Digital Farming Market: By Offering, By Component, By Deployment Type, By Technology, By Application, and Region Forecast 2019-2030.

Digital Farming Market Size, Share, Growth, Trends, and Global Industry Analysis: By Offering (Advisory Services, Precision Agriculture & Farm Management, Quality Management & Traceability, Digital Procurement, Agri e-commerce, and Financial Services), By Component (Hardware, Software, and Services), By Deployment Type (Cloud and On-premises), By Technology (AI/ ML/ NPL, IoT, Block Chain,  and Big data analysis ), By Application (Yield monitoring, Field mapping, Crop monitoring, Livestock monitoring, Real-time safety testing, Soil monitoring, and Precision farming), 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.

Key Players

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)

Facts and Figures  

  • The Canadian Agri-Food Automation and Intelligence Network (CAAIN) introduced US$ 5 million in funding focused on boosting the growth of a national network of digital farms.
  • Syngenta Group and CNH Industrial (CNH) announced the integration of Syngenta's Cropwise digital platform and CNH's agricultural brands. Integrating Cropwise and CNH agricultural equipment and connecting various precision farming systems creates a reliable, connected data source that simplifies the decision-making process for farmers and advisors and generates better insights for the business.

Key Developments

  •  In March 2023, Tavant partnered with Bayer, a global agriculture solution provider, to develop new AgriTech solutions to improve the production of crops and reduce environmental impact by integrating Internet of Things (LoT) analytics, Artificial Intelligence (Al), and Machine Learning (ML) technologies.
  • In May 2022, Kubota Corporation collaborated with a start-up, Parcel THRIVE, Inc. The partnership aimed to speed up the growth of a platform to bring optimization and efficiency to the production value chain for vegetables, fruits, nuts, and other crops.
  • In March 2022, CNH Industrial strengthened its presence in India with the launch of the India Technology Center (ITC) in Gurugram. The new center aimed to improve the company's global research & development footprint that focused on digital solutions and product development.

Digital Farming Market Segmentation

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.

Digital Farming Market Summary

Study Period

2024 - 2030

Base Year

2023

CAGR

10.4%

Largest Market

Asia Pacific

Fastest Growing Market

North America

Digital Farming Market Dynamics

Drivers

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.

Restraints

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.

Opportunities

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.

Trend

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.

Digital Farming Market Segmentation Analysis

Report Benchmarks

Details

Report Study Period

2024 - 2030

Market Size in 2023

US$ 18,920.0 million

Market CAGR

10.4%

By Offering

  • Advisory Services
  • Precision Agriculture & Farm Management
  • Quality Management & Traceability
  • Digital Procurement
  • Agri e-Commerce
  • Financial Services

By Component

  • Hardware
  • Software
  • Services

By Deployment

  • Cloud
  • On-premises

By Technology

  • AI/ ML/ NPL
  • IoT
  • Block Chain
  • Big data analysis 

  By Application

  • Yield monitoring
  • Field mapping
  • Crop monitoring
  • Livestock monitoring
  • Real-time safety testing
  • Soil monitoring
  • Precision farming

By Region

  • North America
  • Europe
  • Asia Pacific
  • Middle East and Africa
  • Latin America

Analyst Review

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.

Key Features of the Report

  • The digital farming market report provides granular level information about the market size, regional market share, historic market (2019-2023), and forecast (2024-2030)
  • The report covers in-detail insights about the competitor’s overview, company share analysis, key market developments, and key strategies
  • The report outlines drivers, restraints, unmet needs, and trends that are currently affecting the market.
  • The report tracks recent innovations, key developments, and start-up details that are actively working in the market.
  • The report provides a plethora of information about Market entry strategies, regulatory framework, and reimbursement scenarios.
  • The report analyses the impact of the socio-political environment through PESTLE Analysis and competition through Porter's Five Force Analysis in addition to recent technology advancements and innovations in the market

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Frequently Asked Questions

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.

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Author

Manoj Kumar

Manoj Kumar is a postgraduate in Life Sciences with over seven years of dedicated experience in the fields of anima.....

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 

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