Digital Agriculture Software Market: By Software Type, By Application, By End User and Region 2020-2031

Digital Agriculture Software Market Size, Share, Growth, Trends, and Global Industry Analysis: By Software Type (Farm Management Software, Precision Agriculture Software, Crop Monitoring & Advisory Software, Livestock Management Software, Weather & Climate Monitoring Software, Supply Chain & Market Size, Share, Growth, Trends, and Global Industry Analysis: Linkage Software, Others), By Application (Crop Farming, Horticulture, Livestock & Dairy Farming, Aquaculture, Forestry, Others), By End User (Smallholder Farmers, Large Commercial Farms, Agribusinesses & Cooperatives, Government & Research Institutions, Others) and Region 2020-2031

Report ID:107309

Published Date:Oct 2025

No of Pages:200

Format:

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.

Key Developments:

  • In June 2025, Andhra Pradesh (India) announced it will fully digitize its agricultural operations starting from Kharif 2025, using APAIMS 2.0. This platform will replace all offline services and provide features like AI/ML-based pest and disease alerts at plot level, personalized advisories, and real-time e-market integration
  • In March 2025, CNH (Case IH and New Holland) under its Drops of the Future initiative partnered with xFarm to pilot precision agriculture technology in Uzbekistan. The project uses machine data and precision tools to help farmers improve productivity and conserve water amid water scarcity concerns.

Digital Agriculture Software Market Segmentation:

Based on the software type:

  • Farm Management Software
  • Precision Agriculture Software
  • Crop Monitoring & Advisory Software
  • Livestock Management Software
  • Weather & Climate Monitoring Software
  • Supply Chain & Market Linkage Software
  • Others

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
  • Horticulture
  • Livestock & Dairy Farming
  • Aquaculture
  • Forestry
  • Others

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:

  • Smallholder Farmers
  • Large Commercial Farms
  • Agribusinesses & Cooperatives
  • Government & Research Institutions
  • Others

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.

Digital Agriculture Software Market Summary

Study Period

2025-2031

Base Year

2024

CAGR

12.8%

Largest Market

Asia-Pacific

Fastest Growing Market

MEA

Digital Agriculture Software Market Dynamics

Drivers

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.

Restraints

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.

Opportunities

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.

Trends

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.

Digital Agriculture Software Market Segmentation Analysis

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

  • Farm Management Software
  • Precision Agriculture Software
  • Crop Monitoring & Advisory Software
  • Livestock Management Software
  • Weather & Climate Monitoring Software
  • Supply Chain & Market Linkage Software
  • Others

By Application

  • Crop Farming
  • Horticulture
  • Livestock & Dairy Farming
  • Aquaculture
  • Forestry
  • Others 

By End User

  • Smallholder Farmers
  • Large Commercial Farms
  • Agribusinesses & Cooperatives
  • Government & Research Institutions
  • Others

By Region

  • North America (U.S., Canada)
  • Europe (Germany, U.K., France, Italy, Russia, Spain, Rest of Europe)
  • Asia-Pacific (China, India, Japan, Australia, Southeast Asia, Rest of Asia Pacific)
  • Latin America (Mexico, Brazil, Argentina, Columbia, Rest of Latin America)
  • Middle East & Africa (GCC, Egypt, Nigeria, South Africa, Rest of Middle East and Africa)

Analyst Review

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.

Key Features of the Report

  • The digital agriculture software market report provides granular level information about the market size, regional market share, historic market (2020-2024), and forecast (2025-2031)
  • The report covers in-detail insights about the competitor’s overview, company share analysis, key market developments, and key strategies
  • The report outlines drivers, restraints, unmet needs, and trends that are currently affecting the market
  • The report tracks recent innovations, key developments, and start-up details that are actively working in the market
  • The report provides a plethora of information about market entry strategies, regulatory framework, and reimbursement scenario
  • The report analyses the impact of the socio-political environment through PESTLE Analysis and competition through Porter Five Force Analysis.

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Frequently Asked Questions

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

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Author

Manoj Kumar

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

1.Executive Summary
2.Global  Digital 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

  • Trimble Inc.
  • Deere & Company
  • AG Leader Technology
  • Topcon Corporation
  • BASF SE
  • Climate LLC (Bayer AG)
  • CNH Industrial N.V.
  • Raven Industries, Inc.
  • AgJunction Inc.
  • Granular, Inc.

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