Digital Agriculture Market Offering, Technology (Peripheral, Core), Operation (Farming & Feeding, Monitoring & Scouting, Marketing & Demand Generation), Type (Hardware, Software, Services), Region - Global Forecast to 2029
The global Digital Agriculture Market is on a trajectory of significant growth, with an estimated value forecasted to reach USD 39.8 billion by 2029 from the 2024 valuation of USD 24.2 billion, exhibiting an optimistic Compound Annual Growth Rate (CAGR) of 10.4%. Continuous innovations in the digital agriculture market concerning precision farming techniques such as GPS/GNSS technology, sensors, and increased use of mobile internet services are enabling improved overall farm management. Advancements in digital farming technology are aiding farmers to enhance the productivity and sustainability of their land and agricultural practices. This is further contributing to the growth of the digital agriculture market.
Digital agriculture presents innovative solutions to address food insecurity challenges significantly exacerbated by population increase. Digital agriculture enables more efficient and sustainable food production with technologies such as remote sensing and data analytics. This can optimize resource utilization, enhance crop yields, and alleviate environmental impacts, growth in food availability and access. Additionally, digital platforms can promote access to information among farmers, and financial services, connect them to new markets, and empower them to make informed decisions and improve their livelihoods. Thus, the increase in farmers' adoption of digital agriculture tools and the steadily growing automation of farms are propelling the growth of the digital agriculture market during the forecast period.
To know about the assumptions considered for the study, Request for Free Sample Report
To know about the assumptions considered for the study, download the pdf brochure
Market Dynamics
Driver: Increase in initiatives promoting digital agriculture by the government
The recent SPINS report published in 2022 states that consumer preferences have shifted significantly towards "better-for-you" products, with a focus on health and wellness. There are over 570 million farms across the world and 95% of these farms are less than in 5 ha in size. Large-scale farmers can easily invest in advanced digital agriculture technologies due to their financial capabilities. However, small and marginal farmers require financial assistance to enable them to invest in advanced farming technologies. Therefore, governments across the world are supporting the implementation of digital technologies in agriculture by providing financial aid to farmers. For instance, the United States Department of Agriculture (USDA) is providing loans to invest in digital agriculture technologies. The Farm Service Agency loans can provide the capital needed to invest in climate-smart practices and equipment including precision agriculture equipment. In January 20, 2020, China launched a detailed plan to develop the digitalization of its agricultural development and rural governance, aligning with the nation’s broader efforts towards rural vitalization. Thus, the increased support from the government is strongly augmenting the growth of digital agriculture market.
Restraint: Lack of technical knowledge and inadequate training programs
Digital agriculture requires adequate technical knowledge, and the shortage of this among farmers is impacting the adoption of innovative digital technologies. AI programming differs for each application; this can be a restraining factor in developing a single protocol. Also, autonomous robots are highly advanced and specialized, and their function varies for each task. Several farmers witness difficulties in understanding the process and its use. In 2019, India had 179.8 million hectares of cropland area, around 9.6% of the global cropland. However, still, India reports around 30% of farmers that lack educational awareness. Research studies also highlight that lack of technical support is the major factor hindering the adoption advanced agriculture technologies in developing economies.
Opportunity : Growing use of agriculture-based software through smartphones
Digital agriculture is gaining traction due to the ease of employment of software and devices to implement day-to-day activities. Unmanned aerial vehicles (UAVs) or drones capture highly accurate aerial images, thereby providing précised data to farmers on their smartphones or devices. Thus, to utilize this attractive opportunity agriculture technology developers are developing and launching multiple user-friendly mobile farming applications (app) which can be accessed via smartphones by farmers remotely. Majority of smartphone apps are inexpensive and offer vital information related to farming, such as weather and climate conditions and aid farmers to make smart decisions effectively. Due to its convenience in usage and affordability, the demand for the same is anticipated to grow exponentially in the global digital agriculture market.
Challenge: Increasing price sensitivity and market penetration
Small-scale farmers generally own small areas of the land, and digital agriculture equipment or software requires higher investment disrupting their economies of scale. The return on investment is usually higher on bigger farms, which account for more than 100 acres. Digital technologies and equipment aid farmers in covering a large area of land in significantly less time with high efficiency in operations. An autopilot tractor which costs around USD 100,000, often does not provide adequate return on investment for small-scale farmers, resulting in decreased penetration. The high costs of hardware components of few software services is posing as a major challenge in the growth of the digital agriculture market.
Furthermore, the biggest reason for the low affordability by farmers is that they generally do not have any commercial tie-ups for their business, which provides growth opportunities to the farmers. Digital agriculture needs data acquisition to offer information on the farm and also special training to be provided to farmers and other stakeholders. Farmers are required to pay an additional cost for integrating software with the hardware devices and for further consultation to use these software solutions as they are complex to use, which is a major challenge in the market.
DIGITAL AGRICULTURE MARKET ECOSYSTEM
In the type segment, the hardware accounted for the highest market share during the study period.
Hardware plays a strong role in digital agriculture. It acts as the cornerstone of various agriculture activities such as crop monitoring, sensing, surveying, and field intelligence systems. The hardware segment consists of automation & control systems and sensing and monitoring devices. Automation & control systems aid farmers with improved crop protection through field surveying, real-time monitoring, effective irrigation, prompt harvesting, and pesticide application with robotic systems and field sensors. In addition, sensing and monitoring devices serve as crucial components for gathering g crucial information regarding crops and fields, enabling in-depth analysis for decision-making, and supporting farmers in their agricultural operations. The growing need for farmers to make informed decisions and enhance their productivity is boosting the adoption of hardware devices and driving the growth of the market.
In the offering segment, the advisory services are anticipated to grow at the highest CAGR during the forecast period.
With the integration of advanced tools such as virtual assistants and AI powered chatbots advisory services are evolved consistently over the years. Advisory services can be used in a wide range of ways to address challenges in farming operations across crop types. For instance, digital advisory services can help a farmer decide when to harvest. The service could send an alert that a particular plot might be ready for harvest earlier than expected. The farmer can quickly see how each scenario would affect the crop’s profitability. According to the Food and Agriculture Organization of the United Nations (FAO), in 2023, Digital agricultural extension and advisory services (AEAS) offer tremendous potential to improve information access and farming outcomes for smallholder farmers, particularly in developing countries. The governments across the world are offering assistance in providing advisory services support to the farmers.
Moreover, advisory services are delivered by a range of service providers, including Agri VAS providers, MNOs, NGOs, and, in some cases, technology vendors, governments, and regulatory agencies, often in partnership with MNOs. The increasing accessibility of services to farmers coupled with adequate government incentives, increased mobile internet penetration, and the need to improve farm productivity are propelling the market for advisory services strengthening its position in the digital agriculture market.
The digital agriculture market in the Asia Pacific region is expected to grow at the highest CAGR during the forecast period.
Digital agriculture market in Asia Pacific is highly influenced by government incentives, increased internet penetration and connectivity, rising awareness about technological developments, the need for higher yields, and just the use of resources. The government policies and programs targeted toward farmer education have resulted in increased awareness about digital agriculture in the region. China contributes significantly to the region’s leading position, with India emerging, while Australia and New Zealand and Japan have been demonstrating constant growth in digital agriculture.
Furthermore, the growing support from the key players in the agriculture market is also contributing to the growth of the digital agriculture market in the region. For instance, In November 2022, Syngenta and Plantix partnered to allow smallholder farmers in Asia Pacific region with AI-powered farming tools through the Cropwise Grower app. The aim of this initiative is to targets 500,000 farmers across five countries, providing them access to a vast database of crops, diseases, and best practices. It also provides localized content, offline functionality, and early pest/disease warnings. This collaboration aims to bridge the information gap for rural farmers, improve decision-making, and ultimately boost yields and livelihoods.
Key Market Players
The key players in this market include Cisco Systems, Inc. (US), IBM Corporation (US), Microsoft (US), Accenture (Ireland), AGCO Corporation. (US), Deere & Company (US), Topcon Corporation (Japan), Kubota Corporation (Japan), CLAAS KGaA mbH (Germany), Epicor Software Corporation (US), Hexagon AB (Sweden), Bayer AG (Germany), and Vodafone Group PLC (UK). The top players in the market have been focusing on expanding their market presence, enhancing their solutions, and partnering with many channel partners and technology companies to cater to consumers across the globe. The key players have a strong presence in North America, Europe, Asia Pacific, South America, and RoW, and well-established distribution networks spanning these regions.
Want to explore hidden markets that can drive new revenue in Digital Agriculture Market?
Scope of the Report
Want to explore hidden markets that can drive new revenue in Digital Agriculture Market?
Report Metric |
Details |
Market size estimation |
2024–2029 |
Base year considered |
2023 |
Forecast period considered |
2024–2029 |
Units considered |
Value (USD Million) |
Segments Covered |
By Offering, Type, Operation, Technology, and Region |
Regions covered |
North America, Europe, South America, Asia Pacific, and RoW |
Companies covered |
|
Target Audience
- Digital agriculture solutions developers and manufacturers,
- Precision Agriculture Solutions Manufacturers
- Digital agriculture service providers
- Related government authorities, commercial research & development (R&D) institutions.
- Venture capitalists and investors.
- Government agricultural departments and regulatory bodies such as the US Department of Agriculture (USDA), Food and Agricultural Organization (FAO), Indian Council of Agriculture Research (ICAR), the Ministry of Farmers Welfare & Farmers Welfare (MoA & FW), and International Fund for Agricultural Development (IFAD).
Digital Agriculture Market:
By Offering
- Advisory Services
- Precision Agriculture & Farm Management
- Quality Management & Traceability
- Digital Procurement
- Agri e-Commerce
- Financial Services
By Technology
-
Peripheral Technology
- Platforms
- Apps
-
Core Technology
- Automation
- Drones
- Robotics
- AI/ML
By Operation
-
Farming & Feeding
- Precision Agriculture
- Precision Animal Rearing & Feeding
- Precision Aquaculture
- Precision Forestry
- Smart Greenhouse
- Monitoring & Scouting
- Marketing & Demand Generation
By Type
-
Hardware
-
Automation & Control Systems
- Drones/UAVs
- Irrigation Controllers
- GPS/GNSS
- Flow & Application Control Devices
- Guidance & Steering
- Handheld Mobile Device/Handheld Computers
- Displays
- Harvesters & Forwarders
- Variable Rate Controllers
- Control Systems
- Robotic Hardware
- HVAC Systems
- LED Grow Lights
- Other Automation & Control Systems
-
Sensing & Monitoring Devices
- Yield Monitors
- Soil Sensors
- Water Sensors
- Climate Sensors
- Camera Systems
- RFID & Sensors for Precision Forestry
- Temperature & Environment Monitoring Sensors
- pH & Dissolved Oxygen Sensors
- EC Sensors
- RFID Tags & Readers for Livestock Monitoring
- Sensors for Livestock Monitoring
- Sensors for Smart Greenhouse
- Other Sensing & Monitoring Devices
-
Automation & Control Systems
-
Software
- On-cloud
- On-premises
- AI & Data Analytics
-
Services
- System Integration & Consulting
- Data Collection & Analytical Services
- Connectivity Services
- Assistant Professional Services
- Maintenance & Support Services
By Region:
- North America
- Europe
- Asia Pacific
- South America
- Rest of the World (RoW)
Recent Developments
- In May 2024, CNH Industrial N.V. and Intelsat collaborated to offer farmers reliable internet access through a ruggedized satellite communications (SATCOM) service. Through this initiative, they aim to provide internet connectivity for CNH equipment operating in remote and challenging environments. Intelsat will offer multi-orbit internet access, using their SATCOM experience and capabilities across geosynchronous and low-Earth orbits. The service will first be available in Brazil in the second half of 2024, in the areas where there is a prominent gap in high-speed internet access for agricultural use. The installation and support of Intelsat hardware services will be handled by Case IH and New Holland dealers. The collaboration plans to expand the service across U.S., Australia, and other regions, widening the reach of reliable satellite internet connectivity for farmers across the globe.
- In April 2024, AGCO Corporation and Trimble entered into a joint venture known as PTx Trimble. AGCO owns an 85% stake in PTx Trimble, and Trimble will hold a 15% stake. This is a combination of Trimble's precision agriculture business and AGCO's JCA Technologies to form a new company that will aid in providing better services to farmers with various factory fit and retrofit applications in the mixed-fleet precision agriculture market.
- In October 2023, Deere & Company collaborated with Sweden-based Delaval to establish the Milk Sustainability Center, a digital system designed to assist dairy farmers in monitoring nutrient use efficiency and implementing sustainability improvements in their operations. This initiative addressed the complexity of dairy farming, integrating crop and animal performance, and aims to streamline farm management by consolidating precision data in one accessible platform.
- In August 2023, AKVA Group expanded its digital capabilities by acquiring 51% of the shares in Submerged AS. This strategic move aimed to strengthen AKVA Group’s position in the digital domain. Submerged AS, as part of AKVA Group, was anticipated to contribute to enhancing AKVA Group’s digital capabilities.
Frequently Asked Questions (FAQ):
Which are the major companies in the digital agriculture market? What are their major strategies to strengthen their market presence?
The key players in this market include Cisco Systems, Inc. (US), IBM Corporation (US), Microsoft (US), Accenture (Ireland), Trimble Inc. (US), Deere & Company (US), Topcon Corporation (Japan), KUBOTA Corporation (Japan), CLAAS KGaA mbH (Germany), Epicor Software Corporation (US), Hexagon AB (Sweden), Bayer AG (Germany), AGCO Corporation (US), and Vodafone Group PLC (UK).
The digital agriculture market witnesses increased scope for growth. The market is seeing an increase in the number of mergers and acquisitions and new product launches. Moreover, the companies involved in the production of digital agriculture are investing a considerable proportion of their revenues in research and development activities.
What are the drivers and opportunities for the digital agriculture market?
The growth of the digital agriculture market is derived from the demand for optimization of farm management using agricultural services and software integration, the Increase in initiatives by the government, the growth in the need for optimization in light of ecological changes, and the increase in adoption of IoT and AI by farmers and agriculturists. Opportunities to integrate agriculture-based software in mobile phones and growing internet connectivity is posing as a great opportunity for the growth of the market.
Which region is projected to account for the largest share of the digital agriculture market?
The market is expected to grow in North America and is expected to dominate during the study period. It is attributed to the strong presence of key market players, the region's robust infrastructure, evolving consumer preferences, and a proactive emphasis on innovation and quality standards within the industry.
Which are the major digital agriculture types considered in the study and which segments are projected to have promising growth rates in the future?
The types of digital agriculture include hardware, software, and services. The services segment is anticipated to record the highest growth rate with a CAGR of 11.3% during the forecast period.
What kind of information is provided in the competitive profile section?
The company profiles mentioned above offer valuable information such as a business overview, encompassing details on the company's various business segments, financial performance, geographical reach, revenue composition, and the breakdown of their business revenue. Additionally, these profiles offer insights into the company's product offerings, recent developments, and expert analyst perspectives to further explain the company's potential. .
To speak to our analyst for a discussion on the above findings, click Speak to Analyst
Exclusive indicates content/data unique to MarketsandMarkets and not available with any competitors.
- 5.1 INTRODUCTION
-
5.2 MACROECONOMIC INDICATORSINTRODUCTIONDIGITALIZATION IN AGRICULTURAL SECTOR
-
5.3 MARKET DYNAMICSDRIVERS- 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 agriculturistsRESTRAINTS- Lack of technical knowledge and training activities- Large number of fragmented lands in emerging economiesOPPORTUNITIES- Increase in use of agriculture-based software via smartphones- Early detection of crop diseases and ease of farm managementCHALLENGES- High cost of devices and software to impact adoption among small-scale farmers- Rise in concerns regarding data management and requirement for adequate training
- 6.1 INTRODUCTION
- 6.2 CURRENT LANDSCAPE OF AGRICULTURAL INDUSTRY:
-
6.3 VALUE CHAIN ANALYSISRESEARCH & PRODUCT DEVELOPMENTDEVICE & COMPONENT MANUFACTURERSSYSTEM INTEGRATORSSERVICE PROVIDERSEND USERSPOST-SALES SERVICES
-
6.4 TECHNOLOGY ANALYSISEXISTING TECHNOLOGIES IN DIGITAL AGRICULTURE- INTRODUCTION- INTERACTIVE VOICE RESPONSE- WEB APPLICATIONS- INTERNET & BROADBAND- MOBILE- SATELLITE- BroadcastingEMERGING 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 MAPDEMAND SIDESUPPLY SIDE
- 6.7 TRADE ANALYSIS
-
6.8 PRICING ANALYSISAVERAGE SELLING PRICE TREND, BY HARDWARE TYPEAVERAGE 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 LANDSCAPEREGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS- USREGULATORY LANDSCAPE- Government Policies and Subsidies
-
6.12 CASE STUDY ANALYSISPVT AGRICULTURE USED HEXAGON’S DISPLAYS TO IMPROVE SALES OF SPRAYERSANNA BINNA FARMS USED AGWORLD SOFTWARE PLATFORMS FOR FARM RECORD-KEEPINGAGTECH-DRIVEN SOLUTIONS USED FOR BRIDGING GAPS IN ACCESS, ADVISORY, AND QUALITY INPUTS IN INDIAN FARMING
-
6.13 PORTER’S FIVE FORCES ANALYSISTHREAT OF NEW ENTRANTSTHREAT OF SUBSTITUTESBARGAINING POWER OF SUPPLIERSBARGAINING POWER OF BUYERSINTENSITY OF COMPETITIVE RIVALRY
-
6.14 KEY STAKEHOLDERS & BUYING CRITERIAKEY STAKEHOLDERS IN BUYING PROCESSBUYING CRITERIA
- 7.1 INTRODUCTION
-
7.2 ADVISORY SERVICESPROMOTING ADOPTION OF IMPROVED FARM TECHNOLOGIES TO INCREASE PRODUCTIVITY
-
7.3 PRECISION AGRICULTURE & FARM MANAGEMENTINCREASE IN DATA MANAGEMENT SERVICES TO IMPROVE DECISION-MAKING FOR SMART FARMS
-
7.4 QUALITY MANAGEMENT & TRACEABILITYINNOVATION OF DIGI-LED DATA TO ENHANCE QUALITY MANAGEMENT OF FARMS
-
7.5 DIGITAL PROCUREMENTAGRIBUSINESSES GAINING INSIGHT INTO PRODUCTION TRENDS
-
7.6 AGRI ECOMMERCEGROWTH IN AGRICULTURAL PRODUCE POPULARITY ON ECOMMERCE PLATFORMS
-
7.7 FINANCIAL SERVICESINCREASE IN DEMAND FOR DIGITAL AGRICULTURE PAYMENT SERVICES
- 8.1 INTRODUCTION
-
8.2 PERIPHERAL TECHNOLOGYHIGH-VALUE INSIGHTS FOR PRECISION AGRICULTURE EQUIPMENT MANUFACTURERS TO MAKE REAL-TIME DECISIONSPLATFORMS- Numerous hardware and software to help create prescription maps and plans for management and budget costsAPPS- Greater penetration of mobile devices in emerging economies
-
8.3 CORE TECHNOLOGYINCREASE IN APPLICATION OF CORE TECHNOLOGIES IN REDUCING ENVIRONMENTAL IMPACTAUTOMATION- Automation technology to increase yield and rate of farm productionDRONES- Offering ability to survey crops and herds over vast areasROBOTICS- Reduction in manual labor in farm activitiesAI/ML- Real-time actionable insights to improve agriculture yield
- 9.1 INTRODUCTION
-
9.2 FARMING & FEEDINGINCREASE IN DEMAND FOR MONITORING OF FARMING & FEEDING SYSTEMS TO DETERMINE CROP AND LIVESTOCK HEALTHPRECISION AGRICULTURE- Trend of using technology to improve agricultural yieldPRECISION ANIMAL REARING & FEEDING- Growth in importance of animal health and adoption of automationPRECISION AQUACULTURE- Gradual adoption of integrated systems to enhance aquaculture operationsPRECISION FORESTRY- Improved efficiency and ease of forestry operationsSMART GREENHOUSES- Use of technology to control environment with sensors, data analytics, and automation to optimize growing conditions
-
9.3 MONITORING & SCOUTINGGROWTH IN QUALITY CONCERNS TO IMPACT IMPORTANCE OF MONITORING & SCOUTING IN DIGITAL AGRICULTURE
-
9.4 MARKETING & DEMAND GENERATIONSURGE IN DEMAND FOR ONLINE SALES OF AGRICULTURAL OUTPUT
- 10.1 INTRODUCTION
-
10.2 HARDWAREVARIETY OF AUTOMATION AND MONITORING TOOLS IN DIFFERENT TYPES OF AGRICULTUREAUTOMATION & 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 systemsSENSING & 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 SOFTWAREAGRICULTURAL SOFTWARE DEVELOPMENTS BY KEY COMPANIESON-CLOUD- Easy data handling and storage of on-cloud softwareON-PREMISES- High data integrity and easy maintenance of on-premise softwareAI & DATA ANALYTICS- Increase in trend of AI and data analytics to enhance farm operations
-
10.4 SERVICESSERVICES TO BENEFIT FROM INCREASE IN IMPORTANCE OF PRECISION TECHNIQUES IN DIFFERENT SEGMENTSSYSTEM INTEGRATION & CONSULTING- Rise in importance of hardware and software integration for smooth farm functioningDATA COLLECTION & ANALYTICAL SERVICES- Need to integrate data in structured formCONNECTIVITY SERVICES- Opportunity for real-time data generationASSISTANT PROFESSIONAL SERVICES- Need for improvements and professional services to manage entire value chainMAINTENANCE & SUPPORT SERVICES- Continuous need to maintain different digital agriculture systems
- 11.1 INTRODUCTION
-
11.2 NORTH AMERICANORTH AMERICA: RECESSION IMPACT ANALYSISUS- Digital transformation of agricultural ecosystems, with focus on livestock healthCANADA- Federal investments, accessibility, and favorable regulatory environment frameworkMEXICO- Financial government initiatives to tackle limited resources
-
11.3 EUROPEEUROPE: RECESSION IMPACT ANALYSISGERMANY- Increase in funding for research projects on farming technologyRUSSIA- Agriculture 4.0 to increase demand for modern technologiesFRANCE- Rise in awareness regarding technology and automationITALY- ‘Made in Italy’ campaign to drive modernizationUK- Greater demand to meet growing automation needsSWEDEN- Growth in utilization of agricultural technologies for soil monitoringNETHERLANDS- Utilization of drones in greenhouses and leveraging 'virtual sensing' and satellite-based dataREST OF EUROPE
-
11.4 ASIA PACIFICASIA PACIFIC: RECESSION IMPACT ANALYSISCHINA- Large population and increase in food demandJAPAN- Higher demand to make country’s food industry self-sufficientAUSTRALIA & NEW ZEALAND- Thriving poultry industry and increasing exportsINDIA- Government initiatives to provide great opportunitiesREST OF ASIA PACIFIC
-
11.5 SOUTH AMERICASOUTH AMERICA: RECESSION IMPACT ANALYSISBRAZIL- Growth in agricultural activitiesARGENTINA- Increase in public-private partnerships for agriculture innovationsREST OF SOUTH AMERICA
-
11.6 REST OF THE WORLD (ROW)ROW: RECESSION IMPACT ANALYSISAFRICA- Increase in awareness and penetration of digitalizationMIDDLE EAST- Rise in adoption of digital technologies for agriculture
- 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 PLAYERSSTARSEMERGING LEADERSPERVASIVE PLAYERSPARTICIPANTSCOMPANY FOOTPRINT: KEY PLAYERS
-
12.9 COMPANY EVALUATION MATRIX: STARTUPS/SMESPROGRESSIVE COMPANIESRESPONSIVE COMPANIESDYNAMIC COMPANIESSTARTING BLOCKSCOMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
-
12.10 COMPETITIVE SCENARIOPRODUCT LAUNCHESDEALSOTHERS
-
13.1 KEY PLAYERSCISCO SYSTEMS, INC.- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewIBM CORPORATION- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewACCENTURE- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewDEERE & COMPANY- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewTRIMBLE INC.- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewAKVA GROUP- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewHEXAGON AB- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewBAYER AG- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewAGCO CORPORATION- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewDELAVAL- Business overview- Products/Solutions/Services offered- Recent developments- MnM view
-
13.2 OTHER PLAYERSDJI- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewEPICOR SOFTWARE CORPORATION- Products/Solutions/Services offered- Recent developments- MnM viewVODAFONE GROUP PLC- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewRAVEN INDUSTRIES, INC.- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewEUROFINS SCIENTIFIC- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewTELUS- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewSMALL ROBOT COMPANY- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewGAMAYA- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewPRECISIONHAWK- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewAGRICULTURAL CONSULTING SERVICES- Business overview- Products/Solutions/Services offered- Recent developments- MnM viewAGREENACERES IMAGINGŽEMDIRBIU KONSULTACIJOS UABEC2CEARABLE
- 14.1 INTRODUCTION
- 14.2 LIMITATIONS
-
14.3 PRECISION FARMING MARKETMARKET DEFINITIONMARKET OVERVIEW
-
14.4 SMART AGRICULTURE MARKETMARKET DEFINITIONMARKET OVERVIEW
- 15.1 DISCUSSION GUIDE
- 15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
- 15.3 CUSTOMIZATION OPTIONS
- 15.4 RELATED REPORTS
- 15.5 AUTHOR DETAILS
- 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)
- 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.
To know about the assumptions considered for the study, download the pdf brochure
COMPANY NAME |
designation |
Cisco Systems, Inc. (US) |
Sales Manager |
Trimble Inc. (US) |
General Manager |
Bayer AG (Germany) |
Manager |
Deere & Company (US) |
Head of digital agriculture solutions |
Accenture (Ireland) |
Marketing Manager |
IBM Corporation (US) |
Sales Executive |
AKVA Group (Norway) |
Head - Research & Development |
Hexagon AB (Sweden) |
Manager |
Epicor Software Corporation (US) |
R&D, QC, and production Expert |
AGCO Corporation (US) |
Senior Engineering Manager |
Market Size Estimation
Both the top-down and bottom-up approaches were used to estimate and validate the total size of the digital agriculture market. These approaches were also used extensively to determine the size of various subsegments in the market. The research methodology used to estimate the market size includes the following details:
- The key players in the industry and the overall markets were identified through extensive secondary research.
- All shares, splits, and breakdowns were determined using secondary sources and verified through primary sources.
- All possible parameters that affect the market covered in this research study were accounted for, viewed in extensive detail, verified through primary research, and analyzed to obtain final quantitative and qualitative data.
- The research included the study of reports, reviews, and newsletters of top market players, along with extensive interviews for opinions from leaders, such as CEOs, directors, and marketing executives.
Global Digital Agriculture Market: Bottom-Up Approach
To know about the assumptions considered for the study, Request for Free Sample Report
Global 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)
Growth opportunities and latent adjacency in Digital Agriculture Market