSS DEMAND, 2021 VS 2031 (EUR BILLION)
    5.3 MARKET DYNAMICS 
           FIGURE 28 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: DIGITAL AGRICULTURE MARKET
           5.3.1 DRIVERS
                    5.3.1.1 Demand for optimization of farm management using agricultural services and software integration.
                    5.3.1.2 Increase in initiatives by government and key players
                    5.3.1.3 Growth in need for optimization in light of ecological changes
                    5.3.1.4 Increase in adoption of IoT and AI by farmers and agriculturists
           5.3.2 RESTRAINTS
                    5.3.2.1 Lack of technical knowledge and training activities
                    5.3.2.2 Large number of fragmented lands in emerging economies
           5.3.3 OPPORTUNITIES
                    5.3.3.1 Increase in use of agriculture-based software via smartphones
                    5.3.3.2 Early detection of crop diseases and ease of farm management
           5.3.4 CHALLENGES
                    5.3.4.1 High cost of devices and software to impact adoption among small-scale farmers
                    5.3.4.2 Rise in concerns regarding data management and requirement for adequate training
 
6 INDUSTRY TRENDS (Page No. - 109)
    6.1 INTRODUCTION 
    6.2 CURRENT LANDSCAPE OF AGRICULTURAL INDUSTRY: 
           FIGURE 29 SHARE OF GDP FROM AGRICULTURE IN KEY COUNTRIES, 2018–2021
    6.3 VALUE CHAIN ANALYSIS 
           FIGURE 30 VALUE CHAIN ANALYSIS: DIGITAL AGRICULTURE MARKET
           6.3.1 RESEARCH & PRODUCT DEVELOPMENT
           6.3.2 DEVICE & COMPONENT MANUFACTURERS
           6.3.3 SYSTEM INTEGRATORS
           6.3.4 SERVICE PROVIDERS
           6.3.5 END USERS
           6.3.6 POST-SALES SERVICES
    6.4 TECHNOLOGY ANALYSIS 
           6.4.1 EXISTING TECHNOLOGIES IN DIGITAL AGRICULTURE
                    6.4.1.1 INTRODUCTION
                               FIGURE 31 EXISTING TECHNOLOGIES IN DIGITAL AGRICULTURE
                    6.4.1.2 INTERACTIVE VOICE RESPONSE
                    6.4.1.3 WEB APPLICATIONS
                    6.4.1.4 INTERNET & BROADBAND
                    6.4.1.5 MOBILE
                    6.4.1.6 SATELLITE
                               6.4.1.6.1 Satellite Imagery for crop yield productions and price forecasts
                               6.4.1.6.2 GNSS devices shipment in digital agriculture
                               FIGURE 32 GNSS DEVICES SHIPMENT, BY REGION, 2021–2031 (MILLION)
                    6.4.1.7 Broadcasting
           6.4.2 EMERGING TECHNOLOGIES IN DIGITAL AGRICULTURE
                    6.4.2.1 INTRODUCTION
                               FIGURE 33 EMERGING TECHNOLOGIES IN DIGITAL AGRICULTURE
                    6.4.2.2 ARTIFICIAL INTELLIGENCE
                    6.4.2.3 BLOCKCHAIN
                               FIGURE 34 BLOCKCHAIN AND AI IN DIGITAL AGRICULTURE, LIVESTOCK MONITORING, AND FARM MANAGEMENT
                    6.4.2.4 BIG DATA
                    6.4.2.5 INTERNET OF THINGS (IoT)
                    6.4.2.6 Drones (unmanned aerial vehicles)
                    6.4.2.7 Cloud
                    6.4.2.8 Robotics (robotic cages and underwater drones in aquaculture farms)
                    6.4.2.9 Conclusion
    6.5 PATENT ANALYSIS 
           FIGURE 35 PATENTS GRANTED FOR DIGITAL AGRICULTURE MARKET, 2014–2023
           FIGURE 36 REGIONAL ANALYSIS OF PATENTS GRANTED FOR DIGITAL AGRICULTURE MARKET, 2014–2023
           TABLE 4 LIST OF MAJOR PATENTS PERTAINING TO DIGITAL AGRICULTURE MARKET, 2021–2023
    6.6 ECOSYSTEM AND MARKET MAP 
           6.6.1 DEMAND SIDE
           6.6.2 SUPPLY SIDE
                    FIGURE 37 DIGITAL AGRICULTURE MARKET MAP
                    TABLE 5 DIGITAL AGRICULTURE MARKET: SUPPLY CHAIN (ECOSYSTEM)
    6.7 TRADE ANALYSIS 
           TABLE 6 TOP 10 EXPORTERS AND IMPORTERS OF HS CODE 8432 PRODUCTS, 2022 (USD THOUSAND)
           TABLE 7 TOP 10 EXPORTERS AND IMPORTERS OF HS CODE 8432 PRODUCTS, 2022 (TON)
    6.8 PRICING ANALYSIS 
           6.8.1 AVERAGE SELLING PRICE TREND, BY HARDWARE TYPE
                    TABLE 8 DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF AUTOMATION & CONTROL SYSTEMS, 2018–2022 (USD/PIECE)
                    TABLE 9 DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF SENSING & MONITORING DEVICES, 2018–2022 (USD/PIECE)
           6.8.2 AVERAGE SELLING PRICE TREND OF DIGITAL AGRICULTURE SYSTEMS, BY KEY PLAYERS
                    TABLE 10 DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF IRRIGATION CONTROLLERS, BY KEY PLAYER, 2022 (USD/PIECE)
                    TABLE 11 DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF GPS/GNSS, BY KEY PLAYER, 2022 (USD/PIECE)
                    TABLE 12 DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF DISPLAYS, BY KEY PLAYER, 2022 (USD/PIECE)
    6.9 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 
           FIGURE 38 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES
    6.10 KEY CONFERENCES & EVENTS 
           TABLE 13 KEY CONFERENCES & EVENTS, 2023–2024
    6.11 TARIFF AND REGULATORY LANDSCAPE 
           6.11.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    6.11.1.1 US
                               6.11.1.1.1 US: Agricultural Data Act 2018
                               6.11.1.1.2 National Mission For Sustainable Agriculture (NMSA)
                               6.11.1.1.3 Environmental Impact Assessment (EIA)
                               6.11.1.1.4 Nature Conservation – European Union (EU)
                               6.11.1.1.5 Tariff and regulations related to precision farming and smart greenhouses
                               TABLE 14 TARIFF REGULATIONS: PRECISION FARMING AND SMART GREENHOUSES
                               6.11.1.1.6 Tariff and regulations related to precision aquaculture
                               TABLE 15 TARIFF REGULATIONS: PRECISION AQUACULTURE
           6.11.2 REGULATORY LANDSCAPE
                    6.11.2.1 Government Policies and Subsidies
                               6.11.2.1.1 Introduction
                               6.11.2.1.2 China
                                             6.11.2.1.2.1 National plan for agricultural and rural informatization: China 14th five-year plan (2021–2026)
                                             6.11.2.1.2.2 New guidelines for modernization of agriculture sector in China
                                             6.11.2.1.2.3 Current state of development of smart agriculture machinery in China
                                             6.11.2.1.2.4 Pollution and Climate Smart Agriculture in China (PACSAC)
                                             6.11.2.1.2.5 World Bank initiatives toward promoting green agriculture and rural development in China
                               6.11.2.1.3 India
                                             6.11.2.1.3.1 Greenhouse Farming Subsidy in India
                                             6.11.2.1.3.2 Government initiatives for promoting organic farming in India
                                             6.11.2.1.3.3 Government partnerships for smart agriculture
                               6.11.2.1.4 Netherlands
                                             6.11.2.1.4.1 Climate-smart Agriculture Initiatives in Netherlands
                                             6.11.2.1.4.2 Major government initiatives and subsidy programs in the Netherlands
                                             6.11.2.1.4.3 Support for organic farmers
                                             6.11.2.1.4.4 Greenhouses as source of energy
                                             6.11.2.1.4.5 Subsidy scheme for agricultural innovation North Brabant, 2020–2023
                               6.11.2.1.5 Spain
                               FIGURE 39 SPAIN: TOTAL AGRICULTURAL LAND UNDER CULTIVATION, 2013–2020 (MILLION HA)
                               FIGURE 40 SPAIN: SHARE OF MAJOR AGRICULTURE PRODUCTS, 2021
                               FIGURE 41 SPAIN: IMPORT AND EXPORT VALUE OF AGRICULTURE PRODUCTS, 2021 (USD MILLION)
                                             6.11.2.1.5.1 Recent government policies in agriculture
                                             6.11.2.1.5.2 Subsidy schemes for irrigation projects in Spain
                               6.11.2.1.6 Turkey
                                             6.11.2.1.6.1 Current landscape of digital agriculture technology in Turkey
                               FIGURE 42 TOTAL AGRICULTURE LAND UNDER CULTIVATION, 2013–2020 (MILLION HA)
                                             6.11.2.1.6.2 Policies and implementation of smart agriculture technologies in Turkey
    6.12 CASE STUDY ANALYSIS 
           6.12.1 PVT AGRICULTURE USED HEXAGON’S DISPLAYS TO IMPROVE SALES OF SPRAYERS
           6.12.2 ANNA BINNA FARMS USED AGWORLD SOFTWARE PLATFORMS FOR FARM RECORD-KEEPING
           6.12.3 AGTECH-DRIVEN SOLUTIONS USED FOR BRIDGING GAPS IN ACCESS, ADVISORY, AND QUALITY INPUTS IN INDIAN FARMING
    6.13 PORTER’S FIVE FORCES ANALYSIS 
                    TABLE 16 IMPACT OF PORTER’S FIVE FORCES ON DIGITAL AGRICULTURE MARKET
                    FIGURE 43 DIGITAL AGRICULTURE MARKET: PORTER’S FIVE FORCES ANALYSIS
           6.13.1 THREAT OF NEW ENTRANTS
           6.13.2 THREAT OF SUBSTITUTES
           6.13.3 BARGAINING POWER OF SUPPLIERS
           6.13.4 BARGAINING POWER OF BUYERS
           6.13.5 INTENSITY OF COMPETITIVE RIVALRY
    6.14 KEY STAKEHOLDERS & BUYING CRITERIA 
           6.14.1 KEY STAKEHOLDERS IN BUYING PROCESS
                    FIGURE 44 INFLUENCE OF STAKEHOLDERS ON BUYING FOR KEY TYPES
                    TABLE 17 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR KEY TYPES
           6.14.2 BUYING CRITERIA
                    FIGURE 45 KEY BUYING CRITERIA FOR DIGITAL AGRICULTURE SYSTEM TYPES
                    TABLE 18 KEY BUYING CRITERIA FOR DIGITAL AGRICULTURE SYSTEM TYPES
 
7 DIGITAL AGRICULTURE MARKET, BY OFFERING (Page No. - 168)
    7.1 INTRODUCTION 
           FIGURE 46 PRECISION AGRICULTURE & FARM MANAGEMENT TO DOMINATE DURING FORECAST PERIOD
           TABLE 19 DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
           TABLE 20 DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION)
    7.2 ADVISORY SERVICES 
           7.2.1 PROMOTING ADOPTION OF IMPROVED FARM TECHNOLOGIES TO INCREASE PRODUCTIVITY
                    TABLE 21 DIGITAL AGRICULTURE ADVISORY SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 22 DIGITAL AGRICULTURE ADVISORY SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
    7.3 PRECISION AGRICULTURE & FARM MANAGEMENT 
           7.3.1 INCREASE IN DATA MANAGEMENT SERVICES TO IMPROVE DECISION-MAKING FOR SMART FARMS
                    TABLE 23 PRECISION AGRICULTURE & FARM MANAGEMENT MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 24 PRECISION AGRICULTURE & FARM MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
    7.4 QUALITY MANAGEMENT & TRACEABILITY 
           7.4.1 INNOVATION OF DIGI-LED DATA TO ENHANCE QUALITY MANAGEMENT OF FARMS
                    TABLE 25 AGRICULTURE QUALITY MANAGEMENT & TRACEABILITY MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 26 AGRICULTURE QUALITY MANAGEMENT & TRACEABILITY MARKET, BY REGION, 2023–2028 (USD MILLION)
    7.5 DIGITAL PROCUREMENT 
           7.5.1 AGRIBUSINESSES GAINING INSIGHT INTO PRODUCTION TRENDS
                    TABLE 27 DIGITAL PROCUREMENT MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 28 DIGITAL PROCUREMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
    7.6 AGRI ECOMMERCE 
           7.6.1 GROWTH IN AGRICULTURAL PRODUCE POPULARITY ON ECOMMERCE PLATFORMS
                    TABLE 29 AGRI ECOMMERCE MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 30 AGRI ECOMMERCE MARKET, BY REGION, 2023–2028 (USD MILLION)
    7.7 FINANCIAL SERVICES 
           7.7.1 INCREASE IN DEMAND FOR DIGITAL AGRICULTURE PAYMENT SERVICES
                    TABLE 31 FINANCIAL SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 32 DIGITAL AGRICULTURE FINANCIAL SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
 
8 DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY (Page No. - 180)
    8.1 INTRODUCTION 
           FIGURE 47 PERIPHERAL TECHNOLOGY TO DOMINATE DIGITAL AGRICULTURE MARKET DURING FORECAST PERIOD
           TABLE 33 DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION)
           TABLE 34 DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
           TABLE 35 PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
           TABLE 36 PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
           TABLE 37 CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
           TABLE 38 CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
    8.2 PERIPHERAL TECHNOLOGY 
           8.2.1 HIGH-VALUE INSIGHTS FOR PRECISION AGRICULTURE EQUIPMENT MANUFACTURERS TO MAKE REAL-TIME DECISIONS
                    TABLE 39 PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 40 PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
           8.2.2 PLATFORMS
                    8.2.2.1 Numerous hardware and software to help create prescription maps and plans for management and budget costs
                               TABLE 41 DIGITAL AGRICULTURE PLATFORMS MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 42 DIGITAL AGRICULTURE PLATFORMS MARKET, BY REGION, 2023–2028 (USD MILLION)
           8.2.3 APPS
                    8.2.3.1 Greater penetration of mobile devices in emerging economies
                               TABLE 43 DIGITAL AGRICULTURE APPS MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 44 DIGITAL AGRICULTURE APPS MARKET, BY REGION, 2023–2028 (USD MILLION)
    8.3 CORE TECHNOLOGY 
           8.3.1 INCREASE IN APPLICATION OF CORE TECHNOLOGIES IN REDUCING ENVIRONMENTAL IMPACT
                    TABLE 45 CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 46 CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
           8.3.2 AUTOMATION
                    8.3.2.1 Automation technology to increase yield and rate of farm production
                               TABLE 47 AUTOMATION IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 48 AUTOMATION IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
           8.3.3 DRONES
                    8.3.3.1 Offering ability to survey crops and herds over vast areas
                               TABLE 49 DRONES IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 50 DRONES IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
           8.3.4 ROBOTICS
                    8.3.4.1 Reduction in manual labor in farm activities
                               TABLE 51 ROBOTICS IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 52 ROBOTICS IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
           8.3.5 AI/ML
                    8.3.5.1 Real-time actionable insights to improve agriculture yield
                               TABLE 53 AI & ML IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 54 AI & ML IN AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
 
9 DIGITAL AGRICULTURE MARKET, BY OPERATION (Page No. - 194)
    9.1 INTRODUCTION 
           FIGURE 48 FARMING & FEEDING OPERATION OF DIGITAL AGRICULTURE TO DOMINATE DURING FORECAST PERIOD
           TABLE 55 DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION)
           TABLE 56 DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION)
    9.2 FARMING & FEEDING 
           9.2.1 INCREASE IN DEMAND FOR MONITORING OF FARMING & FEEDING SYSTEMS TO DETERMINE CROP AND LIVESTOCK HEALTH
                    TABLE 57 DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 58 DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY REGION, 2023–2028 (USD MILLION)
                    TABLE 59 DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION)
                    TABLE 60 DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION)
           9.2.2 PRECISION AGRICULTURE
                    9.2.2.1 Trend of using technology to improve agricultural yield
                               TABLE 61 DIGITAL AGRICULTURE MARKET FOR PRECISION AGRICULTURE, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 62 DIGITAL AGRICULTURE MARKET FOR PRECISION AGRICULTURE, BY REGION, 2023–2028 (USD MILLION)
           9.2.3 PRECISION ANIMAL REARING & FEEDING
                    9.2.3.1 Growth in importance of animal health and adoption of automation
                               TABLE 63 DIGITAL AGRICULTURE MARKET FOR PRECISION ANIMAL REARING & FEEDING, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 64 DIGITAL AGRICULTURE MARKET FOR PRECISION ANIMAL REARING & FEEDING, BY REGION, 2023–2028 (USD MILLION)
           9.2.4 PRECISION AQUACULTURE
                    9.2.4.1 Gradual adoption of integrated systems to enhance aquaculture operations
                               TABLE 65 DIGITAL AGRICULTURE MARKET FOR PRECISION AQUACULTURE, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 66 DIGITAL AGRICULTURE MARKET FOR PRECISION AQUACULTURE, BY REGION, 2023–2028 (USD MILLION)
           9.2.5 PRECISION FORESTRY
                    9.2.5.1 Improved efficiency and ease of forestry operations
                               TABLE 67 DIGITAL AGRICULTURE MARKET FOR PRECISION FORESTRY, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 68 DIGITAL AGRICULTURE MARKET FOR PRECISION FORESTRY, BY REGION, 2023–2028 (USD MILLION)
           9.2.6 SMART GREENHOUSES
                    9.2.6.1 Use of technology to control environment with sensors, data analytics, and automation to optimize growing conditions
                               TABLE 69 DIGITAL AGRICULTURE MARKET FOR SMART GREENHOUSES, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 70 DIGITAL AGRICULTURE MARKET FOR SMART GREENHOUSES, BY REGION, 2023–2028 (USD MILLION)
    9.3 MONITORING & SCOUTING 
           9.3.1 GROWTH IN QUALITY CONCERNS TO IMPACT IMPORTANCE OF MONITORING & SCOUTING IN DIGITAL AGRICULTURE
                    TABLE 71 DIGITAL AGRICULTURE MARKET FOR MONITORING & SCOUTING, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 72 DIGITAL AGRICULTURE MARKET FOR MONITORING & SCOUTING, BY REGION, 2023–2028 (USD MILLION)
    9.4 MARKETING & DEMAND GENERATION 
           9.4.1 SURGE IN DEMAND FOR ONLINE SALES OF AGRICULTURAL OUTPUT
                    TABLE 73 DIGITAL AGRICULTURE MARKET FOR MARKETING & DEMAND GENERATION, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 74 DIGITAL AGRICULTURE MARKET FOR MARKETING & DEMAND GENERATION, BY REGION, 2023–2028 (USD MILLION)
 
10 DIGITAL AGRICULTURE MARKET, BY TYPE (Page No. - 208)
     10.1 INTRODUCTION 
               FIGURE 49 DIGITAL AGRICULTURE MARKET, BY TYPE, 2023 VS. 2028 (USD MILLION)
               TABLE 75 DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 76 DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
     10.2 HARDWARE 
             10.2.1 VARIETY OF AUTOMATION AND MONITORING TOOLS IN DIFFERENT TYPES OF AGRICULTURE
                       TABLE 77 DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                       TABLE 78 DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
                       TABLE 79 DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
                       TABLE 80 DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
                       TABLE 81 DIGITAL AGRICULTURE HARDWARE MARKET, BY REGION, 2018–2022 (USD MILLION)
                       TABLE 82 DIGITAL AGRICULTURE HARDWARE MARKET, BY REGION, 2023–2028 (USD MILLION)
             10.2.2 AUTOMATION & CONTROL SYSTEMS
                       10.2.2.1 High demand for drones to monitor crop growth and pest control activity
                                   TABLE 83 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 84 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 85 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 86 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                                   TABLE 87 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 88 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION)
                                   TABLE 89 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
                                   TABLE 90 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
                       10.2.2.2 Drones/UAVs
                                   TABLE 91 AGRICULTURAL DRONES/UAVS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 92 AGRICULTURAL DRONES/UAVS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 93 AGRICULTURAL DRONES/UAVS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 94 AGRICULTURAL DRONES/UAVS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.2.3 Irrigation controllers
                                   TABLE 95 DIGITAL IRRIGATION CONTROLLERS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 96 DIGITAL IRRIGATION CONTROLLERS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 97 DIGITAL IRRIGATION CONTROLLERS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 98 DIGITAL IRRIGATION CONTROLLERS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.2.4 GPS/GNSS
                                   TABLE 99 AGRICULTURAL GPS/GNSS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 100 AGRICULTURAL GPS/GNSS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 101 AGRICULTURAL GPS/GNSS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 102 AGRICULTURAL GPS/GNSS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.2.5 Flow & Application Control Devices
                                   TABLE 103 AGRICULTURAL FLOW & APPLICATION CONTROL DEVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 104 AGRICULTURAL FLOW & APPLICATION CONTROL DEVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 105 AGRICULTURAL FLOW & APPLICATION CONTROL DEVICES MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 106 AGRICULTURAL FLOW & APPLICATION CONTROL DEVICES MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.2.6 Guidance & steering
                                   TABLE 107 AGRICULTURAL GUIDANCE & STEERING SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 108 AGRICULTURAL GUIDANCE & STEERING SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 109 AGRICULTURAL GUIDANCE & STEERING SYSTEMS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 110 AGRICULTURAL GUIDANCE & STEERING SYSTEMS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.2.7 Handheld mobile devices/handheld computers
                                   TABLE 111 AGRICULTURAL HANDHELD MOBILE DEVICES/HANDHELD COMPUTERS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 112 AGRICULTURAL HANDHELD MOBILE DEVICES/HANDHELD COMPUTERS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 113 AGRICULTURAL HANDHELD MOBILE DEVICES/HANDHELD COMPUTERS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 114 AGRICULTURAL HANDHELD MOBILE DEVICES/HANDHELD COMPUTERS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.2.8 Displays
                                   TABLE 115 DIGITAL AGRICULTURAL DISPLAYS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 116 DIGITAL AGRICULTURAL DISPLAYS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 117 DIGITAL AGRICULTURAL DISPLAYS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 118 DIGITAL AGRICULTURAL DISPLAYS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.2.9 Harvesters & forwarders
                                   TABLE 119 DIGITAL HARVESTERS & FORWARDERS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 120 DIGITAL HARVESTERS & FORWARDERS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 121 DIGITAL HARVESTERS & FORWARDERS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 122 DIGITAL HARVESTERS & FORWARDERS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.2.10 Variable rate controllers
                                   TABLE 123 AGRICULTURAL VARIABLE RATE CONTROLLERS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 124 AGRICULTURAL VARIABLE RATE CONTROLLERS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 125 AGRICULTURAL VARIABLE RATE CONTROLLERS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 126 AGRICULTURAL VARIABLE RATE CONTROLLERS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.2.11 Control systems
                                   TABLE 127 DIGITAL AGRICULTURAL CONTROL SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 128 DIGITAL AGRICULTURAL CONTROL SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 129 DIGITAL AGRICULTURAL CONTROL SYSTEMS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 130 DIGITAL AGRICULTURAL CONTROL SYSTEMS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.2.12 Robotics hardware
                                   TABLE 131 AGRICULTURAL ROBOTICS HARDWARE MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 132 AGRICULTURAL ROBOTICS HARDWARE MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 133 AGRICULTURAL ROBOTICS HARDWARE MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 134 AGRICULTURAL ROBOTICS HARDWARE MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.2.13 HVAC systems
                                   TABLE 135 AGRICULTURAL HVAC SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 136 AGRICULTURAL HVAC SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 137 AGRICULTURAL HVAC SYSTEMS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 138 AGRICULTURAL HVAC SYSTEMS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.2.14 LED grow lights
                                   TABLE 139 LED GROW LIGHTS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 140 LED GROW LIGHTS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 141 LED GROW LIGHTS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 142 LED GROW LIGHTS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.2.15 Other automation & control systems
                                   TABLE 143 OTHER DIGITAL AGRICULTURE AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 144 OTHER DIGITAL AGRICULTURE AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 145 OTHER DIGITAL AGRICULTURE AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 146 OTHER DIGITAL AGRICULTURE AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
             10.2.3 SENSING & MONITORING DEVICES
                       10.2.3.1 High demand for sensors to make informed decisions
                                   TABLE 147 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 148 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
                                   TABLE 149 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
                                   TABLE 150 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
                                   TABLE 151 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 152 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION)
                                   TABLE 153 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
                                   TABLE 154 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
                                   TABLE 155 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 156 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 157 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 158 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.3.2 Yield monitors
                                   TABLE 159 YIELD MONITORS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 160 YIELD MONITORS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 161 YIELD MONITORS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 162 YIELD MONITORS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.3.3 Soil sensors
                                   TABLE 163 SOIL SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 164 SOIL SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 165 SOIL SENSORS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 166 SOIL SENSORS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.3.4 Water sensors
                                   TABLE 167 WATER SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 168 WATER SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 169 WATER SENSORS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 170 WATER SENSORS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.3.5 Climate sensors
                                   TABLE 171 CLIMATE SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 172 CLIMATE SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 173 CLIMATE SENSORS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 174 CLIMATE SENSORS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.3.6 Camera systems
                                   TABLE 175 CAMERA SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 176 CAMERA SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 177 CAMERA SYSTEMS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 178 CAMERA SYSTEMS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.3.7 RFID & sensors for precision forestry
                                   TABLE 179 RFID & SENSORS FOR PRECISION FORESTRY MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 180 RFID & SENSORS FOR PRECISION FORESTRY MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 181 RFID & SENSORS FOR PRECISION FORESTRY MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 182 RFID & SENSORS FOR PRECISION FORESTRY MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.3.8 Temperature & environment monitoring sensors
                                   TABLE 183 TEMPERATURE & ENVIRONMENT MONITORING SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 184 TEMPERATURE & ENVIRONMENT MONITORING SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 185 TEMPERATURE & ENVIRONMENT MONITORING SENSORS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 186 TEMPERATURE & ENVIRONMENT MONITORING SENSORS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.3.9 pH & dissolved oxygen sensors
                                   TABLE 187 PH & DISSOLVED OXYGEN SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 188 PH & DISSOLVED OXYGEN SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 189 PH & DISSOLVED OXYGEN SENSORS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 190 PH & DISSOLVED OXYGEN SENSORS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.3.10 EC sensors
                                   TABLE 191 EC SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 192 EC SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 193 EC SENSORS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 194 EC SENSORS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.3.11 RFID Tags & readers for Livestock Monitoring
                                   TABLE 195 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 196 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 197 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 198 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.3.12 Sensors for livestock monitoring
                                   TABLE 199 SENSORS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 200 SENSORS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 201 SENSORS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 202 SENSORS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.3.13 Sensors for smart greenhouses
                                   TABLE 203 SENSORS FOR SMART GREENHOUSES MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 204 SENSORS FOR SMART GREENHOUSES MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 205 SENSORS FOR SMART GREENHOUSES MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 206 SENSORS FOR SMART GREENHOUSES MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
                       10.2.3.14 Other sensing & monitoring devices
                                   TABLE 207 OTHER SENSING & MONITORING DEVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 208 OTHER SENSING & MONITORING DEVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
                                   TABLE 209 OTHER SENSING & MONITORING DEVICES MARKET, BY REGION, 2018–2022 (THOUSAND UNITS)
                                   TABLE 210 OTHER SENSING & MONITORING DEVICES MARKET, BY REGION, 2023–2028 (THOUSAND UNITS)
     10.3 SOFTWARE 
             10.3.1 AGRICULTURAL SOFTWARE DEVELOPMENTS BY KEY COMPANIES
                       TABLE 211 DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                       TABLE 212 DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
                       TABLE 213 DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION)
                       TABLE 214 DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION)
             10.3.2 ON-CLOUD
                       10.3.2.1 Easy data handling and storage of on-cloud software
                                   TABLE 215 ON-CLOUD DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 216 ON-CLOUD DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION)
             10.3.3 ON-PREMISES
                       10.3.3.1 High data integrity and easy maintenance of on-premise software
                                   TABLE 217 ON-PREMISE DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 218 ON-PREMISE DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION)
             10.3.4 AI & DATA ANALYTICS
                       10.3.4.1 Increase in trend of AI and data analytics to enhance farm operations
                                   TABLE 219 AGRICULTURAL AI & DATA ANALYTICS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 220 AGRICULTURAL AI & DATA ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
     10.4 SERVICES 
             10.4.1 SERVICES TO BENEFIT FROM INCREASE IN IMPORTANCE OF PRECISION TECHNIQUES IN DIFFERENT SEGMENTS
                       TABLE 221 DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
                       TABLE 222 DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
                       TABLE 223 DIGITAL AGRICULTURE SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
                       TABLE 224 DIGITAL AGRICULTURE SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
             10.4.2 SYSTEM INTEGRATION & CONSULTING
                       10.4.2.1 Rise in importance of hardware and software integration for smooth farm functioning
                                   TABLE 225 DIGITAL AGRICULTURE SYSTEM INTEGRATION & CONSULTING MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 226 DIGITAL AGRICULTURE SYSTEM INTEGRATION & CONSULTING MARKET, BY REGION, 2023–2028 (USD MILLION)
             10.4.3 DATA COLLECTION & ANALYTICAL SERVICES
                       10.4.3.1 Need to integrate data in structured form
                                   TABLE 227 DATA COLLECTION & ANALYTICAL SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 228 DATA COLLECTION & ANALYTICAL SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
             10.4.4 CONNECTIVITY SERVICES
                       10.4.4.1 Opportunity for real-time data generation
                                   TABLE 229 DIGITAL AGRICULTURE CONNECTIVITY SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 230 DIGITAL AGRICULTURE CONNECTIVITY SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
             10.4.5 ASSISTANT PROFESSIONAL SERVICES
                       10.4.5.1 Need for improvements and professional services to manage entire value chain
                                   TABLE 231 DIGITAL AGRICULTURE ASSISTANT PROFESSIONAL SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 232 DIGITAL AGRICULTURE ASSISTANT PROFESSIONAL SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
             10.4.6 MAINTENANCE & SUPPORT SERVICES
                       10.4.6.1 Continuous need to maintain different digital agriculture systems
                                   TABLE 233 DIGITAL AGRICULTURE MAINTENANCE & SUPPORT SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 234 DIGITAL AGRICULTURE MAINTENANCE & SUPPORT SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
 
11 DIGITAL AGRICULTURE MARKET, BY REGION (Page No. - 284)
     11.1 INTRODUCTION 
               FIGURE 50 INDIA TO BE FASTEST-GROWING COUNTRY IN DIGITAL AGRICULTURE MARKET, 2023–2028
               TABLE 235 DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION)
               TABLE 236 DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
     11.2 NORTH AMERICA 
               FIGURE 51 NORTH AMERICA: DIGITAL AGRICULTURE MARKET SNAPSHOT
               TABLE 237 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
               TABLE 238 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
               TABLE 239 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 240 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 241 NORTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 242 NORTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 243 NORTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 244 NORTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 245 NORTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 246 NORTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 247 NORTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 248 NORTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 249 NORTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 250 NORTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 251 NORTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 252 NORTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 253 NORTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 254 NORTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 255 NORTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 256 NORTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 257 NORTH AMERICA: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 258 NORTH AMERICA: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 259 NORTH AMERICA: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 260 NORTH AMERICA: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 261 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION)
               TABLE 262 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION)
               TABLE 263 NORTH AMERICA: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 264 NORTH AMERICA: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 265 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
               TABLE 266 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION)
               TABLE 267 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION)
               TABLE 268 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
               TABLE 269 NORTH AMERICA: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 270 NORTH AMERICA: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 271 NORTH AMERICA: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 272 NORTH AMERICA: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.2.1 NORTH AMERICA: RECESSION IMPACT ANALYSIS
                       FIGURE 52 NORTH AMERICA: RECESSION IMPACT ANALYSIS
             11.2.2 US
                       11.2.2.1 Digital transformation of agricultural ecosystems, with focus on livestock health
                                   TABLE 273 US: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 274 US: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.2.3 CANADA
                       11.2.3.1 Federal investments, accessibility, and favorable regulatory environment framework
                                   TABLE 275 CANADA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 276 CANADA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.2.4 MEXICO
                       11.2.4.1 Financial government initiatives to tackle limited resources
                                   TABLE 277 MEXICO: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 278 MEXICO: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
     11.3 EUROPE 
               TABLE 279 EUROPE: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
               TABLE 280 EUROPE: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
               TABLE 281 EUROPE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 282 EUROPE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 283 EUROPE: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 284 EUROPE: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 285 EUROPE: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 286 EUROPE: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 287 EUROPE: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 288 EUROPE: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 289 EUROPE: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 290 EUROPE: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 291 EUROPE: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 292 EUROPE: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 293 EUROPE: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 294 EUROPE: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 295 EUROPE: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 296 EUROPE: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 297 EUROPE: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 298 EUROPE: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 299 EUROPE: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 300 EUROPE: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 301 EUROPE: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 302 EUROPE: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 303 EUROPE: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION)
               TABLE 304 EUROPE: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION)
               TABLE 305 EUROPE: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 306 EUROPE: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 307 EUROPE: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
               TABLE 308 EUROPE: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION)
               TABLE 309 EUROPE: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION)
               TABLE 310 EUROPE: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
               TABLE 311 EUROPE: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 312 EUROPE: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 313 EUROPE: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 314 EUROPE: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.3.1 EUROPE: RECESSION IMPACT ANALYSIS
                       FIGURE 53 EUROPE: RECESSION IMPACT ANALYSIS
             11.3.2 GERMANY
                       11.3.2.1 Increase in funding for research projects on farming technology
                                   TABLE 315 GERMANY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 316 GERMANY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.3.3 RUSSIA
                       11.3.3.1 Agriculture 4.0 to increase demand for modern technologies
                                   TABLE 317 RUSSIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 318 RUSSIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.3.4 FRANCE
                       11.3.4.1 Rise in awareness regarding technology and automation
                                   TABLE 319 FRANCE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 320 FRANCE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.3.5 ITALY
                       11.3.5.1 ‘Made in Italy’ campaign to drive modernization
                                   TABLE 321 ITALY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 322 ITALY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.3.6 UK
                       11.3.6.1 Greater demand to meet growing automation needs
                                   TABLE 323 UK: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 324 UK: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.3.7 SWEDEN
                       11.3.7.1 Growth in utilization of agricultural technologies for soil monitoring
                                   TABLE 325 SWEDEN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 326 SWEDEN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.3.8 NETHERLANDS
                       11.3.8.1 Utilization of drones in greenhouses and leveraging 'virtual sensing' and satellite-based data
                                   TABLE 327 NETHERLANDS: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 328 NETHERLANDS: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.3.9 REST OF EUROPE
                       TABLE 329 REST OF EUROPE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                       TABLE 330 REST OF EUROPE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
     11.4 ASIA PACIFIC 
               FIGURE 54 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET SNAPSHOT
               TABLE 331 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY COUNTRY/REGION, 2018–2022 (USD MILLION)
               TABLE 332 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY COUNTRY/REGION, 2023–2028 (USD MILLION)
               TABLE 333 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 334 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 335 ASIA PACIFIC: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 336 ASIA PACIFIC: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 337 ASIA PACIFIC: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 338 ASIA PACIFIC: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 339 ASIA PACIFIC: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 340 ASIA PACIFIC: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 341 ASIA PACIFIC: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 342 ASIA PACIFIC: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 343 ASIA PACIFIC: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 344 ASIA PACIFIC: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 345 ASIA PACIFIC: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 346 ASIA PACIFIC: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 347 ASIA PACIFIC: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 348 ASIA PACIFIC: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 349 ASIA PACIFIC: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 350 ASIA PACIFIC: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 351 ASIA PACIFIC: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 352 ASIA PACIFIC: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 353 ASIA PACIFIC: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 354 ASIA PACIFIC: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 355 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION)
               TABLE 356 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION)
               TABLE 357 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 358 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 359 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
               TABLE 360 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION)
               TABLE 361 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION)
               TABLE 362 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
               TABLE 363 ASIA PACIFIC: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 364 ASIA PACIFIC: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 365 ASIA PACIFIC: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 366 ASIA PACIFIC: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.4.1 ASIA PACIFIC: RECESSION IMPACT ANALYSIS
                       FIGURE 55 ASIA PACIFIC: RECESSION IMPACT ANALYSIS
             11.4.2 CHINA
                       11.4.2.1 Large population and increase in food demand
                                   TABLE 367 CHINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 368 CHINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.4.3 JAPAN
                       11.4.3.1 Higher demand to make country’s food industry self-sufficient
                                   TABLE 369 JAPAN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 370 JAPAN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.4.4 AUSTRALIA & NEW ZEALAND
                       11.4.4.1 Thriving poultry industry and increasing exports
                                   TABLE 371 AUSTRALIA & NEW ZEALAND: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 372 AUSTRALIA & NEW ZEALAND: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.4.5 INDIA
                       11.4.5.1 Government initiatives to provide great opportunities
                                   TABLE 373 INDIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 374 INDIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.4.6 REST OF ASIA PACIFIC
                       TABLE 375 REST OF ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                       TABLE 376 REST OF ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
     11.5 SOUTH AMERICA 
               TABLE 377 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
               TABLE 378 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
               TABLE 379 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 380 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 381 SOUTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 382 SOUTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 383 SOUTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 384 SOUTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 385 SOUTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 386 SOUTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 387 SOUTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 388 SOUTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 389 SOUTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 390 SOUTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 391 SOUTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 392 SOUTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 393 SOUTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 394 SOUTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 395 SOUTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 396 SOUTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 397 SOUTH AMERICA: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 398 SOUTH AMERICA: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 399 SOUTH AMERICA: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 400 SOUTH AMERICA: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 401 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION)
               TABLE 402 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION)
               TABLE 403 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 404 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 405 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
               TABLE 406 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION)
               TABLE 407 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION)
               TABLE 408 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
               TABLE 409 SOUTH AMERICA: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 410 SOUTH AMERICA: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 411 SOUTH AMERICA: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 412 SOUTH AMERICA: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.5.1 SOUTH AMERICA: RECESSION IMPACT ANALYSIS
                       FIGURE 56 SOUTH AMERICA: RECESSION IMPACT ANALYSIS
             11.5.2 BRAZIL
                       11.5.2.1 Growth in agricultural activities
                                   TABLE 413 BRAZIL: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 414 BRAZIL: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.5.3 ARGENTINA
                       11.5.3.1 Increase in public-private partnerships for agriculture innovations
                                   TABLE 415 ARGENTINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 416 ARGENTINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.5.4 REST OF SOUTH AMERICA
                       TABLE 417 REST OF SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                       TABLE 418 REST OF SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
     11.6 REST OF THE WORLD (ROW) 
               TABLE 419 ROW: DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION)
               TABLE 420 ROW: DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
               TABLE 421 ROW: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 422 ROW: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 423 ROW: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 424 ROW: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 425 ROW: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 426 ROW: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 427 ROW: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 428 ROW: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 429 ROW: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 430 ROW: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 431 ROW: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 432 ROW: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 433 ROW: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 434 ROW: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 435 ROW: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 436 ROW: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 437 ROW: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
               TABLE 438 ROW: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
               TABLE 439 ROW: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 440 ROW: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 441 ROW: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 442 ROW: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 443 ROW: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION)
               TABLE 444 ROW: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION)
               TABLE 445 ROW: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 446 ROW: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 447 ROW: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
               TABLE 448 ROW: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION)
               TABLE 449 ROW: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION)
               TABLE 450 ROW: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
               TABLE 451 ROW: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 452 ROW: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
               TABLE 453 ROW: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
               TABLE 454 ROW: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.6.1 ROW: RECESSION IMPACT ANALYSIS
                       FIGURE 57 ROW: RECESSION IMPACT ANALYSIS
             11.6.2 AFRICA
                       11.6.2.1 Increase in awareness and penetration of digitalization
                                   TABLE 455 AFRICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 456 AFRICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
             11.6.3 MIDDLE EAST
                       11.6.3.1 Rise in adoption of digital technologies for agriculture
                                   TABLE 457 MIDDLE EAST: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
                                   TABLE 458 MIDDLE EAST: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
 
12 COMPETITIVE LANDSCAPE (Page No. - 399)
     12.1 OVERVIEW 
     12.2 KEY PLAYERS’ STRATEGIES/RIGHT TO WIN 
               TABLE 459 STRATEGIES ADOPTED BY KEY PLAYERS IN DIGITAL AGRICULTURE MARKET
     12.3 REVENUE ANALYSIS 
               FIGURE 58 REVENUE ANALYSIS OF KEY MARKET PLAYERS, 2018–2022 (USD BILLION)
     12.4 MARKET SHARE ANALYSIS 
               TABLE 460 DIGITAL AGRICULTURE MARKET: INTENSITY OF COMPETITIVE RIVALRY (COMPETITIVE)
     12.5 KEY PLAYERS’ ANNUAL REVENUE VS. GROWTH 
               FIGURE 59 ANNUAL REVENUE, 2022 (USD BILLION) VS. REVENUE GROWTH, 2020–2022
     12.6 KEY PLAYERS’ EBITDA 
               FIGURE 60 EBITDA, 2022 (USD BILLION)
     12.7 GLOBAL SNAPSHOT OF KEY MARKET PARTICIPANTS 
               FIGURE 61 DIGITAL AGRICULTURE MARKET: GLOBAL SNAPSHOT OF KEY PARTICIPANTS, 2022
     12.8 COMPANY EVALUATION QUADRANT: KEY PLAYERS 
             12.8.1 STARS
             12.8.2 EMERGING LEADERS
             12.8.3 PERVASIVE PLAYERS
             12.8.4 PARTICIPANTS
                       FIGURE 62 COMPANY EVALUATION MATRIX, 2022 (KEY PLAYERS)
             12.8.5 COMPANY FOOTPRINT: KEY PLAYERS
                       TABLE 461 OVERALL COMPANY FOOTPRINT: KEY PLATERS
                       TABLE 462 COMPANY OFFERING FOOTPRINT
                       TABLE 463 COMPANY TYPE FOOTPRINT
                       TABLE 464 COMPANY OPERATION FOOTPRINT
                       TABLE 465 COMPANY TECHNOLOGY FOOTPRINT
                       TABLE 466 COMPANY REGION FOOTPRINT
     12.9 COMPANY EVALUATION MATRIX: STARTUPS/SMES 
             12.9.1 PROGRESSIVE COMPANIES
             12.9.2 RESPONSIVE COMPANIES
             12.9.3 DYNAMIC COMPANIES
             12.9.4 STARTING BLOCKS
                       FIGURE 63 COMPANY EVALUATION MATRIX, 2022 (STARTUPS/SMES)
             12.9.5 COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
                       TABLE 467 DIGITAL AGRICULTURE MARKET: DETAILED LIST OF KEY STARTUPS/SMES
     12.10 COMPETITIVE SCENARIO 
               12.10.1 PRODUCT LAUNCHES
                       TABLE 468 DIGITAL AGRICULTURE MARKET: PRODUCT LAUNCHES, 2018–2023
               12.10.2 DEALS
                       TABLE 469 DIGITAL AGRICULTURE MARKET: DEALS, 2018–2023
               12.10.3 OTHERS
                       TABLE 470 DIGITAL AGRICULTURE MARKET: OTHERS, 2018–2023
 
13 COMPANY PROFILES (Page No. - 429)
     13.1 KEY PLAYERS 
(Business Overview, Products/Solutions/Services Offered, Recent Developments, MnM view (Key strengths/Right to win, Strategic choices made, Weakness/competitive threats)*
             13.1.1 CISCO SYSTEMS, INC.
                       TABLE 471 CISCO SYSTEMS, INC.: BUSINESS OVERVIEW
                       FIGURE 64 CISCO SYSTEMS, INC.: COMPANY SNAPSHOT
                       TABLE 472 CISCO SYSTEMS, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 473 CISCO SYSTEMS, INC.: PRODUCT LAUNCHES
                       TABLE 474 CISCO SYSTEMS, INC.: DEALS
                       TABLE 475 CISCO SYSTEMS, INC.: OTHERS
             13.1.2 IBM CORPORATION
                       TABLE 476 IBM CORPORATION: BUSINESS OVERVIEW
                       FIGURE 65 IBM CORPORATION: COMPANY SNAPSHOT
                       TABLE 477 IBM CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 478 IBM CORPORATION: PRODUCT LAUNCHES
                       TABLE 479 IBM CORPORATION: DEALS
             13.1.3 ACCENTURE
                       TABLE 480 ACCENTURE: BUSINESS OVERVIEW
                       FIGURE 66 ACCENTURE: COMPANY SNAPSHOT
                       TABLE 481 ACCENTURE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 482 ACCENTURE: DEALS
             13.1.4 DEERE & COMPANY
                       TABLE 483 DEERE & COMPANY: BUSINESS OVERVIEW
                       FIGURE 67 DEERE & COMPANY: COMPANY SNAPSHOT
                       TABLE 484 DEERE & COMPANY: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 485 DEERE & COMPANY: PRODUCT LAUNCHES
                       TABLE 486 DEERE & COMPANY: DEALS
                       TABLE 487 DEERE & COMPANY: OTHERS
             13.1.5 TRIMBLE INC.
                       TABLE 488 TRIMBLE INC.: BUSINESS OVERVIEW
                       FIGURE 68 TRIMBLE INC.: COMPANY SNAPSHOT
                       TABLE 489 TRIMBLE INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 490 TRIMBLE INC.: PRODUCT LAUNCHES
                       TABLE 491 TRIMBLE INC.: DEALS
             13.1.6 AKVA GROUP
                       TABLE 492 AKVA GROUP: BUSINESS OVERVIEW
                       FIGURE 69 AKVA GROUP: COMPANY SNAPSHOT
                       TABLE 493 AKVA GROUP: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 494 AKVA GROUP: DEALS
             13.1.7 HEXAGON AB
                       TABLE 495 HEXAGON AB: BUSINESS OVERVIEW
                       FIGURE 70 HEXAGON AB: COMPANY SNAPSHOT
                       TABLE 496 HEXAGON AB: PRODUCTS/SOLUTIONS/SERVICES OFFERED
             13.1.8 BAYER AG
                       TABLE 497 BAYER AG: BUSINESS OVERVIEW
                       FIGURE 71 BAYER AG: COMPANY SNAPSHOT
                       TABLE 498 BAYER AG: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 499 BAYER AG: PRODUCT LAUNCHES
                       TABLE 500 BAYER AG: DEALS
             13.1.9 AGCO CORPORATION
                       TABLE 501 AGCO CORPORATION: BUSINESS OVERVIEW
                       FIGURE 72 AGCO CORPORATION: COMPANY SNAPSHOT
                       TABLE 502 AGCO CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 503 AGCO CORPORATION: DEALS
             13.1.10 DELAVAL
                       TABLE 504 DELAVAL: BUSINESS OVERVIEW
                       TABLE 505 DELAVAL: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 506 DELAVAL: PRODUCT LAUNCHES
                       TABLE 507 DELAVAL: DEALS
     13.2 OTHER PLAYERS 
             13.2.1 DJI
                       TABLE 508 DJI: BUSINESS OVERVIEW
                       TABLE 509 DJI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 510 DJI: PRODUCT LAUNCHES
             13.2.2 EPICOR SOFTWARE CORPORATION
                       TABLE 511 EPICOR SOFTWARE CORPORATION: BUSINESS OVERVIEW
                       TABLE 512 EPICOR SOFTWARE CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED
             13.2.3 VODAFONE GROUP PLC
                       TABLE 513 VODAFONE GROUP PLC: BUSINESS OVERVIEW
                       FIGURE 73 VODAFONE GROUP PLC: COMPANY SNAPSHOT
                       TABLE 514 VODAFONE GROUP PLC: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 515 VODAFONE GROUP PLC: PRODUCT LAUNCHES
             13.2.4 RAVEN INDUSTRIES, INC.
                       TABLE 516 RAVEN INDUSTRIES, INC.: BUSINESS OVERVIEW
                       TABLE 517 RAVEN INDUSTRIES, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 518 RAVEN INDUSTRIES, INC.: PRODUCT LAUNCHES
                       TABLE 519 RAVEN INDUSTRIES, INC.: DEALS
                       TABLE 520 RAVEN INDUSTRIES, INC.: OTHERS
             13.2.5 EUROFINS SCIENTIFIC
                       TABLE 521 EUROFINS SCIENTIFIC: BUSINESS OVERVIEW
                       FIGURE 74 EUROFINS SCIENTIFIC: COMPANY SNAPSHOT
                       TABLE 522 EUROFINS SCIENTIFIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED
             13.2.6 TELUS
                       TABLE 523 TELUS: BUSINESS OVERVIEW
                       TABLE 524 TELUS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 525 TELUS: DEALS
             13.2.7 SMALL ROBOT COMPANY
                       TABLE 526 SMALL ROBOT COMPANY: BUSINESS OVERVIEW
                       TABLE 527 SMALL ROBOT COMPANY: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 528 SMALL ROBOT COMPANY: PRODUCT LAUNCHES
             13.2.8 GAMAYA
                       TABLE 529 GAMAYA: BUSINESS OVERVIEW
                       TABLE 530 GAMAYA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
             13.2.9 PRECISIONHAWK
                       TABLE 531 PRECISIONHAWK: BUSINESS OVERVIEW
                       TABLE 532 PRECISIONHAWK: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 533 PRECISIONHAWK: PRODUCT LAUNCHES
                       TABLE 534 PRECISIONHAWK: DEALS
             13.2.10 AGRICULTURAL CONSULTING SERVICES
                       TABLE 535 AGRICULTURAL CONSULTING SERVICES: BUSINESS OVERVIEW
                       TABLE 536 AGRICULTURAL CONSULTING SERVICES: PRODUCTS/SOLUTIONS/SERVICES OFFERED
             13.2.11 AGREENA
             13.2.12 CERES IMAGING
             13.2.13 ŽEMDIRBIU KONSULTACIJOS UAB
             13.2.14 EC2CE
             13.2.15 ARABLE
*Details on Business Overview, Products/Solutions/Services Offered, Recent Developments, MnM view (Key strengths/Right to win, Strategic choices made, Weakness/competitive threats)* might not be captured in case of unlisted companies.
 
14 ADJACENT AND RELATED MARKETS (Page No. - 498)
     14.1 INTRODUCTION 
               TABLE 537 MARKETS ADJACENT TO DIGITAL AGRICULTURE MARKET
     14.2 LIMITATIONS 
     14.3 PRECISION FARMING MARKET 
             14.3.1 MARKET DEFINITION
             14.3.2 MARKET OVERVIEW
                       TABLE 538 PRECISION FARMING MARKET, BY REGION, 2019–2022 (USD MILLION)
                       TABLE 539 PRECISION FARMING MARKET, BY REGION, 2023–2028 (USD MILLION)
     14.4 SMART AGRICULTURE MARKET 
             14.4.1 MARKET DEFINITION
             14.4.2 MARKET OVERVIEW
                       TABLE 540 SMART AGRICULTURE MARKET, BY REGION, 2019–2022 (USD MILLION)
                       TABLE 541 SMART AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
 
15 APPENDIX (Page No. - 501)
     15.1 DISCUSSION GUIDE 
     15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 
     15.3 CUSTOMIZATION OPTIONS 
     15.4 RELATED REPORTS 
     15.5 AUTHOR DETAILS 

The study involved four major activities in estimating the current size of the digital agriculture market. Exhaustive secondary research was done to collect information on the market, peer, and parent markets. The next step was to validate these findings, assumptions, and sizing with industry experts across the value chain through primary research. Both top-down and bottom-up approaches were employed to estimate the complete market size. After that, market breakdown and data triangulation were used to estimate the market size of segments and subsegments.

Secondary Research

This research study involved the extensive use of secondary sources—directories and databases such as Bloomberg Businessweek and Factiva—to identify and collect information useful for a technical, market-oriented, and commercial study of the digital agriculture market.

In the secondary research process, various sources such as annual reports, press releases & investor presentations of companies, white papers, food journals, certified publications, articles from recognized authors, gold & silver standard websites, directories, and databases, were referred to identify and collect information. This research study involved the extensive use of secondary sources—directories and databases such as Bloomberg Businessweek and Factiva—to identify and collect information useful for a technical, market-oriented, and commercial study of the digital agriculture market.

Secondary research was mainly used to obtain key information about the industry’s supply chain, the total pool of key players, and market classification and segmentation as per the industry trends to the bottom-most level, regional markets, and key developments from both market- and technology-oriented perspectives.

Primary Research

Extensive primary research was conducted after obtaining information regarding the digital agriculture market scenario through secondary research. Several primary interviews were conducted with market experts from both the demand and supply sides across major countries of North America, Europe, Asia Pacific, South America, and the Rest of the World. Primary data was collected through questionnaires, emails, and telephonic interviews. The primary sources from the supply side included various industry experts, such as Chief X Officers (CXOs), Vice Presidents (VPs), Directors, from business development, marketing, research, and development teams, and related key executives from distributors, and key opinion leaders. Primary interviews were conducted to gather insights such as market statistics, data on revenue collected from the products and services, market breakdowns, market size estimations, market forecasting, and data triangulation. Primary research also helped in understanding the various trends related to additives of digital agriculture, offering, technology, operation, type, and region. Stakeholders from the demand side, such as companies who are using digital agriculture were interviewed to understand the buyer’s perspective on the suppliers, products, and their current usage of digital agriculture and the outlook of their business which will affect the overall market.

Digital Agriculture Market Primary Research

To know about the assumptions considered for the study, download the pdf brochure

COMPANY NAME

designation

Cisco Systems, Inc. (US)

Sales Manager

Trimble Inc. (US)

General Manager

Bayer AG (Germany)

Manager

Deere & Company (US)

Head of digital agriculture solutions

Accenture (Ireland)

Marketing Manager

IBM Corporation (US)

Sales Executive

AKVA Group (Norway)

Head - Research & Development 

Hexagon AB (Sweden)

Manager

Epicor Software Corporation (US)

R&D, QC, and production  Expert

AGCO Corporation (US)

Senior Engineering Manager 

Market Size Estimation

Both the top-down and bottom-up approaches were used to estimate and validate the total size of the digital agriculture market. These approaches were also used extensively to determine the size of various subsegments in the market. The research methodology used to estimate the market size includes the following details:

  • The key players in the industry and the overall markets were identified through extensive secondary research.
  • All shares, splits, and breakdowns were determined using secondary sources and verified through primary sources.
  • All possible parameters that affect the market covered in this research study were accounted for, viewed in extensive detail, verified through primary research, and analyzed to obtain final quantitative and qualitative data.
  • The research included the study of reports, reviews, and newsletters of top market players, along with extensive interviews for opinions from leaders, such as CEOs, directors, and marketing executives.

Global Digital Agriculture Market: Bottom-Up Approach

Digital Agriculture Market Bottom-Up Approach

To know about the assumptions considered for the study, Request for Free Sample Report

Global Digital Agriculture Market: Top-Down Approach

Digital Agriculture Market Top-Down Approach

Data Triangulation

After arriving at the overall market size from the estimation process explained above, the total market was split into several segments and subsegments. Data triangulation and market breakdown procedures were employed to estimate the digital agriculture market and arrive at the exact statistics for all segments and subsegments. The data was triangulated by studying numerous factors and trends from the demand and supply sides. The market size was also validated using both the top-down and bottom-up approaches.

Market Definition

According to the International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), digital agriculture is ICT and data ecosystems to support the development and delivery of timely, targeted information and services to make farming profitable and sustainable while delivering safe, nutritious, and affordable food for all.

Digital agriculture is the use of new and advanced technologies integrated into one system to enable farmers and other stakeholders within the agriculture value chain to improve food production. In contrast, a digital agriculture system gathers data more frequently and accurately, often combined with external sources (such as weather information). The resulting combined data is analyzed and interpreted so farmers can make more informed and appropriate decisions. These decisions can then be quickly implemented with greater accuracy through robotics and advanced machinery, and farmers can get real-time feedback on the impact of their actions.

Moreover, digital agriculture advances agricultural outcomes by driving more precise agriculture, better data collection and analytics, and more effective information dissemination. Digital agriculture includes precision forestry, precision aquaculture, precision livestock, and smart greenhouses.

Key Stakeholders

  • Digital agriculture Raw Material Suppliers and Manufacturers
  • Digital agriculture Material Importers and Exporters
  • Digital agriculture Material Traders and Distributors
  • Government and Research Organizations
  • Digital agriculture Manufacturing Companies
  • Associations and Industrial Bodies
  • Agricultural Institutes and Universities
  • Manufacturers and suppliers related to the digital agriculture industry.
  • Concerned government authorities, commercial R&D institutions, and other regulatory bodies.
  • Regulatory bodies such as
    • European GNSS Agency (GSA)
    • United States Department of Agriculture (USDA)
    • International Society for Precision Agriculture (ISPA)
    • Government agencies and NGOs
    • Commercial research & development (R&D) institutions and financial institutions
    • Food and Agriculture Organization (FAO)
    • Society of Precision Agriculture Australia
    • National Remote Sensing Center (NRSC)
    • Agricultural Research Service (ARS)
    • Organization for Economic Co-operation and Development (OECD)

Report Objectives

  • To determine and project the size of the digital agriculture market with respect to the type, operation, offering, technology, and region in terms of value and volume over five years, ranging from 2023 to 2028.
  • To identify the attractive opportunities in the market by determining the largest and fastest-growing segments across regions.
  • To provide detailed information about the key factors influencing market growth (drivers, restraints, opportunities, and challenges).
  • To analyze the opportunities in the market for stakeholders and provide details of the competitive landscape for market leaders.
  • To analyze the micro-markets with respect to individual growth trends, prospects, and their contribution to the total market.
  • To identify and profile the key players in the digital agriculture market.
  • To understand the competitive landscape and identify the major growth strategies adopted by players across the key regions.
  • To provide insights on key product innovations and investments in the digital agriculture market.

Available Customizations:

With the given market data, MarketsandMarkets offers customizations according to company-specific scientific needs.

The following customization options are available for the report:

Product Analysis

  • Product Matrix, which gives a detailed comparison of the product portfolio of each company.

Geographic Analysis

With the given market data, MarketsandMarkets offers customizations according to company-specific scientific needs.

  • Further breakdown of the Rest of Europe’s market for digital agriculture into Denmark, Spain, Finland, and Norway.
  • Further breakdown of the Rest of Asia Pacific market for digital agriculture into Thailand, Vietnam, the Philippines, and Bangladesh.
  • Further breakdown of the Rest of South America market for digital agriculture into Peru, Bolivia, Paraguay, Chile, Ecuador, Colombia, and Venezuela.
  • Further breakdown of the Rest of the World market for digital agriculture into Africa (South Africa, Nigeria, Zimbabwe, Namibia, Angola, and Sudan) and the Middle East (Israel, Egypt, and Turkey).

Company Information

  • Detailed analyses and profiling of additional market players (up to five)
Custom Market Research Services

We will customize the research for you, in case the report listed above does not meet with your exact requirements. Our custom research will comprehensively cover the business information you require to help you arrive at strategic and profitable business decisions.

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Report Code
AGI 8180
Published ON
Jan, 2024
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