Global Digital Agriculture Market, By Component Type, By Deployment, By Connectivity Type, By Technology, By Application, By End User, By Region & Segmental Insights Trends and Forecast, 2024 – 2034

  • Industry: Agriculture
  • Report ID: TNR-110-1325
  • Number of Pages: 420
  • Table/Charts : Yes
  • October, 2024
  • Base Year : 2024
  • No. of Companies : 10+
  • No. of Countries : 29
  • Views : 10045
  • Covid Impact Covered: Yes
  • War Impact Covered: Yes
  • Formats : PDF, Excel, PPT

Digital agriculture refers to the integration of advanced technologies like artificial intelligence (AI), Internet of Things (IoT), and data analytics into farming practices. The global digital agriculture market is gaining momentum as it enhances productivity, sustainability, and efficiency in agriculture. Farmers use digital tools to monitor soil health, control irrigation systems, and predict crop yields through real-time data. For instance, precision farming uses GPS technology to guide tractors and optimize the use of fertilizers and water.

Farmers use digital agriculture tools such as drones for crop monitoring and soil health assessments. For instance, in 2022, precision agriculture platforms like Climate FieldView enabled farmers to analyze real-time data, improving decision-making processes. Furthermore, mobile apps help farmers manage irrigation schedules and pest control, ensuring better resource allocation and enhanced yields. Overall, digital agriculture is revolutionizing farming by providing actionable insights and promoting sustainable practices.In Terms of Revenue, the Global Digital Agriculture Market was Worth US$ 23.5 Bn in 2023, Anticipated to Witness CAGR of 11.1% During 2024 – 2034.”

Technology Applications/Use Cases Examples Date/Year
AI/ML/NLP Crop Disease Detection: AI algorithms analyze images of crops to identify diseases early, allowing farmers to take preventive measures. Plantix: An AI-powered app that enables farmers to detect plant diseases using images taken with their smartphones. Launched in 2015
Yield Prediction: Machine learning models predict crop yields based on historical data, weather patterns, and soil conditions. IBM Watson Decision Platform: Provides predictive analytics for crop yield forecasting, allowing farmers to make informed decisions. Introduced in 2019
Precision Agriculture: AI helps optimize planting schedules and resource allocation, enhancing efficiency and reducing waste. Blue River Technology: Uses computer vision and machine learning for precision spraying of herbicides. Acquired by John Deere in 2017
Natural Language Processing: NLP is used in chatbots and virtual assistants to provide farmers with timely advice and information. AgriBot: A chatbot that answers farmers’ queries regarding crop management and weather updates using NLP techniques. Launched in 2020
IoT Smart Irrigation Systems: IoT sensors monitor soil moisture levels and automate irrigation, conserving water and improving crop yield. CropX: An IoT soil sensor that provides real-time data on soil moisture and nutrient levels, enabling precise irrigation. Established in 2015
Livestock Monitoring: Wearable IoT devices track the health and location of livestock, improving management and reducing losses. Cowlar: An IoT-enabled collar that monitors the health and activity levels of cattle, providing insights to farmers. Launched in 2016
Climate Monitoring: IoT weather stations collect data on climate conditions, helping farmers make informed decisions about crop management. WeatherSTEM: An IoT-based weather station that provides real-time weather data for agricultural planning. Active since 2016
Blockchain Supply Chain Transparency: Blockchain ensures traceability of agricultural products from farm to table, enhancing consumer trust. Provenance: A blockchain platform that allows consumers to trace the origins of food products, ensuring authenticity and ethical sourcing. Launched in 2017
Smart Contracts: Automated contracts on the blockchain facilitate secure transactions between farmers, suppliers, and retailers. AgriDigital: A platform using blockchain for supply chain finance, allowing farmers to manage transactions and contracts digitally. Launched in 2016
Farmers’ Data Ownership: Blockchain enables farmers to maintain control over their data, ensuring privacy and security. AgriChain: A blockchain-based platform that allows farmers to own and share their agricultural data while receiving compensation. Introduced in 2019
Big Data & Analytics Weather Prediction: Advanced analytics and modeling techniques improve weather forecasts, helping farmers prepare for adverse conditions. DTN WeatherRisk: Provides farmers with localized weather analytics and alerts to mitigate the impacts of extreme weather on their crops. Active since 2018
Others Drones for Crop Monitoring: Drones equipped with cameras and sensors collect aerial data, enabling precise monitoring of crop health and soil conditions. DJI Phantom 4 RTK: A drone used for mapping and surveying agricultural fields to assess crop health and optimize resource use. Released in 2018
Robotic Harvesting: Robots equipped with AI and computer vision harvest crops autonomously, reducing labor costs and improving efficiency. FFRobotics: Developed a robotic harvesting solution for picking fruits like apples and citrus, enhancing harvesting efficiency. Introduced in 2019

 Growth Drivers in the Global Digital Agriculture Market

  • Increased Demand for Food Production: The global population is expected to reach 7 billion by 2050, driving the need for innovative agricultural practices. Digital agriculture enhances crop yields through precision farming, enabling farmers to optimize resources. For instance, in 2021, companies like Trimble reported a 15% increase in crop yields using their data-driven solutions.
  • Advancements in Technology: The rapid evolution of technologies such as IoT, AI, and big data analytics is transforming farming practices. In 2022, John Deere introduced its fully autonomous tractor, showcasing how technology can streamline operations. Such innovations enhance efficiency, reduce labor costs, and allow farmers to make data-driven decisions for better productivity.

Restraints in the Global Digital Agriculture Market

  • High Initial Investment: The adoption of digital agriculture technologies often requires significant upfront investment in equipment and software. For example, farmers may need to spend over $100,000 on precision farming systems, which can deter smaller operations. In 2023, a survey found that 60% of farmers cited costs as a major barrier to adoption.
  • Limited Internet Connectivity: In many rural areas, insufficient internet access hampers the implementation of digital agriculture solutions. For instance, in 2022, a report indicated that nearly 30% of U.S. farmers lacked reliable internet, limiting their ability to utilize cloud-based platforms and real-time data for effective decision-making.

Global Digital Agriculture Market Segmental Analysis:

Hardware has emerged as the dominant source in the global digital agriculture market, accounting for 43.5% of revenue share. Key examples include advanced sensors and drones, which enable farmers to monitor crop health and optimize resource usage effectively. Companies like DJI have developed agricultural drones that can map fields and assess plant health, while soil sensors from manufacturers like Ag Leader help analyze moisture levels in real-time, driving better irrigation practices and increasing overall productivity on farms.

In 2023, the cloud segment secured its position as the second-largest deployment category in the global digital agriculture market, with a revenue share of 20.6%. Cloud-based platforms, such as Trimble Ag Software, enable farmers to store and analyze vast amounts of agricultural data, enhancing decision-making processes. For example, cloud solutions facilitate precision farming by integrating data from various sources like satellite imagery and IoT devices, allowing farmers to monitor crop conditions and manage resources efficiently. This technology has empowered farmers to increase productivity and reduce operational costs while adapting to climate variability effectively.

Wireless connectivity dominated the global digital agriculture market, with a revenue share of 76.4% in 2023. This surge is driven by the widespread adoption of IoT devices, which require seamless connectivity for effective data transmission. For instance, companies like Raven Industries offer wireless solutions for real-time monitoring of crop health and soil conditions. Additionally, wireless technology enables farmers to use mobile applications for remote management of irrigation systems, enhancing efficiency and promoting data-driven decision-making to optimize yields and resource utilization.

Big data & analytics technology is anticipated as third largest segment in the global digital agriculture market capturing a revenue share of 20.4% in 2023. This growth is fueled by the need for data-driven insights to enhance agricultural productivity. For instance, companies like Climate Corporation leverage advanced analytics to provide farmers with actionable insights regarding weather patterns and soil health, enabling them to make informed decisions. Additionally, analytics platforms such as Granular help farmers optimize their operations by analyzing historical data, which aids in improving yield forecasts and resource management strategies effectively.

Crop management as application dominated the global digital agriculture market, with a substantial revenue of 21.8% in 2023. This is largely attributed to the increasing need for efficient farming practices. Tools like precision agriculture software from companies such as Ag Leader allow farmers to monitor crop health and optimize planting schedules. Additionally, solutions like IBM’s Watson Decision Platform provide real-time data analytics to enhance decision-making. These technologies empower farmers to increase yields while minimizing resource use and environmental impact.

Farmers segment is projected to be the fastest-growing end user category in the global digital agriculture market, expected to hold a substantial 21.9% revenue share. This growth is driven by increasing adoption of technology among farmers seeking to enhance productivity and sustainability. For instance, farmers are increasingly using mobile apps like FarmLogs to track field activities and analyze crop performance. Additionally, precision farming tools from companies like AG Leader are helping farmers optimize resource usage, resulting in improved yields and reduced costs while adapting to climate challenges.

In 2023, North America reinforced its second leading position in the global digital agriculture market, capturing a significant revenue share of 23.6%. This growth is driven by advancements in agricultural technology and widespread adoption of precision farming techniques. For instance, companies like Trimble and John Deere are leading the charge by providing innovative solutions such as GPS-guided equipment and data analytics platforms. Additionally, initiatives supporting sustainable farming practices, such as the USDA’s Precision Agriculture Initiative, have further boosted technology adoption among North American farmers.

Competitive Landscape

Some of the players operating in the digital agriculture market are

  • AGCO Corporation
  • AgEagle Aerial Systems
  • Bayer AG
  • CLAAS KGaA mbH
  • CNH Industrial N.V.
  • Deere & Company
  • Hexagon AB
  • IBM Corporation
  • Kubota Corporation
  • Topcon Corporation
  • Trimble
  • Other Industry Participants

Global Digital Agriculture Market Scope:

Report Specifications Details
Market Revenue in 2023 US$ 23.5 Bn
Market Size Forecast by 2034 US$ 74.7 Bn
Growth Rate (CAGR) 11.1%
Historic Data 2016 – 2022
Base Year for Estimation 2023
Forecast Period 2024 – 2034
Report Inclusions Market Size & Estimates, Market Dynamics, Competitive Scenario, Trends, Growth Factors, Market Determinants, Key Investment Segmentation, Product/Service/Solutions Benchmarking
Segments Covered By Component Type, By Deployment, By Connectivity Type, By Technology, By Application, By End User, By Region
Regions Covered North America, Europe, Asia Pacific, Middle East & Africa, Latin America
Countries Covered U.S., Canada, Mexico, Rest of North America,  France, The UK, Spain, Germany, Italy, Nordic Countries (Denmark, Finland, Iceland, Sweden, Norway), Benelux Union (Belgium, The Netherlands, Luxembourg), Rest of Europe,  China, Japan, India, New Zealand, Australia, South Korea, Southeast Asia (Indonesia, Thailand, Malaysia, Singapore, Rest of Southeast Asia), Rest of Asia Pacific,  Saudi Arabia, UAE, Egypt, Kuwait, South Africa, Rest of Middle East & Africa,  Brazil, Argentina, Rest of Latin America
Key Players AGCO Corporation, AgEagle Aerial Systems, Bayer AG, CLAAS KGaA mbH, CNH Industrial N.V., Deere & Company, Hexagon AB, IBM Corporation, Kubota Corporation, Topcon Corporation, Trimble
Customization Scope Customization allows for the inclusion/modification of content pertaining to geographical regions, countries, and specific market segments.
Pricing & Procurement Options Explore purchase options tailored to your specific research requirements
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Global Digital Agriculture Market

By Component Type

  • Hardware
  • Software
  • Services
    • Professional
    • Managed

By Deployment

  • Cloud
  • On-Premise
  • Hybrid

By Connectivity Type

  • Wired
  • Wireless

By Technology

  • AI/ML/NLP
  • IoT
  • Blockchain
  • Big Data & Analytics
  • Others

By Application

  • Crop Management
  • Soil Management
  • Weather Tracking and Forecasting
  • Livestock Monitoring
  • Supply Chain Management
  • Irrigation Management
  • Others

By End User

  • Farmers
  • Agricultural Cooperatives
  • Agribusinesses
  • Government Agencies
  • Research Institutions
  • Others

By Region

  • North America (U.S., Canada, Mexico, Rest of North America)
  • Europe (France, The UK, Spain, Germany, Italy, Nordic Countries (Denmark, Finland, Iceland, Sweden, Norway), Benelux Union (Belgium, The Netherlands, Luxembourg), Rest of Europe)
  • Asia Pacific (China, Japan, India, New Zealand, Australia, South Korea, Southeast Asia (Indonesia, Thailand, Malaysia, Singapore, Rest of Southeast Asia), Rest of Asia Pacific)
  • Middle East & Africa (Saudi Arabia, UAE, Egypt, Kuwait, South Africa, Rest of Middle East & Africa)
  • Latin America (Brazil, Argentina, Rest of Latin America)

Report Layout:

Table of Contents

.

1.Market Scope
1.1.Market Segmentation
1.2.Years Considered
1.2.1.Historic Years: 2016 – 2022
1.2.2.Base Year: 2023
1.2.3.Forecast Years: 2024 – 2034
2.Key Target Audiences
3.Research Methodology
3.1.Primary Research
3.1.1.Research Questionnaire
3.1.2.Global Percentage Breakdown
3.1.3.Primary Interviews: Key Opinion Leaders (KOLs)
3.2.Secondary Research
3.2.1.Paid Databases
3.2.2.Secondary Sources
3.3.Market Size Estimates
3.3.1.Top-Down Approach
3.3.2.Bottom-Up Approach
3.4.Data Triangulation Methodology
3.5.Research Assumptions
4.Recommendations and Insights from TNR’s Perspective**
5.Holistic Overview of Digital Agriculture Market
6.Market Synopsis: Digital Agriculture Market
7.Digital Agriculture Market Analysis: Qualitative Perspective
7.1.Introduction
7.1.1.Product Definition
7.1.2.Industry Development
7.2.Market Dynamics
7.2.1.Drivers
7.2.2.Restraints
7.2.3.Opportunities
7.2.4.Challenges
7.3.Trends in Digital Agriculture Market
7.4.Market Determinants Radar Chart
7.5.Macro-Economic and Micro-Economic Indicators: Digital Agriculture Market
7.6.Industry Gross Margin Overview
7.7.Porter’s Five Force Analysis
7.8.Impact of Covid-19 on Digital Agriculture Market
7.9.PESTEL Analysis
7.10.Value Chain Analysis
7.11.Pricing Analysis, By Region (2023)
7.11.1.North America
7.11.2.Europe
7.11.3.Asia Pacific
7.11.4.Middle East and Africa
7.11.5.Latin America
8.Global Digital Agriculture Market Analysis and Forecasts, 2024 – 2034
8.1.Overview
8.1.1.Global Digital Agriculture Market Revenue (US$ Mn)
8.2.Global Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
8.2.1.Hardware
8.2.1.1.Definition
8.2.1.2.Market Estimation and Penetration, 2016 – 2023
8.2.1.3.Market Forecast, 2024 – 2034
8.2.1.4.Compound Annual Growth Rate (CAGR)
8.2.1.5.Regional Bifurcation
8.2.1.5.1.North America
8.2.1.5.1.1.Market Estimation, 2016 – 2023
8.2.1.5.1.2.Market Forecast, 2024 – 2034
8.2.1.5.2.Europe
8.2.1.5.2.1.Market Estimation, 2016 – 2023
8.2.1.5.2.2.Market Forecast, 2024 – 2034
8.2.1.5.3.Asia Pacific
8.2.1.5.3.1.Market Estimation, 2016 – 2023
8.2.1.5.3.2.Market Forecast, 2024 – 2034
8.2.1.5.4.Middle East and Africa
8.2.1.5.4.1.Market Estimation, 2016 – 2023
8.2.1.5.4.2.Market Forecast, 2024 – 2034
8.2.1.5.5.Latin America
8.2.1.5.5.1.Market Estimation, 2016 – 2023
8.2.1.5.5.2.Market Forecast, 2024 – 2034
8.2.2.Software
8.2.2.1.Definition
8.2.2.2.Market Estimation and Penetration, 2016 – 2023
8.2.2.3.Market Forecast, 2024 – 2034
8.2.2.4.Compound Annual Growth Rate (CAGR)
8.2.2.5.Regional Bifurcation
8.2.2.5.1.North America
8.2.2.5.1.1.Market Estimation, 2016 – 2023
8.2.2.5.1.2.Market Forecast, 2024 – 2034
8.2.2.5.2.Europe
8.2.2.5.2.1.Market Estimation, 2016 – 2023
8.2.2.5.2.2.Market Forecast, 2024 – 2034
8.2.2.5.3.Asia Pacific
8.2.2.5.3.1.Market Estimation, 2016 – 2023
8.2.2.5.3.2.Market Forecast, 2024 – 2034
8.2.2.5.4.Middle East and Africa
8.2.2.5.4.1.Market Estimation, 2016 – 2023
8.2.2.5.4.2.Market Forecast, 2024 – 2034
8.2.2.5.5.Latin America
8.2.2.5.5.1.Market Estimation, 2016 – 2023
8.2.2.5.5.2.Market Forecast, 2024 – 2034
8.2.3.Services (Definition, Market Estimation and Penetration, 2016 – 2023, Market Estimation (2016 – 2023), Market Forecast (2024 – 2034), Compound Annual Growth Rate (CAGR), Regional Bifurcation (North America, Europe, Asia Pacific, Middle East and Africa, Latin America) and Information on Professional, Managed)
8.2.3.1.Professional
8.2.3.2.Managed
8.3.Key Segment for Channeling Investments
8.3.1.By Component Type
9.Global Digital Agriculture Market Analysis and Forecasts, 2024 – 2034
9.1.Overview
9.2.Global Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
9.2.1.Cloud
9.2.1.1.Definition
9.2.1.2.Market Estimation and Penetration, 2016 – 2023
9.2.1.3.Market Forecast, 2024 – 2034
9.2.1.4.Compound Annual Growth Rate (CAGR)
9.2.1.5.Regional Bifurcation
9.2.1.5.1.North America
9.2.1.5.1.1.Market Estimation, 2016 – 2023
9.2.1.5.1.2.Market Forecast, 2024 – 2034
9.2.1.5.2.Europe
9.2.1.5.2.1.Market Estimation, 2016 – 2023
9.2.1.5.2.2.Market Forecast, 2024 – 2034
9.2.1.5.3.Asia Pacific
9.2.1.5.3.1.Market Estimation, 2016 – 2023
9.2.1.5.3.2.Market Forecast, 2024 – 2034
9.2.1.5.4.Middle East and Africa
9.2.1.5.4.1.Market Estimation, 2016 – 2023
9.2.1.5.4.2.Market Forecast, 2024 – 2034
9.2.1.5.5.Latin America
9.2.1.5.5.1.Market Estimation, 2016 – 2023
9.2.1.5.5.2.Market Forecast, 2024 – 2034
9.2.2.On-Premises
9.2.2.1.Definition
9.2.2.2.Market Estimation and Penetration, 2016 – 2023
9.2.2.3.Market Forecast, 2024 – 2034
9.2.2.4.Compound Annual Growth Rate (CAGR)
9.2.2.5.Regional Bifurcation
9.2.2.5.1.North America
9.2.2.5.1.1.Market Estimation, 2016 – 2023
9.2.2.5.1.2.Market Forecast, 2024 – 2034
9.2.2.5.2.Europe
9.2.2.5.2.1.Market Estimation, 2016 – 2023
9.2.2.5.2.2.Market Forecast, 2024 – 2034
9.2.2.5.3.Asia Pacific
9.2.2.5.3.1.Market Estimation, 2016 – 2023
9.2.2.5.3.2.Market Forecast, 2024 – 2034
9.2.2.5.4.Middle East and Africa
9.2.2.5.4.1.Market Estimation, 2016 – 2023
9.2.2.5.4.2.Market Forecast, 2024 – 2034
9.2.2.5.5.Latin America
9.2.2.5.5.1.Market Estimation, 2016 – 2023
9.2.2.5.5.2.Market Forecast, 2024 – 2034
9.2.3.Hybrid
9.2.3.1.Definition
9.2.3.2.Market Estimation and Penetration, 2016 – 2023
9.2.3.3.Market Forecast, 2024 – 2034
9.2.3.4.Compound Annual Growth Rate (CAGR)
9.2.3.5.Regional Bifurcation
9.2.3.5.1.North America
9.2.3.5.1.1.Market Estimation, 2016 – 2023
9.2.3.5.1.2.Market Forecast, 2024 – 2034
9.2.3.5.2.Europe
9.2.3.5.2.1.Market Estimation, 2016 – 2023
9.2.3.5.2.2.Market Forecast, 2024 – 2034
9.2.3.5.3.Asia Pacific
9.2.3.5.3.1.Market Estimation, 2016 – 2023
9.2.3.5.3.2.Market Forecast, 2024 – 2034
9.2.3.5.4.Middle East and Africa
9.2.3.5.4.1.Market Estimation, 2016 – 2023
9.2.3.5.4.2.Market Forecast, 2024 – 2034
9.2.3.5.5.Latin America
9.2.3.5.5.1.Market Estimation, 2016 – 2023
9.2.3.5.5.2.Market Forecast, 2024 – 2034
9.3.Key Segment for Channeling Investments
9.3.1.By Deployment
10.Global Digital Agriculture Market Analysis and Forecasts, 2024 – 2034
10.1.Overview
10.2.Global Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
10.2.1.Wired
10.2.1.1.Definition
10.2.1.2.Market Estimation and Penetration, 2016 – 2023
10.2.1.3.Market Forecast, 2024 – 2034
10.2.1.4.Compound Annual Growth Rate (CAGR)
10.2.1.5.Regional Bifurcation
10.2.1.5.1.North America
10.2.1.5.1.1.Market Estimation, 2016 – 2023
10.2.1.5.1.2.Market Forecast, 2024 – 2034
10.2.1.5.2.Europe
10.2.1.5.2.1.Market Estimation, 2016 – 2023
10.2.1.5.2.2.Market Forecast, 2024 – 2034
10.2.1.5.3.Asia Pacific
10.2.1.5.3.1.Market Estimation, 2016 – 2023
10.2.1.5.3.2.Market Forecast, 2024 – 2034
10.2.1.5.4.Middle East and Africa
10.2.1.5.4.1.Market Estimation, 2016 – 2023
10.2.1.5.4.2.Market Forecast, 2024 – 2034
10.2.1.5.5.Latin America
10.2.1.5.5.1.Market Estimation, 2016 – 2023
10.2.1.5.5.2.Market Forecast, 2024 – 2034
10.2.2.Wireless
10.2.2.1.Definition
10.2.2.2.Market Estimation and Penetration, 2016 – 2023
10.2.2.3.Market Forecast, 2024 – 2034
10.2.2.4.Compound Annual Growth Rate (CAGR)
10.2.2.5.Regional Bifurcation
10.2.2.5.1.North America
10.2.2.5.1.1.Market Estimation, 2016 – 2023
10.2.2.5.1.2.Market Forecast, 2024 – 2034
10.2.2.5.2.Europe
10.2.2.5.2.1.Market Estimation, 2016 – 2023
10.2.2.5.2.2.Market Forecast, 2024 – 2034
10.2.2.5.3.Asia Pacific
10.2.2.5.3.1.Market Estimation, 2016 – 2023
10.2.2.5.3.2.Market Forecast, 2024 – 2034
10.2.2.5.4.Middle East and Africa
10.2.2.5.4.1.Market Estimation, 2016 – 2023
10.2.2.5.4.2.Market Forecast, 2024 – 2034
10.2.2.5.5.Latin America
10.2.2.5.5.1.Market Estimation, 2016 – 2023
10.2.2.5.5.2.Market Forecast, 2024 – 2034
10.3.Key Segment for Channeling Investments
10.3.1.By Connectivity Type
11.Global Digital Agriculture Market Analysis and Forecasts, 2024 – 2034
11.1.Overview
11.2.Global Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
11.2.1.AI/ML/NLP
11.2.1.1.Definition
11.2.1.2.Market Estimation and Penetration, 2016 – 2023
11.2.1.3.Market Forecast, 2024 – 2034
11.2.1.4.Compound Annual Growth Rate (CAGR)
11.2.1.5.Regional Bifurcation
11.2.1.5.1.North America
11.2.1.5.1.1.Market Estimation, 2016 – 2023
11.2.1.5.1.2.Market Forecast, 2024 – 2034
11.2.1.5.2.Europe
11.2.1.5.2.1.Market Estimation, 2016 – 2023
11.2.1.5.2.2.Market Forecast, 2024 – 2034
11.2.1.5.3.Asia Pacific
11.2.1.5.3.1.Market Estimation, 2016 – 2023
11.2.1.5.3.2.Market Forecast, 2024 – 2034
11.2.1.5.4.Middle East and Africa
11.2.1.5.4.1.Market Estimation, 2016 – 2023
11.2.1.5.4.2.Market Forecast, 2024 – 2034
11.2.1.5.5.Latin America
11.2.1.5.5.1.Market Estimation, 2016 – 2023
11.2.1.5.5.2.Market Forecast, 2024 – 2034
11.2.2.IoT
11.2.2.1.Definition
11.2.2.2.Market Estimation and Penetration, 2016 – 2023
11.2.2.3.Market Forecast, 2024 – 2034
11.2.2.4.Compound Annual Growth Rate (CAGR)
11.2.2.5.Regional Bifurcation
11.2.2.5.1.North America
11.2.2.5.1.1.Market Estimation, 2016 – 2023
11.2.2.5.1.2.Market Forecast, 2024 – 2034
11.2.2.5.2.Europe
11.2.2.5.2.1.Market Estimation, 2016 – 2023
11.2.2.5.2.2.Market Forecast, 2024 – 2034
11.2.2.5.3.Asia Pacific
11.2.2.5.3.1.Market Estimation, 2016 – 2023
11.2.2.5.3.2.Market Forecast, 2024 – 2034
11.2.2.5.4.Middle East and Africa
11.2.2.5.4.1.Market Estimation, 2016 – 2023
11.2.2.5.4.2.Market Forecast, 2024 – 2034
11.2.2.5.5.Latin America
11.2.2.5.5.1.Market Estimation, 2016 – 2023
11.2.2.5.5.2.Market Forecast, 2024 – 2034
11.2.3.Blockchain
11.2.3.1.Definition
11.2.3.2.Market Estimation and Penetration, 2016 – 2023
11.2.3.3.Market Forecast, 2024 – 2034
11.2.3.4.Compound Annual Growth Rate (CAGR)
11.2.3.5.Regional Bifurcation
11.2.3.5.1.North America
11.2.3.5.1.1.Market Estimation, 2016 – 2023
11.2.3.5.1.2.Market Forecast, 2024 – 2034
11.2.3.5.2.Europe
11.2.3.5.2.1.Market Estimation, 2016 – 2023
11.2.3.5.2.2.Market Forecast, 2024 – 2034
11.2.3.5.3.Asia Pacific
11.2.3.5.3.1.Market Estimation, 2016 – 2023
11.2.3.5.3.2.Market Forecast, 2024 – 2034
11.2.3.5.4.Middle East and Africa
11.2.3.5.4.1.Market Estimation, 2016 – 2023
11.2.3.5.4.2.Market Forecast, 2024 – 2034
11.2.3.5.5.Latin America
11.2.3.5.5.1.Market Estimation, 2016 – 2023
11.2.3.5.5.2.Market Forecast, 2024 – 2034
11.2.4.Big Data and Analytics
11.2.4.1.Definition
11.2.4.2.Market Estimation and Penetration, 2016 – 2023
11.2.4.3.Market Forecast, 2024 – 2034
11.2.4.4.Compound Annual Growth Rate (CAGR)
11.2.4.5.Regional Bifurcation
11.2.4.5.1.North America
11.2.4.5.1.1.Market Estimation, 2016 – 2023
11.2.4.5.1.2.Market Forecast, 2024 – 2034
11.2.4.5.2.Europe
11.2.4.5.2.1.Market Estimation, 2016 – 2023
11.2.4.5.2.2.Market Forecast, 2024 – 2034
11.2.4.5.3.Asia Pacific
11.2.4.5.3.1.Market Estimation, 2016 – 2023
11.2.4.5.3.2.Market Forecast, 2024 – 2034
11.2.4.5.4.Middle East and Africa
11.2.4.5.4.1.Market Estimation, 2016 – 2023
11.2.4.5.4.2.Market Forecast, 2024 – 2034
11.2.4.5.5.Latin America
11.2.4.5.5.1.Market Estimation, 2016 – 2023
11.2.4.5.5.2.Market Forecast, 2024 – 2034
11.2.5.Others
11.2.5.1.Definition
11.2.5.2.Market Estimation and Penetration, 2016 – 2023
11.2.5.3.Market Forecast, 2024 – 2034
11.2.5.4.Compound Annual Growth Rate (CAGR)
11.2.5.5.Regional Bifurcation
11.2.5.5.1.North America
11.2.5.5.1.1.Market Estimation, 2016 – 2023
11.2.5.5.1.2.Market Forecast, 2024 – 2034
11.2.5.5.2.Europe
11.2.5.5.2.1.Market Estimation, 2016 – 2023
11.2.5.5.2.2.Market Forecast, 2024 – 2034
11.2.5.5.3.Asia Pacific
11.2.5.5.3.1.Market Estimation, 2016 – 2023
11.2.5.5.3.2.Market Forecast, 2024 – 2034
11.2.5.5.4.Middle East and Africa
11.2.5.5.4.1.Market Estimation, 2016 – 2023
11.2.5.5.4.2.Market Forecast, 2024 – 2034
11.2.5.5.5.Latin America
11.2.5.5.5.1.Market Estimation, 2016 – 2023
11.2.5.5.5.2.Market Forecast, 2024 – 2034
11.3.Key Segment for Channeling Investments
11.3.1.By Technology
12.Global Digital Agriculture Market Analysis and Forecasts, 2024 – 2034
12.1.Overview
12.2.Global Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
12.2.1.Crop Management
12.2.1.1.Definition
12.2.1.2.Market Estimation and Penetration, 2016 – 2023
12.2.1.3.Market Forecast, 2024 – 2034
12.2.1.4.Compound Annual Growth Rate (CAGR)
12.2.1.5.Regional Bifurcation
12.2.1.5.1.North America
12.2.1.5.1.1.Market Estimation, 2016 – 2023
12.2.1.5.1.2.Market Forecast, 2024 – 2034
12.2.1.5.2.Europe
12.2.1.5.2.1.Market Estimation, 2016 – 2023
12.2.1.5.2.2.Market Forecast, 2024 – 2034
12.2.1.5.3.Asia Pacific
12.2.1.5.3.1.Market Estimation, 2016 – 2023
12.2.1.5.3.2.Market Forecast, 2024 – 2034
12.2.1.5.4.Middle East and Africa
12.2.1.5.4.1.Market Estimation, 2016 – 2023
12.2.1.5.4.2.Market Forecast, 2024 – 2034
12.2.1.5.5.Latin America
12.2.1.5.5.1.Market Estimation, 2016 – 2023
12.2.1.5.5.2.Market Forecast, 2024 – 2034
12.2.2.Soil Management
12.2.2.1.Definition
12.2.2.2.Market Estimation and Penetration, 2016 – 2023
12.2.2.3.Market Forecast, 2024 – 2034
12.2.2.4.Compound Annual Growth Rate (CAGR)
12.2.2.5.Regional Bifurcation
12.2.2.5.1.North America
12.2.2.5.1.1.Market Estimation, 2016 – 2023
12.2.2.5.1.2.Market Forecast, 2024 – 2034
12.2.2.5.2.Europe
12.2.2.5.2.1.Market Estimation, 2016 – 2023
12.2.2.5.2.2.Market Forecast, 2024 – 2034
12.2.2.5.3.Asia Pacific
12.2.2.5.3.1.Market Estimation, 2016 – 2023
12.2.2.5.3.2.Market Forecast, 2024 – 2034
12.2.2.5.4.Middle East and Africa
12.2.2.5.4.1.Market Estimation, 2016 – 2023
12.2.2.5.4.2.Market Forecast, 2024 – 2034
12.2.2.5.5.Latin America
12.2.2.5.5.1.Market Estimation, 2016 – 2023
12.2.2.5.5.2.Market Forecast, 2024 – 2034
12.2.3.Weather Tracking and Forecasting
12.2.3.1.Definition
12.2.3.2.Market Estimation and Penetration, 2016 – 2023
12.2.3.3.Market Forecast, 2024 – 2034
12.2.3.4.Compound Annual Growth Rate (CAGR)
12.2.3.5.Regional Bifurcation
12.2.3.5.1.North America
12.2.3.5.1.1.Market Estimation, 2016 – 2023
12.2.3.5.1.2.Market Forecast, 2024 – 2034
12.2.3.5.2.Europe
12.2.3.5.2.1.Market Estimation, 2016 – 2023
12.2.3.5.2.2.Market Forecast, 2024 – 2034
12.2.3.5.3.Asia Pacific
12.2.3.5.3.1.Market Estimation, 2016 – 2023
12.2.3.5.3.2.Market Forecast, 2024 – 2034
12.2.3.5.4.Middle East and Africa
12.2.3.5.4.1.Market Estimation, 2016 – 2023
12.2.3.5.4.2.Market Forecast, 2024 – 2034
12.2.3.5.5.Latin America
12.2.3.5.5.1.Market Estimation, 2016 – 2023
12.2.3.5.5.2.Market Forecast, 2024 – 2034
12.2.4.Livestock Monitoring
12.2.4.1.Definition
12.2.4.2.Market Estimation and Penetration, 2016 – 2023
12.2.4.3.Market Forecast, 2024 – 2034
12.2.4.4.Compound Annual Growth Rate (CAGR)
12.2.4.5.Regional Bifurcation
12.2.4.5.1.North America
12.2.4.5.1.1.Market Estimation, 2016 – 2023
12.2.4.5.1.2.Market Forecast, 2024 – 2034
12.2.4.5.2.Europe
12.2.4.5.2.1.Market Estimation, 2016 – 2023
12.2.4.5.2.2.Market Forecast, 2024 – 2034
12.2.4.5.3.Asia Pacific
12.2.4.5.3.1.Market Estimation, 2016 – 2023
12.2.4.5.3.2.Market Forecast, 2024 – 2034
12.2.4.5.4.Middle East and Africa
12.2.4.5.4.1.Market Estimation, 2016 – 2023
12.2.4.5.4.2.Market Forecast, 2024 – 2034
12.2.4.5.5.Latin America
12.2.4.5.5.1.Market Estimation, 2016 – 2023
12.2.4.5.5.2.Market Forecast, 2024 – 2034
12.2.5.Supply Chain Management
12.2.5.1.Definition
12.2.5.2.Market Estimation and Penetration, 2016 – 2023
12.2.5.3.Market Forecast, 2024 – 2034
12.2.5.4.Compound Annual Growth Rate (CAGR)
12.2.5.5.Regional Bifurcation
12.2.5.5.1.North America
12.2.5.5.1.1.Market Estimation, 2016 – 2023
12.2.5.5.1.2.Market Forecast, 2024 – 2034
12.2.5.5.2.Europe
12.2.5.5.2.1.Market Estimation, 2016 – 2023
12.2.5.5.2.2.Market Forecast, 2024 – 2034
12.2.5.5.3.Asia Pacific
12.2.5.5.3.1.Market Estimation, 2016 – 2023
12.2.5.5.3.2.Market Forecast, 2024 – 2034
12.2.5.5.4.Middle East and Africa
12.2.5.5.4.1.Market Estimation, 2016 – 2023
12.2.5.5.4.2.Market Forecast, 2024 – 2034
12.2.5.5.5.Latin America
12.2.5.5.5.1.Market Estimation, 2016 – 2023
12.2.5.5.5.2.Market Forecast, 2024 – 2034
12.2.6.Irrigation Management
12.2.6.1.Definition
12.2.6.2.Market Estimation and Penetration, 2016 – 2023
12.2.6.3.Market Forecast, 2024 – 2034
12.2.6.4.Compound Annual Growth Rate (CAGR)
12.2.6.5.Regional Bifurcation
12.2.6.5.1.North America
12.2.6.5.1.1.Market Estimation, 2016 – 2023
12.2.6.5.1.2.Market Forecast, 2024 – 2034
12.2.6.5.2.Europe
12.2.6.5.2.1.Market Estimation, 2016 – 2023
12.2.6.5.2.2.Market Forecast, 2024 – 2034
12.2.6.5.3.Asia Pacific
12.2.6.5.3.1.Market Estimation, 2016 – 2023
12.2.6.5.3.2.Market Forecast, 2024 – 2034
12.2.6.5.4.Middle East and Africa
12.2.6.5.4.1.Market Estimation, 2016 – 2023
12.2.6.5.4.2.Market Forecast, 2024 – 2034
12.2.6.5.5.Latin America
12.2.6.5.5.1.Market Estimation, 2016 – 2023
12.2.6.5.5.2.Market Forecast, 2024 – 2034
12.2.7.Others
12.2.7.1.Definition
12.2.7.2.Market Estimation and Penetration, 2016 – 2023
12.2.7.3.Market Forecast, 2024 – 2034
12.2.7.4.Compound Annual Growth Rate (CAGR)
12.2.7.5.Regional Bifurcation
12.2.7.5.1.North America
12.2.7.5.1.1.Market Estimation, 2016 – 2023
12.2.7.5.1.2.Market Forecast, 2024 – 2034
12.2.7.5.2.Europe
12.2.7.5.2.1.Market Estimation, 2016 – 2023
12.2.7.5.2.2.Market Forecast, 2024 – 2034
12.2.7.5.3.Asia Pacific
12.2.7.5.3.1.Market Estimation, 2016 – 2023
12.2.7.5.3.2.Market Forecast, 2024 – 2034
12.2.7.5.4.Middle East and Africa
12.2.7.5.4.1.Market Estimation, 2016 – 2023
12.2.7.5.4.2.Market Forecast, 2024 – 2034
12.2.7.5.5.Latin America
12.2.7.5.5.1.Market Estimation, 2016 – 2023
12.2.7.5.5.2.Market Forecast, 2024 – 2034
12.3.Key Segment for Channeling Investments
12.3.1.By Application
13.Global Digital Agriculture Market Analysis and Forecasts, 2024 – 2034
13.1.Overview
13.2.Global Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
13.2.1.Farmers
13.2.1.1.Definition
13.2.1.2.Market Estimation and Penetration, 2016 – 2023
13.2.1.3.Market Forecast, 2024 – 2034
13.2.1.4.Compound Annual Growth Rate (CAGR)
13.2.1.5.Regional Bifurcation
13.2.1.5.1.North America
13.2.1.5.1.1.Market Estimation, 2016 – 2023
13.2.1.5.1.2.Market Forecast, 2024 – 2034
13.2.1.5.2.Europe
13.2.1.5.2.1.Market Estimation, 2016 – 2023
13.2.1.5.2.2.Market Forecast, 2024 – 2034
13.2.1.5.3.Asia Pacific
13.2.1.5.3.1.Market Estimation, 2016 – 2023
13.2.1.5.3.2.Market Forecast, 2024 – 2034
13.2.1.5.4.Middle East and Africa
13.2.1.5.4.1.Market Estimation, 2016 – 2023
13.2.1.5.4.2.Market Forecast, 2024 – 2034
13.2.1.5.5.Latin America
13.2.1.5.5.1.Market Estimation, 2016 – 2023
13.2.1.5.5.2.Market Forecast, 2024 – 2034
13.2.2.Agricultural Cooperatives
13.2.2.1.Definition
13.2.2.2.Market Estimation and Penetration, 2016 – 2023
13.2.2.3.Market Forecast, 2024 – 2034
13.2.2.4.Compound Annual Growth Rate (CAGR)
13.2.2.5.Regional Bifurcation
13.2.2.5.1.North America
13.2.2.5.1.1.Market Estimation, 2016 – 2023
13.2.2.5.1.2.Market Forecast, 2024 – 2034
13.2.2.5.2.Europe
13.2.2.5.2.1.Market Estimation, 2016 – 2023
13.2.2.5.2.2.Market Forecast, 2024 – 2034
13.2.2.5.3.Asia Pacific
13.2.2.5.3.1.Market Estimation, 2016 – 2023
13.2.2.5.3.2.Market Forecast, 2024 – 2034
13.2.2.5.4.Middle East and Africa
13.2.2.5.4.1.Market Estimation, 2016 – 2023
13.2.2.5.4.2.Market Forecast, 2024 – 2034
13.2.2.5.5.Latin America
13.2.2.5.5.1.Market Estimation, 2016 – 2023
13.2.2.5.5.2.Market Forecast, 2024 – 2034
13.2.3.Agribusinesses
13.2.3.1.Definition
13.2.3.2.Market Estimation and Penetration, 2016 – 2023
13.2.3.3.Market Forecast, 2024 – 2034
13.2.3.4.Compound Annual Growth Rate (CAGR)
13.2.3.5.Regional Bifurcation
13.2.3.5.1.North America
13.2.3.5.1.1.Market Estimation, 2016 – 2023
13.2.3.5.1.2.Market Forecast, 2024 – 2034
13.2.3.5.2.Europe
13.2.3.5.2.1.Market Estimation, 2016 – 2023
13.2.3.5.2.2.Market Forecast, 2024 – 2034
13.2.3.5.3.Asia Pacific
13.2.3.5.3.1.Market Estimation, 2016 – 2023
13.2.3.5.3.2.Market Forecast, 2024 – 2034
13.2.3.5.4.Middle East and Africa
13.2.3.5.4.1.Market Estimation, 2016 – 2023
13.2.3.5.4.2.Market Forecast, 2024 – 2034
13.2.3.5.5.Latin America
13.2.3.5.5.1.Market Estimation, 2016 – 2023
13.2.3.5.5.2.Market Forecast, 2024 – 2034
13.2.4.Government Agencies
13.2.4.1.Definition
13.2.4.2.Market Estimation and Penetration, 2016 – 2023
13.2.4.3.Market Forecast, 2024 – 2034
13.2.4.4.Compound Annual Growth Rate (CAGR)
13.2.4.5.Regional Bifurcation
13.2.4.5.1.North America
13.2.4.5.1.1.Market Estimation, 2016 – 2023
13.2.4.5.1.2.Market Forecast, 2024 – 2034
13.2.4.5.2.Europe
13.2.4.5.2.1.Market Estimation, 2016 – 2023
13.2.4.5.2.2.Market Forecast, 2024 – 2034
13.2.4.5.3.Asia Pacific
13.2.4.5.3.1.Market Estimation, 2016 – 2023
13.2.4.5.3.2.Market Forecast, 2024 – 2034
13.2.4.5.4.Middle East and Africa
13.2.4.5.4.1.Market Estimation, 2016 – 2023
13.2.4.5.4.2.Market Forecast, 2024 – 2034
13.2.4.5.5.Latin America
13.2.4.5.5.1.Market Estimation, 2016 – 2023
13.2.4.5.5.2.Market Forecast, 2024 – 2034
13.2.5.Research Institutions
13.2.5.1.Definition
13.2.5.2.Market Estimation and Penetration, 2016 – 2023
13.2.5.3.Market Forecast, 2024 – 2034
13.2.5.4.Compound Annual Growth Rate (CAGR)
13.2.5.5.Regional Bifurcation
13.2.5.5.1.North America
13.2.5.5.1.1.Market Estimation, 2016 – 2023
13.2.5.5.1.2.Market Forecast, 2024 – 2034
13.2.5.5.2.Europe
13.2.5.5.2.1.Market Estimation, 2016 – 2023
13.2.5.5.2.2.Market Forecast, 2024 – 2034
13.2.5.5.3.Asia Pacific
13.2.5.5.3.1.Market Estimation, 2016 – 2023
13.2.5.5.3.2.Market Forecast, 2024 – 2034
13.2.5.5.4.Middle East and Africa
13.2.5.5.4.1.Market Estimation, 2016 – 2023
13.2.5.5.4.2.Market Forecast, 2024 – 2034
13.2.5.5.5.Latin America
13.2.5.5.5.1.Market Estimation, 2016 – 2023
13.2.5.5.5.2.Market Forecast, 2024 – 2034
13.2.6.Others
13.2.6.1.Definition
13.2.6.2.Market Estimation and Penetration, 2016 – 2023
13.2.6.3.Market Forecast, 2024 – 2034
13.2.6.4.Compound Annual Growth Rate (CAGR)
13.2.6.5.Regional Bifurcation
13.2.6.5.1.North America
13.2.6.5.1.1.Market Estimation, 2016 – 2023
13.2.6.5.1.2.Market Forecast, 2024 – 2034
13.2.6.5.2.Europe
13.2.6.5.2.1.Market Estimation, 2016 – 2023
13.2.6.5.2.2.Market Forecast, 2024 – 2034
13.2.6.5.3.Asia Pacific
13.2.6.5.3.1.Market Estimation, 2016 – 2023
13.2.6.5.3.2.Market Forecast, 2024 – 2034
13.2.6.5.4.Middle East and Africa
13.2.6.5.4.1.Market Estimation, 2016 – 2023
13.2.6.5.4.2.Market Forecast, 2024 – 2034
13.2.6.5.5.Latin America
13.2.6.5.5.1.Market Estimation, 2016 – 2023
13.2.6.5.5.2.Market Forecast, 2024 – 2034
13.3.Key Segment for Channeling Investments
13.3.1.By End User
14.North America Digital Agriculture Market Analysis and Forecasts, 2024 – 2034
14.1.Overview
14.1.1.North America Digital Agriculture Market Revenue (US$ Mn)
14.2.North America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
14.2.1.Hardware
14.2.2.Software
14.2.3.Services
14.2.3.1.Professional
14.2.3.2.Managed
14.3.North America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
14.3.1.Cloud
14.3.2.On-Premises
14.3.3.Hybrid
14.4.North America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
14.4.1.Wired
14.4.2.Wireless
14.5.North America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
14.5.1.AI/ML/NLP
14.5.2.IoT
14.5.3.Blockchain
14.5.4.Big Data and Analytics
14.5.5.Others
14.6.North America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
14.6.1.Crop Management
14.6.2.Soil Management
14.6.3.Weather Tracking and Forecasting
14.6.4.Livestock Monitoring
14.6.5.Supply Chain Management
14.6.6.Irrigation Management
14.6.7.Others
14.7.North America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
14.7.1.Farmers
14.7.2.Agricultural Cooperatives
14.7.3.Agribusinesses
14.7.4.Government Agencies
14.7.5.Research Institutions
14.7.6.Others
14.8.North America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Country
14.8.1.U.S
14.8.1.1.U.S Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
14.8.1.1.1.Hardware
14.8.1.1.2.Software
14.8.1.1.3.Services
14.8.1.1.3.1.Professional
14.8.1.1.3.2.Managed
14.8.1.2.U.S Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
14.8.1.2.1.Cloud
14.8.1.2.2.On-Premises
14.8.1.2.3.Hybrid
14.8.1.3.U.S Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
14.8.1.3.1.Wired
14.8.1.3.2.Wireless
14.8.1.4.U.S Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
14.8.1.4.1.AI/ML/NLP
14.8.1.4.2.IoT
14.8.1.4.3.Blockchain
14.8.1.4.4.Big Data and Analytics
14.8.1.4.5.Others
14.8.1.5.U.S Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
14.8.1.5.1.Crop Management
14.8.1.5.2.Soil Management
14.8.1.5.3.Weather Tracking and Forecasting
14.8.1.5.4.Livestock Monitoring
14.8.1.5.5.Supply Chain Management
14.8.1.5.6.Irrigation Management
14.8.1.5.7.Others
14.8.1.6.U.S Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
14.8.1.6.1.Farmers
14.8.1.6.2.Agricultural Cooperatives
14.8.1.6.3.Agribusinesses
14.8.1.6.4.Government Agencies
14.8.1.6.5.Research Institutions
14.8.1.6.6.Others
14.8.2.Canada
14.8.2.1.Canada Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
14.8.2.1.1.Hardware
14.8.2.1.2.Software
14.8.2.1.3.Services
14.8.2.1.3.1.Professional
14.8.2.1.3.2.Managed
14.8.2.2.Canada Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
14.8.2.2.1.Cloud
14.8.2.2.2.On-Premises
14.8.2.2.3.Hybrid
14.8.2.3.Canada Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
14.8.2.3.1.Wired
14.8.2.3.2.Wireless
14.8.2.4.Canada Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
14.8.2.4.1.AI/ML/NLP
14.8.2.4.2.IoT
14.8.2.4.3.Blockchain
14.8.2.4.4.Big Data and Analytics
14.8.2.4.5.Others
14.8.2.5.Canada Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
14.8.2.5.1.Crop Management
14.8.2.5.2.Soil Management
14.8.2.5.3.Weather Tracking and Forecasting
14.8.2.5.4.Livestock Monitoring
14.8.2.5.5.Supply Chain Management
14.8.2.5.6.Irrigation Management
14.8.2.5.7.Others
14.8.2.6.Canada Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
14.8.2.6.1.Farmers
14.8.2.6.2.Agricultural Cooperatives
14.8.2.6.3.Agribusinesses
14.8.2.6.4.Government Agencies
14.8.2.6.5.Research Institutions
14.8.2.6.6.Others
14.8.3.Mexico
14.8.3.1.Mexico Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
14.8.3.1.1.Hardware
14.8.3.1.2.Software
14.8.3.1.3.Services
14.8.3.1.3.1.Professional
14.8.3.1.3.2.Managed
14.8.3.2.Mexico Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
14.8.3.2.1.Cloud
14.8.3.2.2.On-Premises
14.8.3.2.3.Hybrid
14.8.3.3.Mexico Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
14.8.3.3.1.Wired
14.8.3.3.2.Wireless
14.8.3.4.Mexico Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
14.8.3.4.1.AI/ML/NLP
14.8.3.4.2.IoT
14.8.3.4.3.Blockchain
14.8.3.4.4.Big Data and Analytics
14.8.3.4.5.Others
14.8.3.5.Mexico Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
14.8.3.5.1.Crop Management
14.8.3.5.2.Soil Management
14.8.3.5.3.Weather Tracking and Forecasting
14.8.3.5.4.Livestock Monitoring
14.8.3.5.5.Supply Chain Management
14.8.3.5.6.Irrigation Management
14.8.3.5.7.Others
14.8.3.6.Mexico Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
14.8.3.6.1.Farmers
14.8.3.6.2.Agricultural Cooperatives
14.8.3.6.3.Agribusinesses
14.8.3.6.4.Government Agencies
14.8.3.6.5.Research Institutions
14.8.3.6.6.Others
14.8.4.Rest of North America
14.8.4.1.Rest of North America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
14.8.4.1.1.Hardware
14.8.4.1.2.Software
14.8.4.1.3.Services
14.8.4.1.3.1.Professional
14.8.4.1.3.2.Managed
14.8.4.2.Rest of North America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
14.8.4.2.1.Cloud
14.8.4.2.2.On-Premises
14.8.4.2.3.Hybrid
14.8.4.3.Rest of North America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
14.8.4.3.1.Wired
14.8.4.3.2.Wireless
14.8.4.4.Rest of North America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
14.8.4.4.1.AI/ML/NLP
14.8.4.4.2.IoT
14.8.4.4.3.Blockchain
14.8.4.4.4.Big Data and Analytics
14.8.4.4.5.Others
14.8.4.5.Rest of North America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
14.8.4.5.1.Crop Management
14.8.4.5.2.Soil Management
14.8.4.5.3.Weather Tracking and Forecasting
14.8.4.5.4.Livestock Monitoring
14.8.4.5.5.Supply Chain Management
14.8.4.5.6.Irrigation Management
14.8.4.5.7.Others
14.8.4.6.Rest of North America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
14.8.4.6.1.Farmers
14.8.4.6.2.Agricultural Cooperatives
14.8.4.6.3.Agribusinesses
14.8.4.6.4.Government Agencies
14.8.4.6.5.Research Institutions
14.8.4.6.6.Others
14.9.Key Segment for Channeling Investments
14.9.1.By Country
14.9.2.By Component Type
14.9.3.By Deployment
14.9.4.By Connectivity Type
14.9.5.By Technology
14.9.6.By Application
14.9.7.By End User
15.Europe Digital Agriculture Market Analysis and Forecasts, 2024 – 2034
15.1.Overview
15.1.1.Europe Digital Agriculture Market Revenue (US$ Mn)
15.2.Europe Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
15.2.1.Hardware
15.2.2.Software
15.2.3.Services
15.2.3.1.Professional
15.2.3.2.Managed
15.3.Europe Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
15.3.1.Cloud
15.3.2.On-Premises
15.3.3.Hybrid
15.4.Europe Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
15.4.1.Wired
15.4.2.Wireless
15.5.Europe Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
15.5.1.AI/ML/NLP
15.5.2.IoT
15.5.3.Blockchain
15.5.4.Big Data and Analytics
15.5.5.Others
15.6.Europe Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
15.6.1.Crop Management
15.6.2.Soil Management
15.6.3.Weather Tracking and Forecasting
15.6.4.Livestock Monitoring
15.6.5.Supply Chain Management
15.6.6.Irrigation Management
15.6.7.Others
15.7.Europe Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
15.7.1.Farmers
15.7.2.Agricultural Cooperatives
15.7.3.Agribusinesses
15.7.4.Government Agencies
15.7.5.Research Institutions
15.7.6.Others
15.8.Europe Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Country
15.8.1.France
15.8.1.1.France Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
15.8.1.1.1.Hardware
15.8.1.1.2.Software
15.8.1.1.3.Services
15.8.1.1.3.1.Professional
15.8.1.1.3.2.Managed
15.8.1.2.France Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
15.8.1.2.1.Cloud
15.8.1.2.2.On-Premises
15.8.1.2.3.Hybrid
15.8.1.3.France Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
15.8.1.3.1.Wired
15.8.1.3.2.Wireless
15.8.1.4.France Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
15.8.1.4.1.AI/ML/NLP
15.8.1.4.2.IoT
15.8.1.4.3.Blockchain
15.8.1.4.4.Big Data and Analytics
15.8.1.4.5.Others
15.8.1.5.France Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
15.8.1.5.1.Crop Management
15.8.1.5.2.Soil Management
15.8.1.5.3.Weather Tracking and Forecasting
15.8.1.5.4.Livestock Monitoring
15.8.1.5.5.Supply Chain Management
15.8.1.5.6.Irrigation Management
15.8.1.5.7.Others
15.8.1.6.France Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
15.8.1.6.1.Farmers
15.8.1.6.2.Agricultural Cooperatives
15.8.1.6.3.Agribusinesses
15.8.1.6.4.Government Agencies
15.8.1.6.5.Research Institutions
15.8.1.6.6.Others
15.8.2.The UK
15.8.2.1.The UK Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
15.8.2.1.1.Hardware
15.8.2.1.2.Software
15.8.2.1.3.Services
15.8.2.1.3.1.Professional
15.8.2.1.3.2.Managed
15.8.2.2.The UK Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
15.8.2.2.1.Cloud
15.8.2.2.2.On-Premises
15.8.2.2.3.Hybrid
15.8.2.3.The UK Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
15.8.2.3.1.Wired
15.8.2.3.2.Wireless
15.8.2.4.The UK Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
15.8.2.4.1.AI/ML/NLP
15.8.2.4.2.IoT
15.8.2.4.3.Blockchain
15.8.2.4.4.Big Data and Analytics
15.8.2.4.5.Others
15.8.2.5.The UK Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
15.8.2.5.1.Crop Management
15.8.2.5.2.Soil Management
15.8.2.5.3.Weather Tracking and Forecasting
15.8.2.5.4.Livestock Monitoring
15.8.2.5.5.Supply Chain Management
15.8.2.5.6.Irrigation Management
15.8.2.5.7.Others
15.8.2.6.The UK Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
15.8.2.6.1.Farmers
15.8.2.6.2.Agricultural Cooperatives
15.8.2.6.3.Agribusinesses
15.8.2.6.4.Government Agencies
15.8.2.6.5.Research Institutions
15.8.2.6.6.Others
15.8.3.Spain
15.8.3.1.Spain Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
15.8.3.1.1.Hardware
15.8.3.1.2.Software
15.8.3.1.3.Services
15.8.3.1.3.1.Professional
15.8.3.1.3.2.Managed
15.8.3.2.Spain Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
15.8.3.2.1.Cloud
15.8.3.2.2.On-Premises
15.8.3.2.3.Hybrid
15.8.3.3.Spain Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
15.8.3.3.1.Wired
15.8.3.3.2.Wireless
15.8.3.4.Spain Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
15.8.3.4.1.AI/ML/NLP
15.8.3.4.2.IoT
15.8.3.4.3.Blockchain
15.8.3.4.4.Big Data and Analytics
15.8.3.4.5.Others
15.8.3.5.Spain Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
15.8.3.5.1.Crop Management
15.8.3.5.2.Soil Management
15.8.3.5.3.Weather Tracking and Forecasting
15.8.3.5.4.Livestock Monitoring
15.8.3.5.5.Supply Chain Management
15.8.3.5.6.Irrigation Management
15.8.3.5.7.Others
15.8.3.6.Spain Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
15.8.3.6.1.Farmers
15.8.3.6.2.Agricultural Cooperatives
15.8.3.6.3.Agribusinesses
15.8.3.6.4.Government Agencies
15.8.3.6.5.Research Institutions
15.8.3.6.6.Others
15.8.4.Germany
15.8.4.1.Germany Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
15.8.4.1.1.Hardware
15.8.4.1.2.Software
15.8.4.1.3.Services
15.8.4.1.3.1.Professional
15.8.4.1.3.2.Managed
15.8.4.2.Germany Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
15.8.4.2.1.Cloud
15.8.4.2.2.On-Premises
15.8.4.2.3.Hybrid
15.8.4.3.Germany Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
15.8.4.3.1.Wired
15.8.4.3.2.Wireless
15.8.4.4.Germany Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
15.8.4.4.1.AI/ML/NLP
15.8.4.4.2.IoT
15.8.4.4.3.Blockchain
15.8.4.4.4.Big Data and Analytics
15.8.4.4.5.Others
15.8.4.5.Germany Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
15.8.4.5.1.Crop Management
15.8.4.5.2.Soil Management
15.8.4.5.3.Weather Tracking and Forecasting
15.8.4.5.4.Livestock Monitoring
15.8.4.5.5.Supply Chain Management
15.8.4.5.6.Irrigation Management
15.8.4.5.7.Others
15.8.4.6.Germany Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
15.8.4.6.1.Farmers
15.8.4.6.2.Agricultural Cooperatives
15.8.4.6.3.Agribusinesses
15.8.4.6.4.Government Agencies
15.8.4.6.5.Research Institutions
15.8.4.6.6.Others
15.8.5.Italy
15.8.5.1.Italy Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
15.8.5.1.1.Hardware
15.8.5.1.2.Software
15.8.5.1.3.Services
15.8.5.1.3.1.Professional
15.8.5.1.3.2.Managed
15.8.5.2.Italy Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
15.8.5.2.1.Cloud
15.8.5.2.2.On-Premises
15.8.5.2.3.Hybrid
15.8.5.3.Italy Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
15.8.5.3.1.Wired
15.8.5.3.2.Wireless
15.8.5.4.Italy Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
15.8.5.4.1.AI/ML/NLP
15.8.5.4.2.IoT
15.8.5.4.3.Blockchain
15.8.5.4.4.Big Data and Analytics
15.8.5.4.5.Others
15.8.5.5.Italy Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
15.8.5.5.1.Crop Management
15.8.5.5.2.Soil Management
15.8.5.5.3.Weather Tracking and Forecasting
15.8.5.5.4.Livestock Monitoring
15.8.5.5.5.Supply Chain Management
15.8.5.5.6.Irrigation Management
15.8.5.5.7.Others
15.8.5.6.Italy Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
15.8.5.6.1.Farmers
15.8.5.6.2.Agricultural Cooperatives
15.8.5.6.3.Agribusinesses
15.8.5.6.4.Government Agencies
15.8.5.6.5.Research Institutions
15.8.5.6.6.Others
15.8.6.Nordic Countries
15.8.6.1.Nordic Countries Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
15.8.6.1.1.Hardware
15.8.6.1.2.Software
15.8.6.1.3.Services
15.8.6.1.3.1.Professional
15.8.6.1.3.2.Managed
15.8.6.2.Nordic Countries Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
15.8.6.2.1.Cloud
15.8.6.2.2.On-Premises
15.8.6.2.3.Hybrid
15.8.6.3.Nordic Countries Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
15.8.6.3.1.Wired
15.8.6.3.2.Wireless
15.8.6.4.Nordic Countries Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
15.8.6.4.1.AI/ML/NLP
15.8.6.4.2.IoT
15.8.6.4.3.Blockchain
15.8.6.4.4.Big Data and Analytics
15.8.6.4.5.Others
15.8.6.5.Nordic Countries Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
15.8.6.5.1.Crop Management
15.8.6.5.2.Soil Management
15.8.6.5.3.Weather Tracking and Forecasting
15.8.6.5.4.Livestock Monitoring
15.8.6.5.5.Supply Chain Management
15.8.6.5.6.Irrigation Management
15.8.6.5.7.Others
15.8.6.6.Nordic Countries Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
15.8.6.6.1.Farmers
15.8.6.6.2.Agricultural Cooperatives
15.8.6.6.3.Agribusinesses
15.8.6.6.4.Government Agencies
15.8.6.6.5.Research Institutions
15.8.6.6.6.Others
15.8.6.7.Nordic Countries Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Country
15.8.6.7.1.Denmark
15.8.6.7.2.Finland
15.8.6.7.3.Iceland
15.8.6.7.4.Sweden
15.8.6.7.5.Norway
15.8.7.Benelux Union
15.8.7.1.Benelux Union Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
15.8.7.1.1.Hardware
15.8.7.1.2.Software
15.8.7.1.3.Services
15.8.7.1.3.1.Professional
15.8.7.1.3.2.Managed
15.8.7.2.Benelux Union Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
15.8.7.2.1.Cloud
15.8.7.2.2.On-Premises
15.8.7.2.3.Hybrid
15.8.7.3.Benelux Union Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
15.8.7.3.1.Wired
15.8.7.3.2.Wireless
15.8.7.4.Benelux Union Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
15.8.7.4.1.AI/ML/NLP
15.8.7.4.2.IoT
15.8.7.4.3.Blockchain
15.8.7.4.4.Big Data and Analytics
15.8.7.4.5.Others
15.8.7.5.Benelux Union Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
15.8.7.5.1.Crop Management
15.8.7.5.2.Soil Management
15.8.7.5.3.Weather Tracking and Forecasting
15.8.7.5.4.Livestock Monitoring
15.8.7.5.5.Supply Chain Management
15.8.7.5.6.Irrigation Management
15.8.7.5.7.Others
15.8.7.6.Benelux Union Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
15.8.7.6.1.Farmers
15.8.7.6.2.Agricultural Cooperatives
15.8.7.6.3.Agribusinesses
15.8.7.6.4.Government Agencies
15.8.7.6.5.Research Institutions
15.8.7.6.6.Others
15.8.7.7.Benelux Union Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Country
15.8.7.7.1.Belgium
15.8.7.7.2.The Netherlands
15.8.7.7.3.Luxembourg
15.8.8.Rest of Europe
15.8.8.1.Rest of Europe Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
15.8.8.1.1.Hardware
15.8.8.1.2.Software
15.8.8.1.3.Services
15.8.8.1.3.1.Professional
15.8.8.1.3.2.Managed
15.8.8.2.Rest of Europe Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
15.8.8.2.1.Cloud
15.8.8.2.2.On-Premises
15.8.8.2.3.Hybrid
15.8.8.3.Rest of Europe Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
15.8.8.3.1.Wired
15.8.8.3.2.Wireless
15.8.8.4.Rest of Europe Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
15.8.8.4.1.AI/ML/NLP
15.8.8.4.2.IoT
15.8.8.4.3.Blockchain
15.8.8.4.4.Big Data and Analytics
15.8.8.4.5.Others
15.8.8.5.Rest of Europe Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
15.8.8.5.1.Crop Management
15.8.8.5.2.Soil Management
15.8.8.5.3.Weather Tracking and Forecasting
15.8.8.5.4.Livestock Monitoring
15.8.8.5.5.Supply Chain Management
15.8.8.5.6.Irrigation Management
15.8.8.5.7.Others
15.8.8.6.Rest of Europe Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
15.8.8.6.1.Farmers
15.8.8.6.2.Agricultural Cooperatives
15.8.8.6.3.Agribusinesses
15.8.8.6.4.Government Agencies
15.8.8.6.5.Research Institutions
15.8.8.6.6.Others
15.9.Key Segment for Channeling Investments
15.9.1.By Country
15.9.2.By Component Type
15.9.3.By Deployment
15.9.4.By Connectivity Type
15.9.5.By Technology
15.9.6.By Application
15.9.7.By End User
16.Asia Pacific Digital Agriculture Market Analysis and Forecasts, 2024 – 2034
16.1.Overview
16.1.1.Asia Pacific Digital Agriculture Market Revenue (US$ Mn)
16.2.Asia Pacific Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
16.2.1.Hardware
16.2.2.Software
16.2.3.Services
16.2.3.1.Professional
16.2.3.2.Managed
16.3.Asia Pacific Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
16.3.1.Cloud
16.3.2.On-Premises
16.3.3.Hybrid
16.4.Asia Pacific Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
16.4.1.Wired
16.4.2.Wireless
16.5.Asia Pacific Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
16.5.1.AI/ML/NLP
16.5.2.IoT
16.5.3.Blockchain
16.5.4.Big Data and Analytics
16.5.5.Others
16.6.Asia Pacific Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
16.6.1.Crop Management
16.6.2.Soil Management
16.6.3.Weather Tracking and Forecasting
16.6.4.Livestock Monitoring
16.6.5.Supply Chain Management
16.6.6.Irrigation Management
16.6.7.Others
16.7.Asia Pacific Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
16.7.1.Farmers
16.7.2.Agricultural Cooperatives
16.7.3.Agribusinesses
16.7.4.Government Agencies
16.7.5.Research Institutions
16.7.6.Others
16.8.Asia Pacific Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Country
16.8.1.China
16.8.1.1.China Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
16.8.1.1.1.Hardware
16.8.1.1.2.Software
16.8.1.1.3.Services
16.8.1.1.3.1.Professional
16.8.1.1.3.2.Managed
16.8.1.2.China Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
16.8.1.2.1.Cloud
16.8.1.2.2.On-Premises
16.8.1.2.3.Hybrid
16.8.1.3.China Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
16.8.1.3.1.Wired
16.8.1.3.2.Wireless
16.8.1.4.China Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
16.8.1.4.1.AI/ML/NLP
16.8.1.4.2.IoT
16.8.1.4.3.Blockchain
16.8.1.4.4.Big Data and Analytics
16.8.1.4.5.Others
16.8.1.5.China Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
16.8.1.5.1.Crop Management
16.8.1.5.2.Soil Management
16.8.1.5.3.Weather Tracking and Forecasting
16.8.1.5.4.Livestock Monitoring
16.8.1.5.5.Supply Chain Management
16.8.1.5.6.Irrigation Management
16.8.1.5.7.Others
16.8.1.6.China Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
16.8.1.6.1.Farmers
16.8.1.6.2.Agricultural Cooperatives
16.8.1.6.3.Agribusinesses
16.8.1.6.4.Government Agencies
16.8.1.6.5.Research Institutions
16.8.1.6.6.Others
16.8.2.Japan
16.8.2.1.Japan Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
16.8.2.1.1.Hardware
16.8.2.1.2.Software
16.8.2.1.3.Services
16.8.2.1.3.1.Professional
16.8.2.1.3.2.Managed
16.8.2.2.Japan Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
16.8.2.2.1.Cloud
16.8.2.2.2.On-Premises
16.8.2.2.3.Hybrid
16.8.2.3.Japan Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
16.8.2.3.1.Wired
16.8.2.3.2.Wireless
16.8.2.4.Japan Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
16.8.2.4.1.AI/ML/NLP
16.8.2.4.2.IoT
16.8.2.4.3.Blockchain
16.8.2.4.4.Big Data and Analytics
16.8.2.4.5.Others
16.8.2.5.Japan Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
16.8.2.5.1.Crop Management
16.8.2.5.2.Soil Management
16.8.2.5.3.Weather Tracking and Forecasting
16.8.2.5.4.Livestock Monitoring
16.8.2.5.5.Supply Chain Management
16.8.2.5.6.Irrigation Management
16.8.2.5.7.Others
16.8.2.6.Japan Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
16.8.2.6.1.Farmers
16.8.2.6.2.Agricultural Cooperatives
16.8.2.6.3.Agribusinesses
16.8.2.6.4.Government Agencies
16.8.2.6.5.Research Institutions
16.8.2.6.6.Others
16.8.3.India
16.8.3.1.India Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
16.8.3.1.1.Hardware
16.8.3.1.2.Software
16.8.3.1.3.Services
16.8.3.1.3.1.Professional
16.8.3.1.3.2.Managed
16.8.3.2.India Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
16.8.3.2.1.Cloud
16.8.3.2.2.On-Premises
16.8.3.2.3.Hybrid
16.8.3.3.India Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
16.8.3.3.1.Wired
16.8.3.3.2.Wireless
16.8.3.4.India Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
16.8.3.4.1.AI/ML/NLP
16.8.3.4.2.IoT
16.8.3.4.3.Blockchain
16.8.3.4.4.Big Data and Analytics
16.8.3.4.5.Others
16.8.3.5.India Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
16.8.3.5.1.Crop Management
16.8.3.5.2.Soil Management
16.8.3.5.3.Weather Tracking and Forecasting
16.8.3.5.4.Livestock Monitoring
16.8.3.5.5.Supply Chain Management
16.8.3.5.6.Irrigation Management
16.8.3.5.7.Others
16.8.3.6.India Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
16.8.3.6.1.Farmers
16.8.3.6.2.Agricultural Cooperatives
16.8.3.6.3.Agribusinesses
16.8.3.6.4.Government Agencies
16.8.3.6.5.Research Institutions
16.8.3.6.6.Others
16.8.4.New Zealand
16.8.4.1.New Zealand Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
16.8.4.1.1.Hardware
16.8.4.1.2.Software
16.8.4.1.3.Services
16.8.4.1.3.1.Professional
16.8.4.1.3.2.Managed
16.8.4.2.New Zealand Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
16.8.4.2.1.Cloud
16.8.4.2.2.On-Premises
16.8.4.2.3.Hybrid
16.8.4.3.New Zealand Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
16.8.4.3.1.Wired
16.8.4.3.2.Wireless
16.8.4.4.New Zealand Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
16.8.4.4.1.AI/ML/NLP
16.8.4.4.2.IoT
16.8.4.4.3.Blockchain
16.8.4.4.4.Big Data and Analytics
16.8.4.4.5.Others
16.8.4.5.New Zealand Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
16.8.4.5.1.Crop Management
16.8.4.5.2.Soil Management
16.8.4.5.3.Weather Tracking and Forecasting
16.8.4.5.4.Livestock Monitoring
16.8.4.5.5.Supply Chain Management
16.8.4.5.6.Irrigation Management
16.8.4.5.7.Others
16.8.4.6.New Zealand Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
16.8.4.6.1.Farmers
16.8.4.6.2.Agricultural Cooperatives
16.8.4.6.3.Agribusinesses
16.8.4.6.4.Government Agencies
16.8.4.6.5.Research Institutions
16.8.4.6.6.Others
16.8.5.Australia
16.8.5.1.Australia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
16.8.5.1.1.Hardware
16.8.5.1.2.Software
16.8.5.1.3.Services
16.8.5.1.3.1.Professional
16.8.5.1.3.2.Managed
16.8.5.2.Australia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
16.8.5.2.1.Cloud
16.8.5.2.2.On-Premises
16.8.5.2.3.Hybrid
16.8.5.3.Australia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
16.8.5.3.1.Wired
16.8.5.3.2.Wireless
16.8.5.4.Australia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
16.8.5.4.1.AI/ML/NLP
16.8.5.4.2.IoT
16.8.5.4.3.Blockchain
16.8.5.4.4.Big Data and Analytics
16.8.5.4.5.Others
16.8.5.5.Australia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
16.8.5.5.1.Crop Management
16.8.5.5.2.Soil Management
16.8.5.5.3.Weather Tracking and Forecasting
16.8.5.5.4.Livestock Monitoring
16.8.5.5.5.Supply Chain Management
16.8.5.5.6.Irrigation Management
16.8.5.5.7.Others
16.8.5.6.Australia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
16.8.5.6.1.Farmers
16.8.5.6.2.Agricultural Cooperatives
16.8.5.6.3.Agribusinesses
16.8.5.6.4.Government Agencies
16.8.5.6.5.Research Institutions
16.8.5.6.6.Others
16.8.6.South Korea
16.8.6.1.South Korea Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
16.8.6.1.1.Hardware
16.8.6.1.2.Software
16.8.6.1.3.Services
16.8.6.1.3.1.Professional
16.8.6.1.3.2.Managed
16.8.6.2.South Korea Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
16.8.6.2.1.Cloud
16.8.6.2.2.On-Premises
16.8.6.2.3.Hybrid
16.8.6.3.South Korea Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
16.8.6.3.1.Wired
16.8.6.3.2.Wireless
16.8.6.4.South Korea Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
16.8.6.4.1.AI/ML/NLP
16.8.6.4.2.IoT
16.8.6.4.3.Blockchain
16.8.6.4.4.Big Data and Analytics
16.8.6.4.5.Others
16.8.6.5.South Korea Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
16.8.6.5.1.Crop Management
16.8.6.5.2.Soil Management
16.8.6.5.3.Weather Tracking and Forecasting
16.8.6.5.4.Livestock Monitoring
16.8.6.5.5.Supply Chain Management
16.8.6.5.6.Irrigation Management
16.8.6.5.7.Others
16.8.6.6.South Korea Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
16.8.6.6.1.Farmers
16.8.6.6.2.Agricultural Cooperatives
16.8.6.6.3.Agribusinesses
16.8.6.6.4.Government Agencies
16.8.6.6.5.Research Institutions
16.8.6.6.6.Others
16.8.7.Southeast Asia
16.8.7.1.Southeast Asia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
16.8.7.1.1.Hardware
16.8.7.1.2.Software
16.8.7.1.3.Services
16.8.7.1.3.1.Professional
16.8.7.1.3.2.Managed
16.8.7.2.Southeast Asia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
16.8.7.2.1.Cloud
16.8.7.2.2.On-Premises
16.8.7.2.3.Hybrid
16.8.7.3.Southeast Asia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
16.8.7.3.1.Wired
16.8.7.3.2.Wireless
16.8.7.4.Southeast Asia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
16.8.7.4.1.AI/ML/NLP
16.8.7.4.2.IoT
16.8.7.4.3.Blockchain
16.8.7.4.4.Big Data and Analytics
16.8.7.4.5.Others
16.8.7.5.Southeast Asia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
16.8.7.5.1.Crop Management
16.8.7.5.2.Soil Management
16.8.7.5.3.Weather Tracking and Forecasting
16.8.7.5.4.Livestock Monitoring
16.8.7.5.5.Supply Chain Management
16.8.7.5.6.Irrigation Management
16.8.7.5.7.Others
16.8.7.6.Southeast Asia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
16.8.7.6.1.Farmers
16.8.7.6.2.Agricultural Cooperatives
16.8.7.6.3.Agribusinesses
16.8.7.6.4.Government Agencies
16.8.7.6.5.Research Institutions
16.8.7.6.6.Others
16.8.7.7.Southeast Asia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Country
16.8.7.7.1.Indonesia
16.8.7.7.2.Thailand
16.8.7.7.3.Malaysia
16.8.7.7.4.Singapore
16.8.7.7.5.Rest of Southeast Asia
16.8.8.Rest of Asia Pacific
16.8.8.1.Rest of Asia Pacific Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
16.8.8.1.1.Hardware
16.8.8.1.2.Software
16.8.8.1.3.Services
16.8.8.1.3.1.Professional
16.8.8.1.3.2.Managed
16.8.8.2.Rest of Asia Pacific Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
16.8.8.2.1.Cloud
16.8.8.2.2.On-Premises
16.8.8.2.3.Hybrid
16.8.8.3.Rest of Asia Pacific Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
16.8.8.3.1.Wired
16.8.8.3.2.Wireless
16.8.8.4.Rest of Asia Pacific Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
16.8.8.4.1.AI/ML/NLP
16.8.8.4.2.IoT
16.8.8.4.3.Blockchain
16.8.8.4.4.Big Data and Analytics
16.8.8.4.5.Others
16.8.8.5.Rest of Asia Pacific Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
16.8.8.5.1.Crop Management
16.8.8.5.2.Soil Management
16.8.8.5.3.Weather Tracking and Forecasting
16.8.8.5.4.Livestock Monitoring
16.8.8.5.5.Supply Chain Management
16.8.8.5.6.Irrigation Management
16.8.8.5.7.Others
16.8.8.6.Rest of Asia Pacific Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
16.8.8.6.1.Farmers
16.8.8.6.2.Agricultural Cooperatives
16.8.8.6.3.Agribusinesses
16.8.8.6.4.Government Agencies
16.8.8.6.5.Research Institutions
16.8.8.6.6.Others
16.9.Key Segment for Channeling Investments
16.9.1.By Country
16.9.2.By Component Type
16.9.3.By Deployment
16.9.4.By Connectivity Type
16.9.5.By Technology
16.9.6.By Application
16.9.7.By End User
17.Middle East and Africa Digital Agriculture Market Analysis and Forecasts, 2024 – 2034
17.1.Overview
17.1.1.Middle East and Africa Digital Agriculture Market Revenue (US$ Mn)
17.2.Middle East and Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
17.2.1.Hardware
17.2.2.Software
17.2.3.Services
17.2.3.1.Professional
17.2.3.2.Managed
17.3.Middle East and Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
17.3.1.Cloud
17.3.2.On-Premises
17.3.3.Hybrid
17.4.Middle East and Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
17.4.1.Wired
17.4.2.Wireless
17.5.Middle East and Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
17.5.1.AI/ML/NLP
17.5.2.IoT
17.5.3.Blockchain
17.5.4.Big Data and Analytics
17.5.5.Others
17.6.Middle East and Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
17.6.1.Crop Management
17.6.2.Soil Management
17.6.3.Weather Tracking and Forecasting
17.6.4.Livestock Monitoring
17.6.5.Supply Chain Management
17.6.6.Irrigation Management
17.6.7.Others
17.7.Middle East and Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
17.7.1.Farmers
17.7.2.Agricultural Cooperatives
17.7.3.Agribusinesses
17.7.4.Government Agencies
17.7.5.Research Institutions
17.7.6.Others
17.8.Middle East and Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Country
17.8.1.Saudi Arabia
17.8.1.1.Saudi Arabia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
17.8.1.1.1.Hardware
17.8.1.1.2.Software
17.8.1.1.3.Services
17.8.1.1.3.1.Professional
17.8.1.1.3.2.Managed
17.8.1.2.Saudi Arabia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
17.8.1.2.1.Cloud
17.8.1.2.2.On-Premises
17.8.1.2.3.Hybrid
17.8.1.3.Saudi Arabia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
17.8.1.3.1.Wired
17.8.1.3.2.Wireless
17.8.1.4.Saudi Arabia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
17.8.1.4.1.AI/ML/NLP
17.8.1.4.2.IoT
17.8.1.4.3.Blockchain
17.8.1.4.4.Big Data and Analytics
17.8.1.4.5.Others
17.8.1.5.Saudi Arabia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
17.8.1.5.1.Crop Management
17.8.1.5.2.Soil Management
17.8.1.5.3.Weather Tracking and Forecasting
17.8.1.5.4.Livestock Monitoring
17.8.1.5.5.Supply Chain Management
17.8.1.5.6.Irrigation Management
17.8.1.5.7.Others
17.8.1.6.Saudi Arabia Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
17.8.1.6.1.Farmers
17.8.1.6.2.Agricultural Cooperatives
17.8.1.6.3.Agribusinesses
17.8.1.6.4.Government Agencies
17.8.1.6.5.Research Institutions
17.8.1.6.6.Others
17.8.2.UAE
17.8.2.1.UAE Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
17.8.2.1.1.Hardware
17.8.2.1.2.Software
17.8.2.1.3.Services
17.8.2.1.3.1.Professional
17.8.2.1.3.2.Managed
17.8.2.2.UAE Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
17.8.2.2.1.Cloud
17.8.2.2.2.On-Premises
17.8.2.2.3.Hybrid
17.8.2.3.UAE Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
17.8.2.3.1.Wired
17.8.2.3.2.Wireless
17.8.2.4.UAE Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
17.8.2.4.1.AI/ML/NLP
17.8.2.4.2.IoT
17.8.2.4.3.Blockchain
17.8.2.4.4.Big Data and Analytics
17.8.2.4.5.Others
17.8.2.5.UAE Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
17.8.2.5.1.Crop Management
17.8.2.5.2.Soil Management
17.8.2.5.3.Weather Tracking and Forecasting
17.8.2.5.4.Livestock Monitoring
17.8.2.5.5.Supply Chain Management
17.8.2.5.6.Irrigation Management
17.8.2.5.7.Others
17.8.2.6.UAE Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
17.8.2.6.1.Farmers
17.8.2.6.2.Agricultural Cooperatives
17.8.2.6.3.Agribusinesses
17.8.2.6.4.Government Agencies
17.8.2.6.5.Research Institutions
17.8.2.6.6.Others
17.8.3.Egypt
17.8.3.1.Egypt Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
17.8.3.1.1.Hardware
17.8.3.1.2.Software
17.8.3.1.3.Services
17.8.3.1.3.1.Professional
17.8.3.1.3.2.Managed
17.8.3.2.Egypt Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
17.8.3.2.1.Cloud
17.8.3.2.2.On-Premises
17.8.3.2.3.Hybrid
17.8.3.3.Egypt Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
17.8.3.3.1.Wired
17.8.3.3.2.Wireless
17.8.3.4.Egypt Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
17.8.3.4.1.AI/ML/NLP
17.8.3.4.2.IoT
17.8.3.4.3.Blockchain
17.8.3.4.4.Big Data and Analytics
17.8.3.4.5.Others
17.8.3.5.Egypt Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
17.8.3.5.1.Crop Management
17.8.3.5.2.Soil Management
17.8.3.5.3.Weather Tracking and Forecasting
17.8.3.5.4.Livestock Monitoring
17.8.3.5.5.Supply Chain Management
17.8.3.5.6.Irrigation Management
17.8.3.5.7.Others
17.8.3.6.Egypt Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
17.8.3.6.1.Farmers
17.8.3.6.2.Agricultural Cooperatives
17.8.3.6.3.Agribusinesses
17.8.3.6.4.Government Agencies
17.8.3.6.5.Research Institutions
17.8.3.6.6.Others
17.8.4.Kuwait
17.8.4.1.Kuwait Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
17.8.4.1.1.Hardware
17.8.4.1.2.Software
17.8.4.1.3.Services
17.8.4.1.3.1.Professional
17.8.4.1.3.2.Managed
17.8.4.2.Kuwait Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
17.8.4.2.1.Cloud
17.8.4.2.2.On-Premises
17.8.4.2.3.Hybrid
17.8.4.3.Kuwait Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
17.8.4.3.1.Wired
17.8.4.3.2.Wireless
17.8.4.4.Kuwait Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
17.8.4.4.1.AI/ML/NLP
17.8.4.4.2.IoT
17.8.4.4.3.Blockchain
17.8.4.4.4.Big Data and Analytics
17.8.4.4.5.Others
17.8.4.5.Kuwait Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
17.8.4.5.1.Crop Management
17.8.4.5.2.Soil Management
17.8.4.5.3.Weather Tracking and Forecasting
17.8.4.5.4.Livestock Monitoring
17.8.4.5.5.Supply Chain Management
17.8.4.5.6.Irrigation Management
17.8.4.5.7.Others
17.8.4.6.Kuwait Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
17.8.4.6.1.Farmers
17.8.4.6.2.Agricultural Cooperatives
17.8.4.6.3.Agribusinesses
17.8.4.6.4.Government Agencies
17.8.4.6.5.Research Institutions
17.8.4.6.6.Others
17.8.5.South Africa
17.8.5.1.South Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
17.8.5.1.1.Hardware
17.8.5.1.2.Software
17.8.5.1.3.Services
17.8.5.1.3.1.Professional
17.8.5.1.3.2.Managed
17.8.5.2.South Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
17.8.5.2.1.Cloud
17.8.5.2.2.On-Premises
17.8.5.2.3.Hybrid
17.8.5.3.South Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
17.8.5.3.1.Wired
17.8.5.3.2.Wireless
17.8.5.4.South Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
17.8.5.4.1.AI/ML/NLP
17.8.5.4.2.IoT
17.8.5.4.3.Blockchain
17.8.5.4.4.Big Data and Analytics
17.8.5.4.5.Others
17.8.5.5.South Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
17.8.5.5.1.Crop Management
17.8.5.5.2.Soil Management
17.8.5.5.3.Weather Tracking and Forecasting
17.8.5.5.4.Livestock Monitoring
17.8.5.5.5.Supply Chain Management
17.8.5.5.6.Irrigation Management
17.8.5.5.7.Others
17.8.5.6.South Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
17.8.5.6.1.Farmers
17.8.5.6.2.Agricultural Cooperatives
17.8.5.6.3.Agribusinesses
17.8.5.6.4.Government Agencies
17.8.5.6.5.Research Institutions
17.8.5.6.6.Others
17.8.6.Rest of Middle East & Africa
17.8.6.1.Rest of Middle East & Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
17.8.6.1.1.Hardware
17.8.6.1.2.Software
17.8.6.1.3.Services
17.8.6.1.3.1.Professional
17.8.6.1.3.2.Managed
17.8.6.2.Rest of Middle East & Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
17.8.6.2.1.Cloud
17.8.6.2.2.On-Premises
17.8.6.2.3.Hybrid
17.8.6.3.Rest of Middle East & Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
17.8.6.3.1.Wired
17.8.6.3.2.Wireless
17.8.6.4.Rest of Middle East & Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
17.8.6.4.1.AI/ML/NLP
17.8.6.4.2.IoT
17.8.6.4.3.Blockchain
17.8.6.4.4.Big Data and Analytics
17.8.6.4.5.Others
17.8.6.5.Rest of Middle East & Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
17.8.6.5.1.Crop Management
17.8.6.5.2.Soil Management
17.8.6.5.3.Weather Tracking and Forecasting
17.8.6.5.4.Livestock Monitoring
17.8.6.5.5.Supply Chain Management
17.8.6.5.6.Irrigation Management
17.8.6.5.7.Others
17.8.6.6.Rest of Middle East & Africa Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
17.8.6.6.1.Farmers
17.8.6.6.2.Agricultural Cooperatives
17.8.6.6.3.Agribusinesses
17.8.6.6.4.Government Agencies
17.8.6.6.5.Research Institutions
17.8.6.6.6.Others
17.9.Key Segment for Channeling Investments
17.9.1.By Country
17.9.2.By Component Type
17.9.3.By Deployment
17.9.4.By Connectivity Type
17.9.5.By Technology
17.9.6.By Application
17.9.7.By End User
18.Latin America Digital Agriculture Market Analysis and Forecasts, 2024 – 2034
18.1.Overview
18.1.1.Latin America Digital Agriculture Market Revenue (US$ Mn)
18.2.Latin America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
18.2.1.Hardware
18.2.2.Software
18.2.3.Services
18.2.3.1.Professional
18.2.3.2.Managed
18.3.Latin America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
18.3.1.Cloud
18.3.2.On-Premises
18.3.3.Hybrid
18.4.Latin America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
18.4.1.Wired
18.4.2.Wireless
18.5.Latin America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
18.5.1.AI/ML/NLP
18.5.2.IoT
18.5.3.Blockchain
18.5.4.Big Data and Analytics
18.5.5.Others
18.6.Latin America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
18.6.1.Crop Management
18.6.2.Soil Management
18.6.3.Weather Tracking and Forecasting
18.6.4.Livestock Monitoring
18.6.5.Supply Chain Management
18.6.6.Irrigation Management
18.6.7.Others
18.7.Latin America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
18.7.1.Farmers
18.7.2.Agricultural Cooperatives
18.7.3.Agribusinesses
18.7.4.Government Agencies
18.7.5.Research Institutions
18.7.6.Others
18.8.Latin America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Country
18.8.1.Brazil
18.8.1.1.Brazil Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
18.8.1.1.1.Hardware
18.8.1.1.2.Software
18.8.1.1.3.Services
18.8.1.1.3.1.Professional
18.8.1.1.3.2.Managed
18.8.1.2.Brazil Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
18.8.1.2.1.Cloud
18.8.1.2.2.On-Premises
18.8.1.2.3.Hybrid
18.8.1.3.Brazil Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
18.8.1.3.1.Wired
18.8.1.3.2.Wireless
18.8.1.4.Brazil Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
18.8.1.4.1.AI/ML/NLP
18.8.1.4.2.IoT
18.8.1.4.3.Blockchain
18.8.1.4.4.Big Data and Analytics
18.8.1.4.5.Others
18.8.1.5.Brazil Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
18.8.1.5.1.Crop Management
18.8.1.5.2.Soil Management
18.8.1.5.3.Weather Tracking and Forecasting
18.8.1.5.4.Livestock Monitoring
18.8.1.5.5.Supply Chain Management
18.8.1.5.6.Irrigation Management
18.8.1.5.7.Others
18.8.1.6.Brazil Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
18.8.1.6.1.Farmers
18.8.1.6.2.Agricultural Cooperatives
18.8.1.6.3.Agribusinesses
18.8.1.6.4.Government Agencies
18.8.1.6.5.Research Institutions
18.8.1.6.6.Others
18.8.2.Argentina
18.8.2.1.Argentina Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
18.8.2.1.1.Hardware
18.8.2.1.2.Software
18.8.2.1.3.Services
18.8.2.1.3.1.Professional
18.8.2.1.3.2.Managed
18.8.2.2.Argentina Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
18.8.2.2.1.Cloud
18.8.2.2.2.On-Premises
18.8.2.2.3.Hybrid
18.8.2.3.Argentina Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
18.8.2.3.1.Wired
18.8.2.3.2.Wireless
18.8.2.4.Argentina Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
18.8.2.4.1.AI/ML/NLP
18.8.2.4.2.IoT
18.8.2.4.3.Blockchain
18.8.2.4.4.Big Data and Analytics
18.8.2.4.5.Others
18.8.2.5.Argentina Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
18.8.2.5.1.Crop Management
18.8.2.5.2.Soil Management
18.8.2.5.3.Weather Tracking and Forecasting
18.8.2.5.4.Livestock Monitoring
18.8.2.5.5.Supply Chain Management
18.8.2.5.6.Irrigation Management
18.8.2.5.7.Others
18.8.2.6.Argentina Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
18.8.2.6.1.Farmers
18.8.2.6.2.Agricultural Cooperatives
18.8.2.6.3.Agribusinesses
18.8.2.6.4.Government Agencies
18.8.2.6.5.Research Institutions
18.8.2.6.6.Others
18.8.3.Rest of Latin America
18.8.3.1.Rest of Latin America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Component Type
18.8.3.1.1.Hardware
18.8.3.1.2.Software
18.8.3.1.3.Services
18.8.3.1.3.1.Professional
18.8.3.1.3.2.Managed
18.8.3.2.Rest of Latin America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Deployment
18.8.3.2.1.Cloud
18.8.3.2.2.On-Premises
18.8.3.2.3.Hybrid
18.8.3.3.Rest of Latin America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Connectivity Type
18.8.3.3.1.Wired
18.8.3.3.2.Wireless
18.8.3.4.Rest of Latin America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Technology
18.8.3.4.1.AI/ML/NLP
18.8.3.4.2.IoT
18.8.3.4.3.Blockchain
18.8.3.4.4.Big Data and Analytics
18.8.3.4.5.Others
18.8.3.5.Rest of Latin America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By Application
18.8.3.5.1.Crop Management
18.8.3.5.2.Soil Management
18.8.3.5.3.Weather Tracking and Forecasting
18.8.3.5.4.Livestock Monitoring
18.8.3.5.5.Supply Chain Management
18.8.3.5.6.Irrigation Management
18.8.3.5.7.Others
18.8.3.6.Rest of Latin America Digital Agriculture Market Revenue (US$ Mn) and Forecasts, By End User
18.8.3.6.1.Farmers
18.8.3.6.2.Agricultural Cooperatives
18.8.3.6.3.Agribusinesses
18.8.3.6.4.Government Agencies
18.8.3.6.5.Research Institutions
18.8.3.6.6.Others
18.9.Key Segment for Channeling Investments
18.9.1.By Country
18.9.2.By Component Type
18.9.3.By Deployment
18.9.4.By Connectivity Type
18.9.5.By Technology
18.9.6.By Application
18.9.7.By End User
19.Competitive Benchmarking
19.1.Brand Benchmarking
19.2.Market Share Analysis, 2023
19.3.Global Presence and Growth Strategies
19.3.1.Mergers and Acquisitions
19.3.2.Product Launches
19.3.3.Investments Trends
19.3.4.R&D Initiatives
20.Player Profiles
20.1.AGCO Corporation
20.1.1.Company Details
20.1.2.Company Overview
20.1.3.Product Offerings
20.1.4.Key Developments
20.1.5.Financial Analysis
20.1.6.SWOT Analysis
20.1.7.Business Strategies
20.2.AgEagle Aerial Systems
20.2.1.Company Details
20.2.2.Company Overview
20.2.3.Product Offerings
20.2.4.Key Developments
20.2.5.Financial Analysis
20.2.6.SWOT Analysis
20.2.7.Business Strategies
20.3.Bayer AG
20.3.1.Company Details
20.3.2.Company Overview
20.3.3.Product Offerings
20.3.4.Key Developments
20.3.5.Financial Analysis
20.3.6.SWOT Analysis
20.3.7.Business Strategies
20.4.CLAAS KGaA mbH
20.4.1.Company Details
20.4.2.Company Overview
20.4.3.Product Offerings
20.4.4.Key Developments
20.4.5.Financial Analysis
20.4.6.SWOT Analysis
20.4.7.Business Strategies
20.5.CNH Industrial N.V.
20.5.1.Company Details
20.5.2.Company Overview
20.5.3.Product Offerings
20.5.4.Key Developments
20.5.5.Financial Analysis
20.5.6.SWOT Analysis
20.5.7.Business Strategies
20.6.Deere & Company
20.6.1.Company Details
20.6.2.Company Overview
20.6.3.Product Offerings
20.6.4.Key Developments
20.6.5.Financial Analysis
20.6.6.SWOT Analysis
20.6.7.Business Strategies
20.7.Hexagon AB
20.7.1.Company Details
20.7.2.Company Overview
20.7.3.Product Offerings
20.7.4.Key Developments
20.7.5.Financial Analysis
20.7.6.SWOT Analysis
20.7.7.Business Strategies
20.8.IBM Corporation
20.8.1.Company Details
20.8.2.Company Overview
20.8.3.Product Offerings
20.8.4.Key Developments
20.8.5.Financial Analysis
20.8.6.SWOT Analysis
20.8.7.Business Strategies
20.9.Kubota Corporation
20.9.1.Company Details
20.9.2.Company Overview
20.9.3.Product Offerings
20.9.4.Key Developments
20.9.5.Financial Analysis
20.9.6.SWOT Analysis
20.9.7.Business Strategies
20.10.Topcon Corporation
20.10.1.Company Details
20.10.2.Company Overview
20.10.3.Product Offerings
20.10.4.Key Developments
20.10.5.Financial Analysis
20.10.6.SWOT Analysis
20.10.7.Business Strategies
20.11.Trimble
20.11.1.Company Details
20.11.2.Company Overview
20.11.3.Product Offerings
20.11.4.Key Developments
20.11.5.Financial Analysis
20.11.6.SWOT Analysis
20.11.7.Business Strategies
20.12.Other Industry Participants
21.Key Findings

.

Note: This ToC is tentative and can be changed according to the research study conducted during the course of report completion.

.

**Exclusive for Multi-User and Enterprise User.

Global Digital Agriculture Market

By Component Type

  • Hardware
  • Software
  • Services
    • Professional
    • Managed

By Deployment

  • Cloud
  • On-Premise
  • Hybrid

By Connectivity Type

  • Wired
  • Wireless

By Technology

  • AI/ML/NLP
  • IoT
  • Blockchain
  • Big Data & Analytics
  • Others

By Application

  • Crop Management
  • Soil Management
  • Weather Tracking and Forecasting
  • Livestock Monitoring
  • Supply Chain Management
  • Irrigation Management
  • Others

By End User

  • Farmers
  • Agricultural Cooperatives
  • Agribusinesses
  • Government Agencies
  • Research Institutions
  • Others

By Region

  • North America (U.S., Canada, Mexico, Rest of North America)
  • Europe (France, The UK, Spain, Germany, Italy, Nordic Countries (Denmark, Finland, Iceland, Sweden, Norway), Benelux Union (Belgium, The Netherlands, Luxembourg), Rest of Europe)
  • Asia Pacific (China, Japan, India, New Zealand, Australia, South Korea, Southeast Asia (Indonesia, Thailand, Malaysia, Singapore, Rest of Southeast Asia), Rest of Asia Pacific)
  • Middle East & Africa (Saudi Arabia, UAE, Egypt, Kuwait, South Africa, Rest of Middle East & Africa)
  • Latin America (Brazil, Argentina, Rest of Latin America)

The Niche Research approach encompasses both primary and secondary research methods to provide comprehensive insights. While primary research is the cornerstone of our studies, we also incorporate secondary research sources such as company annual reports, premium industry databases, press releases, industry journals, and white papers.

Within our primary research, we actively engage with various industry stakeholders, conducting paid interviews and surveys. Our meticulous analysis extends to every market participant in major countries, allowing us to thoroughly examine their portfolios, calculate market shares, and segment revenues.

Our data collection primarily focuses on individual countries within our research scope, enabling us to estimate regional market sizes. Typically, we employ a bottom-up approach, meticulously tracking trends in different countries. We analyze growth drivers, constraints, technological innovations, and opportunities for each country, ultimately arriving at regional figures.Our process begins by examining the growth prospects of each country. Building upon these insights, we project growth and trends for the entire region. Finally, we utilize our proprietary model to refine estimations and forecasts.

Our data validation standards are integral to ensuring the reliability and accuracy of our research findings. Here’s a breakdown of our data validation processes and the stakeholders we engage with during our primary research:

  • Supply Side Analysis: We initiate a supply side analysis by directly contacting market participants, through telephonic interviews and questionnaires containing both open-ended and close-ended questions. We gather information on their portfolios, segment revenues, developments, and growth strategies.
  • Demand Side Analysis: To gain insights into adoption trends and consumer preferences, we reach out to target customers and users (non-vendors). This information forms a vital part of the qualitative analysis section of our reports, covering market dynamics, adoption trends, consumer behavior, spending patterns, and other related aspects.
  • Consultant Insights: We tap into the expertise of our partner consultants from around the world to obtain their unique viewpoints and perspectives. Their insights contribute to a well-rounded understanding of the markets under investigation.
  • In-House Validation: To ensure data accuracy and reliability, we conduct cross-validation of data points and information through our in-house team of consultants and utilize advanced data modeling tools for thorough verification.

The forecasts we provide are based on a comprehensive assessment of various factors, including:

  • Market Trends and Past Performance (Last Five Years): We accurately analyze market trends and performance data from preceding five years to identify historical patterns and understand the market’s evolution.
  • Historical Performance and Growth of Market Participants: We assess the historical performance and growth trajectories of key market participants. This analysis provides insights into the competitive landscape and individual company strategies.
  • Market Determinants Impact Analysis (Next Eight Years): We conduct a rigorous analysis of the factors that are projected to influence the market over the next eight years. This includes assessing both internal and external determinants that can shape market dynamics.
  • Drivers and Challenges for the Forecast Period:Identify the factors expected to drive market growth during the forecast period, as well as the challenges that the industry may face. This analysis aids in deriving an accurate growth rate projection.
  • New Acquisitions, Collaborations, or Partnerships: We keep a close watch on any new acquisitions, collaborations, or partnerships within the industry. These developments can have a significant impact on market dynamics and competitiveness.
  • Macro and Micro Factors Analysis:A thorough examination of both macro-level factors (e.g., economic trends, regulatory changes) and micro-level factors (e.g., technological advancements, consumer preferences) that may influence the market during the forecast period.
  • End-User Sentiment Analysis: To understand the market from the end-user perspective, we conduct sentiment analysis. This involves assessing the sentiment, preferences, and feedback of the end-users, which can provide valuable insights into market trends.
  • Perspective of Primary Participants: Insights gathered directly from primary research participants play a crucial role in shaping our forecasts. Their perspectives and experiences provide valuable qualitative data.
  • Year-on-Year Growth Trend: We utilize a year-on-year growth trend based on historical market growth and expected future trends. This helps in formulating our growth projections, aligning them with the market’s historical performance.

Research process adopted by TNR involves multiple stages, including data collection, validation, quality checks, and presentation. It’s crucial that the data and information we provide add value to your existing market understanding and expertise. We have also established partnerships with business consulting, research, and survey organizations across regions and globally to collaborate on regional analysis and data validation, ensuring the highest level of accuracy and reliability in our reports.

 

 

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