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Digital Farming Market: By Offering, By Component, By Deployment Type, By Technology, By Application, and Region Forecast 2019-2030.
Digital Farming Market size was valued at US$ 18,920.0 million in 2023, at a CAGR of 10.4% from 2024-2030. The increasing prevalence of precision farming and the incorporation of cutting-edge technologies like big data analytics, artificial intelligence (AI), and the Internet of Things (IoT) are driving the market. By facilitating data-driven decision-making, real-time monitoring, and resource optimization, these technologies raise crop output and efficiency. Government programs encouraging smart farming and the growing need for environmentally friendly agricultural methods to address environmental issues are further factors driving the market. Significant barriers,
however, include the high initial investment costs, the absence of internet infrastructure in remote regions, and data privacy issues. The expense and lack of expertise provide obstacles for small and medium-sized farms, especially in developing nations, when attempting to use these technologies. Developments in AI and robotics present opportunities and offer creative approaches to soil management, automation, and pest control. Technology companies and agriculture partnerships are also encouraging innovations. The increasing use of drones for aerial photography, satellite-based tracking, and blockchain technology for supply chain transparency are some of the major developments.
The digital farming market size is inclusive of several companies such as Cisco Systems, Inc. (US), IBM Corporation (US), Accenture (Ireland), Microsoft (US), Deere & Company (US), AKVA Group (Norway), Hexagon AB (Sweden), Bayer AG (Germany), AGCO Corporation (US), CNH Industrial N.V. (UK), Topcon Corporation (Japan), KUBOTA Corporation (Japan), CLAAS KGaAmbH (Germany), DeLaval (Sweden), DJI (China), Epicor Software Corporation (US), Vodafone Group PLC (UK), Eurofins Scientific (France), TELUS (Canada), Small Robot Company (England), Gamaya (Switzerland), Precision Hawk (US), Agricultural Consulting Services (US), and Agreena (Denmark)
By Offering: Precision Agriculture & Farm Management is the leading category in the digital farming industry because of its substantial influence on increasing farm production and efficiency. With the use of data-driven insights, farmers can optimize crop yields, soil management, water consumption, and other crucial farm activities in this area. Precision field monitoring is made possible by the increasing use of technology like GPS, sensors, and Internet of Things devices, which also lower waste and increase sustainability. Predictive analytics is another benefit of integrating AI and machine learning with farm management systems, which facilitates improved decision-making. Precision agricultural instruments are in high demand as farmers want to increase yield while reducing resource consumption; as a result, this product is the most influential on the market.
By Component: The hardware component holds a prominent position in the market since it is essential to implementing precision agriculture. Hardware for gathering real-time data on soil conditions, weather, crop health, and other topics includes GPS units, sensors, drones, and other Internet of Things devices. With the use of these tools, farmers can more precisely monitor and manage their fields, increasing output and efficiency. The need for hardware solutions is being driven by the growing use of smart equipment and automated machinery that integrates with software platforms. Furthering hardware's rise to prominence as the primary component in the digital farming industry are developments in sensor technology and the expanding trend of smart farming.
By Deployment: In addition to its affordability, scalability, and flexibility, cloud-based deployment is the most popular approach in the digital farming sector. With cloud-based solutions, farmers and agricultural businesses may use any internet-connected device to access data and remotely control farm operations. Real-time data analysis is made possible by this deployment type, providing insightful information that helps with improved decision-making in areas like crop weather prediction and irrigation schedule optimization. Furthermore, cloud technologies are perfect for precision farming because they can manage enormous volumes of data from several sources. Cloud-based solutions are the go-to option in the digital farming sector because of their easier interaction with current systems and reduced upfront expenditures.
By Technology: Internet of Things technology is the industry leader in digital farming because it makes agricultural operations easier to monitor and regulate in real time. Large-scale data collection from the field is made possible by Internet of Things devices like sensors and drones, which provide farmers with real-time access to information about crop health, soil moisture, and environmental variables. More accurate agricultural techniques are made possible by this data-driven approach, which raises yields and decreases resource waste. IoT technologies also make it easier to automate processes like fertilization and irrigation, which increases operational effectiveness. IoT is becoming an indispensable part of contemporary agricultural technology, fueled in part by its comparatively low implementation costs and the increasing desire for sustainable farming methods.
By Application: In the market, Precision farming is the dominant application. This approach allows farmers to optimize inputs like water, fertilizers, and pesticides based on specific data from each section of their fields, ensuring more efficient resource use and reducing environmental impact. Precision agriculture relies on advanced technologies such as GPS, IoT sensors, and data analytics, providing real-time information on crop health, soil conditions, and weather patterns. By enabling more targeted interventions, it helps farmers increase crop yields and profitability while minimizing costs. Its ability to improve sustainability and productivity, particularly for large-scale farms, has made it the leading application in the market.
Study Period
2024 - 2030Base Year
2023CAGR
10.4%Largest Market
Asia PacificFastest Growing Market
North America
The market for digital farming is being propelled by the increasing need for improved efficiency, increased production, and sustainable farming methods. Farming is being revolutionized by technologies like IoT, AI, and big data analytics, which allow more precise irrigation, better pest management, and real-time monitoring. Farmers are gaining better control over their resources, cutting down on waste, and raising yields thanks to the growing use of automated equipment and networked gadgets in smart farming. Furthermore, to improve their operations and lessen the consequences of climate change, farmers are being pushed to use digital farming technologies by government programs supporting smart agriculture, the growing global population, and the desire for food security.
The high cost of early expenditures, which include cutting-edge machinery, software, and farmer training, is one of the primary barriers in the digital farming market. Small and medium-sized farms, especially those in developing nations, sometimes find it difficult to implement these technologies because they lack access to technical competence and have limited financial resources. The broad adoption of digital farming is further hampered by inadequate digital infrastructure in rural regions, such as spotty internet access. Farmers are also discouraged from properly utilizing these digital technologies due to worries about cybersecurity and data privacy, as sensitive agricultural data might be misused or attacked.
Artificial Intelligence, robots, and blockchain technology are the main drivers of the market's substantial prospects. Farmers can now manage their crops more effectively using predictive data from AI-powered technologies, while robotics is opening the door to automation for jobs like planting and harvesting. Blockchain technology offers improved traceability from farm to consumer by facilitating supply chain transparency. Furthermore, collaborations between IT firms and the agricultural sector are stimulating innovation and expanding the pool of farmers who can use digital farming solutions. Agriculture is still a vital business in emerging nations, thus there is an unrealized opportunity for digital transformation there.
Increasing drone usage for aerial photography, real-time crop health monitoring, and field mapping are some of the major developments in the market. Multispectral sensor-equipped drones give farmers useful information for precision farming. Increasingly, farmers are adopting satellite-based monitoring systems to obtain comprehensive data on weather patterns and soil health. The use of blockchain technology to enhance supply chain traceability and transparency is another emerging trend. This is crucial to satisfy customer demand for food that is produced sustainably. Moreover, the transition to cloud-based systems for analytics and data storage is opening up more scalable digital farming options.
Report Benchmarks |
Details |
Report Study Period |
2024 - 2030 |
Market Size in 2023 |
US$ 18,920.0 million |
Market CAGR |
10.4% |
By Offering |
|
By Component |
|
By Deployment |
|
By Technology |
|
By Application |
|
By Region |
|
The market for digital farming is expected to increase significantly due to the rising need for food production and the use of precision farming methods. Technological breakthroughs, notably in AI, IoT, and big data analytics, are converting old agricultural processes into more efficient and sustainable systems. Additionally, the industry is seeing a boom in Agri-commerce and digital procurement, which is improving supply chain accessibility and transparency for farmers. The environment is changing quickly thanks to government backing and programs that encourage sustainable activities. All things considered, the market for digital agriculture presents significant chances for those interested in innovating and profiting from the future of farming.
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The global digital farming market was valued at US$ 18,920.0 million in 2023, at a CAGR of 10.4% 2024-2030.
• The use of precision agricultural methods is growing
• Increasing food demand as a result of population expansion
• Developments in agricultural technology, including software and equipment
• Sustainable agricultural methods are required.
• Increasing machine learning and artificial intelligence integration in agriculture
• Implementing IoT devices for monitoring in real-time
• Growing usage of blockchain to improve transparency in supply chains
• Development of platforms for Agri-e-commerce.
Cisco Systems, Inc. (US), IBM Corporation (US), Accenture (Ireland), Microsoft (US), Deere & Company (US), AKVA Group (Norway), Hexagon AB (Sweden), Bayer AG (Germany), AGCO Corporation (US), CNH Industrial N.V. (UK), Topcon Corporation (Japan), are the key companies in the market.
1. Executive Summary |
2. Global Digital Farming Market Introduction |
2.1.Global Digital Farming Market - Taxonomy |
2.2.Global Digital Farming Market - Definitions |
2.2.1.Offering |
2.2.2.Component |
2.2.3.Deployment |
2.2.4.Technology |
2.2.5.Region |
3. Global Digital Farming Market Dynamics |
3.1. Drivers |
3.2. Restraints |
3.3. Opportunities/Unmet Needs of the Market |
3.4. Trends |
3.5. Product Landscape |
3.6. New Product Launches |
3.7. Impact of COVID 19 on Market |
4. Global Digital Farming Market Analysis, 2019 - 2023 and Forecast 2024 - 2030 |
4.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
4.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) |
4.3. Market Opportunity Analysis |
5. Global Digital Farming Market By Offering, 2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
5.1. Advisory Services |
5.1.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
5.1.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
5.1.3. Market Opportunity Analysis |
5.2. Precision Agriculture & Farm Management |
5.2.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
5.2.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
5.2.3. Market Opportunity Analysis |
5.3. Quality Management & Traceability |
5.3.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
5.3.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
5.3.3. Market Opportunity Analysis |
5.4. Digital Procurement |
5.4.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
5.4.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
5.4.3. Market Opportunity Analysis |
5.5. Agri e-Commerce |
5.5.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
5.5.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
5.5.3. Market Opportunity Analysis |
5.6. Financial Services |
5.6.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
5.6.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
5.6.3. Market Opportunity Analysis |
6. Global Digital Farming Market By Component , 2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
6.1. Hardware |
6.1.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
6.1.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
6.1.3. Market Opportunity Analysis |
6.2. Software |
6.2.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
6.2.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
6.2.3. Market Opportunity Analysis |
6.3. Services |
6.3.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
6.3.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
6.3.3. Market Opportunity Analysis |
7. Global Digital Farming Market By Deployment, 2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
7.1. Cloud |
7.1.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
7.1.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
7.1.3. Market Opportunity Analysis |
7.2. On-premises |
7.2.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
7.2.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
7.2.3. Market Opportunity Analysis |
8. Global Digital Farming Market By Technology, 2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
8.1. AI/ ML/ NPL |
8.1.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
8.1.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
8.1.3. Market Opportunity Analysis |
8.2. IoT |
8.2.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
8.2.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
8.2.3. Market Opportunity Analysis |
8.3. Block Chain |
8.3.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
8.3.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
8.3.3. Market Opportunity Analysis |
8.4. Big data analysis |
8.4.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
8.4.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
8.4.3. Market Opportunity Analysis |
9. Global Digital Farming Market By Region, 2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
9.1. North America |
9.1.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
9.1.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
9.1.3. Market Opportunity Analysis |
9.2. Europe |
9.2.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
9.2.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
9.2.3. Market Opportunity Analysis |
9.3. Asia Pacific (APAC) |
9.3.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
9.3.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
9.3.3. Market Opportunity Analysis |
9.4. Middle East and Africa (MEA) |
9.4.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
9.4.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
9.4.3. Market Opportunity Analysis |
9.5. Latin America |
9.5.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
9.5.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
9.5.3. Market Opportunity Analysis |
10. North America Digital Farming Market ,2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
10.1. Offering Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
10.1.1.Advisory Services |
10.1.2.Precision Agriculture & Farm Management |
10.1.3.Quality Management & Traceability |
10.1.4.Digital Procurement |
10.1.5.Agri e-Commerce |
10.1.6.Financial Services |
10.2. Component Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
10.2.1.Hardware |
10.2.2.Software |
10.2.3.Services |
10.3. Deployment Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
10.3.1.Cloud |
10.3.2.On-premises |
10.4. Technology Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
10.4.1.AI/ ML/ NPL |
10.4.2.IoT |
10.4.3.Block Chain |
10.4.4.Big data analysis |
10.5. Country Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
10.5.1.United States of America (USA) |
10.5.2.Canada |
11. Europe Digital Farming Market ,2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
11.1. Offering Analysis and Forecast by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
11.1.1.Advisory Services |
11.1.2.Precision Agriculture & Farm Management |
11.1.3.Quality Management & Traceability |
11.1.4.Digital Procurement |
11.1.5.Agri e-Commerce |
11.1.6.Financial Services |
11.2. Component Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
11.2.1.Hardware |
11.2.2.Software |
11.2.3.Services |
11.3. Deployment Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
11.3.1.Cloud |
11.3.2.On-premises |
11.4. Technology Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
11.4.1.AI/ ML/ NPL |
11.4.2.IoT |
11.4.3.Block Chain |
11.4.4.Big data analysis |
11.5. Country Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
11.5.1.Germany |
11.5.2.France |
11.5.3.Italy |
11.5.4.United Kingdom (UK) |
11.5.5.Spain |
11.5.6.Rest of EU |
12. Asia Pacific (APAC) Digital Farming Market ,2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
12.1. Offering Analysis and Forecast by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
12.1.1.Advisory Services |
12.1.2.Precision Agriculture & Farm Management |
12.1.3.Quality Management & Traceability |
12.1.4.Digital Procurement |
12.1.5.Agri e-Commerce |
12.1.6.Financial Services |
12.2. Component Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
12.2.1.Hardware |
12.2.2.Software |
12.2.3.Services |
12.3. Deployment Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
12.3.1.Cloud |
12.3.2.On-premises |
12.4. Technology Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
12.4.1.AI/ ML/ NPL |
12.4.2.IoT |
12.4.3.Block Chain |
12.4.4.Big data analysis |
12.5. Country Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
12.5.1.China |
12.5.2.India |
12.5.3.Australia and New Zealand (ANZ) |
12.5.4.Japan |
12.5.5.Rest of APAC |
13. Middle East and Africa (MEA) Digital Farming Market ,2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
13.1. Offering Analysis and Forecast by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
13.1.1.Advisory Services |
13.1.2.Precision Agriculture & Farm Management |
13.1.3.Quality Management & Traceability |
13.1.4.Digital Procurement |
13.1.5.Agri e-Commerce |
13.1.6.Financial Services |
13.2. Component Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
13.2.1.Hardware |
13.2.2.Software |
13.2.3.Services |
13.3. Deployment Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
13.3.1.Cloud |
13.3.2.On-premises |
13.4. Technology Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
13.4.1.AI/ ML/ NPL |
13.4.2.IoT |
13.4.3.Block Chain |
13.4.4.Big data analysis |
13.5. Country Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
13.5.1.GCC Countries |
13.5.2.South Africa |
13.5.3.Rest of MEA |
14. Latin America Digital Farming Market ,2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
14.1. Offering Analysis and Forecast by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
14.1.1.Advisory Services |
14.1.2.Precision Agriculture & Farm Management |
14.1.3.Quality Management & Traceability |
14.1.4.Digital Procurement |
14.1.5.Agri e-Commerce |
14.1.6.Financial Services |
14.2. Component Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
14.2.1.Hardware |
14.2.2.Software |
14.2.3.Services |
14.3. Deployment Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
14.3.1.Cloud |
14.3.2.On-premises |
14.4. Technology Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
14.4.1.AI/ ML/ NPL |
14.4.2.IoT |
14.4.3.Block Chain |
14.4.4.Big data analysis |
14.5. Country Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
14.5.1.Brazil |
14.5.2.Mexico |
14.5.3.Rest of LA |
15. Competition Landscape |
15.1. Market Player Profiles (Introduction, Brand/Product Sales, Financial Analysis, Product Offerings, Key Developments, Collaborations, M & A, Strategies, and SWOT Analysis) |
15.2.1.Cisco Systems, Inc. (US) |
15.2.2.IBM Corporation (US) |
15.2.3.Accenture (Ireland), Microsoft (US) |
15.2.4.Deere & Company (US) |
15.2.5.AKVA Group (Norway) |
15.2.6.Hexagon AB (Sweden) |
15.2.7.Bayer AG (Germany), |
15.2.8.AGCO Corporation (US) |
15.2.9.CNH Industrial N.V. (UK) |
15.2.10.Topcon Corporation (Japan) |
15.2.11.KUBOTA Corporation (Japan) |
15.2.12.CLAAS KGaAmbH (Germany) |
15.2.13.DeLaval (Sweden) |
15.2.14.DJI (China) |
15.2.15.Epicor Software Corporation (US) |
15.2.16.Vodafone Group PLC (UK) |
15.2.17.Eurofins Scientific (France) |
15.2.18.TELUS (Canada) |
15.2.19.Small Robot Company (England) |
15.2.20.Gamaya (Switzerland) |
15.2.21.Precision Hawk (US) |
15.2.22.Agricultural Consulting Services (US) |
15.2.23.Agreena (Denmark) |
16. Research Methodology |
17. Appendix and Abbreviations |