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Digital Agriculture Software Market: By Software Type, By Application, By End User and Region 2020-2031
Digital Agriculture Software Market size was valued at US$ 7.20 billion in 2024 and is expected to reach US$ 16.72 billion by 2031, growing at a significant CAGR of 12.8% from 2025-2031. Moreover, the U.S. Digital Agriculture Software Market is projected to grow at 13.4%. The market encompasses a range of digital tools and platforms designed to enhance agricultural productivity, efficiency, and sustainability through data-driven insights. These software solutions integrate technologies such as cloud computing, artificial intelligence (AI), the Internet of Things (IoT), and data analytics to assist farmers and agribusinesses in monitoring crops, managing resources, predicting yields, and optimizing supply chains. Key components include farm management software, precision agriculture tools, weather forecasting systems, and data integration platforms.
The market is experiencing robust growth, driven by the global shift toward smart farming practices and the rising need for sustainable food production. Increasing adoption of IoT-enabled sensors, satellite imagery, and AI-driven analytics is transforming traditional farming into a more precise and data-centric operation. Governments and private sectors are investing heavily in digital transformation initiatives to improve agricultural resilience and efficiency. Moreover, the demand for real-time monitoring and predictive insights to combat challenges like climate change and resource scarcity further accelerates market expansion. As a result, the market is poised for continued innovation, with software providers focusing on integration, scalability, and user-friendly platforms tailored for diverse agricultural applications.
Based on the software type:
Farm Management Software is anticipated to lead the market due to its comprehensive role in integrating and optimizing all aspects of farm operations. This software enables farmers to efficiently manage resources, monitor crop performance, track inventories, and analyze financial data through a unified digital platform. Its ability to provide real-time insights and automate critical processes enhances productivity and decision-making accuracy. The growing adoption of cloud-based and mobile-accessible systems has further accelerated its demand, especially among large-scale farms seeking data-driven efficiency. As agriculture becomes increasingly digitized, farm management software remains the central driver of market growth.
Based on the application:
Crop farming is anticipated to be the leading application segment in the market, driven by the growing adoption of precision and data-driven farming techniques. Farmers are increasingly using digital tools to monitor soil health, weather conditions, irrigation, and pest control to maximize yields and minimize input costs. The integration of satellite imagery, IoT sensors, and AI-based analytics enables accurate decision-making and timely interventions across large agricultural areas. Rising global food demand and the need for sustainable cultivation practices further fuel the adoption of software solutions in crop farming, positioning it as the primary growth driver within the market.
Based on the end user:
Large commercial farms are anticipated to dominate the market as the leading end-user segment. These farms are increasingly investing in advanced digital tools to streamline large-scale operations, improve efficiency, and enhance yield predictability. The ability to integrate technologies such as AI, IoT, and satellite imaging allows for precise monitoring of vast agricultural areas, optimizing resource allocation and reducing operational costs. Moreover, large farms often have better access to capital and skilled personnel, enabling faster adoption of innovative software solutions. Their focus on automation, productivity, and sustainability continues to drive significant growth within this segment.
Study Period
2025-2031Base Year
2024CAGR
12.8%Largest Market
Asia-PacificFastest Growing Market
MEA
One of the primary drivers of the market is the increased adoption of precision agriculture technologies. Farmers and agribusinesses are leveraging digital tools to optimize field-level management concerning crop farming. By integrating GPS-enabled machinery, IoT sensors, and AI-driven analytics, these technologies enable precise monitoring of soil health, irrigation needs, nutrient levels, and pest infestations. This results in higher crop yields, reduced operational costs, and more efficient resource utilization.
Furthermore, precision agriculture allows for real-time decision-making and predictive insights, minimizing the risk of crop failure due to unpredictable weather or pests. Governments and agricultural organizations are actively promoting smart farming initiatives to ensure food security and sustainability, further accelerating adoption. As farmers recognize the tangible benefits of data-driven cultivation, the demand for digital agriculture software continues to rise, positioning it as a critical growth driver in modern agriculture.
A significant restraining factor for the market is the high initial investment and implementation complexity associated with these solutions. Small and medium-sized farms, especially in developing regions, often face challenges in allocating capital for advanced digital platforms, sensors, and software subscriptions. In addition, integrating various technologies into existing farm operations requires technical expertise, training, and infrastructure upgrades. Many farmers perceive the setup and learning curve as cumbersome, which slows adoption. Compatibility issues between different software platforms and hardware systems further exacerbate these challenges.
Moreover, inconsistent internet connectivity in rural areas limits real-time data access and cloud-based operations. These financial and operational barriers can deter smallholders from investing in digital agriculture solutions, restraining market penetration despite the evident benefits of increased efficiency and yield optimization.
Emerging markets present a substantial growth opportunity for the market. Countries in Asia, Africa, and Latin America are increasingly investing in modernizing their agricultural sectors to enhance productivity, reduce post-harvest losses, and meet growing food demand. Digital agriculture software can play a pivotal role in these regions by providing affordable, scalable, and localized solutions tailored to smallholder farmers. Mobile-based applications, cloud platforms, and AI-driven advisory services offer accessible entry points even in areas with limited infrastructure.
Additionally, partnerships between governments, agritech startups, and international development organizations are fostering adoption through subsidies, training programs, and technology awareness campaigns. As these markets modernize, the potential for significant software uptake grows, creating new revenue streams for providers and promoting sustainable farming practices on a global scale.
A key trend shaping the market is the integration of Artificial Intelligence (AI) and Internet of Things (IoT) technologies. AI algorithms analyze vast amounts of agricultural data collected from IoT sensors, drones, and satellite imagery to generate actionable insights for crop management, pest control, and resource optimization. This integration allows for predictive analytics, real-time monitoring, and automated decision-making, transforming traditional farming into a highly efficient, smart system. IoT devices continuously track soil moisture, temperature, and crop health, feeding data into AI-driven platforms to provide farmers with precise recommendations.
Additionally, the convergence of AI and IoT supports sustainability initiatives by reducing water usage, minimizing fertilizer dependency, and lowering greenhouse gas emissions. This technological synergy is increasingly becoming a standard expectation among progressive farmers, driving continuous innovation and adoption in the digital agriculture software landscape.
| Report Benchmarks | Details | 
| Report Study Period | 2025-2031 | 
| Market Size in 2024 | US$ 7.20 billion | 
| Market Size in 2031 | US$ 16.72 billion | 
| Market CAGR | 12.8% | 
| By Software Type | 
 | 
| By Application | 
 | 
| By End User | 
 | 
| By Region | 
 | 
PBI Analysts anticipate that the market is witnessing rapid expansion as technology transforms traditional farming into data-driven, efficient, and sustainable operations. Increasing adoption of IoT devices, AI analytics, and cloud-based platforms is enabling farmers to make real-time decisions, optimize resource use, and improve crop yields. Governments and agritech companies are investing heavily in digital initiatives to enhance food security and sustainability. The demand for precision farming tools and farm management systems is particularly strong among large commercial farms and tech-savvy smallholders. Overall, the market is poised for continued growth, driven by technological innovation and the global push for smart agriculture.
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The digital agriculture software market size was valued at US$ 7.20 billion in 2024 and is projected to grow at a significant CAGR of 12.8% from 2025-2031.
Digital agriculture software is designed to help farmers and agribusinesses improve productivity and sustainability through data-driven insights. It assists in crop monitoring, farm management, weather forecasting, and resource optimization using technologies such as AI, IoT, and satellite imaging.
Farm Management Software is leading the market as it offers an integrated platform for planning, monitoring, analyzing, and automating farming operations, enhancing efficiency and profitability
Key growth drivers include the rising need for precision farming, government support for smart agriculture, increased food demand, and the integration of advanced technologies like AI, cloud computing, and IoT in farming practices.
Content Updated Date: Oct 2025
| 1.Executive Summary | 
| 2.Global Digital Agriculture Software Market Introduction | 
| 2.1.Global Digital Agriculture Software Market - Taxonomy | 
| 2.2.Global Digital Agriculture Software Market - Definitions | 
| 2.2.1.Software Type | 
| 2.2.2.Application | 
| 2.2.3.End User | 
| 2.2.4.Region | 
| 3.Global Digital Agriculture Software 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 Agriculture Software Market Analysis, 2020 - 2024 and Forecast 2025 - 2031 | 
| 4.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (Sales Value USD Million) | 
| 4.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) | 
| 4.3. Market Opportunity Analysis | 
| 5.Global Digital Agriculture Software Market By Software Type, 2020 - 2024 and Forecast 2025 - 2031 (Sales Value USD Million) | 
| 5.1. Farm Management Software | 
| 5.1.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (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 Software | 
| 5.2.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (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. Crop Monitoring & Advisory Software | 
| 5.3.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (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. Livestock Management Software | 
| 5.4.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (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. Weather & Climate Monitoring Software | 
| 5.5.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (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. Supply Chain & Market Linkage Software | 
| 5.6.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (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 | 
| 5.7. Others | 
| 5.7.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (Sales Value USD Million) | 
| 5.7.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) | 
| 5.7.3. Market Opportunity Analysis | 
| 6.Global Digital Agriculture Software Market By Application, 2020 - 2024 and Forecast 2025 - 2031 (Sales Value USD Million) | 
| 6.1. Crop Farming | 
| 6.1.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (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. Horticulture | 
| 6.2.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (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. Livestock & Dairy Farming | 
| 6.3.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (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 | 
| 6.4. Aquaculture | 
| 6.4.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (Sales Value USD Million) | 
| 6.4.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) | 
| 6.4.3. Market Opportunity Analysis | 
| 6.5. Forestry | 
| 6.5.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (Sales Value USD Million) | 
| 6.5.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) | 
| 6.5.3. Market Opportunity Analysis | 
| 6.6. Others | 
| 6.6.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (Sales Value USD Million) | 
| 6.6.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) | 
| 6.6.3. Market Opportunity Analysis | 
| 7.Global Digital Agriculture Software Market By End User, 2020 - 2024 and Forecast 2025 - 2031 (Sales Value USD Million) | 
| 7.1. Smallholder Farmers | 
| 7.1.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (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. Large Commercial Farms | 
| 7.2.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (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 | 
| 7.3. Agribusinesses & Cooperatives | 
| 7.3.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (Sales Value USD Million) | 
| 7.3.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) | 
| 7.3.3. Market Opportunity Analysis | 
| 7.4. Government & Research Institutions | 
| 7.4.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (Sales Value USD Million) | 
| 7.4.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) | 
| 7.4.3. Market Opportunity Analysis | 
| 7.5. Others | 
| 7.5.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (Sales Value USD Million) | 
| 7.5.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) | 
| 7.5.3. Market Opportunity Analysis | 
| 8.Global Digital Agriculture Software Market By Region, 2020 - 2024 and Forecast 2025 - 2031 (Sales Value USD Million) | 
| 8.1. North America | 
| 8.1.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (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. Europe | 
| 8.2.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (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. Asia Pacific (APAC) | 
| 8.3.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (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. Middle East and Africa (MEA) | 
| 8.4.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (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 | 
| 8.5. Latin America | 
| 8.5.1. Market Analysis, 2020 - 2024 and Forecast, 2025 - 2031, (Sales Value USD Million) | 
| 8.5.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) | 
| 8.5.3. Market Opportunity Analysis | 
| 9.North America Digital Agriculture Software Market ,2020 - 2024 and Forecast 2025 - 2031 (Sales Value USD Million) | 
| 9.1. Software Type Analysis 2020 - 2024 and Forecast 2025 - 2031 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 9.1.1.Farm Management Software | 
| 9.1.2.Precision Agriculture Software | 
| 9.1.3.Crop Monitoring & Advisory Software | 
| 9.1.4.Livestock Management Software | 
| 9.1.5.Weather & Climate Monitoring Software | 
| 9.1.6.Supply Chain & Market Linkage Software | 
| 9.1.7.Others | 
| 9.2. Application Analysis 2020 - 2024 and Forecast 2025 - 2031 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 9.2.1.Crop Farming | 
| 9.2.2.Horticulture | 
| 9.2.3.Livestock & Dairy Farming | 
| 9.2.4.Aquaculture | 
| 9.2.5.Forestry | 
| 9.2.6.Others | 
| 9.3. End User Analysis 2020 - 2024 and Forecast 2025 - 2031 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 9.3.1.Smallholder Farmers | 
| 9.3.2.Large Commercial Farms | 
| 9.3.3.Agribusinesses & Cooperatives | 
| 9.3.4.Government & Research Institutions | 
| 9.3.5.Others | 
| 9.4. Country Analysis 2020 - 2024 and Forecast 2025 - 2031 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 9.4.1.United States of America (USA) | 
| 9.4.2.Canada | 
| 10.Europe Digital Agriculture Software Market ,2020 - 2024 and Forecast 2025 - 2031 (Sales Value USD Million) | 
| 10.1. Software Type Analysis and Forecast by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 10.1.1.Farm Management Software | 
| 10.1.2.Precision Agriculture Software | 
| 10.1.3.Crop Monitoring & Advisory Software | 
| 10.1.4.Livestock Management Software | 
| 10.1.5.Weather & Climate Monitoring Software | 
| 10.1.6.Supply Chain & Market Linkage Software | 
| 10.1.7.Others | 
| 10.2. Application Analysis 2020 - 2024 and Forecast 2025 - 2031 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 10.2.1.Crop Farming | 
| 10.2.2.Horticulture | 
| 10.2.3.Livestock & Dairy Farming | 
| 10.2.4.Aquaculture | 
| 10.2.5.Forestry | 
| 10.2.6.Others | 
| 10.3. End User Analysis 2020 - 2024 and Forecast 2025 - 2031 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 10.3.1.Smallholder Farmers | 
| 10.3.2.Large Commercial Farms | 
| 10.3.3.Agribusinesses & Cooperatives | 
| 10.3.4.Government & Research Institutions | 
| 10.3.5.Others | 
| 10.4. Country Analysis 2020 - 2024 and Forecast 2025 - 2031 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 10.4.1.Germany | 
| 10.4.2.France | 
| 10.4.3.Italy | 
| 10.4.4.United Kingdom (UK) | 
| 10.4.5.Spain | 
| 11.Asia Pacific (APAC) Digital Agriculture Software Market ,2020 - 2024 and Forecast 2025 - 2031 (Sales Value USD Million) | 
| 11.1. Software Type Analysis and Forecast by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 11.1.1.Farm Management Software | 
| 11.1.2.Precision Agriculture Software | 
| 11.1.3.Crop Monitoring & Advisory Software | 
| 11.1.4.Livestock Management Software | 
| 11.1.5.Weather & Climate Monitoring Software | 
| 11.1.6.Supply Chain & Market Linkage Software | 
| 11.1.7.Others | 
| 11.2. Application Analysis 2020 - 2024 and Forecast 2025 - 2031 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 11.2.1.Crop Farming | 
| 11.2.2.Horticulture | 
| 11.2.3.Livestock & Dairy Farming | 
| 11.2.4.Aquaculture | 
| 11.2.5.Forestry | 
| 11.2.6.Others | 
| 11.3. End User Analysis 2020 - 2024 and Forecast 2025 - 2031 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 11.3.1.Smallholder Farmers | 
| 11.3.2.Large Commercial Farms | 
| 11.3.3.Agribusinesses & Cooperatives | 
| 11.3.4.Government & Research Institutions | 
| 11.3.5.Others | 
| 11.4. Country Analysis 2020 - 2024 and Forecast 2025 - 2031 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 11.4.1.China | 
| 11.4.2.India | 
| 11.4.3.Australia and New Zealand (ANZ) | 
| 11.4.4.Japan | 
| 11.4.5.Rest of APAC | 
| 12.Middle East and Africa (MEA) Digital Agriculture Software Market ,2020 - 2024 and Forecast 2025 - 2031 (Sales Value USD Million) | 
| 12.1. Software Type Analysis and Forecast by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 12.1.1.Farm Management Software | 
| 12.1.2.Precision Agriculture Software | 
| 12.1.3.Crop Monitoring & Advisory Software | 
| 12.1.4.Livestock Management Software | 
| 12.1.5.Weather & Climate Monitoring Software | 
| 12.1.6.Supply Chain & Market Linkage Software | 
| 12.1.7.Others | 
| 12.2. Application Analysis 2020 - 2024 and Forecast 2025 - 2031 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 12.2.1.Crop Farming | 
| 12.2.2.Horticulture | 
| 12.2.3.Livestock & Dairy Farming | 
| 12.2.4.Aquaculture | 
| 12.2.5.Forestry | 
| 12.2.6.Others | 
| 12.3. End User Analysis 2020 - 2024 and Forecast 2025 - 2031 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 12.3.1.Smallholder Farmers | 
| 12.3.2.Large Commercial Farms | 
| 12.3.3.Agribusinesses & Cooperatives | 
| 12.3.4.Government & Research Institutions | 
| 12.3.5.Others | 
| 12.4. Country Analysis 2020 - 2024 and Forecast 2025 - 2031 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 12.4.1.GCC Countries | 
| 12.4.2.South Africa | 
| 12.4.3.Rest of MEA | 
| 13.Latin America Digital Agriculture Software Market ,2020 - 2024 and Forecast 2025 - 2031 (Sales Value USD Million) | 
| 13.1. Software Type Analysis and Forecast by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 13.1.1.Farm Management Software | 
| 13.1.2.Precision Agriculture Software | 
| 13.1.3.Crop Monitoring & Advisory Software | 
| 13.1.4.Livestock Management Software | 
| 13.1.5.Weather & Climate Monitoring Software | 
| 13.1.6.Supply Chain & Market Linkage Software | 
| 13.1.7.Others | 
| 13.2. Application Analysis 2020 - 2024 and Forecast 2025 - 2031 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 13.2.1.Crop Farming | 
| 13.2.2.Horticulture | 
| 13.2.3.Livestock & Dairy Farming | 
| 13.2.4.Aquaculture | 
| 13.2.5.Forestry | 
| 13.2.6.Others | 
| 13.3. End User Analysis 2020 - 2024 and Forecast 2025 - 2031 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 13.3.1.Smallholder Farmers | 
| 13.3.2.Large Commercial Farms | 
| 13.3.3.Agribusinesses & Cooperatives | 
| 13.3.4.Government & Research Institutions | 
| 13.3.5.Others | 
| 13.4. Country Analysis 2020 - 2024 and Forecast 2025 - 2031 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) | 
| 13.4.1.Brazil | 
| 13.4.2.Mexico | 
| 13.4.3.Rest of LA | 
| 14. Competition Landscape | 
| 14.1. Market Player Profiles (Introduction, Brand/Product Sales, Financial Analysis, Product Offerings, Key Developments, Collaborations, M & A, Strategies, and SWOT Analysis) | 
| 14.2.1.Trimble Inc. | 
| 14.2.2.Deere & Company | 
| 14.2.3.AG Leader Technology | 
| 14.2.4.Topcon Corporation | 
| 14.2.5.BASF SE | 
| 14.2.6.Climate LLC (Bayer AG) | 
| 14.2.7.CNH Industrial N.V. | 
| 14.2.8.Raven Industries, Inc. | 
| 14.2.9.AgJunction Inc. | 
| 14.2.10.Granular, Inc. | 
| 15. Research Methodology | 
| 16. Appendix and Abbreviations | 
Key Market Players