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

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



The digital agriculture market is projected to grow from USD 22.0 Billion in 2023 to USD 36.0 Billion by 2028, at a CAGR of 10.3% during the forecast period. The digital agriculture industry is undergoing a major transformation, fueled by emerging technologies like artificial intelligence (AI), big data, blockchain, cloud computing, etc. These forces are working together to revolutionize the way we grow, manage, and distribute food, with significant impacts on transparency, efficiency, and sustainability. Blockchain can integrate data from various sources like weather sensors, soil analysis, and satellite imagery to provide farmers with real-time insights on irrigation, fertilization, and pest control. AI systems can examine digital images taken by drones, agricultural robots, or farmers using a simple smartphone camera to detect pests and give concrete advice to agricultural workers on how to prevent their spread, treat affected plants, or mitigate the damage caused. At the same time, AI can analyze data on the behavior of livestock to detect abnormalities and identify potentially sick animals, thus allowing timely treatment. (Source: FAO and International Telecommunication Union Report, 2021).

Moreover, the pervasive nature, ease of use, and mobility of digital technologies are reshaping the landscape of agriculture and food production. Particularly in the agriculture and food sector, the proliferation of mobile technologies, remote-sensing services, and distributed computing is already enhancing smallholders' access to vital information, inputs, and markets. This transformation is leading to increased production and productivity, more efficient supply chains, and reduced operational costs. Thus, this data-driven approach optimizes resource allocation, reduces waste, and leads to increased yields.

During the projected period, the monitoring & scouting category within the spectrum of operation segment is anticipated to exhibit the most rapid growth, boasting the highest Compound Annual Growth Rate (CAGR).

In the digital agriculture industry, monitoring and scouting are two crucial practices that leverage technology to gain real-time insights into the health and performance of crops. Monitoring and scouting are essential tools in digital agriculture, allowing farmers to proactively manage their crops, optimize resources, and maximize yield. These techniques, powered by various technologies like sensors, drones, and AI, provide farmers with real-time data and insights to make informed decisions. By continuously collecting and analyzing data, farmers can make informed decisions that lead to a healthier, more productive, and sustainable farm operation.

Moreover, the integration with the SAS (Satellite Agriculture Solution) system enables precise resource allocation, optimizing the use of water, fertilizers, and pesticides based on the specific needs of different parts of the field. As stated in the Artificial Intelligence for Agriculture Report of the International Telecommunication Union (ITU), and FAO (2021), XAG has mobilized its partners and service providers to serve 40 million hectares of farmland with smart agtech, contributing to a total increase in crop yield of 3 490 000 tonnes. Farming labor costs have also been substantially reduced while removing occupational health risks for field workers. Thus, the integration of AI, as exemplified by XAG's initiative, showcases the transformative potential of digital agriculture. It not only addresses specific challenges in monitoring and scouting but also contributes to the overall efficiency, sustainability, and productivity of modern farming practices.

Peripheral technology is dominant within the technology segment of the market.

Peripheral technologies in digital agriculture are essentially the sensors, actuators, and other devices that collect and transmit data about the farm environment and the crops or livestock being raised. These devices can be mounted on drones, tractors, irrigation systems, or even directly on plants or animals. They can measure a wide range of factors, such as soil moisture, nutrient levels, temperature, humidity, pest and disease pressure, and plant growth. Platforms and apps that provide real-time data on soil health, crop conditions, and weather patterns are in high demand. This allows farmers to optimize irrigation, fertilizer application, and pest control, leading to increased yield and reduced costs.

The dominance of peripheral technology in the digital agriculture market is expected to continue in the coming years. As the cost of sensors and other peripheral technologies continues to decline, and as farmers become more comfortable with using data to make decisions, the adoption of these technologies is likely to accelerate.

The break-up of the profile of primary participants in the digital agriculture market:

By Company Type: Tier 1 – 30%, Tier 2 – 45%, and Tier 3 – 25%

By Designation: C Level – 25%, Director Level – 50%, Others-25%

By Region: North America – 30%, Europe – 35%, Asia Pacific – 15%, South America – 10%, and Rest of the World –10%

Prominent companies are Cisco Systems, Inc. (US), IBM Corporation (US), Accenture (Ireland), Deere & Company (US), and Trimble Inc. (US) among others.

Research Coverage:

This research report categorizes the digital agriculture market by Offering (Advisory Services, Precision Agriculture & Farm Management, Quality Management & Traceability, Digital Procurement, Agri E-commerce, and Financial Services), Technology (Peripheral Technology, and Core Technology), Type (Hardware, Software, and Services), Operation (Farming & Feeding, Monitoring & Scouting, and Marketing & Demand Generation), and Region (North America, Europe, Asia Pacific, South America, and RoW). The report covers information about the key factors, such as drivers, restraints, opportunities, and challenges impacting the growth of the digital agriculture market. It also provides a detailed analysis of the major players in the market including their business overview, products offered; key strategies; partnerships, new product launches, and acquisitions. Competitive benchmarking of upcoming startups in the digital agriculture market is covered in this report.

Reasons to buy this report:

The report will help the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall digital agriculture market and the subsegments. This report will help stakeholders understand the competitive landscape and gain more insights to position their businesses better and plan suitable go-to-market strategies. The report also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights on the following pointers:

Analysis of key drivers (Demand for optimization of farm management using agricultural services and software integration, Increase in initiatives by the government and key players operating in the market, Growth in concerns regarding ecosystem change, Increasing adoption of IoT and AI by farmers and agriculturists), restraints (Lack of technical knowledge and training activities, and Large number of fragmented lands in developing countries), opportunity (Increase in the use of agricultural-based software via smartphones, and Early detection of crop diseases and ease of farm management), and challenges (High cost of devices and software to impact adoption among small-scale farmers, and Rise in concerns regarding data management and requirement for adequate training) influencing the growth of the digital agriculture market.

Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the digital agriculture market.

Market Development: Comprehensive information about lucrative markets – the report analyses the digital agriculture market across varied regions.

Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the digital agriculture market.

Competitive Assessment: In-depth assessment of market shares, growth strategies, and service offerings of leading players like Cisco Systems, Inc. (US), IBM Corporation (US), Accenture (Ireland), Deere & Company (US), and Trimble Inc. (US) among others in the digital agriculture market strategies. The report also helps stakeholders understand the digital agriculture market and provides them with information on key market drivers, restraints, challenges, and opportunities.


  • INTRODUCTION
    • STUDY OBJECTIVES
    • MARKET DEFINITION
    • STUDY SCOPE
      • MARKET SEGMENTATION
      • INCLUSIONS AND EXCLUSIONS
        • Table INCLUSIONS AND EXCLUSIONS
      • REGIONS COVERED
      • YEARS CONSIDERED
    • CURRENCY CONSIDERED
      • Table USD EXCHANGE RATES, 2018-2022
      • VOLUME UNIT CONSIDERED
    • STAKEHOLDERS
    • SUMMARY OF CHANGES
      • RECESSION IMPACT
  • RESEARCH METHODOLOGY
    • RESEARCH DATA
      • SECONDARY DATA
      • PRIMARY DATA
    • MARKET SIZE ESTIMATION
      • MARKET SIZE ESTIMATION: BOTTOM-UP APPROACH
      • MARKET SIZE ESTIMATION: TOP-DOWN APPROACH
    • DATA TRIANGULATION
    • RESEARCH ASSUMPTIONS
    • LIMITATIONS & RISK ASSESSMENT
    • RECESSION IMPACT ANALYSIS
      • RECESSION MACROINDICATORS
  • EXECUTIVE SUMMARY
    • Table DIGITAL AGRICULTURE MARKET SNAPSHOT, 2023 VS. 2028
  • PREMIUM INSIGHTS
    • ATTRACTIVE OPPORTUNITIES IN DIGITAL AGRICULTURE MARKET
    • DIGITAL AGRICULTURE MARKET: SHARE OF MAJOR REGIONAL SUBMARKETS
    • ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE & COUNTRY
    • DIGITAL AGRICULTURE MARKET, BY TYPE
    • DIGITAL AGRICULTURE MARKET, BY OPERATION
    • DIGITAL AGRICULTURE MARKET, BY OFFERING
    • DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY
  • MARKET OVERVIEW
    • INTRODUCTION
    • MACROECONOMIC INDICATORS
      • INTRODUCTION
    • MARKET DYNAMICS
      • DRIVERS
      • RESTRAINTS
      • OPPORTUNITIES
      • CHALLENGES
  • INDUSTRY TRENDS
    • INTRODUCTION
    • CURRENT LANDSCAPE OF AGRICULTURAL INDUSTRY:
    • VALUE CHAIN ANALYSIS
      • RESEARCH & PRODUCT DEVELOPMENT
      • DEVICE & COMPONENT MANUFACTURERS
      • SYSTEM INTEGRATORS
      • SERVICE PROVIDERS
      • END USERS
      • POST-SALES SERVICES
    • TECHNOLOGY ANALYSIS
      • EXISTING TECHNOLOGIES IN DIGITAL AGRICULTURE
      • EMERGING TECHNOLOGIES IN DIGITAL AGRICULTURE
    • PATENT ANALYSIS
      • Table LIST OF MAJOR PATENTS PERTAINING TO DIGITAL AGRICULTURE MARKET, 2021-2023
    • ECOSYSTEM AND MARKET MAP
      • DEMAND SIDE
      • SUPPLY SIDE
        • Table DIGITAL AGRICULTURE MARKET: SUPPLY CHAIN (ECOSYSTEM)
    • TRADE ANALYSIS
      • Table TOP 10 EXPORTERS AND IMPORTERS OF HS CODE 8432 PRODUCTS, 2022 (USD THOUSAND)
      • Table TOP 10 EXPORTERS AND IMPORTERS OF HS CODE 8432 PRODUCTS, 2022 (TON)
    • PRICING ANALYSIS
      • AVERAGE SELLING PRICE TREND, BY HARDWARE TYPE
        • Table DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF AUTOMATION & CONTROL SYSTEMS, 2018-2022 (USD/PIECE)
        • Table DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF SENSING & MONITORING DEVICES, 2018-2022 (USD/PIECE)
      • AVERAGE SELLING PRICE TREND OF DIGITAL AGRICULTURE SYSTEMS, BY KEY PLAYERS
        • Table DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF IRRIGATION CONTROLLERS, BY KEY PLAYER, 2022 (USD/PIECE)
        • Table DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF GPS/GNSS, BY KEY PLAYER, 2022 (USD/PIECE)
        • Table DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF DISPLAYS, BY KEY PLAYER, 2022 (USD/PIECE)
    • TRENDS/DISRUPTIONS IMPACTING CUSTOMERS' BUSINESSES
    • KEY CONFERENCES & EVENTS
      • Table KEY CONFERENCES & EVENTS, 2023-2024
    • TARIFF AND REGULATORY LANDSCAPE
      • REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table TARIFF REGULATIONS: PRECISION FARMING AND SMART GREENHOUSES
        • Table TARIFF REGULATIONS: PRECISION AQUACULTURE
      • REGULATORY LANDSCAPE
    • CASE STUDY ANALYSIS
      • PVT AGRICULTURE USED HEXAGON'S DISPLAYS TO IMPROVE SALES OF SPRAYERS
      • ANNA BINNA FARMS USED AGWORLD SOFTWARE PLATFORMS FOR FARM RECORD-KEEPING
      • AGTECH-DRIVEN SOLUTIONS USED FOR BRIDGING GAPS IN ACCESS, ADVISORY, AND QUALITY INPUTS IN INDIAN FARMING
    • PORTER'S FIVE FORCES ANALYSIS
      • Table IMPACT OF PORTER'S FIVE FORCES ON DIGITAL AGRICULTURE MARKET
      • THREAT OF NEW ENTRANTS
      • THREAT OF SUBSTITUTES
      • BARGAINING POWER OF SUPPLIERS
      • BARGAINING POWER OF BUYERS
      • INTENSITY OF COMPETITIVE RIVALRY
    • KEY STAKEHOLDERS & BUYING CRITERIA
      • KEY STAKEHOLDERS IN BUYING PROCESS
        • Table INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR KEY TYPES
      • BUYING CRITERIA
        • Table KEY BUYING CRITERIA FOR DIGITAL AGRICULTURE SYSTEM TYPES
  • DIGITAL AGRICULTURE MARKET, BY OFFERING
    • INTRODUCTION
      • Table DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018-2022 (USD MILLION)
      • Table DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • ADVISORY SERVICES
      • PROMOTING ADOPTION OF IMPROVED FARM TECHNOLOGIES TO INCREASE PRODUCTIVITY
        • Table DIGITAL AGRICULTURE ADVISORY SERVICES MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE ADVISORY SERVICES MARKET, BY REGION, 2023-2028 (USD MILLION)
    • PRECISION AGRICULTURE & FARM MANAGEMENT
      • INCREASE IN DATA MANAGEMENT SERVICES TO IMPROVE DECISION - MAKING FOR SMART FARMS
        • Table PRECISION AGRICULTURE & FARM MANAGEMENT MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table PRECISION AGRICULTURE & FARM MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
    • QUALITY MANAGEMENT & TRACEABILITY
      • INNOVATION OF DIGI-LED DATA TO ENHANCE QUALITY MANAGEMENT OF FARMS
        • Table AGRICULTURE QUALITY MANAGEMENT & TRACEABILITY MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table AGRICULTURE QUALITY MANAGEMENT & TRACEABILITY MARKET, BY REGION, 2023-2028 (USD MILLION)
    • DIGITAL PROCUREMENT
      • AGRIBUSINESSES GAINING INSIGHT INTO PRODUCTION TRENDS
        • Table DIGITAL PROCUREMENT MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL PROCUREMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
    • AGRI ECOMMERCE
      • GROWTH IN AGRICULTURAL PRODUCE POPULARITY ON ECOMMERCE PLATFORMS
        • Table AGRI ECOMMERCE MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table AGRI ECOMMERCE MARKET, BY REGION, 2023-2028 (USD MILLION)
    • FINANCIAL SERVICES
      • INCREASE IN DEMAND FOR DIGITAL AGRICULTURE PAYMENT SERVICES
        • Table FINANCIAL SERVICES MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE FINANCIAL SERVICES MARKET, BY REGION, 2023-2028 (USD MILLION)
  • DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY
    • INTRODUCTION
      • Table DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018-2022 (USD MILLION)
      • Table DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
      • Table PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
    • PERIPHERAL TECHNOLOGY
      • HIGH-VALUE INSIGHTS FOR PRECISION AGRICULTURE EQUIPMENT MANUFACTURERS TO MAKE REAL-TIME DECISIONS
        • Table PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023-2028 (USD MILLION)
      • PLATFORMS
        • Table DIGITAL AGRICULTURE PLATFORMS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE PLATFORMS MARKET, BY REGION, 2023-2028 (USD MILLION)
      • APPS
        • Table DIGITAL AGRICULTURE APPS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE APPS MARKET, BY REGION, 2023-2028 (USD MILLION)
    • CORE TECHNOLOGY
      • INCREASE IN APPLICATION OF CORE TECHNOLOGIES IN REDUCING ENVIRONMENTAL IMPACT
        • Table CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023-2028 (USD MILLION)
      • AUTOMATION
        • Table AUTOMATION IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table AUTOMATION IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023-2028 (USD MILLION)
      • DRONES
        • Table DRONES IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DRONES IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023-2028 (USD MILLION)
      • ROBOTICS
        • Table ROBOTICS IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table ROBOTICS IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023-2028 (USD MILLION)
      • AI/ML
        • Table AI & ML IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table AI & ML IN AGRICULTURE MARKET, BY REGION, 2023-2028 (USD MILLION)
  • DIGITAL AGRICULTURE MARKET, BY OPERATION
    • INTRODUCTION
      • Table DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018-2022 (USD MILLION)
      • Table DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023-2028 (USD MILLION)
    • FARMING & FEEDING
      • INCREASE IN DEMAND FOR MONITORING OF FARMING & FEEDING SYSTEMS TO DETERMINE CROP AND LIVESTOCK HEALTH
        • Table DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY REGION, 2023-2028 (USD MILLION)
        • Table DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023-2028 (USD MILLION)
      • PRECISION AGRICULTURE
        • Table DIGITAL AGRICULTURE MARKET FOR PRECISION AGRICULTURE, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE MARKET FOR PRECISION AGRICULTURE, BY REGION, 2023-2028 (USD MILLION)
      • PRECISION ANIMAL REARING & FEEDING
        • Table DIGITAL AGRICULTURE MARKET FOR PRECISION ANIMAL REARING & FEEDING, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE MARKET FOR PRECISION ANIMAL REARING & FEEDING, BY REGION, 2023-2028 (USD MILLION)
      • PRECISION AQUACULTURE
        • Table DIGITAL AGRICULTURE MARKET FOR PRECISION AQUACULTURE, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE MARKET FOR PRECISION AQUACULTURE, BY REGION, 2023-2028 (USD MILLION)
      • PRECISION FORESTRY
        • Table DIGITAL AGRICULTURE MARKET FOR PRECISION FORESTRY, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE MARKET FOR PRECISION FORESTRY, BY REGION, 2023-2028 (USD MILLION)
      • SMART GREENHOUSES
        • Table DIGITAL AGRICULTURE MARKET FOR SMART GREENHOUSES, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE MARKET FOR SMART GREENHOUSES, BY REGION, 2023-2028 (USD MILLION)
    • MONITORING & SCOUTING
      • GROWTH IN QUALITY CONCERNS TO IMPACT IMPORTANCE OF MONITORING & SCOUTING IN DIGITAL AGRICULTURE
        • Table DIGITAL AGRICULTURE MARKET FOR MONITORING & SCOUTING, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE MARKET FOR MONITORING & SCOUTING, BY REGION, 2023-2028 (USD MILLION)
    • MARKETING & DEMAND GENERATION
      • SURGE IN DEMAND FOR ONLINE SALES OF AGRICULTURAL OUTPUT
        • Table DIGITAL AGRICULTURE MARKET FOR MARKETING & DEMAND GENERATION, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE MARKET FOR MARKETING & DEMAND GENERATION, BY REGION, 2023-2028 (USD MILLION)
  • DIGITAL AGRICULTURE MARKET, BY TYPE
    • INTRODUCTION
      • Table DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
    • HARDWARE
      • VARIETY OF AUTOMATION AND MONITORING TOOLS IN DIFFERENT TYPES OF AGRICULTURE
        • Table DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023-2028 (USD MILLION)
        • Table DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
        • Table DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
        • Table DIGITAL AGRICULTURE HARDWARE MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE HARDWARE MARKET, BY REGION, 2023-2028 (USD MILLION)
      • AUTOMATION & CONTROL SYSTEMS
        • Table AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023-2028 (USD MILLION)
        • Table AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
        • Table AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
        • Table AGRICULTURAL DRONES/UAVS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table AGRICULTURAL DRONES/UAVS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table AGRICULTURAL DRONES/UAVS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table AGRICULTURAL DRONES/UAVS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table DIGITAL IRRIGATION CONTROLLERS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL IRRIGATION CONTROLLERS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table DIGITAL IRRIGATION CONTROLLERS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table DIGITAL IRRIGATION CONTROLLERS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table AGRICULTURAL GPS/GNSS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table AGRICULTURAL GPS/GNSS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table AGRICULTURAL GPS/GNSS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table AGRICULTURAL GPS/GNSS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table AGRICULTURAL FLOW & APPLICATION CONTROL DEVICES MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table AGRICULTURAL FLOW & APPLICATION CONTROL DEVICES MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table AGRICULTURAL FLOW & APPLICATION CONTROL DEVICES MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table AGRICULTURAL FLOW & APPLICATION CONTROL DEVICES MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table AGRICULTURAL GUIDANCE & STEERING SYSTEMS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table AGRICULTURAL GUIDANCE & STEERING SYSTEMS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table AGRICULTURAL GUIDANCE & STEERING SYSTEMS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table AGRICULTURAL GUIDANCE & STEERING SYSTEMS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table AGRICULTURAL HANDHELD MOBILE DEVICES/HANDHELD COMPUTERS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table AGRICULTURAL HANDHELD MOBILE DEVICES/HANDHELD COMPUTERS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table AGRICULTURAL HANDHELD MOBILE DEVICES/HANDHELD COMPUTERS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table AGRICULTURAL HANDHELD MOBILE DEVICES/HANDHELD COMPUTERS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table DIGITAL AGRICULTURAL DISPLAYS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURAL DISPLAYS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table DIGITAL AGRICULTURAL DISPLAYS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table DIGITAL AGRICULTURAL DISPLAYS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table DIGITAL HARVESTERS & FORWARDERS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL HARVESTERS & FORWARDERS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table DIGITAL HARVESTERS & FORWARDERS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table DIGITAL HARVESTERS & FORWARDERS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table AGRICULTURAL VARIABLE RATE CONTROLLERS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table AGRICULTURAL VARIABLE RATE CONTROLLERS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table AGRICULTURAL VARIABLE RATE CONTROLLERS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table AGRICULTURAL VARIABLE RATE CONTROLLERS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table DIGITAL AGRICULTURAL CONTROL SYSTEMS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURAL CONTROL SYSTEMS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table DIGITAL AGRICULTURAL CONTROL SYSTEMS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table DIGITAL AGRICULTURAL CONTROL SYSTEMS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table AGRICULTURAL ROBOTICS HARDWARE MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table AGRICULTURAL ROBOTICS HARDWARE MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table AGRICULTURAL ROBOTICS HARDWARE MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table AGRICULTURAL ROBOTICS HARDWARE MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table AGRICULTURAL HVAC SYSTEMS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table AGRICULTURAL HVAC SYSTEMS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table AGRICULTURAL HVAC SYSTEMS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table AGRICULTURAL HVAC SYSTEMS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table LED GROW LIGHTS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table LED GROW LIGHTS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table LED GROW LIGHTS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table LED GROW LIGHTS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table OTHER DIGITAL AGRICULTURE AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table OTHER DIGITAL AGRICULTURE AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table OTHER DIGITAL AGRICULTURE AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table OTHER DIGITAL AGRICULTURE AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
      • SENSING & MONITORING DEVICES
        • Table AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023-2028 (USD MILLION)
        • Table AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
        • Table AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
        • Table RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023-2028 (USD MILLION)
        • Table RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
        • Table RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
        • Table AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table YIELD MONITORS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table YIELD MONITORS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table YIELD MONITORS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table YIELD MONITORS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table SOIL SENSORS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table SOIL SENSORS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table SOIL SENSORS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table SOIL SENSORS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table WATER SENSORS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table WATER SENSORS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table WATER SENSORS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table WATER SENSORS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table CLIMATE SENSORS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table CLIMATE SENSORS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table CLIMATE SENSORS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table CLIMATE SENSORS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table CAMERA SYSTEMS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table CAMERA SYSTEMS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table CAMERA SYSTEMS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table CAMERA SYSTEMS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table RFID & SENSORS FOR PRECISION FORESTRY MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table RFID & SENSORS FOR PRECISION FORESTRY MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table RFID & SENSORS FOR PRECISION FORESTRY MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table RFID & SENSORS FOR PRECISION FORESTRY MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table TEMPERATURE & ENVIRONMENT MONITORING SENSORS MARKET, BY REGION, 2018- 2022 (USD MILLION)
        • Table TEMPERATURE & ENVIRONMENT MONITORING SENSORS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table TEMPERATURE & ENVIRONMENT MONITORING SENSORS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table TEMPERATURE & ENVIRONMENT MONITORING SENSORS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table PH & DISSOLVED OXYGEN SENSORS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table PH & DISSOLVED OXYGEN SENSORS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table PH & DISSOLVED OXYGEN SENSORS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table PH & DISSOLVED OXYGEN SENSORS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table EC SENSORS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table EC SENSORS MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table EC SENSORS MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table EC SENSORS MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table SENSORS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table SENSORS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table SENSORS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table SENSORS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table SENSORS FOR SMART GREENHOUSES MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table SENSORS FOR SMART GREENHOUSES MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table SENSORS FOR SMART GREENHOUSES MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table SENSORS FOR SMART GREENHOUSES MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
        • Table OTHER SENSING & MONITORING DEVICES MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table OTHER SENSING & MONITORING DEVICES MARKET, BY REGION, 2023-2028 (USD MILLION)
        • Table OTHER SENSING & MONITORING DEVICES MARKET, BY REGION, 2018-2022 (THOUSAND UNITS)
        • Table OTHER SENSING & MONITORING DEVICES MARKET, BY REGION, 2023-2028 (THOUSAND UNITS)
    • SOFTWARE
      • AGRICULTURAL SOFTWARE DEVELOPMENTS BY KEY COMPANIES
        • Table DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023-2028 (USD MILLION)
        • Table DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2023-2028 (USD MILLION)
      • ON-CLOUD
        • Table ON-CLOUD DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table ON-CLOUD DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2023-2028 (USD MILLION)
      • ON-PREMISES
        • Table ON-PREMISE DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table ON-PREMISE DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2023-2028 (USD MILLION)
      • AI & DATA ANALYTICS
        • Table AGRICULTURAL AI & DATA ANALYTICS MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table AGRICULTURAL AI & DATA ANALYTICS MARKET, BY REGION, 2023-2028 (USD MILLION)
    • SERVICES
      • SERVICES TO BENEFIT FROM INCREASE IN IMPORTANCE OF PRECISION TECHNIQUES IN DIFFERENT SEGMENTS
        • Table DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023-2028 (USD MILLION)
        • Table DIGITAL AGRICULTURE SERVICES MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE SERVICES MARKET, BY REGION, 2023-2028 (USD MILLION)
      • SYSTEM INTEGRATION & CONSULTING
        • Table DIGITAL AGRICULTURE SYSTEM INTEGRATION & CONSULTING MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE SYSTEM INTEGRATION & CONSULTING MARKET, BY REGION, 2023-2028 (USD MILLION)
      • DATA COLLECTION & ANALYTICAL SERVICES
        • Table DATA COLLECTION & ANALYTICAL SERVICES MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DATA COLLECTION & ANALYTICAL SERVICES MARKET, BY REGION, 2023-2028 (USD MILLION)
      • CONNECTIVITY SERVICES
        • Table DIGITAL AGRICULTURE CONNECTIVITY SERVICES MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE CONNECTIVITY SERVICES MARKET, BY REGION, 2023-2028 (USD MILLION)
      • ASSISTANT PROFESSIONAL SERVICES
        • Table DIGITAL AGRICULTURE ASSISTANT PROFESSIONAL SERVICES MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE ASSISTANT PROFESSIONAL SERVICES MARKET, BY REGION, 2023-2028 (USD MILLION)
      • MAINTENANCE & SUPPORT SERVICES
        • Table DIGITAL AGRICULTURE MAINTENANCE & SUPPORT SERVICES MARKET, BY REGION, 2018-2022 (USD MILLION)
        • Table DIGITAL AGRICULTURE MAINTENANCE & SUPPORT SERVICES MARKET, BY REGION, 2023-2028 (USD MILLION)
  • DIGITAL AGRICULTURE MARKET, BY REGION
    • INTRODUCTION
      • Table DIGITAL AGRICULTURE MARKET, BY REGION, 2018-2022 (USD MILLION)
      • Table DIGITAL AGRICULTURE MARKET, BY REGION, 2023-2028 (USD MILLION)
    • NORTH AMERICA
      • Table NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2018-2022 (USD MILLION)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table NORTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table NORTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table NORTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table NORTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table NORTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table NORTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table NORTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table NORTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table NORTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table NORTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table NORTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table NORTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018-2022 (USD MILLION)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023-2028 (USD MILLION)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018-2022 (USD MILLION)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023-2028 (USD MILLION)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018-2022 (USD MILLION)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023-2028 (USD MILLION)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018-2022 (USD MILLION)
      • Table NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
      • Table NORTH AMERICA: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table NORTH AMERICA: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table NORTH AMERICA: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table NORTH AMERICA: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • NORTH AMERICA: RECESSION IMPACT ANALYSIS
      • US
        • Table US: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table US: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • CANADA
        • Table CANADA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table CANADA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • MEXICO
        • Table MEXICO: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table MEXICO: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
    • EUROPE
      • Table EUROPE: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2018-2022 (USD MILLION)
      • Table EUROPE: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
      • Table EUROPE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table EUROPE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table EUROPE: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table EUROPE: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table EUROPE: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table EUROPE: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table EUROPE: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table EUROPE: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table EUROPE: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table EUROPE: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table EUROPE: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table EUROPE: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table EUROPE: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table EUROPE: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table EUROPE: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table EUROPE: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table EUROPE: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table EUROPE: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table EUROPE: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table EUROPE: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table EUROPE: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table EUROPE: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table EUROPE: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018-2022 (USD MILLION)
      • Table EUROPE: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023-2028 (USD MILLION)
      • Table EUROPE: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018-2022 (USD MILLION)
      • Table EUROPE: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023-2028 (USD MILLION)
      • Table EUROPE: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018-2022 (USD MILLION)
      • Table EUROPE: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023-2028 (USD MILLION)
      • Table EUROPE: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018-2022 (USD MILLION)
      • Table EUROPE: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
      • Table EUROPE: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table EUROPE: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table EUROPE: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table EUROPE: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • EUROPE: RECESSION IMPACT ANALYSIS
      • GERMANY
        • Table GERMANY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table GERMANY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • RUSSIA
        • Table RUSSIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table RUSSIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • FRANCE
        • Table FRANCE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table FRANCE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • ITALY
        • Table ITALY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table ITALY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • UK
        • Table UK: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table UK: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • SWEDEN
        • Table SWEDEN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table SWEDEN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • NETHERLANDS
        • Table NETHERLANDS: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table NETHERLANDS: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • REST OF EUROPE
        • Table REST OF EUROPE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table REST OF EUROPE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
    • ASIA PACIFIC
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY COUNTRY/REGION, 2018-2022 (USD MILLION)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY COUNTRY/REGION, 2023-2028 (USD MILLION)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table ASIA PACIFIC: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ASIA PACIFIC: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table ASIA PACIFIC: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table ASIA PACIFIC: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table ASIA PACIFIC: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ASIA PACIFIC: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table ASIA PACIFIC: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table ASIA PACIFIC: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table ASIA PACIFIC: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ASIA PACIFIC: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table ASIA PACIFIC: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table ASIA PACIFIC: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018-2022 (USD MILLION)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023-2028 (USD MILLION)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018-2022 (USD MILLION)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023-2028 (USD MILLION)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018-2022 (USD MILLION)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023-2028 (USD MILLION)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018-2022 (USD MILLION)
      • Table ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
      • Table ASIA PACIFIC: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ASIA PACIFIC: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table ASIA PACIFIC: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ASIA PACIFIC: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • ASIA PACIFIC: RECESSION IMPACT ANALYSIS
      • CHINA
        • Table CHINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table CHINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • JAPAN
        • Table JAPAN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table JAPAN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • AUSTRALIA & NEW ZEALAND
        • Table AUSTRALIA & NEW ZEALAND: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table AUSTRALIA & NEW ZEALAND: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • INDIA
        • Table INDIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table INDIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • REST OF ASIA PACIFIC
        • Table REST OF ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table REST OF ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
    • SOUTH AMERICA
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2018-2022 (USD MILLION)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table SOUTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table SOUTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table SOUTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table SOUTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table SOUTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table SOUTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table SOUTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table SOUTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table SOUTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table SOUTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table SOUTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table SOUTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018-2022 (USD MILLION)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023-2028 (USD MILLION)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018-2022 (USD MILLION)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023-2028 (USD MILLION)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018-2022 (USD MILLION)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023-2028 (USD MILLION)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018-2022 (USD MILLION)
      • Table SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
      • Table SOUTH AMERICA: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table SOUTH AMERICA: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table SOUTH AMERICA: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table SOUTH AMERICA: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • SOUTH AMERICA: RECESSION IMPACT ANALYSIS
      • BRAZIL
        • Table BRAZIL: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table BRAZIL: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • ARGENTINA
        • Table ARGENTINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table ARGENTINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • REST OF SOUTH AMERICA
        • Table REST OF SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table REST OF SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
    • REST OF THE WORLD (ROW)
      • Table ROW: DIGITAL AGRICULTURE MARKET, BY REGION, 2018-2022 (USD MILLION)
      • Table ROW: DIGITAL AGRICULTURE MARKET, BY REGION, 2023-2028 (USD MILLION)
      • Table ROW: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ROW: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table ROW: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ROW: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table ROW: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table ROW: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table ROW: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ROW: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table ROW: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table ROW: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table ROW: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ROW: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table ROW: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table ROW: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table ROW: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ROW: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table ROW: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018-2022 (THOUSAND UNITS)
      • Table ROW: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023-2028 (THOUSAND UNITS)
      • Table ROW: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ROW: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table ROW: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ROW: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table ROW: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018-2022 (USD MILLION)
      • Table ROW: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023-2028 (USD MILLION)
      • Table ROW: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018-2022 (USD MILLION)
      • Table ROW: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023-2028 (USD MILLION)
      • Table ROW: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018-2022 (USD MILLION)
      • Table ROW: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023-2028 (USD MILLION)
      • Table ROW: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018-2022 (USD MILLION)
      • Table ROW: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
      • Table ROW: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ROW: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • Table ROW: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
      • Table ROW: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • ROW: RECESSION IMPACT ANALYSIS
      • AFRICA
        • Table AFRICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table AFRICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
      • MIDDLE EAST
        • Table MIDDLE EAST: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018-2022 (USD MILLION)
        • Table MIDDLE EAST: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023-2028 (USD MILLION)
  • COMPETITIVE LANDSCAPE
    • OVERVIEW
    • KEY PLAYERS' STRATEGIES/RIGHT TO WIN
      • Table STRATEGIES ADOPTED BY KEY PLAYERS IN DIGITAL AGRICULTURE MARKET
    • REVENUE ANALYSIS
    • MARKET SHARE ANALYSIS
      • Table DIGITAL AGRICULTURE MARKET: INTENSITY OF COMPETITIVE RIVALRY (COMPETITIVE)
    • KEY PLAYERS' ANNUAL REVENUE VS. GROWTH
    • KEY PLAYERS' EBITDA
    • GLOBAL SNAPSHOT OF KEY MARKET PARTICIPANTS
    • COMPANY EVALUATION QUADRANT: KEY PLAYERS
      • STARS
      • EMERGING LEADERS
      • PERVASIVE PLAYERS
      • PARTICIPANTS
      • COMPANY FOOTPRINT: KEY PLAYERS
        • Table OVERALL COMPANY FOOTPRINT: KEY PLATERS
        • Table COMPANY OFFERING FOOTPRINT
        • Table COMPANY TYPE FOOTPRINT
        • Table COMPANY OPERATION FOOTPRINT
        • Table COMPANY TECHNOLOGY FOOTPRINT
        • Table COMPANY REGION FOOTPRINT
    • COMPANY EVALUATION MATRIX: STARTUPS/SMES
      • PROGRESSIVE COMPANIES
      • RESPONSIVE COMPANIES
      • DYNAMIC COMPANIES
      • STARTING BLOCKS
      • COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
        • Table DIGITAL AGRICULTURE MARKET: DETAILED LIST OF KEY STARTUPS/SMES
    • COMPETITIVE SCENARIO
      • PRODUCT LAUNCHES
        • Table DIGITAL AGRICULTURE MARKET: PRODUCT LAUNCHES, 2018-2023
      • DEALS
        • Table DIGITAL AGRICULTURE MARKET: DEALS, 2018-2023
      • OTHERS
        • Table DIGITAL AGRICULTURE MARKET: OTHERS, 2018-2023
  • COMPANY PROFILES
    • KEY PLAYERS
      • CISCO SYSTEMS, INC.
        • Table CISCO SYSTEMS, INC.: BUSINESS OVERVIEW
        • Table CISCO SYSTEMS, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table CISCO SYSTEMS, INC.: PRODUCT LAUNCHES
        • Table CISCO SYSTEMS, INC.: DEALS
        • Table CISCO SYSTEMS, INC.: OTHERS
      • IBM CORPORATION
        • Table IBM CORPORATION: BUSINESS OVERVIEW
        • Table IBM CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table IBM CORPORATION: PRODUCT LAUNCHES
        • Table IBM CORPORATION: DEALS
      • ACCENTURE
        • Table ACCENTURE: BUSINESS OVERVIEW
        • Table ACCENTURE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table ACCENTURE: DEALS
      • DEERE & COMPANY
        • Table DEERE & COMPANY: BUSINESS OVERVIEW
        • Table DEERE & COMPANY: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table DEERE & COMPANY: PRODUCT LAUNCHES
        • Table DEERE & COMPANY: DEALS
        • Table DEERE & COMPANY: OTHERS
      • TRIMBLE INC.
        • Table TRIMBLE INC.: BUSINESS OVERVIEW
        • Table TRIMBLE INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table TRIMBLE INC.: PRODUCT LAUNCHES
        • Table TRIMBLE INC.: DEALS
      • AKVA GROUP
        • Table AKVA GROUP: BUSINESS OVERVIEW
        • Table AKVA GROUP: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table AKVA GROUP: DEALS
      • HEXAGON AB
        • Table HEXAGON AB: BUSINESS OVERVIEW
        • Table HEXAGON AB: PRODUCTS/SOLUTIONS/SERVICES OFFERED
      • BAYER AG
        • Table BAYER AG: BUSINESS OVERVIEW
        • Table BAYER AG: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table BAYER AG: PRODUCT LAUNCHES
        • Table BAYER AG: DEALS
      • AGCO CORPORATION
        • Table AGCO CORPORATION: BUSINESS OVERVIEW
        • Table AGCO CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table AGCO CORPORATION: DEALS
      • DELAVAL
        • Table DELAVAL: BUSINESS OVERVIEW
        • Table DELAVAL: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table DELAVAL: PRODUCT LAUNCHES
        • Table DELAVAL: DEALS
    • OTHER PLAYERS
      • DJI
        • Table DJI: BUSINESS OVERVIEW
        • Table DJI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table DJI: PRODUCT LAUNCHES
      • EPICOR SOFTWARE CORPORATION
        • Table EPICOR SOFTWARE CORPORATION: BUSINESS OVERVIEW
        • Table EPICOR SOFTWARE CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED
      • VODAFONE GROUP PLC
        • Table VODAFONE GROUP PLC: BUSINESS OVERVIEW
        • Table VODAFONE GROUP PLC: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table VODAFONE GROUP PLC: PRODUCT LAUNCHES
      • RAVEN INDUSTRIES, INC.
        • Table RAVEN INDUSTRIES, INC.: BUSINESS OVERVIEW
        • Table RAVEN INDUSTRIES, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table RAVEN INDUSTRIES, INC.: PRODUCT LAUNCHES
        • Table RAVEN INDUSTRIES, INC.: DEALS
        • Table RAVEN INDUSTRIES, INC.: OTHERS
      • EUROFINS SCIENTIFIC
        • Table EUROFINS SCIENTIFIC: BUSINESS OVERVIEW
        • Table EUROFINS SCIENTIFIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED
      • TELUS
        • Table TELUS: BUSINESS OVERVIEW
        • Table TELUS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table TELUS: DEALS
      • SMALL ROBOT COMPANY
        • Table SMALL ROBOT COMPANY: BUSINESS OVERVIEW
        • Table SMALL ROBOT COMPANY: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table SMALL ROBOT COMPANY: PRODUCT LAUNCHES
      • GAMAYA
        • Table GAMAYA: BUSINESS OVERVIEW
        • Table GAMAYA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
      • PRECISIONHAWK
        • Table PRECISIONHAWK: BUSINESS OVERVIEW
        • Table PRECISIONHAWK: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table PRECISIONHAWK: PRODUCT LAUNCHES
        • Table PRECISIONHAWK: DEALS
      • AGRICULTURAL CONSULTING SERVICES
        • Table AGRICULTURAL CONSULTING SERVICES: BUSINESS OVERVIEW
        • Table AGRICULTURAL CONSULTING SERVICES: PRODUCTS/SOLUTIONS/SERVICES OFFERED
      • AGREENA
      • CERES IMAGING
      • ŽEMDIRBIU KONSULTACIJOS UAB
      • EC2CE
      • ARABLE
  • ADJACENT AND RELATED MARKETS
    • INTRODUCTION
      • Table MARKETS ADJACENT TO DIGITAL AGRICULTURE MARKET
    • LIMITATIONS
    • PRECISION FARMING MARKET
      • MARKET DEFINITION
      • MARKET OVERVIEW
        • Table PRECISION FARMING MARKET, BY REGION, 2019-2022 (USD MILLION)
        • Table PRECISION FARMING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • SMART AGRICULTURE MARKET
      • MARKET DEFINITION
      • MARKET OVERVIEW
        • Table SMART AGRICULTURE MARKET, BY REGION, 2019-2022 (USD MILLION)
        • Table SMART AGRICULTURE MARKET, BY REGION, 2023-2028 (USD MILLION)
  • APPENDIX
    • DISCUSSION GUIDE
    • KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
    • CUSTOMIZATION OPTIONS
    • RELATED REPORTS
    • AUTHOR DETAILS

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