Digital Agriculture Market

Digital Agriculture Market by Technology (Peripheral and Core), Type (Hardware and Software), Operation (Farming & Feeding, Monitoring & Scouting, and Marketing & Demand Generation), Operation and Region - Global Forecast to 2027

Report Code: AGI 8180 Oct, 2022, by marketsandmarkets.com

[303 Pages Report] According to MarketsandMarkets, the global digital agriculture market is estimated to be valued at USD 18.0 billion in 2022. It is projected to reach USD 29.8 billion by 2027, at a CAGR of 10.5%, in terms of value, between 2022 and 2027. The advancement in technology, minimizing wastage and efficient use of resources, yield maximization, and strategic governmental policy are increasing awareness about digital agriculture and helping in increasing adoption. These are some of the key trends in the global digital agriculture market due to which the market is expected to grow.

Digital Agriculture Market

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

Digital Agriculture Market Dynamics

Drivers: Increasing initiatives by the government and key players operating in the digital agriculture market

The growth of the farm management software market is driven by the increasing agricultural activities and the growing need for real-time data for decision-making. In April 2019, Precision Hawk launched PrecisionAnalytics. Some of the start-ups in North America have also invested in developing software that would cater to the digital agriculture market. The US Global Development Lab and Bureau Food Security together joined hands for “Digital Development for Feed the Future, wherein they are demonstrating digital tools that can holistically leverage cost-effective agricultural practice. The European Commission 2020 launched Horizon Europe Program, under which research and innovation are key driving factors.

Restraints: Large number of fragmented lands

Developing countries such as India, China, and Africa account for many fragmented farmlands. Most farmers in these countries do not have access to fundamental farming technologies, such as yield monitoring, guidance technology, and variable rate technology. The fragmented nature of the digital agriculture industry makes it difficult to implement a standardized solution. Land fragmentation leads to an improper allocation of input and resources, which further leads to high costs.

Opportunities: Early detection of crop diseases and ease of farm management to further boost the market

The demand for automation in the livestock industry is increasing significantly to increase productivity, improve farm management, tackle the challenge of high labor costs, and address the need for real-time analysis and better decision-making. Automation has become necessary for modern-day operations, and the integration of AI and IoT in daily farming activity is impacting the efficiency and output of farm operations. The availability of real-time information leads to timely decisions, thereby reducing operations costs.

Challenges: Growing concerns regarding data management

Data management is the key to making smart farm management decisions and improving farm operations. The data is collected in a raw format, processed by context, relevance, and priority, and it is then presented in a manner that can be used to make decisions. Data management is a major challenge faced by farmers and other stakeholders in the digital agriculture market. The data obtained is crucial as it helps farmers and other stakeholders in the value chain to make productive decisions. Many growers or farmers are unaware of the effective use of data for decision-making purposes. Hence, it is essential to provide farmers and growers with proper data management tools and techniques.

By technology, the core technology segment is projected to grow at the highest CAGR in the digital agriculture market during the forecast period

Based on the technologies, the core technology segment is estimated to occupy the second-largest market share in 2022, in terms of value, and it is also projected to grow at the highest CAGR in the digital agriculture market. Digital agriculture involves optimized management of inputs such as robotics, drones, and AI in a farm according to its need. Factors facilitating the growth in the core technologies include the rising use of aerial imagery sensors, satellite imaging, hyperspectral imaging devices, big data and advanced analytics, and predictive farming techniques.

By type, the software segment holds the second-largest share in the digital agriculture market

Based on types, the software segment is expected to grow and occupy the second-largest market share in terms of value. Software has become one of the essential elements of digital agriculture and is used to interpret and analyze the gathered data. The use of software allows farmers to monitor and take control of their fields through smartphones, desktops, and laptops, eliminating field trips. This helps in saving time and additional analysis tools help derive information between yields, soil testing information, and application data.

By operations, the monitoring & scouting segment is projected to grow at the highest CAGR during the forecast period

By operations, the monitoring & scouting segment is projected to grow at the highest CAGR by 2027 in the digital agriculture market. Monitoring and scouting allow farmers and other stakeholders to remotely capture any disruption in the farm activity. The sensing and imagery use advanced sensors and drone imagery to provide remote sensing solutions to the growers. Traditionally, crop scouting involved walking and taking measurements in the fields; currently, crop scouting uses more sophisticated devices, such as a GPS receiver on a vehicle, which maneuvers through the fields marking field-specific information on pests and crop injury.

By offering, the advisory services segment is projected to grow at the highest CAGR in the digital agriculture market

Based on offerings, the advisory services segment is estimated to grow at the highest CAGR in terms of value in the digital agriculture market. Companies or farmers/agronomists outsource the responsibility of handling field-related operations to service providers. These service providers take care of most operations and provide suggestions to farmers to enhance production. Advisory services help generate records and integrate the unstructured data acquired by growers to improve and enhance their decisions.

Digital Agriculture Market Size, and Share

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

Asia Pacific is the fastest-growing region at a significant CAGR in the digital agriculture market. Increasing modernization in the agriculture industry is a major factor driving the region's growth. The region is dominated by agricultural-dependent countries such as India, China, and Bangladesh. China occupies the largest market share in the Asia Pacific digital agriculture market. The country is set to increase investment in its domestic agricultural industry from several technologies, from AI farming technology to auto-steering, sensors, and drones. Using these technologies helps optimize farm operations and increase agricultural output and profitability of the region.

Key Market Players:

Key players in this market include CISCO Systems, Inc. (US), IBM Corporation (US), Accenture (Ireland), Deere & Company (US), Trimble INC. (US), DeLaval (Sweden), AKVA Group (Norway), Hexagon AB (Sweden), DJI (China), Epicor Software Corporation (US), Vodafone Group PLC. (UK), Bayer Cropscience AG (Germany), TELUS AGRICULTURE (Canada), Small Robot Company (England), Zemdirbiu Konsultacijos UAB (England), Raven Industries (US), Gamaya (Switzerland), AGCO Corporation (US), PrecisionHawk (US), Agreena (Denmark), Ceres Imaging (US), Agricultural Consulting Services (US), EC2CE (Spain), Eurofins Scientific (France), and Arable (US).

Get online access to the report on the World's First Market Intelligence Cloud

  • Easy to Download Historical Data & Forecast Numbers
  • Company Analysis Dashboard for high growth potential opportunities
  • Research Analyst Access for customization & queries
  • Competitor Analysis with Interactive dashboard
  • Latest News, Updates & Trend analysis
Request Sample

Scope of the Report

Report Metric

Details

Market size in 2022 USD 18.0 billion
Predicted Market size in 2027 USD 29.8 billion
Expected CAGR Value 10.5%
Market size estimation 2019–2027
Base year considered 2021
Forecast period considered 2022–2027
Units considered Value (USD Million/USD Billion)
Segments Covered Technology, type, operation, offering, 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)
  • DeLaval (Sweden)
  • AKVA Group (Norway)
  • Hexagon AB (Sweden)
  • DJI (China)
  • Epicor Software Corporation (US)
  • Vodafone Group PLC. (UK)
  • Bayer Cropscience AG (Germany)
  • TELUS AGRICULTURE (Canada)
  • Small Robot Company (England)
  • Zemdirbiu Konsultacijos UAB (England)
  • Raven Industries (US)
  • Gamaya (Switzerland)
  • AGCO Corporation (US)
  • PrecisionHawk (US)
  • Agreena (Denmark)
  • Ceres Imaging (US)
  • Agricultural Consulting Services (US)
  • EC2CE (Spain)
  • Eurofins Scientific (France)
  • Arable (US)

Target Audience:

  • Agriculture Equipment Component Suppliers
  • Electronics Component and Device Manufacturers
  • Original Equipment Manufacturers (OEMs)
  • Product Manufacturers
  • Agriculture Component and Device Suppliers and Distributors
  • Software, Service, and Technology Providers
  • Standardization and Testing Firms
  • Government Bodies such as Regulatory Authorities and Policymakers
  • Associations, Organizations, Forums, and Alliances Related to Semiconductor and Automotive Industries
  • Research Institutes and Organizations
  • Market Research and Consulting Firms
  • Agri-food Buyers

Report Scope:

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

By Technology
  • Peripheral technologies
    • Platforms
    • Apps
  • Core technologies
    • Automation
    • Robotics
    • Drones
    • AI-ML
By Type
  • Hardware
    • Automation and control systems
      • Drones/UAVs
      • Irrigation controllers
      • Global Positioning Systems (GPS)/ GNSS device
      • Flow and application control devices
      • Guidance and steering systems
      • Handheld mobile devices/handheld computers
      • Displays
      • Harvesters & forwarders
      • Variable rate controllers
      • Control systems
      • Robotics hardware
      • HVAC systems
      • LED grow lights
      • Others
    • Sensing and monitoring device
      • Yield monitor
      • Soil sensors
      • Water sensors
      • Climate sensors
      • Camera systems
      • RFID and sensors for precision forestry
      • Temperature and environmental monitoring sensors
      • pH and dissolved oxygen sensors
      • EC sensors
      • RFID tags & readers for livestock monitoring
      • Sensors for livestock monitoring
      • Sensors for smart greenhouse
  • Software
    • On-cloud
    • On-premises
    • AI and data analytics
  • Service
    • System integration and consulting
    • Managed services
    • Connectivity services
    • Assistant professional services
    • Maintenance and support services
By Operation
  • Farming and feeding
    • Precision agriculture
    • Precision animal rearing and feeding
    • Precision aquaculture
    • Precision forestry
    • Smart greenhouse
  • Monitoring and scouting
  • Marketing and demand generation
By Offering
  • Advisory services
  • Precision agriculture and farm management
  • Quality management and traceability
  • Digital procurement
  • Agri eCommerce
  • Financial services
By Region
  • North America
  • Europe
  • Asia Pacific
  • South America
  • Rest of the World

Recent Developments

  • In June 2021, Deere & Company (US) partnered with Mobile Track Solution (US) to provide digital solutions for precision farming. Under this, Mobile Track Solutions provided John Deere & Company with greater than 27 cubic yard capacity towed scrapers for its distribution channels. This will help improve earthmoving efficiency and precision in large-scale applications.
  • In April 2020, Trimble partnered with HORSCH (Germany) to develop automation solutions for the agriculture industry. HORSCH and Trimble, in collaboration, will focus on developing solutions, including autonomous machines and workflow management systems that improve farm productivity.
  • In January 2020, IBM (US) and Yara International (Norway), a global leader in crop nutrition and digital farming solutions, invited farmer associations, industry players, academia, and NGOs from the food and agriculture industry to collaborate on developing digital agricultural solutions such as open data exchange platform for improving field efficiency, transparency, and sustainability of global food production.

Frequently Asked Questions (FAQ):

To speak to our analyst for a discussion on the above findings, click Speak to Analyst

TABLE OF CONTENTS

1 INTRODUCTION (Page No. - 37)
    1.1 STUDY OBJECTIVES
    1.2 MARKET DEFINITION
    1.3 STUDY SCOPE
           FIGURE 1 DIGITAL AGRICULTURE MARKET SEGMENTATION
                    FIGURE 2 REGIONAL SEGMENTATION
    1.4 YEARS CONSIDERED
    1.5 CURRENCY CONSIDERED
           TABLE 1 USD EXCHANGE RATES, 2018–2021
    1.6 INCLUSIONS AND EXCLUSIONS
    1.7 STAKEHOLDERS
    1.8 LIMITATIONS

2 RESEARCH METHODOLOGY (Page No. - 44)
    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 Primary interviews with experts
                    2.1.2.2 List of key primary interview participants
                    2.1.2.3 Key data from primary sources
                    2.1.2.4 Breakdown of primary interviews
                    2.1.2.5 Key primary insights
    2.2 MARKET SIZE ESTIMATION
           FIGURE 4 APPROACH ONE: BOTTOM-UP (DEMAND SIDE)
           FIGURE 5 APPROACH ONE: BOTTOM-UP (SUPPLY SIDE)
           FIGURE 6 APPROACH TWO: TOP-DOWN (BASED ON GLOBAL MARKET)
    2.3 DATA TRIANGULATION
           FIGURE 7 DATA TRIANGULATION
    2.4 RESEARCH ASSUMPTIONS

3 EXECUTIVE SUMMARY (Page No. - 53)
    TABLE 2 DIGITAL AGRICULTURE MARKET SNAPSHOT, 2022 VS. 2027
    FIGURE 8 MARKET, BY TYPE, 2022 VS. 2027 (USD MILLION)
    FIGURE 9 MARKET, BY OPERATION, MARKET SHARE 2022
    FIGURE 10 MARKET, BY OFFERING, 2022 VS. 2027 (USD MILLION)
    FIGURE 11 MARKET, BY TECHNOLOGY, 2022 VS. 2027 (USD MILLION)
    FIGURE 12 MARKET SHARE (VALUE), BY REGION, 2021

4 PREMIUM INSIGHTS (Page No. - 58)
    4.1 ATTRACTIVE OPPORTUNITIES FOR DIGITAL AGRICULTURE MARKET PLAYERS
           FIGURE 13 HIGH ADOPTION OF DIGITAL AGRICULTURE IN DEVELOPING MARKETS TO ESCALATE MARKET GROWTH
    4.2 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY & COUNTRY
           FIGURE 14 US TO ACCOUNT FOR LARGEST SHARE IN NORTH AMERICAN MARKET IN 2021
    4.3 MARKET, BY TYPE
           FIGURE 15 DIGITAL AGRICULTURE HARDWARE TO DOMINATE DURING FORECAST PERIOD
    4.4 MARKET, BY OPERATION
           FIGURE 16 FARMING & FEEDING OPERATIONS TO DOMINATE IN 2022
    4.5 MARKET, BY OFFERING
           FIGURE 17 PRECISION AGRICULTURE & FARM MANAGEMENT SEGMENT TO DOMINATE MARKET DURING FORECAST PERIOD
    4.6 DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY
           FIGURE 18 PERIPHERAL TECHNOLOGIES TO DOMINATE MARKET DURING FORECAST PERIOD
    4.7 DIGITAL AGRICULTURE MARKET, BY APPLICATION & REGION
           FIGURE 19 ASIA PACIFIC TO DOMINATE MARKET DURING FORECAST PERIOD

5 MARKET OVERVIEW (Page No. - 62)
    5.1 INTRODUCTION
           5.1.1 MACROECONOMIC FACTORS
                    FIGURE 20 SMARTPHONE PENETRATION, BY REGION, 2019 VS 2025
                    FIGURE 21 GLOBAL GNSS DEMAND, 2021 VS 2031 (EUR BILLION)
    5.2 MARKET DYNAMICS
           FIGURE 22 DIGITAL AGRICULTURE MARKET DYNAMICS
           5.2.1 DRIVERS
                    5.2.1.1 Demand for optimization of farm management using agricultural services and software integration
                    5.2.1.2 Increase in initiatives by government and key players operating in market
                    5.2.1.3 Growth in concerns regarding ecosystem change
           5.2.2 RESTRAINTS
                    5.2.2.1 Lack of technical knowledge and training activities
                    5.2.2.2 Large number of fragmented lands in developing countries
           5.2.3 OPPORTUNITIES
                    5.2.3.1 Increase in use of agricultural-based software via smartphones
                    5.2.3.2 Early detection of crop diseases and ease of farm management
           5.2.4 CHALLENGES
                    5.2.4.1 High cost of devices and software to impact adoption among small-scale farmers
                    5.2.4.2 Rise in concerns regarding data management and requirement for adequate training

6 INDUSTRY TRENDS (Page No. - 68)
    6.1 INTRODUCTION
    6.2 CURRENT LANDSCAPE OF AGRICULTURAL INDUSTRY
    6.3 VALUE CHAIN ANALYSIS
           6.3.1 RESEARCH & DEVELOPMENT
           6.3.2 DEVICE & COMPONENT MANUFACTURERS
           6.3.3 SYSTEM INTEGRATORS
           6.3.4 SERVICE PROVIDERS
           6.3.5 END USERS
                    FIGURE 23 VALUE CHAIN ANALYSIS: DIGITAL AGRICULTURE MARKET
    6.4 TECHNOLOGY ANALYSIS
           6.4.1 ARTIFICIAL INTELLIGENCE
                    6.4.1.1 Crop yield productions & price forecasts
           6.4.2 IOT
           6.4.3 UNMANNED AERIAL VEHICLES
    6.5 ECOSYSTEM MAPPING: DIGITAL AGRICULTURE MARKET
           6.5.1 DEMAND SIDE
           6.5.2 SUPPLY SIDE
                    FIGURE 24 MARKET: ECOSYSTEM
                    TABLE 3 MARKET: SUPPLY CHAIN (ECOSYSTEM)
    6.6 TRENDS IMPACTING BUYERS
           FIGURE 25 DIGITAL AGRICULTURE MARKET: TRENDS IMPACTING BUYERS
    6.7 PATENT ANALYSIS
           FIGURE 26 NUMBER OF PATENTS GRANTED BETWEEN 2012 AND 2022
           TABLE 4 PATENTS PERTAINING TO DIGITAL AGRICULTURE, 2020–2022
    6.8 PRICING ANALYSIS
           TABLE 5 AVERAGE SELLING PRICE (ASP) FOR ROV SYSTEM COMPONENTS, BY PRODUCT, 2022 VS. 2027 (USD/PIECE)
           TABLE 6 ASP OF AQUACULTURE SENSORS, 2022 (USD/UNIT)
           TABLE 7 ASP OF MILKING ROBOTS, 2022 VS. 2027 (USD/UNIT)
           TABLE 8 ASP OF RFID TAGS & READERS, 2022 VS. 2027 (USD/UNIT)
    6.9 TRADE DATA
           TABLE 9 IMPORT DATA OF AGRICULTURAL MACHINERY, BY COUNTRY, 2019–2021 (USD MILLION)
           TABLE 10 EXPORT DATA OF AGRICULTURAL MACHINERY, BY COUNTRY, 2019–2021 (USD MILLION)
           6.9.1 GNSS DEVICES SHIPMENT
                    FIGURE 27 GLOBAL GNSS DEVICES SHIPMENT, BY REGION, 2021–2031 (MILLION)
    6.10 KEY CONFERENCES & EVENTS
           TABLE 11 KEY CONFERENCES & EVENTS, 2022–2023
    6.11 PORTER’S FIVE FORCES ANALYSIS
                    TABLE 12 DIGITAL AGRICULTURE MARKET: PORTER’S FIVE FORCES ANALYSIS
           6.11.1 THREAT FROM NEW ENTRANTS
           6.11.2 THREAT FROM SUBSTITUTES
           6.11.3 BARGAINING POWER OF SUPPLIERS
           6.11.4 BARGAINING POWER OF BUYERS
           6.11.5 DEGREE OF COMPETITION
    6.12 CASE STUDIES
           6.12.1 INTERNAL PROCESS IMPROVEMENTS WITH DIGITAL AGRICULTURE
           6.12.2 ANNA BINNA FARMS USED AGWORLD SOFTWARE PLATFORM FOR FARM RECORD-KEEPING
    6.13 BUYING CRITERIA
           6.13.1 BUYING CRITERIA ACROSS TYPES
                    FIGURE 28 KEY BUYING CRITERIA FOR DIGITAL AGRICULTURE TYPES
                    TABLE 13 KEY BUYING CRITERIA FOR DIGITAL AGRICULTURE TYPES

7 REGULATORY FRAMEWORK (Page No. - 91)
    7.1 TARIFF & REGULATORY LANDSCAPE
           TABLE 14 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
           TABLE 15 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
           TABLE 16 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
           TABLE 17 REST OF THE WORLD: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
           7.1.1 NORTH AMERICA
                    7.1.1.1 United States (US)
                               TABLE 18 US: ROBOTICS FOR AGRICULTURAL AND INDUSTRIAL USE
                    7.1.1.2 Canada
                               TABLE 19 CANADA: ROBOTIC MACHINERY AND ROBOT USAGE
                    7.1.1.3 Mexico
                               TABLE 20 MEXICO: DRONE CATEGORIES
           7.1.2 EUROPEAN UNION (EU)
                    TABLE 21 EU: DRONE FLYING BASED ON INTENDED OPERATIONS
                    TABLE 22 EUROPE: AGRICULTURAL MACHINERY AND ROBOT PRODUCTION STANDARDS
           7.1.3 ASIA PACIFIC
                    7.1.3.1 India
                    7.1.3.2 China
                               TABLE 23 CHINA: ARTICLES REGARDING AGRICULTURAL TECHNOLOGIES
                               TABLE 24 CHINA: DRONE CLASSIFICATION BASED ON WEIGHT
                    7.1.3.3 Australia
           7.1.4 REST OF THE WORLD

8 DIGITAL AGRICULTURE MARKET, BY OFFERING (Page No. - 102)
    8.1 INTRODUCTION
           FIGURE 29 PRECISION AGRICULTURE & FARM MANAGEMENT TO DOMINATE DURING FORECAST PERIOD
           TABLE 25 DIGITAL AGRICULTURE MARKET, BY OFFERING, 2019–2021 (USD MILLION)
           TABLE 26 MARKET, BY OFFERING, 2022–2027 (USD MILLION)
    8.2 ADVISORY SERVICES
           8.2.1 ADVISORY SERVICES PROMOTE ADOPTION OF IMPROVED FARM TECHNOLOGIES
                    TABLE 27 ADVISORY SERVICES MARKET, BY REGION, 2019–2021 (USD MILLION)
                    TABLE 28 ADVISORY SERVICES MARKET, BY REGION, 2022–2027 (USD MILLION)
    8.3 PRECISION AGRICULTURE & FARM MANAGEMENT
           8.3.1 INCREASE IN DATA MANAGEMENT SERVICES TO IMPROVE DECISION-MAKING FOR SMART FARMS
                    TABLE 29 PRECISION AGRICULTURE & FARM MANAGEMENT MARKET, BY REGION, 2019–2021 (USD MILLION)
                    TABLE 30 PRECISION AGRICULTURE & FARM MANAGEMENT MARKET, BY REGION, 2022–2027 (USD MILLION)
    8.4 QUALITY MANAGEMENT & TRACEABILITY
           8.4.1 INNOVATION OF DIGI-LED DATA TO ENHANCE QUALITY MANAGEMENT OF FARMS
                    TABLE 31 QUALITY MANAGEMENT & TRACEABILITY MARKET, BY REGION, 2019–2021 (USD MILLION)
                    TABLE 32 QUALITY MANAGEMENT TRACEABILITY MARKET, BY REGION, 2022–2027 (USD MILLION)
    8.5 DIGITAL PROCUREMENT
           8.5.1 PRODUCTION TRENDS THROUGH DIGITAL PROCUREMENT TO BOOST MARKET GROWTH
                    TABLE 33 DIGITAL PROCUREMENT MARKET, BY REGION, 2019–2021 (USD MILLION)
                    TABLE 34 DIGITAL PROCUREMENT MARKET, BY REGION, 2022–2027 (USD MILLION)
    8.6 AGRI ECOMMERCE
           8.6.1 GROWTH IN AGRICULTURAL PRODUCE POPULARITY ON ECOMMERCE PLATFORMS
                    TABLE 35 AGRI ECOMMERCE MARKET, BY REGION, 2019–2021 (USD MILLION)
                    TABLE 36 AGRI ECOMMERCE MARKET, BY REGION, 2022–2027 (USD MILLION)
    8.7 FINANCIAL SERVICES
           8.7.1 INCREASE IN DEMAND FOR DIGITAL AGRICULTURE PAYMENT SERVICES TO BOOST MARKET GROWTH
                    TABLE 37 FINANCIAL SERVICES MARKET, BY REGION, 2019–2021 (USD MILLION)
                    TABLE 38 FINANCIAL SERVICES MARKET, BY REGION, 2022–2027 (USD MILLION)

9 DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY (Page No. - 112)
    9.1 INTRODUCTION
           FIGURE 30 PERIPHERAL TECHNOLOGY TO DOMINATE DIGITAL AGRICULTURE MARKET DURING FORECAST PERIOD
           TABLE 39 DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2019–2021 (USD MILLION)
           TABLE 40 MARKET, BY REGION, 2022–2027 (USD MILLION)
           TABLE 41 PERIPHERAL DIGITAL AGRICULTURE TECHNOLOGY MARKET, BY TYPE, 2019–2021 (USD MILLION)
           TABLE 42 PERIPHERAL DIGITAL AGRICULTURE TECHNOLOGY MARKET, BY TYPE, 2022–2027 (USD MILLION)
           TABLE 43 CORE DIGITAL AGRICULTURE TECHNOLOGY MARKET, BY TYPE, 2019–2021 (USD MILLION)
           TABLE 44 CORE DIGITAL AGRICULTURE TECHNOLOGY MARKET, BY TYPE, 2022–2027 (USD MILLION)
    9.2 PERIPHERAL TECHNOLOGY
           9.2.1 PRECISION AGRICULTURE SOLUTIONS PROVIDE HIGH-VALUE INSIGHTS TO MAKE REAL-TIME DECISIONS
           9.2.2 PLATFORMS
                    9.2.2.1 Platforms help farmers develop future field plans
           9.2.3 APPS
                    9.2.3.1 Greater penetration of mobile devices in emerging economies to drive segment
                               TABLE 45 PERIPHERAL DIGITAL AGRICULTURE TECHNOLOGY MARKET, BY REGION, 2019–2021 (USD MILLION)
                               TABLE 46 PERIPHERAL DIGITAL AGRICULTURE TECHNOLOGY MARKET, BY REGION, 2022–2027 (USD MILLION)
    9.3 CORE TECHNOLOGY
           9.3.1 INCREASE IN APPLICATION OF CORE TECHNOLOGIES IN REDUCING ENVIRONMENTAL IMPACT TO BOOST MARKET
           9.3.2 AUTOMATION
                    9.3.2.1 Automation technology to increase yield and rate of farm production
           9.3.3 DRONES
                    9.3.3.1 Ability of drones to survey crops and herds over vast areas to drive demand
           9.3.4 ROBOTICS
                    9.3.4.1 Reduction in manual labor in farm activities to boost market
           9.3.5 AI/ML
                    9.3.5.1 Real-time actionable insights to improve agriculture yield to boost segment
                               TABLE 47 CORE DIGITAL AGRICULTURE TECHNOLOGY MARKET, BY REGION, 2019–2021 (USD MILLION)
                               TABLE 48 CORE DIGITAL AGRICULTURE TECHNOLOGY MARKET, BY REGION, 2022–2027 (USD MILLION)

10 DIGITAL AGRICULTURE MARKET, BY OPERATION (Page No. - 121)
     10.1 INTRODUCTION
               TABLE 49 DIGITAL AGRICULTURE MARKET, BY OPERATION, 2019–2021 (USD MILLION)
               TABLE 50 MARKET, BY OPERATION, 2022–2027 (USD MILLION)
     10.2 FARMING & FEEDING
             10.2.1 INCREASE IN DEMAND FOR MONITORING OF FARMING AND FEEDING SYSTEMS TO DETERMINE CROP AND LIVESTOCK HEALTH
                       TABLE 51 FARMING & FEEDING OPERATIONS MARKET, BY REGION, 2019–2021 (USD MILLION)
                       TABLE 52 FARMING & FEEDING OPERATIONS MARKET, BY REGION, 2022–2027 (USD MILLION)
             10.2.2 PRECISION AGRICULTURE
                       10.2.2.1 Trend of using technology to improve agricultural yield to drive market
             10.2.3 PRECISION ANIMAL REARING AND FEEDING
                       10.2.3.1 Growth in importance of animal health to propel segment
             10.2.4 PRECISION AQUACULTURE
                       10.2.4.1 Adoption of technology to enhance aquaculture operations to drive demand
             10.2.5 PRECISION FORESTRY
                       10.2.5.1 Ease of forestry operations and improved efficiency to drive segment
             10.2.6 SMART GREENHOUSES
                       10.2.6.1 Use of technology to further improve smart agriculture operations to boost market growth
                                   TABLE 53 FARMING & FEEDING OPERATIONS MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 54 FARMING & FEEDING OPERATIONS MARKET, BY TYPE, 2022–2027 (USD MILLION)
     10.3 MONITORING & SCOUTING
             10.3.1 GROWTH IN QUALITY CONCERNS TO IMPACT IMPORTANCE OF MONITORING & SCOUTING IN DIGITAL AGRICULTURE
                       TABLE 55 MONITORING & SCOUTING OPERATIONS MARKET, BY REGION, 2019–2021 (USD MILLION)
                       TABLE 56 MONITORING & SCOUTING OPERATIONS MARKET, BY REGION, 2022–2027 (USD MILLION)
     10.4 MARKETING & DEMAND GENERATION
             10.4.1 SURGE IN DEMAND FOR ONLINE SELLING OF AGRICULTURAL OUTPUT TO DRIVE MARKETING AND DEMAND GENERATION
                       TABLE 57 MARKETING & DEMAND GENERATION OPERATIONS MARKET, BY REGION, 2019–2021 (USD MILLION)
                       TABLE 58 MARKETING & DEMAND GENERATION OPERATIONS MARKET, BY REGION, 2022–2027 (USD MILLION)

11 DIGITAL AGRICULTURE MARKET, BY TYPE (Page No. - 130)
     11.1 INTRODUCTION
               FIGURE 31 DIGITAL AGRICULTURE MARKET, BY TYPE, 2022 VS. 2027 (USD MILLION)
               TABLE 59 MARKET, BY TYPE, 2019–2021 (USD MILLION)
               TABLE 60 MARKET, BY TYPE, 2022–2027 (USD MILLION)
     11.2 HARDWARE
             11.2.1 VARIETY OF AUTOMATION AND MONITORING TOOLS IN DIFFERENT TYPES OF AGRICULTURE TO BOOST DEMAND
                       TABLE 61 DIGITAL AGRICULTURE HARDWARE MARKET, BY REGION, 2019–2021 (USD MILLION)
                       TABLE 62 DIGITAL AGRICULTURE HARDWARE MARKET, BY REGION, 2022–2027 (USD MILLION)
                       TABLE 63 DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                       TABLE 64 DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2022–2027 (USD MILLION)
             11.2.2 AUTOMATION & CONTROL SYSTEMS
                       11.2.2.1 High demand for drones to monitor crop growth and pest control activity to boost demand
                       11.2.2.2 Drones/UAVs
                       11.2.2.3 Irrigation controllers
                       11.2.2.4 GPS/GNSS
                       11.2.2.5 Flow & application control devices
                       11.2.2.6 Guidance & steering
                       11.2.2.7 Handheld mobile device/handheld computers
                       11.2.2.8 Displays
                       11.2.2.9 Harvesters & forwarders
                       11.2.2.10 Variable rate controllers
                       11.2.2.11 Control systems
                       11.2.2.12 Robotic hardware
                       11.2.2.13 HVAC systems
                       11.2.2.14 LED grow lights
                       11.2.2.15 Other automation & control systems
                                   TABLE 65 AGRICULTURE AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 66 AGRICULTURE AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2022–2027 (USD MILLION)
             11.2.3 SENSING & MONITORING DEVICES
                       11.2.3.1 High demand for sensors to make informed decisions to drive segment
                       11.2.3.2 Yield monitors
                       11.2.3.3 Soil sensors
                       11.2.3.4 Water sensors
                       11.2.3.5 Climate sensors
                       11.2.3.6 Camera systems
                       11.2.3.7 RFID & sensors for precision forestry
                       11.2.3.8 Temperature & environment monitoring sensors
                       11.2.3.9 pH & dissolved oxygen sensors
                       11.2.3.10 EC sensors
                       11.2.3.11 RFID tags & readers for livestock monitoring
                       11.2.3.12 Sensors for livestock monitoring
                       11.2.3.13 Sensors for smart greenhouses
                       11.2.3.14 Other sensing & monitoring devices
                                   TABLE 67 AGRICULTURE SENSING & MONITORING DEVICES MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 68 AGRICULTURE SENSING & MONITORING DEVICES MARKET, BY TYPE, 2022–2027 (USD MILLION)
     11.3 SOFTWARE
             11.3.1 KEY DEVELOPMENTS BY COMPANIES TO FURTHER BOOST ADOPTION OF SOFTWARE IN DIGITAL AGRICULTURE
                       TABLE 69 DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2019–2021 (USD MILLION)
                       TABLE 70 DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2022–2027 (USD MILLION)
             11.3.2 ON-CLOUD
                       11.3.2.1 Easy data handling and storage to fuel demand for on-cloud software
             11.3.3 ON-PREMISES
                       11.3.3.1 High data integrity, easy maintenance, and storage to be key drivers for on-premise software
             11.3.4 AI & DATA ANALYTICS
                       11.3.4.1 Increase in trend of AI and data analytics to enhance farm operations to further boost adoption among farmers
                                   TABLE 71 DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 72 DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2022–2027 (USD MILLION)
     11.4 SERVICES
             11.4.1 INCREASE IN IMPORTANCE OF PRECISION TECHNIQUES IN DIFFERENT SEGMENTS TO FURTHER IMPACT NEED FOR SERVICES
                       TABLE 73 DIGITAL AGRICULTURE SERVICES MARKET, BY REGION, 2019–2021 (USD MILLION)
                       TABLE 74 DIGITAL AGRICULTURE SERVICES MARKET, BY REGION, 2022–2027 (USD MILLION)
             11.4.2 SYSTEM INTEGRATION & CONSULTING
                       11.4.2.1 Rise in importance of hardware and software integration for smooth farm functioning to propel growth
             11.4.3 DATA COLLECTION & ANALYTICAL SERVICES
                       11.4.3.1 Need to integrate data in structured form to drive data collection and analytical services
             11.4.4 CONNECTIVITY SERVICES
                       11.4.4.1 Opportunity for real-time data generation to impact demand for connectivity services
             11.4.5 ASSISTANT PROFESSIONAL SERVICES
                       11.4.5.1 Need for improvements and professional services to manage entire value chain to increase demand
             11.4.6 MAINTENANCE & SUPPORT SERVICES
                       11.4.6.1 Continuous need to maintain different digital agriculture systems to propel market
                                   TABLE 75 DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 76 DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION)

12 DIGITAL AGRICULTURE MARKET, BY REGION (Page No. - 147)
     12.1 INTRODUCTION
               FIGURE 32 INDIA TO BE FASTEST-GROWING COUNTRY IN DIGITAL AGRICULTURE MARKET
               TABLE 77 MARKET, BY REGION, 2019–2021 (USD MILLION)
               TABLE 78 MARKET, BY REGION, 2022–2027 (USD MILLION)
     12.2 NORTH AMERICA
               FIGURE 33 NORTH AMERICA: DIGITAL AGRICULTURE MARKET SNAPSHOT
               TABLE 79 NORTH AMERICA: MARKET, BY COUNTRY, 2019–2021 (USD MILLION)
               TABLE 80 NORTH AMERICA: MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
               TABLE 81 NORTH AMERICA: MARKET, BY TYPE, 2019–2021 (USD MILLION)
               TABLE 82 NORTH AMERICA: MARKET, BY TYPE, 2022–2027 (USD MILLION)
               TABLE 83 NORTH AMERICA: MARKET, BY OPERATION, 2019–2021 (USD MILLION)
               TABLE 84 NORTH AMERICA: MARKET, BY OPERATION, 2022–2027 (USD MILLION)
               TABLE 85 NORTH AMERICA: MARKET, BY OFFERING, 2019–2021 (USD MILLION)
               TABLE 86 NORTH AMERICA: MARKET, BY OFFERING, 2022–2027 (USD MILLION)
               TABLE 87 NORTH AMERICA: MARKET, BY TECHNOLOGY, 2019–2021 (USD MILLION)
               TABLE 88 NORTH AMERICA: MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION)
             12.2.1 US
                       12.2.1.1 Rise in usage of digital agriculture technologies in US
                                   TABLE 89 US: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 90 US: MARKET, BY TYPE, 2022–2027 (USD MILLION)
             12.2.2 CANADA
                       12.2.2.1 Federal investments, accessibility, and favorable regulatory environment framework to propel market
                                   TABLE 91 CANADA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 92 CANADA: MARKET, BY TYPE, 2022–2027 (USD MILLION)
             12.2.3 MEXICO
                       12.2.3.1 Limited resources driving demand for digital agriculture technologies
                                   TABLE 93 MEXICO: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 94 MEXICO: MARKET, BY TYPE, 2022–2027 (USD MILLION)
     12.3 EUROPE
               TABLE 95 EUROPE: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2019–2021 (USD MILLION)
               TABLE 96 EUROPE: MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
               TABLE 97 EUROPE: MARKET, BY TYPE, 2019–2021 (USD MILLION)
               TABLE 98 EUROPE: MARKET, BY TYPE, 2022–2027 (USD MILLION)
               TABLE 99 EUROPE: MARKET, BY OPERATION, 2019–2021 (USD MILLION)
               TABLE 100 EUROPE: MARKET, BY OPERATION, 2022–2027 (USD MILLION)
               TABLE 101 EUROPE: MARKET, BY OFFERING, 2019–2021 (USD MILLION)
               TABLE 102 EUROPE: MARKET, BY OFFERING, 2022–2027 (USD MILLION)
               TABLE 103 EUROPE: MARKET, BY TECHNOLOGY, 2019–2021 (USD MILLION)
               TABLE 104 EUROPE: MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION)
             12.3.1 GERMANY
                       12.3.1.1 Increase in funding for research projects to impact market
                                   TABLE 105 GERMANY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 106 GERMANY: MARKET, BY TYPE, 2022–2027 (USD MILLION)
             12.3.2 RUSSIA
                       12.3.2.1 Agriculture 4.0 to increase demand for modern technologies
                                   TABLE 107 RUSSIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 108 RUSSIA: MARKET, BY TYPE, 2022–2027 (USD MILLION)
             12.3.3 FRANCE
                       12.3.3.1 Rise in awareness regarding technology and automation to support market growth
                                   TABLE 109 FRANCE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 110 FRANCE: MARKET, BY TYPE, 2022–2027 (USD MILLION)
             12.3.4 ITALY
                       12.3.4.1 ‘Made in Italy’ campaign to drive modernization
                                   TABLE 111 ITALY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 112 ITALY: MARKET, BY TYPE, 2022–2027 (USD MILLION)
             12.3.5 UK
                       12.3.5.1 Greater need to meet growing automation needs to boost market in the UK
                                   TABLE 113 UK: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 114 UK: MARKET, BY TYPE, 2022–2027 (USD MILLION)
             12.3.6 SWEDEN
                       12.3.6.1 Growth in utilization of agricultural technologies for soil monitoring to boost market
                                   TABLE 115 SWEDEN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 116 SWEDEN: MARKET, BY TYPE, 2022–2027 (USD MILLION)
             12.3.7 NETHERLANDS
                       12.3.7.1 Utilization of drones in greenhouses to drive demand for digital agriculture
                                   TABLE 117 NETHERLANDS: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 118 NETHERLANDS: MARKET, BY TYPE, 2022–2027 (USD MILLION)
             12.3.8 REST OF EUROPE
                       TABLE 119 REST OF EUROPE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                       TABLE 120 REST OF EUROPE: MARKET, BY TYPE, 2022–2027 (USD MILLION)
     12.4 ASIA PACIFIC
               FIGURE 34 ASIA PACIFIC: DIGITAL AGRICULTURE ADDITIVES MARKET SNAPSHOT
               TABLE 121 ASIA PACIFIC: MARKET, BY COUNTRY, 2019–2021 (USD MILLION)
               TABLE 122 ASIA PACIFIC: MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
               TABLE 123 ASIA PACIFIC: MARKET, BY TYPE, 2019–2021 (USD MILLION)
               TABLE 124 ASIA PACIFIC: MARKET, BY TYPE, 2022–2027 (USD MILLION)
               TABLE 125 ASIA PACIFIC: MARKET, BY OPERATION, 2019–2021 (USD MILLION)
               TABLE 126 ASIA PACIFIC: MARKET, BY OPERATION, 2022–2027 (USD MILLION)
               TABLE 127 ASIA PACIFIC: MARKET, BY OFFERING, 2019–2021 (USD MILLION)
               TABLE 128 ASIA PACIFIC: MARKET, BY OFFERING, 2022–2027 (USD MILLION)
               TABLE 129 ASIA PACIFIC: MARKET, BY TECHNOLOGY, 2019–2021 (USD MILLION)
               TABLE 130 ASIA PACIFIC: MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION)
             12.4.1 CHINA
                       12.4.1.1 Large population and increase in food demand to shape digital agriculture landscape
                                   TABLE 131 CHINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 132 CHINA: MARKET, BY TYPE, 2022–2027 (USD MILLION)
             12.4.2 JAPAN
                       12.4.2.1 Higher demand for digital agriculture to make country’s food industry self-sufficient
                                   TABLE 133 JAPAN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 134 JAPAN: MARKET, BY TYPE, 2022–2027 (USD MILLION)
             12.4.3 AUSTRALIA & NEW ZEALAND
                       12.4.3.1 Thriving poultry industry and increasing exports to propel market
                                   TABLE 135 AUSTRALIA & NEW ZEALAND: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 136 AUSTRALIA & NEW ZEALAND: MARKET, BY TYPE, 2022–2027 (USD MILLION)
             12.4.4 INDIA
                       12.4.4.1 Government initiatives to provide great opportunities for digital agriculture in India
                                   TABLE 137 INDIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 138 INDIA: MARKET, BY TYPE, 2022–2027 (USD MILLION)
             12.4.5 REST OF ASIA PACIFIC
                                   TABLE 139 REST OF ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 140 REST OF ASIA PACIFIC: MARKET, BY TYPE, 2022–2027 (USD MILLION)
     12.5 SOUTH AMERICA
               TABLE 141 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2019–2021 (USD MILLION)
               TABLE 142 SOUTH AMERICA: MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
               TABLE 143 SOUTH AMERICA: MARKET, BY TYPE, 2019–2021 (USD MILLION)
               TABLE 144 SOUTH AMERICA: MARKET, BY TYPE, 2022–2027 (USD MILLION)
               TABLE 145 SOUTH AMERICA: MARKET, BY OPERATION, 2019–2021 (USD MILLION)
               TABLE 146 SOUTH AMERICA: MARKET, BY OPERATION, 2022–2027 (USD MILLION)
               TABLE 147 SOUTH AMERICA: MARKET, BY OFFERING, 2019–2021 (USD MILLION)
               TABLE 148 SOUTH AMERICA: MARKET, BY OFFERING, 2022–2027 (USD MILLION)
               TABLE 149 SOUTH AMERICA: MARKET, BY TECHNOLOGY, 2019–2021 (USD MILLION)
               TABLE 150 SOUTH AMERICA: MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION)
             12.5.1 BRAZIL
                       12.5.1.1 Growth in agriculture activities to boost market for digital agriculture
                                   TABLE 151 BRAZIL: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 152 BRAZIL: MARKET, BY TYPE, 2022–2027 (USD MILLION)
             12.5.2 ARGENTINA
                       12.5.2.1 Increase in public-private partnerships for agriculture innovations
                                   TABLE 153 ARGENTINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 154 ARGENTINA: MARKET, BY TYPE, 2022–2027 (USD MILLION)
             12.5.3 REST OF SOUTH AMERICA
                       TABLE 155 REST OF SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                       TABLE 156 REST OF SOUTH AMERICA: MARKET, BY TYPE, 2022–2027 (USD MILLION)
     12.6 REST OF THE WORLD (ROW)
               TABLE 157 ROW: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2019–2021 (USD MILLION)
               TABLE 158 ROW: MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
               TABLE 159 ROW: MARKET, BY TYPE, 2019–2021 (USD MILLION)
               TABLE 160 ROW: MARKET, BY TYPE, 2022–2027 (USD MILLION)
               TABLE 161 ROW: MARKET, BY OPERATION, 2019–2021 (USD MILLION)
               TABLE 162 ROW: MARKET, BY OPERATION, 2022–2027 (USD MILLION)
               TABLE 163 ROW: MARKET, BY OFFERING, 2019–2021 (USD MILLION)
               TABLE 164 REST OF THE WORLD: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2022–2027 (USD MILLION)
               TABLE 165 ROW: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2019–2021 (USD MILLION)
               TABLE 166 ROW: MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION)
             12.6.1 AFRICA
                       12.6.1.1 Increase in awareness and penetration of digitalization to drive market
                                   TABLE 167 AFRICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 168 AFRICA: MARKET, BY TYPE, 2022–2027 (USD MILLION)
             12.6.2 MIDDLE EAST
                       12.6.2.1 Rise in adoption of smartphones for agriculture to fuel growth
                                   TABLE 169 MIDDLE EAST: DIGITAL AGRICULTURE MARKET, BY TYPE, 2019–2021 (USD MILLION)
                                   TABLE 170 MIDDLE EAST: MARKET, BY TYPE, 2022–2027 (USD MILLION)

13 COMPETITIVE LANDSCAPE (Page No. - 188)
     13.1 OVERVIEW
     13.2 MARKET SHARE ANALYSIS
               TABLE 171 DIGITAL AGRICULTURE MARKET SHARE ANALYSIS, 2021
     13.3 HISTORICAL REVENUE ANALYSIS OF KEY PLAYERS
               FIGURE 35 TOTAL REVENUE ANALYSIS OF KEY PLAYERS, 2017–2021 (USD BILLION)
     13.4 COMPANY EVALUATION QUADRANT (KEY PLAYERS)
             13.4.1 STARS
             13.4.2 PERVASIVE PLAYERS
             13.4.3 EMERGING LEADERS
             13.4.4 PARTICIPANTS
                       FIGURE 36 DIGITAL AGRICULTURE MARKET, COMPANY EVALUATION QUADRANT, 2021
             13.4.5 COMPANY PRODUCT FOOTPRINT (KEY PLAYERS)
                       TABLE 172 DIGITAL AGRICULTURE COMPANY FOOTPRINT, BY OFFERING
                       TABLE 173 DIGITAL AGRICULTURE COMPANY FOOTPRINT, BY TYPE
                       TABLE 174 DIGITAL AGRICULTURE COMPANY FOOTPRINT, BY OPERATION
                       TABLE 175 DIGITAL AGRICULTURE COMPANY FOOTPRINT, BY TECHNOLOGY
                       TABLE 176 DIGITAL AGRICULTURE COMPANY FOOTPRINT, BY REGION
                       TABLE 177 OVERALL COMPANY FOOTPRINT
     13.5 COMPANY EVALUATION QUADRANT (OTHER PLAYERS)
             13.5.1 PROGRESSIVE COMPANIES
             13.5.2 STARTING BLOCKS
             13.5.3 RESPONSIVE COMPANIES
             13.5.4 DYNAMIC COMPANIES
                       FIGURE 37 DIGITAL AGRICULTURE MARKET: COMPANY EVALUATION QUADRANT, 2021 (OTHER PLAYERS)
                       TABLE 178 DIGITAL AGRICULTURE: COMPETITIVE BENCHMARKING OF OTHER PLAYERS
     13.6 COMPETITIVE SCENARIO
             13.6.1 PRODUCT LAUNCHES
                       TABLE 179 DIGITAL AGRICULTURE MARKET: PRODUCT LAUNCHES, 2019–2022
             13.6.2 DEALS
                       TABLE 180 MARKET: DEALS, 2019–2022
             13.6.3 OTHERS
                       TABLE 181 MARKET: OTHERS, 2021–2022

14 COMPANY PROFILES (Page No. - 207)
     14.1 KEY PLAYERS
(Business Overview, Products Offered, Recent Developments, and MnM View (Key strengths/Right to Win, Strategic Choices Made, and Weaknesses and Competitive Threats))*
             14.1.1 CISCO SYSTEMS, INC.
                       TABLE 182 CISCO SYSTEMS, INC.: BUSINESS OVERVIEW
                       FIGURE 38 CISCO SYSTEMS, INC.: COMPANY SNAPSHOT
                       TABLE 183 CISCO SYSTEMS, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 184 CISCO SYSTEMS, INC.: NEW PRODUCT LAUNCHES
                       TABLE 185 CISCO SYSTEMS, INC.: DEALS
             14.1.2 IBM CORPORATION
                       TABLE 186 IBM CORPORATION: BUSINESS OVERVIEW
                       FIGURE 39 IBM CORPORATION: COMPANY SNAPSHOT
                       TABLE 187 IBM CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 188 IBM CORPORATION: NEW PRODUCT LAUNCH
                       TABLE 189 IBM CORPORATION: DEALS
             14.1.3 ACCENTURE
                       TABLE 190 ACCENTURE: BUSINESS OVERVIEW
                       FIGURE 40 ACCENTURE: COMPANY SNAPSHOT
                       TABLE 191 ACCENTURE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
             14.1.4 DEERE & COMPANY
                       TABLE 192 DEERE & COMPANY: BUSINESS OVERVIEW
                       FIGURE 41 DEERE & COMPANY: COMPANY SNAPSHOT
                       TABLE 193 DEERE & COMPANY: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 194 DEERE & COMPANY: NEW PRODUCT LAUNCHES
                       TABLE 195 DEERE & COMPANY: DEALS
             14.1.5 TRIMBLE INC.
                       TABLE 196 TRIMBLE INC.: BUSINESS OVERVIEW
                       FIGURE 42 TRIMBLE INC.: COMPANY SNAPSHOT
                       TABLE 197 TRIMBLE INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 198 TRIMBLE INC.: NEW PRODUCT LAUNCH
                       TABLE 199 TRIMBLE INC.: DEALS
             14.1.6 DELAVAL
                       TABLE 200 DELAVAL: BUSINESS OVERVIEW
                       FIGURE 43 DELAVAL: COMPANY SNAPSHOT
                       TABLE 201 DELAVAL: PRODUCTS OFFERED
                       TABLE 202 DELAVAL: NEW PRODUCT LAUNCHES
                       TABLE 203 DELAVAL: DEALS
             14.1.7 AKVA GROUP
                       TABLE 204 AKVA GROUP: BUSINESS OVERVIEW
                       FIGURE 44 AKVA GROUP: COMPANY SNAPSHOT
                       TABLE 205 AKVA GROUP: PRODUCTS OFFERED
                       TABLE 206 AKVA GROUP: DEALS
             14.1.8 HEXAGON AB
                       TABLE 207 HEXAGON AB: BUSINESS OVERVIEW
                       FIGURE 45 HEXAGON AB: COMPANY SNAPSHOT
                       TABLE 208 HEXAGON AB: PRODUCTS OFFERED
             14.1.9 DA JIANG INNOVATIONS SCIENCE & TECHNOLOGY CO. (DJI)
                       TABLE 209 DJI: BUSINESS OVERVIEW
                       TABLE 210 DJI: PRODUCTS OFFERED
             14.1.10 EPICOR SOFTWARE CORPORATION
                       TABLE 211 EPICOR SOFTWARE CORPORATION: BUSINESS OVERVIEW
                       TABLE 212 EPICOR SOFTWARE CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED
     14.2 OTHER PLAYERS
             14.2.1 VODAFONE GROUP PLC
                       TABLE 213 VODAFONE GROUP PLC: BUSINESS OVERVIEW
                       FIGURE 46 VODAFONE GROUP PLC: COMPANY SNAPSHOT
                       TABLE 214 VODAFONE GROUP PLC: PRODUCTS OFFERED
                       TABLE 215 VODAFONE GROUP PLC: NEW PRODUCT LAUNCHES
             14.2.2 BAYER CROPSCIENCE AG
                       TABLE 216 BAYER CROPSCIENCE AG: BUSINESS OVERVIEW
                       FIGURE 47 BAYER CROPSCIENCE AG: COMPANY SNAPSHOT
                       TABLE 217 BAYER CROPSCIENCE AG: PRODUCTS OFFERED
                       TABLE 218 BAYER CROPSCIENCE AG: NEW PRODUCT LAUNCHES
                       TABLE 219 BAYER CROPSCIENCE AG: DEALS
             14.2.3 TELUS AGRICULTURE
                       TABLE 220 TELUS AGRICULTURE: BUSINESS OVERVIEW
                       TABLE 221 TELUS AGRICULTURE: PRODUCTS OFFERED
                       TABLE 222 TELUS AGRICULTURE: DEALS
             14.2.4 SMALL ROBOT COMPANY
                       TABLE 223 SMALL ROBOT COMPANY: BUSINESS OVERVIEW
                       TABLE 224 SMALL ROBOT COMPANY: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 225 SMALL ROBOT COMPANY: NEW PRODUCT LAUNCH
             14.2.5 ZEMDIRBIU KONSULTACIJOS UAB
                       TABLE 226 ZEMDIRBIU KONSULTACIJOS UAB: BUSINESS OVERVIEW
                       TABLE 227 ZEMDIRBIU KONSULTACIJOS UAB: PRODUCTS/SOLUTIONS/SERVICES OFFERED
             14.2.6 RAVEN INDUSTRIES
                       TABLE 228 RAVEN INDUSTRIES: BUSINESS OVERVIEW
                       FIGURE 48 RAVEN INDUSTRIES: COMPANY SNAPSHOT
                       TABLE 229 RAVEN INDUSTRIES: PRODUCTS OFFERED
                       TABLE 230 RAVEN INDUSTRIES: NEW PRODUCT LAUNCHES
                       TABLE 231 RAVEN INDUSTRIES: DEALS
                       TABLE 232 RAVEN INDUSTRIES: OTHERS
             14.2.7 GAMAYA
                       TABLE 233 GAMAYA: BUSINESS OVERVIEW
                       TABLE 234 GAMAYA: PRODUCTS OFFERED
             14.2.8 AGCO CORPORATION
                       TABLE 235 AGCO CORPORATION: BUSINESS OVERVIEW
                       FIGURE 49 AGCO CORPORATION: COMPANY SNAPSHOT
                       TABLE 236 AGCO CORPORATION: PRODUCTS OFFERED
                       TABLE 237 AGCO CORPORATION: DEALS
             14.2.9 PRECISIONHAWK
                       TABLE 238 PRECISIONHAWK: BUSINESS OVERVIEW
                       TABLE 239 PRECISIONHAWK: PRODUCTS OFFERED
                       TABLE 240 PRECISIONHAWK: NEW PRODUCT LAUNCHES
                       TABLE 241 PRECISIONHAWK: DEALS
             14.2.10 AGREENA
                       TABLE 242 AGREENA: BUSINESS OVERVIEW
                       TABLE 243 AGREENA: PRODUCTS OFFERED
                       TABLE 244 AGREENA: DEALS
             14.2.11 CERES IMAGING
                       TABLE 245 CERES IMAGING: BUSINESS OVERVIEW
                       TABLE 246 CERES: PRODUCTS OFFERED
                       TABLE 247 CERES: NEW PRODUCT LAUNCHES
             14.2.12 AGRICULTURAL CONSULTING SERVICES (ACS)
                       TABLE 248 AGRICULTURAL CONSULTING SERVICES: BUSINESS OVERVIEW
                       TABLE 249 AGRICULTURAL CONSULTING SERVICES (ACS): PRODUCTS OFFERED
             14.2.13 EC2CE
                       TABLE 250 EC2CE: BUSINESS OVERVIEW
                       TABLE 251 EC2CE: PRODUCTS OFFERED
                       TABLE 252 EC2CE: NEW PRODUCT LAUNCHES
             14.2.14 EUROFINS SCIENTIFIC
                       TABLE 253 EUROFINS SCIENTIFIC: BUSINESS OVERVIEW
                       FIGURE 50 EUROFINS SCIENTIFIC: COMPANY SNAPSHOT
                       TABLE 254 EUROFINS SCIENTIFIC: PRODUCTS OFFERED
             14.2.15 ARABLE
                       TABLE 255 ARABLE: BUSINESS OVERVIEW
                       TABLE 256 ARABLE: PRODUCTS OFFERED
                       TABLE 257 ARABLE: NEW PRODUCT LAUNCHES
                       TABLE 258 ARABLE: DEALS
                       TABLE 259 ARABLE: OTHERS

*Details on Business Overview, Products Offered, Recent Developments, and MnM View (Key strengths/Right to Win, Strategic Choices Made, and Weaknesses and Competitive Threats) might not be captured in case of unlisted companies.

15 ADJACENT AND RELATED MARKETS (Page No. - 288)
     15.1 INTRODUCTION
               TABLE 260 ADJACENT MARKETS TO DIGITAL AGRICULTURE MARKET
     15.2 LIMITATIONS
     15.3 PRECISION FARMING MARKET
             15.3.1 MARKET DEFINITION
             15.3.2 MARKET OVERVIEW
                       TABLE 261 PRECISION FARMING MARKET, BY OFFERING, 2018–2021 (USD MILLION)
                       TABLE 262 PRECISION FARMING MARKET, BY OFFERING, 2022–2030 (USD MILLION)
     15.4 SMART AGRICULTURE MARKET
             15.4.1 MARKET DEFINITION
             15.4.2 MARKET OVERVIEW
                       TABLE 263 SMART AGRICULTURE MARKET, BY AGRICULTURE TYPE, 2017–2020 (USD MILLION)
                       TABLE 264 SMART AGRICULTURE MARKET, BY AGRICULTURE TYPE, 2021–2026 (USD MILLION)
     15.5 FARM MANAGEMENT SOFTWARE MARKET
             15.5.1 MARKET DEFINITION
             15.5.2 MARKET OVERVIEW
                       TABLE 265 FARM MANAGEMENT SOFTWARE MARKET, BY FARM PRODUCTION PLANNING, 2017–2020 (USD MILLION)
                       TABLE 266 FARM MANAGEMENT SOFTWARE MARKET, BY FARM PRODUCTION PLANNING, 2021–2026 (USD MILLION)

16 APPENDIX (Page No. - 293)
     16.1 DISCUSSION GUIDE
     16.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
     16.3 CUSTOMIZATION OPTIONS
     16.4 RELATED REPORTS
     16.5 AUTHOR DETAILS

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

Secondary Research

In the secondary research process, various secondary sources were referred to, for identifying and collecting information relevant to this study. Secondary sources include annual reports, press releases, and investor presentations of companies; white papers, certified publications, and articles from recognized authors; directories; and databases. The secondary research was done to obtain key information about the industry’s supply chain, the market’s value chain, the total pool of key players, market classification and segmentation according to industry trends, geographic markets, and key developments from both market- and technology-oriented perspectives.

Secondary sources for this research study include government sources, corporate filings (such as annual reports, investor presentations, and financial statements), and trade, business, and professional associations. The secondary data was collected and analyzed to arrive at the overall market size, which was further validated through primary research.

Primary Research

Extensive primary research was conducted to gather information and verify and validate the critical market numbers. Various sources from both supply and demand sides were interviewed to obtain the qualitative and quantitative information relevant to this report. Primary sources from the supply side include industry experts such as CEOs, vice presidents, marketing directors, technology and innovation directors, application developers, application users, and related executives from various key companies and organizations operating in the smart agriculture market. The primary research was also conducted to identify segmentation types, industry trends, and key players, as well as to analyze the competitive landscape; key player strategies; key market dynamics such as drivers, restraints, opportunities, challenges, and industry trends.

Given below is the breakdown of the primary respondents.

Digital Agriculture Market Size, and Share

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

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 methods were also used extensively to estimate the size of various subsegments in the market. The research methodology used to estimate the market size includes the following:

  • The key players were identified through extensive primary and secondary research.
  • The value chain and market size of the digital agriculture market, in terms of value, were determined through primary and secondary research.
  • All percentage shares, splits, and breakdowns were determined using secondary sources and verified through primary sources.
  • All 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 the 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 key leaders, such as CEOs, directors, and marketing executives.

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. The data triangulation and market breakdown procedures were employed, wherever applicable, to estimate the overall digital agriculture market and arrive at the exact statistics for all segments and subsegments. The data was triangulated by studying various factors and trends from the demand and supply sides. The market size was also validated using the top-down and bottom-up approaches. It was then verified through primary interviews. Hence, three approaches were adopted—the top-down approach, the bottom-up approach, and the one involving expert interviews. Only when the values arrived at from the three points, match the data is assumed to be correct.

Report Objectives

  • To describe and forecast the digital agriculture market, in terms of technology, type, operation, offering, and region.
  • To describe and forecast the digital agriculture market, in terms of value, by region–North America, Europe, Asia Pacific, South America, and the Rest of the World—along with their respective countries. To provide detailed information regarding the major factors influencing the market growth (drivers, restraints, opportunities, and challenges)
  • To strategically analyze micro-markets with respect to individual growth trends, prospects, and contributions to the overall market.
  • To study the complete value chain of the digital agriculture market.
  • To analyze opportunities in the market for stakeholders by identifying the high-growth segments of the digital agriculture market.
  • To strategically profile the key players and comprehensively analyze their market positions, in terms of ranking and core competencies, along with details on the competitive landscape of market leaders.
  • To analyze strategic approaches, such as expansions, product launches, acquisitions, and partnerships in the digital agriculture market.

Available Customizations:

Based on the given market data, MarketsandMarkets offers customizations in the reports according to client-specific requirements. The available customization options are as follows:

Product Analysis

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

Geographic Analysis

  • Further breakdown of the Rest of the European digital agriculture market by key countries Denmark, Spain, Finland, and Norway
  • Further breakdown of the Rest of the Asia Pacific digital agriculture market by key countries Thailand, Vietnam, the Philippines, and Bangladesh
  • Further breakdown of the Rest of South America’s digital agriculture market by key countries Peru, Bolivia, Paraguay, Chile, Ecuador, Colombia, and Venezuela

Company Information

  • Detailed analyses and profiling of additional market players (up to five)
Report Code
AGI 8180
Published ON
Oct, 2022
Choose License Type
BUY NOW
  • SHARE
X
Request Customization
Speak to Analyst
Speak to Analyst
OR FACE-TO-FACE MEETING
PERSONALIZE THIS RESEARCH
  • Triangulate with your Own Data
  • Get Data as per your Format and Definition
  • Gain a Deeper Dive on a Specific Application, Geography, Customer or Competitor
  • Any level of Personalization
REQUEST A FREE CUSTOMIZATION
LET US HELP YOU!
  • What are the Known and Unknown Adjacencies Impacting the Digital Agriculture Market
  • What will your New Revenue Sources be?
  • Who will be your Top Customer; what will make them switch?
  • Defend your Market Share or Win Competitors
  • Get a Scorecard for Target Partners
CUSTOMIZED WORKSHOP REQUEST
+1-888-600-6441
  • Call Us
  • +1-888-600-6441 (Corporate office hours)
  • +1-888-600-6441 (US/Can toll free)
  • +44-800-368-9399 (UK office hours)
CONNECT WITH US
ABOUT TRUST ONLINE
©2022 MarketsandMarkets Research Private Ltd. All rights reserved
DMCA.com Protection Status Website Feedback