Digital Agriculture Market

Report Code AGI 8180
Published in Jan, 2024, By MarketsandMarkets™
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Digital Agriculture Market Offering, Technology (Peripheral, Core), Operation (Farming & Feeding, Monitoring & Scouting, Marketing & Demand Generation), Type (Hardware, Software, Services), Region - Global Forecast to 2029

Overview

The global direct air capture market in terms of revenue was estimated to be worth $62 million in 2023 and is poised to reach $1,727 million by 2030, growing at a CAGR of 60.9% from 2023 to 2030. Several factors driving the market are - more stringent government regulations and increased interest in synthetic fuels for environmental benefits in carbon reduction. Globally, governments are making strides to achieve a net-zero emission target. Over 140 major carbon-polluting countries, including China, US, and India, have promised to reach net-zero emissions by mid-century in 2050. The increased focus on net-zero emissions allows for an earlier investment opportunity for the developers of DAC solutions.

Attractive Opportunities in the Digital Agriculture Market

North America

North America is expected to be the largest market for Direct Air Capture owing to the rising investment in direct air capture technology.

The growth of the Direct Air Capture market is driven by the increasing adoption of solar photovoltaic as primary power sources.

Europe is expected to be the second-largest market during the forecast period.

Contracts & agreements and partnerships are likely to offer lucrative opportunities for the market players during the forecast period.

Increasing government policies, and continuous upgrading of next-generation solar technology standards, driving DIRECT AIR CAPTURE demand.

Global Digital Agriculture Market Dynamics

Driver: Increasing emphasis on global net zero emission goals

The increasing global pressures on the environment, most notably carbon dioxide emissions are estimated to contribute nearly 76 percent of global greenhouse gas emission estimates, are a collective move toward influencing a global movement in adopting Direct Air Capture systems. In 2022, the Global Monitoring Lab in the National Oceanic and Atmospheric Administration (NOAA) announced the average atmosphere carbon dioxide grew to 417.06 parts per million "ppm", an increase of 2.13 ppm from the previous year. Governments are acting to reach net-zero emissions. More than 140 countries, several of whom are among the highest contributors to pollution (such as China, the United States, India, and the European Union), are committed to reach net-zero emissions by 2050. The strong movement toward net-zero emissions (which requires not only emissions reduction, but also active removal of CO2) provides proper conditions for the viability of Direct Air Capture (DAC) systems to be adopted and succeed.

Restraint: Infrastructural Hurdles to Scaling Up Direct Air Capture

Transportation and storage infrastructure also serves as the backbone of the carbon management industry - Pipelines are workable at a commercial scale in theory, and they are currently commercially deployed in a limited manner. There are pipeline projects specifically for CO2 that the International Energy Agency (IEA) projects will be able to reach surplus CO2 capacity of greater than 420 million metric tons (Mt) in projected storage by 2030. Nonetheless, the total does represent improvement, but it is insufficient to meet the estimated storage need of 1,200 million metric tons (Mt) of CO2 storage by 2030 in the Net Zero Emissions (NZE) Scenario.

 

Opportunities: Expansion of the utilization of Direct Air Capture (DAC) on a larger scale.

Globally, twenty-seven Direct Air Capture (DAC) plants have been commissioned, collectively capturing nearly 0.01 million metric tons of CO2 annually. Presently, there are plans for at least 130 DAC facilities at various stages of development. Projections indicate that DAC technologies are poised to capture over 85 million tons of CO2 by 2030 and a substantial 980 million tons of CO2 by 2050. Governments worldwide are actively supporting DAC technologies as part of their strategies to achieve net-zero emission goals, creating an opportunity for the technology to be scaled up on a larger magnitude. In line with this trend, Carbon Engineering ULC is set to establish a plant in 2025 with the capacity to capture up to 1 million metric tons of CO2 annually.

Challenges: High cost of direct air capture technology

Direct Air Capture (DAC) utilizes clean energy sources, such as wind and solar, to remove the CO2 already in the atmosphere, but, compared to other CO2 removal techniques, it remains relatively expensive. DAC involves separating CO2, which is energy intensive, and is a newer technology and so there are fewer projects and companies engaged, contributing to cost issues associated with DAC. According to the World Resource Institute (WRI), the costs associated with capturing CO2 from the atmosphere via DAC are between USD 250 - USD 600, with cost variation dependent on the technology utilized, the use of low carbon energy, and the deployment scale. Even though DAC has current cost barriers, new technology could spur usage and cause considerable reductions in costs.

Global Digital Agriculture Market Ecosystem Analysis

Direct Air Capture Market Ecosystem In this market, few direct air capture companies stand out as established and financially stable providers of direct air capture technology. With years of experience, these companies boast a diverse product portfolio, cutting-edge technologies, and robust global sales and marketing networks. Their proven track record in the industry positions them as reliable and trusted partners for customers seeking direct air capture solutions. These companies have demonstrated their ability to adapt to market dynamics and consistently deliver high-quality products and services, making them leaders in meeting the demands of the oil and gas sector. Companies in this market include Climeworks (Switzerland), Carbon Engineering ULC. (Canada), Global Thermostat (US), Heirloom Carbon Technologies (US), Skytree (Netherlands).

 

The Liquid-DAC (L-DAC), by technology, is expected to be the largest market during the forecast period.

This report segments the DAC market based on technology into different types: Solid-DAC (S-DAC), Liquid-DAC (L-DAC), Electrochemical-DAC (E-DAC) and others. The Liquid-DAC (L-DAC) segment accounted to be the most dominating segment in the forecast period. In the Liquid-Direct Air Capture (L-DAC) process, that also CO2 was captured by the sorbents at low-temperature, but L-DAC still is in the first order of technologies, the operational activities are still performed at the lowest price and the fuel is the standard one. Solid DAC has a modular design; it is constructed using small, stackable modules, which results in lower initial deployment costs and facilitates gradual scalability. The flexibility to scale up or down easily makes it a well-suited technology for various applications, from capturing emissions in small industrial facilities to removing atmospheric CO2 in large-scale projects.

By application, carbon, capture and storage (CCS) is expected to be the largest growing during the forecast period.

The direct air capture market report segments based on phase into two segments: Carbon capture, and storage (CCS) and carbon capture, utilization, and storage (CCUS). The carbon capture, and storage is expected to be the fastest and largest growing during the forecast period. The growth is attributed by the adoption of Carbon mineralization, which involves the permanent removal of carbon dioxide by converting it into a solid mineral form, usually a carbonate, through a chemical reaction with specific rocks. Carbon capture, utilization, and storage (CCUS) are the direct air capture process used for synthetic fuels, i.e., Power-to-X. The synthetic fuels are expected to be one of the top contributors to the aviation sector, providing ~40% of the aviation fuel demand. Predictions state that by 2070, at least ~20% of CO2 absorbed from bioenergy sources or caught directly from the atmosphere will be utilized in combination with clean hydrogen to generate synthetic hydrocarbon fuels.

North America Region Holds the Largest Share of the Digital Agriculture Market

North America is poised to be the largest region of the direct air capture market size forecast (2023-2030), followed by Europe. North America's primary role is firmly bolstered by clear policies and market-driven activities. The role of US Department of Energy support, particularly in regards to programs such as the The Regional Direct Air Capture (DAC) Hubs program, serves a firm basis for North America's market leader position. Under this program, US will develop four regional direct air capture hubs. Furthermore, policy frameworks have been put in place to encourage the deployment of DAC such as 45 Q tax credit and California low Carbon Fuel Standard.The regional market is experiencing growth due to the presence of leading solution providers like Global Thermostat (US), Carbon Engineering ULC. (Canada) and Heirloom Carbon Technologies (US).

Recent Developments of Digital Agriculture Market industry

  • In September 2023, Climeworks collaborated with Great Carbon valley, a pioneering Kenyan systems integrator and project development venture to explore the development of large-scale projects.
  • In November 2023, Heirloom Carbon Technologies signed an agreement with CarbonCure, a manufacturer of carbon removal or carbon utilization technologies to capture CO2 from the atmosphere and permanently embed it in concrete. Under this agreement CarbonCure permanently store CO2 captured by Heirloom’s DAC facilities in nearby concrete plants.

Key Market Players

Key Players in the Digital Agriculture Market Include

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Scope of the Report

Report Attribute Details
Market size available for years 2021–2030
Base year considered 2022
Forecast period 2023–2030
Forecast units Value (USD Million/Billion)
Segments Covered Direct Air Capture Market by Technology, Application, source, and Region.
Geographies covered North America, Europe, Middle East & Africa, and Rest of the world.  
Companies covered Climeworks(Switzerland), Carbon Engineering ULC.(Canada), Global thermostat (US), Heirloom Carbon Technologies(US), and Soletair Power (Finland), CarbonCapture Inc.(US), Avnos, Inc. (US), Noya PBC (US), Skytree (Netherlands), RepAir (Israel), MISSION ZERO TECHNOLOGIES (England, Carbyon (Netherlands), Octavia carbon (Kenya), Capture6 (US), Sustaera Inc. (US), Spiritus (US), Infinitree LLC (US), Mosaic Materials Inc. (US), Carbon Collect Limited (Ireland), Immaterial ( England), and Southern Green Gas Limited (Australia)

Key Questions Addressed by the Report

What is the current size of the direct air capture market?
The current market size of the direct air capture market is USD 38 million in 2022.
What are the major drivers for the direct air capture market?
Growing expansion of solar PV and transition towards sustainable energy consumption practices has emerged as some of major drivers for the direct air capture market.
Which is the largest region during the forecasted period in the direct air capture market?
North America is expected to dominate the direct air capture market between 2023–2030, followed by Europe.
Which is the largest segment, by technology, during the forecasted period in the direct air capture market?
Liquid-DAC segment is expected to be the largest market during the forecast period due to lower energy intensity as compared to other technologies such as S-DAC.
Which is the fastest growing segment, by application, during the forecasted period in the direct air capture market?
Carbon capture, and storage is expected to be the fastest growing market during the forecast period.

 

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Table of Contents

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TITLE
PAGE NO
INTRODUCTION
38
RESEARCH METHODOLOGY
46
EXECUTIVE SUMMARY
60
PREMIUM INSIGHTS
67
MARKET OVERVIEW
74
  • 5.1 INTRODUCTION
  • 5.2 MACROECONOMIC INDICATORS
    INTRODUCTION
    DIGITALIZATION IN AGRICULTURAL SECTOR
  • 5.3 MARKET DYNAMICS
    DRIVERS
    - Demand for optimization of farm management using agricultural services and software integration.
    - Increase in initiatives by government and key players
    - Growth in need for optimization in light of ecological changes
    - Increase in adoption of IoT and AI by farmers and agriculturists
    RESTRAINTS
    - Lack of technical knowledge and training activities
    - Large number of fragmented lands in emerging economies
    OPPORTUNITIES
    - Increase in use of agriculture-based software via smartphones
    - Early detection of crop diseases and ease of farm management
    CHALLENGES
    - High cost of devices and software to impact adoption among small-scale farmers
    - Rise in concerns regarding data management and requirement for adequate training
INDUSTRY TRENDS
84
  • 6.1 INTRODUCTION
  • 6.2 CURRENT LANDSCAPE OF AGRICULTURAL INDUSTRY:
  • 6.3 VALUE CHAIN ANALYSIS
    RESEARCH & PRODUCT DEVELOPMENT
    DEVICE & COMPONENT MANUFACTURERS
    SYSTEM INTEGRATORS
    SERVICE PROVIDERS
    END USERS
    POST-SALES SERVICES
  • 6.4 TECHNOLOGY ANALYSIS
    EXISTING TECHNOLOGIES IN DIGITAL AGRICULTURE
    - INTRODUCTION
    - INTERACTIVE VOICE RESPONSE
    - WEB APPLICATIONS
    - INTERNET & BROADBAND
    - MOBILE
    - SATELLITE
    - Broadcasting
    EMERGING TECHNOLOGIES IN DIGITAL AGRICULTURE
    - INTRODUCTION
    - ARTIFICIAL INTELLIGENCE
    - BLOCKCHAIN
    - BIG DATA
    - INTERNET OF THINGS (IoT)
    - Drones (unmanned aerial vehicles)
    - Cloud
    - Robotics (robotic cages and underwater drones in aquaculture farms)
    - Conclusion
  • 6.5 PATENT ANALYSIS
  • 6.6 ECOSYSTEM AND MARKET MAP
    DEMAND SIDE
    SUPPLY SIDE
  • 6.7 TRADE ANALYSIS
  • 6.8 PRICING ANALYSIS
    AVERAGE SELLING PRICE TREND, BY HARDWARE TYPE
    AVERAGE SELLING PRICE TREND OF DIGITAL AGRICULTURE SYSTEMS, BY KEY PLAYERS
  • 6.9 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES
  • 6.10 KEY CONFERENCES & EVENTS
  • 6.11 TARIFF AND REGULATORY LANDSCAPE
    REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    - US
    REGULATORY LANDSCAPE
    - Government Policies and Subsidies
  • 6.12 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
  • 6.13 PORTER’S FIVE FORCES ANALYSIS
    THREAT OF NEW ENTRANTS
    THREAT OF SUBSTITUTES
    BARGAINING POWER OF SUPPLIERS
    BARGAINING POWER OF BUYERS
    INTENSITY OF COMPETITIVE RIVALRY
  • 6.14 KEY STAKEHOLDERS & BUYING CRITERIA
    KEY STAKEHOLDERS IN BUYING PROCESS
    BUYING CRITERIA
DIGITAL AGRICULTURE MARKET, BY OFFERING
143
  • 7.1 INTRODUCTION
  • 7.2 ADVISORY SERVICES
    PROMOTING ADOPTION OF IMPROVED FARM TECHNOLOGIES TO INCREASE PRODUCTIVITY
  • 7.3 PRECISION AGRICULTURE & FARM MANAGEMENT
    INCREASE IN DATA MANAGEMENT SERVICES TO IMPROVE DECISION-MAKING FOR SMART FARMS
  • 7.4 QUALITY MANAGEMENT & TRACEABILITY
    INNOVATION OF DIGI-LED DATA TO ENHANCE QUALITY MANAGEMENT OF FARMS
  • 7.5 DIGITAL PROCUREMENT
    AGRIBUSINESSES GAINING INSIGHT INTO PRODUCTION TRENDS
  • 7.6 AGRI ECOMMERCE
    GROWTH IN AGRICULTURAL PRODUCE POPULARITY ON ECOMMERCE PLATFORMS
  • 7.7 FINANCIAL SERVICES
    INCREASE IN DEMAND FOR DIGITAL AGRICULTURE PAYMENT SERVICES
DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY
155
  • 8.1 INTRODUCTION
  • 8.2 PERIPHERAL TECHNOLOGY
    HIGH-VALUE INSIGHTS FOR PRECISION AGRICULTURE EQUIPMENT MANUFACTURERS TO MAKE REAL-TIME DECISIONS
    PLATFORMS
    - Numerous hardware and software to help create prescription maps and plans for management and budget costs
    APPS
    - Greater penetration of mobile devices in emerging economies
  • 8.3 CORE TECHNOLOGY
    INCREASE IN APPLICATION OF CORE TECHNOLOGIES IN REDUCING ENVIRONMENTAL IMPACT
    AUTOMATION
    - Automation technology to increase yield and rate of farm production
    DRONES
    - Offering ability to survey crops and herds over vast areas
    ROBOTICS
    - Reduction in manual labor in farm activities
    AI/ML
    - Real-time actionable insights to improve agriculture yield
DIGITAL AGRICULTURE MARKET, BY OPERATION
169
  • 9.1 INTRODUCTION
  • 9.2 FARMING & FEEDING
    INCREASE IN DEMAND FOR MONITORING OF FARMING & FEEDING SYSTEMS TO DETERMINE CROP AND LIVESTOCK HEALTH
    PRECISION AGRICULTURE
    - Trend of using technology to improve agricultural yield
    PRECISION ANIMAL REARING & FEEDING
    - Growth in importance of animal health and adoption of automation
    PRECISION AQUACULTURE
    - Gradual adoption of integrated systems to enhance aquaculture operations
    PRECISION FORESTRY
    - Improved efficiency and ease of forestry operations
    SMART GREENHOUSES
    - Use of technology to control environment with sensors, data analytics, and automation to optimize growing conditions
  • 9.3 MONITORING & SCOUTING
    GROWTH IN QUALITY CONCERNS TO IMPACT IMPORTANCE OF MONITORING & SCOUTING IN DIGITAL AGRICULTURE
  • 9.4 MARKETING & DEMAND GENERATION
    SURGE IN DEMAND FOR ONLINE SALES OF AGRICULTURAL OUTPUT
DIGITAL AGRICULTURE MARKET, BY TYPE
183
  • 10.1 INTRODUCTION
  • 10.2 HARDWARE
    VARIETY OF AUTOMATION AND MONITORING TOOLS IN DIFFERENT TYPES OF AGRICULTURE
    AUTOMATION & CONTROL SYSTEMS
    - High demand for drones to monitor crop growth and pest control activity
    - Drones/UAVs
    - Irrigation controllers
    - GPS/GNSS
    - Flow & Application Control Devices
    - Guidance & steering
    - Handheld mobile devices/handheld computers
    - Displays
    - Harvesters & forwarders
    - Variable rate controllers
    - Control systems
    - Robotics hardware
    - HVAC systems
    - LED grow lights
    - Other automation & control systems
    SENSING & MONITORING DEVICES
    - High demand for sensors to make informed decisions
    - Yield monitors
    - Soil sensors
    - Water sensors
    - Climate sensors
    - Camera systems
    - RFID & sensors for precision forestry
    - Temperature & environment monitoring sensors
    - pH & dissolved oxygen sensors
    - EC sensors
    - RFID Tags & readers for Livestock Monitoring
    - Sensors for livestock monitoring
    - Sensors for smart greenhouses
    - Other sensing & monitoring devices
  • 10.3 SOFTWARE
    AGRICULTURAL SOFTWARE DEVELOPMENTS BY KEY COMPANIES
    ON-CLOUD
    - Easy data handling and storage of on-cloud software
    ON-PREMISES
    - High data integrity and easy maintenance of on-premise software
    AI & DATA ANALYTICS
    - Increase in trend of AI and data analytics to enhance farm operations
  • 10.4 SERVICES
    SERVICES TO BENEFIT FROM INCREASE IN IMPORTANCE OF PRECISION TECHNIQUES IN DIFFERENT SEGMENTS
    SYSTEM INTEGRATION & CONSULTING
    - Rise in importance of hardware and software integration for smooth farm functioning
    DATA COLLECTION & ANALYTICAL SERVICES
    - Need to integrate data in structured form
    CONNECTIVITY SERVICES
    - Opportunity for real-time data generation
    ASSISTANT PROFESSIONAL SERVICES
    - Need for improvements and professional services to manage entire value chain
    MAINTENANCE & SUPPORT SERVICES
    - Continuous need to maintain different digital agriculture systems
DIGITAL AGRICULTURE MARKET, BY REGION
241
  • 11.1 INTRODUCTION
  • 11.2 NORTH AMERICA
    NORTH AMERICA: RECESSION IMPACT ANALYSIS
    US
    - Digital transformation of agricultural ecosystems, with focus on livestock health
    CANADA
    - Federal investments, accessibility, and favorable regulatory environment framework
    MEXICO
    - Financial government initiatives to tackle limited resources
  • 11.3 EUROPE
    EUROPE: RECESSION IMPACT ANALYSIS
    GERMANY
    - Increase in funding for research projects on farming technology
    RUSSIA
    - Agriculture 4.0 to increase demand for modern technologies
    FRANCE
    - Rise in awareness regarding technology and automation
    ITALY
    - ‘Made in Italy’ campaign to drive modernization
    UK
    - Greater demand to meet growing automation needs
    SWEDEN
    - Growth in utilization of agricultural technologies for soil monitoring
    NETHERLANDS
    - Utilization of drones in greenhouses and leveraging 'virtual sensing' and satellite-based data
    REST OF EUROPE
  • 11.4 ASIA PACIFIC
    ASIA PACIFIC: RECESSION IMPACT ANALYSIS
    CHINA
    - Large population and increase in food demand
    JAPAN
    - Higher demand to make country’s food industry self-sufficient
    AUSTRALIA & NEW ZEALAND
    - Thriving poultry industry and increasing exports
    INDIA
    - Government initiatives to provide great opportunities
    REST OF ASIA PACIFIC
  • 11.5 SOUTH AMERICA
    SOUTH AMERICA: RECESSION IMPACT ANALYSIS
    BRAZIL
    - Growth in agricultural activities
    ARGENTINA
    - Increase in public-private partnerships for agriculture innovations
    REST OF SOUTH AMERICA
  • 11.6 REST OF THE WORLD (ROW)
    ROW: RECESSION IMPACT ANALYSIS
    AFRICA
    - Increase in awareness and penetration of digitalization
    MIDDLE EAST
    - Rise in adoption of digital technologies for agriculture
COMPETITIVE LANDSCAPE
330
  • 12.1 OVERVIEW
  • 12.2 KEY PLAYERS’ STRATEGIES/RIGHT TO WIN
  • 12.3 REVENUE ANALYSIS
  • 12.4 MARKET SHARE ANALYSIS
  • 12.5 KEY PLAYERS’ ANNUAL REVENUE VS. GROWTH
  • 12.6 KEY PLAYERS’ EBITDA
  • 12.7 GLOBAL SNAPSHOT OF KEY MARKET PARTICIPANTS
  • 12.8 COMPANY EVALUATION QUADRANT: KEY PLAYERS
    STARS
    EMERGING LEADERS
    PERVASIVE PLAYERS
    PARTICIPANTS
    COMPANY FOOTPRINT: KEY PLAYERS
  • 12.9 COMPANY EVALUATION MATRIX: STARTUPS/SMES
    PROGRESSIVE COMPANIES
    RESPONSIVE COMPANIES
    DYNAMIC COMPANIES
    STARTING BLOCKS
    COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
  • 12.10 COMPETITIVE SCENARIO
    PRODUCT LAUNCHES
    DEALS
    OTHERS
COMPANY PROFILES
361
  • 13.1 KEY PLAYERS
    CISCO SYSTEMS, INC.
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    IBM CORPORATION
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    ACCENTURE
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    DEERE & COMPANY
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    TRIMBLE INC.
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    AKVA GROUP
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    HEXAGON AB
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    BAYER AG
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    AGCO CORPORATION
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    DELAVAL
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
  • 13.2 OTHER PLAYERS
    DJI
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    EPICOR SOFTWARE CORPORATION
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    VODAFONE GROUP PLC
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    RAVEN INDUSTRIES, INC.
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    EUROFINS SCIENTIFIC
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    TELUS
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    SMALL ROBOT COMPANY
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    GAMAYA
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    PRECISIONHAWK
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    AGRICULTURAL CONSULTING SERVICES
    - Business overview
    - Products/Solutions/Services offered
    - Recent developments
    - MnM view
    AGREENA
    CERES IMAGING
    ŽEMDIRBIU KONSULTACIJOS UAB
    EC2CE
    ARABLE
ADJACENT AND RELATED MARKETS
429
  • 14.1 INTRODUCTION
  • 14.2 LIMITATIONS
  • 14.3 PRECISION FARMING MARKET
    MARKET DEFINITION
    MARKET OVERVIEW
  • 14.4 SMART AGRICULTURE MARKET
    MARKET DEFINITION
    MARKET OVERVIEW
APPENDIX
432
  • 15.1 DISCUSSION GUIDE
  • 15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
  • 15.3 CUSTOMIZATION OPTIONS
  • 15.4 RELATED REPORTS
  • 15.5 AUTHOR DETAILS
LIST OF TABLES
 
  • TABLE 1 INCLUSIONS AND EXCLUSIONS
  • TABLE 2 USD EXCHANGE RATES, 2018–2022
  • TABLE 3 DIGITAL AGRICULTURE MARKET SNAPSHOT, 2023 VS. 2028
  • TABLE 4 LIST OF MAJOR PATENTS PERTAINING TO DIGITAL AGRICULTURE MARKET, 2021–2023
  • TABLE 5 DIGITAL AGRICULTURE MARKET: SUPPLY CHAIN (ECOSYSTEM)
  • TABLE 6 TOP 10 EXPORTERS AND IMPORTERS OF HS CODE 8432 PRODUCTS, 2022 (USD THOUSAND)
  • TABLE 7 TOP 10 EXPORTERS AND IMPORTERS OF HS CODE 8432 PRODUCTS, 2022 (TON)
  • TABLE 8 DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF AUTOMATION & CONTROL SYSTEMS, 2018–2022 (USD/PIECE)
  • TABLE 9 DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF SENSING & MONITORING DEVICES, 2018–2022 (USD/PIECE)
  • TABLE 10 DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF IRRIGATION CONTROLLERS, BY KEY PLAYER, 2022 (USD/PIECE)
  • TABLE 11 DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF GPS/GNSS, BY KEY PLAYER, 2022 (USD/PIECE)
  • TABLE 12 DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF DISPLAYS, BY KEY PLAYER, 2022 (USD/PIECE)
  • TABLE 13 KEY CONFERENCES & EVENTS, 2023–2024
  • TABLE 14 TARIFF REGULATIONS: PRECISION FARMING AND SMART GREENHOUSES
  • TABLE 15 TARIFF REGULATIONS: PRECISION AQUACULTURE
  • TABLE 16 IMPACT OF PORTER’S FIVE FORCES ON DIGITAL AGRICULTURE MARKET
  • TABLE 17 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR KEY TYPES
  • TABLE 18 KEY BUYING CRITERIA FOR DIGITAL AGRICULTURE SYSTEM TYPES
  • TABLE 19 DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
  • TABLE 20 DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION)
  • TABLE 21 DIGITAL AGRICULTURE ADVISORY SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 22 DIGITAL AGRICULTURE ADVISORY SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 23 PRECISION AGRICULTURE & FARM MANAGEMENT MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 24 PRECISION AGRICULTURE & FARM MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 25 AGRICULTURE QUALITY MANAGEMENT & TRACEABILITY MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 26 AGRICULTURE QUALITY MANAGEMENT & TRACEABILITY MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 27 DIGITAL PROCUREMENT MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 28 DIGITAL PROCUREMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 29 AGRI ECOMMERCE MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 30 AGRI ECOMMERCE MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 31 FINANCIAL SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 32 DIGITAL AGRICULTURE FINANCIAL SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 33 DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION)
  • TABLE 34 DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
  • TABLE 35 PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 36 PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 37 CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 38 CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 39 PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 40 PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 41 DIGITAL AGRICULTURE PLATFORMS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 42 DIGITAL AGRICULTURE PLATFORMS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 43 DIGITAL AGRICULTURE APPS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 44 DIGITAL AGRICULTURE APPS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 45 CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 46 CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 47 AUTOMATION IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 48 AUTOMATION IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 49 DRONES IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 50 DRONES IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 51 ROBOTICS IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 52 ROBOTICS IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 53 AI & ML IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 54 AI & ML IN AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 55 DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION)
  • TABLE 56 DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION)
  • TABLE 57 DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 58 DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 59 DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 60 DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 61 DIGITAL AGRICULTURE MARKET FOR PRECISION AGRICULTURE, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 62 DIGITAL AGRICULTURE MARKET FOR PRECISION AGRICULTURE, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 63 DIGITAL AGRICULTURE MARKET FOR PRECISION ANIMAL REARING & FEEDING, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 64 DIGITAL AGRICULTURE MARKET FOR PRECISION ANIMAL REARING & FEEDING, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 65 DIGITAL AGRICULTURE MARKET FOR PRECISION AQUACULTURE, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 66 DIGITAL AGRICULTURE MARKET FOR PRECISION AQUACULTURE, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 67 DIGITAL AGRICULTURE MARKET FOR PRECISION FORESTRY, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 68 DIGITAL AGRICULTURE MARKET FOR PRECISION FORESTRY, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 69 DIGITAL AGRICULTURE MARKET FOR SMART GREENHOUSES, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 70 DIGITAL AGRICULTURE MARKET FOR SMART GREENHOUSES, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 71 DIGITAL AGRICULTURE MARKET FOR MONITORING & SCOUTING, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 72 DIGITAL AGRICULTURE MARKET FOR MONITORING & SCOUTING, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 73 DIGITAL AGRICULTURE MARKET FOR MARKETING & DEMAND GENERATION, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 74 DIGITAL AGRICULTURE MARKET FOR MARKETING & DEMAND GENERATION, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 75 DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 76 DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 77 DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 78 DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 79 DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
  • TABLE 80 DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
  • TABLE 81 DIGITAL AGRICULTURE HARDWARE MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 82 DIGITAL AGRICULTURE HARDWARE MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 83 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 84 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 85 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 86 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 87 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
  • TABLE 88 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
  • TABLE 89 AGRICULTURAL DRONES/UAVS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 90 AGRICULTURAL DRONES/UAVS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 91 DIGITAL IRRIGATION CONTROLLERS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 92 DIGITAL IRRIGATION CONTROLLERS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 93 AGRICULTURAL GPS/GNSS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 94 AGRICULTURAL GPS/GNSS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 95 AGRICULTURAL FLOW & APPLICATION CONTROL DEVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 96 AGRICULTURAL FLOW & APPLICATION CONTROL DEVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 97 AGRICULTURAL GUIDANCE & STEERING SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 98 AGRICULTURAL GUIDANCE & STEERING SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 99 AGRICULTURAL HANDHELD MOBILE DEVICES/HANDHELD COMPUTERS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 100 AGRICULTURAL HANDHELD MOBILE DEVICES/HANDHELD COMPUTERS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 101 DIGITAL AGRICULTURAL DISPLAYS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 102 DIGITAL AGRICULTURAL DISPLAYS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 103 DIGITAL HARVESTERS & FORWARDERS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 104 DIGITAL HARVESTERS & FORWARDERS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 105 AGRICULTURAL VARIABLE RATE CONTROLLERS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 106 AGRICULTURAL VARIABLE RATE CONTROLLERS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 107 DIGITAL AGRICULTURAL CONTROL SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 108 DIGITAL AGRICULTURAL CONTROL SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 109 AGRICULTURAL ROBOTICS HARDWARE MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 110 AGRICULTURAL ROBOTICS HARDWARE MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 111 AGRICULTURAL HVAC SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 112 AGRICULTURAL HVAC SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 113 LED GROW LIGHTS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 114 LED GROW LIGHTS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 115 OTHER DIGITAL AGRICULTURE AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 116 OTHER DIGITAL AGRICULTURE AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 117 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 118 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 119 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
  • TABLE 120 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
  • TABLE 121 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 122 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 123 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS)
  • TABLE 124 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS)
  • TABLE 125 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 126 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 127 YIELD MONITORS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 128 YIELD MONITORS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 129 SOIL SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 130 SOIL SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 131 WATER SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 132 WATER SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 133 CLIMATE SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 134 CLIMATE SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 135 CAMERA SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 136 CAMERA SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 137 RFID & SENSORS FOR PRECISION FORESTRY MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 138 RFID & SENSORS FOR PRECISION FORESTRY MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 139 TEMPERATURE & ENVIRONMENT MONITORING SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 140 TEMPERATURE & ENVIRONMENT MONITORING SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 141 PH & DISSOLVED OXYGEN SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 142 PH & DISSOLVED OXYGEN SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 143 EC SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 144 EC SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 145 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 146 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 147 SENSORS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 148 SENSORS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 149 SENSORS FOR SMART GREENHOUSES MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 150 SENSORS FOR SMART GREENHOUSES MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 151 OTHER SENSING & MONITORING DEVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 152 OTHER SENSING & MONITORING DEVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 153 DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 154 DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 155 DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 156 DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 157 ON-CLOUD DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 158 ON-CLOUD DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 159 ON-PREMISE DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 160 ON-PREMISE DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 161 AGRICULTURAL AI & DATA ANALYTICS MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 162 AGRICULTURAL AI & DATA ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 163 DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 164 DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 165 DIGITAL AGRICULTURE SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 166 DIGITAL AGRICULTURE SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 167 DIGITAL AGRICULTURE SYSTEM INTEGRATION & CONSULTING MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 168 DIGITAL AGRICULTURE SYSTEM INTEGRATION & CONSULTING MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 169 DATA COLLECTION & ANALYTICAL SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 170 DATA COLLECTION & ANALYTICAL SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 171 DIGITAL AGRICULTURE CONNECTIVITY SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 172 DIGITAL AGRICULTURE CONNECTIVITY SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 173 DIGITAL AGRICULTURE ASSISTANT PROFESSIONAL SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 174 DIGITAL AGRICULTURE ASSISTANT PROFESSIONAL SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 175 DIGITAL AGRICULTURE MAINTENANCE & SUPPORT SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 176 DIGITAL AGRICULTURE MAINTENANCE & SUPPORT SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 177 DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 178 DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 179 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
  • TABLE 180 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
  • TABLE 181 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 182 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 183 NORTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 184 NORTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 185 NORTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 186 NORTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 187 NORTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 188 NORTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 189 NORTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 190 NORTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 191 NORTH AMERICA: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 192 NORTH AMERICA: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 193 NORTH AMERICA: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 194 NORTH AMERICA: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 195 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION)
  • TABLE 196 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION)
  • TABLE 197 NORTH AMERICA: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 198 NORTH AMERICA: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 199 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
  • TABLE 200 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION)
  • TABLE 201 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION)
  • TABLE 202 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
  • TABLE 203 NORTH AMERICA: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 204 NORTH AMERICA: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 205 NORTH AMERICA: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 206 NORTH AMERICA: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 207 US: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 208 US: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 209 CANADA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 210 CANADA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 211 MEXICO: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 212 MEXICO: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 213 EUROPE: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
  • TABLE 214 EUROPE: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
  • TABLE 215 EUROPE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 216 EUROPE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 217 EUROPE: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 218 EUROPE: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 219 EUROPE: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 220 EUROPE: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 221 EUROPE: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 222 EUROPE: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 223 EUROPE: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 224 EUROPE: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 225 EUROPE: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 226 EUROPE: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 227 EUROPE: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 228 EUROPE: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 229 EUROPE: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION)
  • TABLE 230 EUROPE: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION)
  • TABLE 231 EUROPE: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 232 EUROPE: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 233 EUROPE: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
  • TABLE 234 EUROPE: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION)
  • TABLE 235 EUROPE: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION)
  • TABLE 236 EUROPE: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
  • TABLE 237 EUROPE: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 238 EUROPE: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 239 EUROPE: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 240 EUROPE: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 241 GERMANY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 242 GERMANY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 243 RUSSIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 244 RUSSIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 245 FRANCE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 246 FRANCE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 247 ITALY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 248 ITALY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 249 UK: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 250 UK: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 251 SWEDEN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 252 SWEDEN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 253 NETHERLANDS: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 254 NETHERLANDS: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 255 REST OF EUROPE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 256 REST OF EUROPE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 257 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY COUNTRY/REGION, 2018–2022 (USD MILLION)
  • TABLE 258 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY COUNTRY/REGION, 2023–2028 (USD MILLION)
  • TABLE 259 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 260 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 261 ASIA PACIFIC: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 262 ASIA PACIFIC: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 263 ASIA PACIFIC: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 264 ASIA PACIFIC: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 265 ASIA PACIFIC: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 266 ASIA PACIFIC: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 267 ASIA PACIFIC: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 268 ASIA PACIFIC: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 269 SIA PACIFIC: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 270 ASIA PACIFIC: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 271 ASIA PACIFIC: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 272 ASIA PACIFIC: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 273 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION)
  • TABLE 274 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION)
  • TABLE 275 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 276 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 277 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
  • TABLE 278 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION)
  • TABLE 279 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION)
  • TABLE 280 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
  • TABLE 281 ASIA PACIFIC: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 282 ASIA PACIFIC: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 283 ASIA PACIFIC: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 284 ASIA PACIFIC: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 285 CHINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 286 CHINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 287 JAPAN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 288 JAPAN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 289 AUSTRALIA & NEW ZEALAND: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 290 AUSTRALIA & NEW ZEALAND: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 291 INDIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 292 INDIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 293 REST OF ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 294 REST OF ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 295 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
  • TABLE 296 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
  • TABLE 297 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 298 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 299 SOUTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 300 SOUTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 301 SOUTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 302 SOUTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 303 SOUTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 304 SOUTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 305 SOUTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 306 SOUTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 307 SOUTH AMERICA: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 308 SOUTH AMERICA: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 309 SOUTH AMERICA: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 310 SOUTH AMERICA: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 311 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION)
  • TABLE 312 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION)
  • TABLE 313 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 314 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 315 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
  • TABLE 316 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION)
  • TABLE 317 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION)
  • TABLE 318 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
  • TABLE 319 SOUTH AMERICA: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 320 SOUTH AMERICA: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 321 SOUTH AMERICA: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 322 SOUTH AMERICA: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 323 BRAZIL: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 324 BRAZIL: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 325 ARGENTINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 326 ARGENTINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 327 REST OF SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 328 REST OF SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 329 ROW: DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION)
  • TABLE 330 ROW: DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 331 ROW: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 332 ROW: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 333 ROW: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 334 ROW: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 335 ROW: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 336 ROW: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 337 ROW: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 338 ROW: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 339 ROW: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 340 ROW: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 341 ROW: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 342 ROW: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 343 ROW: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 344 ROW: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 345 ROW: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION)
  • TABLE 346 ROW: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION)
  • TABLE 347 ROW: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 348 ROW: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 349 ROW: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
  • TABLE 350 ROW: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION)
  • TABLE 351 ROW: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION)
  • TABLE 352 ROW: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
  • TABLE 353 ROW: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 354 ROW: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 355 ROW: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 356 ROW: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 357 AFRICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 358 AFRICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 359 MIDDLE EAST: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION)
  • TABLE 360 MIDDLE EAST: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
  • TABLE 361 STRATEGIES ADOPTED BY KEY PLAYERS IN DIGITAL AGRICULTURE MARKET
  • TABLE 362 DIGITAL AGRICULTURE MARKET: INTENSITY OF COMPETITIVE RIVALRY (COMPETITIVE)
  • TABLE 363 AGRICULTURAL AUTOMATION AND CONTROL SYSTEMS MARKET: INTENSITY OF COMPETITIVE RIVALRY
  • TABLE 364 AGRICULTURAL SENSING AND MONITORING DEVICES MARKET: INTENSITY OF COMPETITIVE RIVALRY
  • TABLE 365 OVERALL COMPANY FOOTPRINT: KEY PLATERS
  • TABLE 366 COMPANY OFFERING FOOTPRINT
  • TABLE 367 COMPANY TYPE FOOTPRINT
  • TABLE 368 COMPANY OPERATION FOOTPRINT
  • TABLE 369 COMPANY TECHNOLOGY FOOTPRINT
  • TABLE 370 COMPANY REGION FOOTPRINT
  • TABLE 371 DIGITAL AGRICULTURE MARKET: DETAILED LIST OF KEY STARTUPS/SMES
  • TABLE 372 DIGITAL AGRICULTURE MARKET: PRODUCT LAUNCHES, 2018–2023
  • TABLE 373 DIGITAL AGRICULTURE MARKET: DEALS, 2018–2023
  • TABLE 374 DIGITAL AGRICULTURE MARKET: OTHERS, 2018–2023
  • TABLE 375 CISCO SYSTEMS, INC.: BUSINESS OVERVIEW
  • TABLE 376 CISCO SYSTEMS, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 377 CISCO SYSTEMS, INC.: PRODUCT LAUNCHES
  • TABLE 378 CISCO SYSTEMS, INC.: DEALS
  • TABLE 379 CISCO SYSTEMS, INC.: OTHERS
  • TABLE 380 IBM CORPORATION: BUSINESS OVERVIEW
  • TABLE 381 IBM CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 382 IBM CORPORATION: PRODUCT LAUNCHES
  • TABLE 383 IBM CORPORATION: DEALS
  • TABLE 384 ACCENTURE: BUSINESS OVERVIEW
  • TABLE 385 ACCENTURE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 386 ACCENTURE: DEALS
  • TABLE 387 DEERE & COMPANY: BUSINESS OVERVIEW
  • TABLE 388 DEERE & COMPANY: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 389 DEERE & COMPANY: PRODUCT LAUNCHES
  • TABLE 390 DEERE & COMPANY: DEALS
  • TABLE 391 DEERE & COMPANY: OTHERS
  • TABLE 392 TRIMBLE INC.: BUSINESS OVERVIEW
  • TABLE 393 TRIMBLE INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 394 TRIMBLE INC.: PRODUCT LAUNCHES
  • TABLE 395 TRIMBLE INC.: DEALS
  • TABLE 396 AKVA GROUP: BUSINESS OVERVIEW
  • TABLE 397 AKVA GROUP: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 398 AKVA GROUP: DEALS
  • TABLE 399 HEXAGON AB: BUSINESS OVERVIEW
  • TABLE 400 HEXAGON AB: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 401 BAYER AG: BUSINESS OVERVIEW
  • TABLE 402 BAYER AG: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 403 BAYER AG: PRODUCT LAUNCHES
  • TABLE 404 BAYER AG: DEALS
  • TABLE 405 AGCO CORPORATION: BUSINESS OVERVIEW
  • TABLE 406 AGCO CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 407 AGCO CORPORATION: DEALS
  • TABLE 408 DELAVAL: BUSINESS OVERVIEW
  • TABLE 409 DELAVAL: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 410 DELAVAL: PRODUCT LAUNCHES
  • TABLE 411 DELAVAL: DEALS
  • TABLE 412 DJI: BUSINESS OVERVIEW
  • TABLE 413 DJI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 414 DJI: PRODUCT LAUNCHES
  • TABLE 415 EPICOR SOFTWARE CORPORATION: BUSINESS OVERVIEW
  • TABLE 416 EPICOR SOFTWARE CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 417 VODAFONE GROUP PLC: BUSINESS OVERVIEW
  • TABLE 418 VODAFONE GROUP PLC: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 419 VODAFONE GROUP PLC: PRODUCT LAUNCHES
  • TABLE 420 RAVEN INDUSTRIES, INC.: BUSINESS OVERVIEW
  • TABLE 421 RAVEN INDUSTRIES, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 422 RAVEN INDUSTRIES, INC.: PRODUCT LAUNCHES
  • TABLE 423 RAVEN INDUSTRIES, INC.: DEALS
  • TABLE 424 RAVEN INDUSTRIES, INC.: OTHERS
  • TABLE 425 EUROFINS SCIENTIFIC: BUSINESS OVERVIEW
  • TABLE 426 EUROFINS SCIENTIFIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 427 TELUS: BUSINESS OVERVIEW
  • TABLE 428 TELUS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 429 TELUS: DEALS
  • TABLE 430 SMALL ROBOT COMPANY: BUSINESS OVERVIEW
  • TABLE 431 SMALL ROBOT COMPANY: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 432 SMALL ROBOT COMPANY: PRODUCT LAUNCHES
  • TABLE 433 GAMAYA: BUSINESS OVERVIEW
  • TABLE 434 GAMAYA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 435 PRECISIONHAWK: BUSINESS OVERVIEW
  • TABLE 436 PRECISIONHAWK: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 437 PRECISIONHAWK: PRODUCT LAUNCHES
  • TABLE 438 PRECISIONHAWK: DEALS
  • TABLE 439 AGRICULTURAL CONSULTING SERVICES: BUSINESS OVERVIEW
  • TABLE 440 AGRICULTURAL CONSULTING SERVICES: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 441 MARKETS ADJACENT TO DIGITAL AGRICULTURE MARKET
  • TABLE 442 PRECISION FARMING MARKET, BY REGION, 2019–2022 (USD MILLION)
  • TABLE 443 PRECISION FARMING MARKET, BY REGION, 2023–2028 (USD MILLION)
  • TABLE 444 SMART AGRICULTURE MARKET, BY REGION, 2019–2022 (USD MILLION)
  • TABLE 445 SMART AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
LIST OF FIGURES
 
  • FIGURE 1 DIGITAL AGRICULTURE MARKET SEGMENTATION
  • FIGURE 2 DIGITAL AGRICULTURE MARKET SEGMENTATION, BY REGION
  • FIGURE 3 DIGITAL AGRICULTURE MARKET: RESEARCH DESIGN
  • FIGURE 4 BREAKDOWN OF PRIMARY INTERVIEWS, BY COMPANY TYPE, DESIGNATION, AND REGION
  • FIGURE 5 DIGITAL AGRICULTURE MARKET SIZE ESTIMATION: BOTTOM-UP APPROACH
  • FIGURE 6 DIGITAL AGRICULTURE MARKET SIZE ESTIMATION: TOP-DOWN APPROACH (BASED ON GLOBAL MARKET)
  • FIGURE 7 DATA TRIANGULATION
  • FIGURE 8 RESEARCH ASSUMPTIONS
  • FIGURE 9 INDICATORS OF RECESSION
  • FIGURE 10 GLOBAL INFLATION RATE, 2012–2022
  • FIGURE 11 GLOBAL GROSS DOMESTIC PRODUCT, 2012–2022 (USD TRILLION)
  • FIGURE 12 RECESSION INDICATORS AND THEIR IMPACT ON DIGITAL AGRICULTURE MARKET
  • FIGURE 13 GLOBAL DIGITAL AGRICULTURE MARKET: CURRENT FORECAST VS. RECESSION FORECAST
  • FIGURE 14 DIGITAL AGRICULTURE MARKET, BY TYPE, 2023 VS. 2028 (USD MILLION)
  • FIGURE 15 DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023 VS. 2028 (USD MILLION)
  • FIGURE 16 DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023 VS. 2028 (USD MILLION)
  • FIGURE 17 DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023 VS. 2028 (USD MILLION)
  • FIGURE 18 DIGITAL AGRICULTURE MARKET SHARE (VALUE), BY REGION, 2023
  • FIGURE 19 HIGH ADOPTION OF DIGITAL AGRICULTURE IN DEVELOPING MARKETS TO FUEL MARKET GROWTH
  • FIGURE 20 US TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD
  • FIGURE 21 HARDWARE AND CHINA TO ACCOUNT FOR LARGEST SEGMENTAL SHARES IN ASIA PACIFIC MARKET IN 2023
  • FIGURE 22 DIGITAL AGRICULTURE HARDWARE TO LEAD MARKET ACROSS REGIONS DURING FORECAST PERIOD
  • FIGURE 23 FARMING & FEEDING OPERATIONS TO DOMINATE DURING FORECAST PERIOD
  • FIGURE 24 PRECISION AGRICULTURE & FARM MANAGEMENT OFFERING TO ACCOUNT FOR LION’S SHARE DURING FORECAST PERIOD
  • FIGURE 25 PERIPHERAL TECHNOLOGIES TO DOMINATE DIGITAL AGRICULTURE MARKET DURING FORECAST PERIOD
  • FIGURE 26 SMARTPHONE SUBSCRIBER PENETRATION, BY REGION, 2022 VS 2030
  • FIGURE 27 GLOBAL GNSS DEMAND, 2021 VS 2031 (EUR BILLION)
  • FIGURE 28 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: DIGITAL AGRICULTURE MARKET
  • FIGURE 29 SHARE OF GDP FROM AGRICULTURE IN KEY COUNTRIES, 2018–2021
  • FIGURE 30 VALUE CHAIN ANALYSIS: DIGITAL AGRICULTURE MARKET
  • FIGURE 31 EXISTING TECHNOLOGIES IN DIGITAL AGRICULTURE
  • FIGURE 32 GNSS DEVICES SHIPMENT, BY REGION, 2021–2031 (MILLION)
  • FIGURE 33 EMERGING TECHNOLOGIES IN DIGITAL AGRICULTURE
  • FIGURE 34 BLOCKCHAIN AND AI IN DIGITAL AGRICULTURE, LIVESTOCK MONITORING, AND FARM MANAGEMENT
  • FIGURE 35 PATENTS GRANTED FOR DIGITAL AGRICULTURE MARKET, 2014–2023
  • FIGURE 36 REGIONAL ANALYSIS OF PATENTS GRANTED FOR DIGITAL AGRICULTURE MARKET, 2014–2023
  • FIGURE 37 DIGITAL AGRICULTURE MARKET MAP
  • FIGURE 38 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES
  • FIGURE 39 SPAIN: TOTAL AGRICULTURAL LAND UNDER CULTIVATION, 2013–2020 (MILLION HA)
  • FIGURE 40 SPAIN: SHARE OF MAJOR AGRICULTURE PRODUCTS, 2021
  • FIGURE 41 SPAIN: IMPORT AND EXPORT VALUE OF AGRICULTURE PRODUCTS, 2021 (USD MILLION)
  • FIGURE 42 TOTAL AGRICULTURE LAND UNDER CULTIVATION, 2013–2020 (MILLION HA)
  • FIGURE 43 DIGITAL AGRICULTURE MARKET: PORTER’S FIVE FORCES ANALYSIS
  • FIGURE 44 INFLUENCE OF STAKEHOLDERS ON BUYING FOR KEY TYPES
  • FIGURE 45 KEY BUYING CRITERIA FOR DIGITAL AGRICULTURE SYSTEM TYPES
  • FIGURE 46 PRECISION AGRICULTURE & FARM MANAGEMENT TO DOMINATE DURING FORECAST PERIOD
  • FIGURE 47 PERIPHERAL TECHNOLOGY TO DOMINATE DIGITAL AGRICULTURE MARKET DURING FORECAST PERIOD
  • FIGURE 48 FARMING & FEEDING OPERATION OF DIGITAL AGRICULTURE TO DOMINATE DURING FORECAST PERIOD
  • FIGURE 49 DIGITAL AGRICULTURE MARKET, BY TYPE, 2023 VS. 2028 (USD MILLION)
  • FIGURE 50 INDIA TO BE FASTEST-GROWING COUNTRY IN DIGITAL AGRICULTURE MARKET, 2023–2028
  • FIGURE 51 NORTH AMERICA: DIGITAL AGRICULTURE MARKET SNAPSHOT
  • FIGURE 52 NORTH AMERICA: RECESSION IMPACT ANALYSIS
  • FIGURE 53 EUROPE: RECESSION IMPACT ANALYSIS
  • FIGURE 54 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET SNAPSHOT
  • FIGURE 55 ASIA PACIFIC: RECESSION IMPACT ANALYSIS
  • FIGURE 56 SOUTH AMERICA: RECESSION IMPACT ANALYSIS
  • FIGURE 57 ROW: RECESSION IMPACT ANALYSIS
  • FIGURE 58 REVENUE ANALYSIS OF KEY MARKET PLAYERS, 2018–2022 (USD BILLION)
  • FIGURE 59 ANNUAL REVENUE, 2022 (USD BILLION) VS. REVENUE GROWTH, 2020–2022
  • FIGURE 60 EBITDA, 2022 (USD BILLION)
  • FIGURE 61 DIGITAL AGRICULTURE MARKET: GLOBAL SNAPSHOT OF KEY PARTICIPANTS, 2022
  • FIGURE 62 COMPANY EVALUATION MATRIX, 2022 (KEY PLAYERS)
  • FIGURE 63 COMPANY EVALUATION MATRIX, 2022 (STARTUPS/SMES)
  • FIGURE 64 CISCO SYSTEMS, INC.: COMPANY SNAPSHOT
  • FIGURE 65 IBM CORPORATION: COMPANY SNAPSHOT
  • FIGURE 66 ACCENTURE: COMPANY SNAPSHOT
  • FIGURE 67 DEERE & COMPANY: COMPANY SNAPSHOT
  • FIGURE 68 TRIMBLE INC.: COMPANY SNAPSHOT
  • FIGURE 69 AKVA GROUP: COMPANY SNAPSHOT
  • FIGURE 70 HEXAGON AB: COMPANY SNAPSHOT
  • FIGURE 71 BAYER AG: COMPANY SNAPSHOT
  • FIGURE 72 AGCO CORPORATION: COMPANY SNAPSHOT
  • FIGURE 73 VODAFONE GROUP PLC: COMPANY SNAPSHOT
  • FIGURE 74 EUROFINS SCIENTIFIC: COMPANY SNAPSHOT

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

Secondary Research

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

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

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

Primary Research

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

Digital Agriculture Market Primary Research

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COMPANY NAME

designation

Cisco Systems, Inc. (US)

Sales Manager

Trimble Inc. (US)

General Manager

Bayer AG (Germany)

Manager

Deere & Company (US)

Head of digital agriculture solutions

Accenture (Ireland)

Marketing Manager

IBM Corporation (US)

Sales Executive

AKVA Group (Norway)

Head - Research & Development 

Hexagon AB (Sweden)

Manager

Epicor Software Corporation (US)

R&D, QC, and production  Expert

AGCO Corporation (US)

Senior Engineering Manager 

Market Size Estimation

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

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

Global Digital Agriculture Market: Bottom-Up Approach

Digital Agriculture Market Bottom-Up Approach

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Global Digital Agriculture Market: Top-Down Approach

Digital Agriculture Market Top-Down Approach

Data Triangulation

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

Market Definition

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

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

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

Key Stakeholders

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

Report Objectives

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

Available Customizations:

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

The following customization options are available for the report:

Product Analysis

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

Geographic Analysis

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

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

Company Information

  • Detailed analyses and profiling of additional market players (up to five)

Previous Versions of this Report

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

Report Code AGI 8180
Published in Oct, 2022, By MarketsandMarkets™
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