デジタル農業市場レポート：2031年までの動向、予測、競合分析

世界のデジタル農業市場の将来は、アドバイザリーサービス、精密農業・農場管理、品質管理・トレーサビリティ、デジタル調達、農業eコマース、金融サービス市場に機会があり、有望視されています。世界のデジタル農業市場は、2025年から2031年までのCAGRが10.8%で、2031年までに推定419億米ドルに達すると予想されます。この市場の主な促進要因は、デジタル農業の認知度が高まり、普及を後押ししているのは、政府の戦略的政策、技術の進歩、無駄の削減と資源の効率的利用です。

• Lucintelの予測によると、運用別では、農家やその他の利害関係者がスカウティングやモニタリングを通じて農作業の中断を遠隔で記録できることから、モニタリング＆スカウティングが予測期間中に最も高い成長を遂げる見込みです。
• 提供別では、アドバイザリーサービスが最も高い成長が見込まれています。これは、ほとんどの作業をサービスプロバイダーが処理し、生産量を増やす方法についても農家に助言するためです。
• 地域別では、農業の近代化が進んでいるアジア太平洋地域が予測期間中に最も高い成長が見込まれます。

デジタル農業市場の戦略的成長機会

デジタル農業市場には、さまざまな用途で数多くの戦略的成長機会が存在します。以下は、利害関係者が成長のために活用できる5つの主要機会です。

• スマート灌漑システムの開発：効率的な水管理の需要が、スマート灌漑技術の成長を促進しています。企業は、センサーとデータ分析を使用して灌漑スケジュールを最適化し、水の無駄を削減する統合ソリューションを開発することができます。
• データ分析サービスの拡大：農家のデータ主導型洞察への依存度が高まる中、企業が高度な分析サービスを提供する機会が増えています。こうしたサービスは、農家がデータを解釈し、十分な情報に基づいた意思決定を行うのに役立ちます。
• 持続可能な農業技術への投資：持続可能性が重視される中、環境に優しい農法を促進するテクノロジーには成長の可能性があります。これには、化学物質の使用を最小限に抑え、土壌の健全性を高めるソリューションが含まれます。
• ロボット工学と自動化の統合：農業における労働力不足は、ロボットによるソリューション開発の機会を生み出します。企業は、作物の植え付け、収穫、モニタリングなどの作業を支援する自動化技術に投資することができます。
• 農業協同組合との協力：農業協同組合とのパートナーシップは、市場へのリーチを高め、デジタルソリューションの採用を促進することができます。このような協力関係は、革新的なテクノロジーを拡大し、零細農家へのアクセスを改善するのに役立ちます。

こうした戦略的成長機会は、デジタル農業市場が大きく発展する可能性を浮き彫りにします。スマート灌漑、データ分析、持続可能な農業技術に注力することで、利害関係者はイノベーションを推進し、効率を向上させることができます。ロボット工学の統合は労働力不足に対処し、農業協同組合との協働は市場アクセスを強化します。これらの機会を総合すると、デジタル農業市場は継続的な成長と進化を遂げ、近代的な農法と持続可能な目標の要求を満たすことができます。

デジタル農業市場の促進要因・課題

デジタル農業市場は、その成長ダイナミクスを形成する様々な促進要因・課題の影響を受けています。これらの要因を理解することは、進化する情勢を効果的にナビゲートすることを目指す利害関係者にとって不可欠です。以下は、市場に影響を与える5つの主な促進要因・課題と3つの主な課題です。

デジタル農業市場を牽引する要因は以下の通りである：

• 技術の進歩：IoT、AI、データ分析などの技術の急速な進歩が、農業におけるデジタルソリューションの採用を促進しています。これらの技術は、より優れた資源管理を可能にし、作物の収量を向上させる。
• 世界人口の増加：世界人口の増加が食糧増産への需要を促進しています。デジタル農業は、生産性を高め、この需要増に持続的に対応するために必要なツールを提供します。
• 持続可能性の重視：環境問題への意識が高まり、持続可能な農法が求められています。デジタル技術により、農家は環境に優しい農業を実践し、資源利用を最適化することができます。
• 政府の支援と資金援助：多くの政府が、デジタル農業技術の導入に財政的支援やインセンティブを提供しています。こうした支援は、同分野におけるイノベーションと先進的ソリューションの採用を後押しします。
• 透明性に対する消費者の需要の高まり：消費者は食品生産における透明性をますます求めるようになっています。ブロックチェーンなどのデジタル農業ソリューションは、トレーサビリティを強化し、製品が消費者の期待に確実に応えられるようにすることができます。

デジタル農業市場の課題には以下が含まれる：

• 初期投資コストの高さ：デジタル技術を導入するための初期コストは、多くの農家、特に小規模農家にとって障壁となりうる。この課題は、先進的ソリューションへのアクセスを制限し、市場の成長を遅らせる可能性があります。
• デジタルインフラの不足：多くの地域、特に農村部では、デジタルインフラが不十分なため、デジタル農業技術の導入が妨げられる可能性があります。インターネット接続が限られているため、農家がデータやデジタルツールにアクセスする能力に影響が出る。
• 変化への抵抗：伝統的な農法は、一部の農家が新技術の導入に抵抗感を持つことにつながります。このような考え方を克服するには、デジタル農業の利点を教育し、実証する必要があります。

こうした市場促進要因・課題が総合的にデジタル農業市場のダイナミクスを形成しています。技術の進歩と政府の支援が大きな成長機会を生み出す一方で、初期コストの高さやインフラの不足といった課題にも対処しなければならないです。持続可能性への注目と、透明性に対する消費者の要求の高まりが、デジタルソリューションの採用を後押ししています。利害関係者は、こうした複雑性をうまく乗り切ることで、競争力を強化し、デジタル農業の継続的な進化に貢献し、現代の食糧生産の課題に確実に対応することができます。

目次

第1章 エグゼクティブサマリー

第2章 世界のデジタル農業市場：市場力学

• イントロダクション、背景、分類
• サプライチェーン
• 業界の促進要因と課題

第3章 2019年から2031年までの市場動向と予測分析

• マクロ経済動向（2019-2024年）と予測（2025-2031年）
• 世界のデジタル農業市場の動向（2019～2024年）と予測（2025～2031年）
• タイプ別
  • ハードウェア
  • ソフトウェア
  • サービス
• 運用別
  • 農業と給餌
  • 監視と偵察
  • マーケティングと需要創出
• 提供別
  • アドバイザリーサービス
  • 精密農業と農場管理
  • 品質管理とトレーサビリティ
  • デジタル調達
  • 農業eコマース
  • 金融サービス
• 技術別
  • 周辺技術
  • コアテクノロジー

第4章 2019年から2031年までの地域別市場動向と予測分析

• 地域別：世界デジタル農業市場
• 北米のデジタル農業市場
• 欧州のデジタル農業市場
• アジア太平洋地域のデジタル農業市場
• その他地域のデジタル農業市場

第5章 競合分析

• 製品ポートフォリオ分析
• 運用統合
• ポーターのファイブフォース分析

第6章 成長機会と戦略分析

• 成長機会分析
  • タイプ別
  • 運用別
  • 提供別
  • 技術別
  • 地域別
• 世界のデジタル農業市場の新たな動向
• 戦略分析
  • 新製品開発
  • 世界のデジタル農業市場の能力拡大
  • 世界のデジタル農業市場における合併、買収、合弁事業
  • 認証とライセンシング

第7章 主要企業の企業プロファイル

• CISCO Systems
• IBM Corporation
• Accenture
• Deere & Company
• Trimble
• DeLaval
• AKVA Group
• Hexagon
• DJI
• Epicor Software Corporation

The future of the global digital agriculture market looks promising with opportunities in the advisory service, precision agriculture & farm management, quality management & traceability, digital procurement, agri e-commerce, and financial service markets. The global digital agriculture market is expected to reach an estimated $41.9 billion by 2031 with a CAGR of 10.8% from 2025 to 2031. The major drivers for this market are increasing awareness of digital agriculture and helping to increase adoption is a strategic government policy, advances in technology, minimizing waste and efficient use of resources, and reducing wastage and efficient use of resources.

• Lucintel forecasts that, within the operation category, monitoring & scouting are expected to witness the highest growth over the forecast period due to farmers and other stakeholders can remotely record any disruption in farm work through scouting and monitoring.
• Within the service category, advisory service is expected to witness the highest growth due to most tasks being handled by service providers, who also advise farmers on how to increase output.
• In terms of regions, APAC is expected to witness the highest growth over the forecast period due to growing modernization in the agriculture industry.

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Emerging Trends in the Digital Agriculture Market

The digital agriculture market is evolving rapidly, driven by several emerging trends that reflect advancements in technology and changing agricultural practices. Below are five key trends shaping the landscape of digital agriculture.

• Precision Farming Technologies: Precision farming utilizes advanced technologies such as GPS, IoT, and data analytics to optimize farming practices. This trend allows farmers to make data-driven decisions, improving crop yields and resource efficiency.
• Increased Use of Drones: Drones are increasingly employed for monitoring crop health, assessing field conditions, and managing irrigation. Their ability to collect real-time data enables farmers to respond promptly to potential issues, enhancing productivity.
• Integration of AI and Machine Learning: AI and machine learning are used to analyze agricultural data and predict outcomes. These technologies help farmers optimize planting schedules, pest management, and resource allocation, leading to better decision-making.
• Blockchain for Supply Chain Transparency: Blockchain technology is gaining traction in agriculture to enhance supply chain transparency. This trend allows for tracking the origin of products, ensuring food safety, and building consumer trust.
• Mobile Applications for Farmers: Mobile apps are becoming essential tools for farmers, providing access to weather forecasts, market prices, and best practices. This trend empowers farmers with information that helps them make informed decisions.

These emerging trends are fundamentally reshaping the digital agriculture market by enhancing efficiency, productivity, and transparency. Precision farming technologies enable data-driven decision-making, while drones provide crucial real-time insights. The integration of AI enhances predictive capabilities, improving resource management. Blockchain technology adds a layer of transparency to the supply chain, ensuring food safety and trust among consumers. Mobile applications empower farmers with critical information, fostering a more connected and informed agricultural community. Collectively, these trends are driving the transformation of agriculture into a more data-centric and efficient industry.

Recent Developments in the Digital Agriculture Market

Recent developments in the digital agriculture market reflect the rapid evolution of technology and its impact on farming practices. Below are five key developments that are shaping the industry.

• Launch of Advanced Precision Agriculture Tools: New precision agriculture tools that leverage IoT and data analytics are being introduced. These tools enable farmers to monitor crop health, optimize irrigation, and make informed decisions based on real-time data.
• Adoption of AI-Driven Solutions: Companies are increasingly integrating AI into agricultural applications to enhance predictive analytics. These solutions help farmers anticipate crop diseases, optimize yields, and manage resources more effectively.
• Growth of E-commerce Platforms for Farmers: The rise of e-commerce platforms specifically designed for agricultural products is facilitating direct sales from farmers to consumers. This development enhances market access for farmers and promotes local produce.
• Increased Collaboration between Tech Firms and Farmers: Partnerships between technology providers and farmers are becoming more common. These collaborations focus on developing tailored solutions that address specific agricultural challenges, fostering innovation and efficiency.
• Regulatory Support for Digital Agriculture Initiatives: Governments are providing regulatory support to promote the adoption of digital technologies in agriculture. This support includes funding for research and development, as well as initiatives to improve digital infrastructure in rural areas.

These recent developments are significantly impacting the digital agriculture market by enhancing the capabilities available to farmers. The introduction of advanced precision agriculture tools and AI-driven solutions is transforming how farming is managed, allowing for greater efficiency and productivity. The growth of e-commerce platforms provides new market opportunities, while collaborations between tech firms and farmers drive innovation. Additionally, regulatory support fosters a conducive environment for adopting digital technologies, ensuring that the agricultural sector is better equipped to meet future challenges.

Strategic Growth Opportunities for the Digital Agriculture Market

The digital agriculture market presents numerous strategic growth opportunities across various applications. Below are five key opportunities that stakeholders can leverage for growth.

• Development of Smart Irrigation Systems: The demand for efficient water management is driving growth in smart irrigation technologies. Companies can develop integrated solutions that use sensors and data analytics to optimize irrigation schedules and reduce water waste.
• Expansion of Data Analytics Services: As farmers increasingly rely on data-driven insights, there is a growing opportunity for companies to provide advanced analytics services. These services can help farmers interpret data and make informed decisions.
• Investment in Sustainable Farming Technologies: With a focus on sustainability, there is potential for growth in technologies that promote eco-friendly farming practices. This includes solutions that minimize chemical use and enhance soil health.
• Integration of Robotics and Automation: The labor shortage in agriculture creates opportunities for the development of robotic solutions. Companies can invest in automation technologies that assist with tasks such as planting, harvesting, and monitoring crops.
• Collaboration with Agricultural Cooperatives: Partnerships with agricultural cooperatives can enhance market reach and facilitate the adoption of digital solutions. These collaborations can help scale innovative technologies and improve access for smallholder farmers.

These strategic growth opportunities highlight the potential for significant advancements in the digital agriculture market. By focusing on smart irrigation, data analytics, and sustainable farming technologies, stakeholders can drive innovation and improve efficiency. The integration of robotics addresses labor shortages, while collaborations with agricultural cooperatives enhance market access. Collectively, these opportunities position the digital agriculture market for continued growth and evolution, meeting the demands of modern farming practices and sustainability goals.

Digital Agriculture Market Driver and Challenges

The digital agriculture market is influenced by various drivers and challenges that shape its growth dynamics. Understanding these factors is essential for stakeholders aiming to navigate the evolving landscape effectively. Below are five main drivers and three key challenges impacting the market.

The factors driving the digital agriculture market include:

• Technological Advancements: Rapid advancements in technology, such as IoT, AI, and data analytics, are driving the adoption of digital solutions in agriculture. These technologies enable better resource management and improve crop yields.
• Increasing Global Population: The growing global population is driving the demand for increased food production. Digital agriculture provides the tools necessary to enhance productivity and meet this rising demand sustainably.
• Focus on Sustainability: There is a heightened awareness of environmental issues and the need for sustainable farming practices. Digital technologies enable farmers to implement eco-friendly practices and optimize resource use.
• Government Support and Funding: Many governments are providing financial support and incentives for adopting digital agriculture technologies. This support encourages innovation and the adoption of advanced solutions in the sector.
• Rising Consumer Demand for Transparency: Consumers are increasingly demanding transparency in food production. Digital agriculture solutions, such as blockchain, can enhance traceability, ensuring that products meet consumer expectations.

Challenges in the digital agriculture market include:

• High Initial Investment Costs: The initial costs of implementing digital technologies can be a barrier for many farmers, especially smallholders. This challenge limits access to advanced solutions and can slow market growth.
• Lack of Digital Infrastructure: In many regions, particularly rural areas, inadequate digital infrastructure can hinder the adoption of digital agriculture technologies. Limited internet connectivity affects farmers' ability to access data and digital tools.
• Resistance to Change: Traditional farming practices can lead to resistance among some farmers to adopt new technologies. Overcoming this mindset requires education and demonstration of the benefits of digital agriculture.

These drivers and challenges collectively shape the dynamics of the digital agriculture market. While technological advancements and government support create significant growth opportunities, challenges such as high initial costs and lack of infrastructure must be addressed. The focus on sustainability and rising consumer demand for transparency drive the adoption of digital solutions. By navigating these complexities, stakeholders can enhance their competitiveness and contribute to the continued evolution of digital agriculture, ensuring it meets the challenges of modern food production.

List of Digital Agriculture Companies

Companies in the market compete based on product quality offered. Major players in this market focus on expanding their manufacturing facilities, R&D investments, infrastructural development, and leverage integration opportunities across the value chain. Through these strategies, digital agriculture companies cater to increasing demand, ensure competitive effectiveness, develop innovative products & technologies, reduce production costs, and expand their customer base. Some of the digital agriculture companies profiled in this report include-

• CISCO Systems
• IBM Corporation
• Accenture
• Deere & Company
• Trimble
• DeLaval
• AKVA Group
• Hexagon
• DJI
• Epicor Software Corporation

Digital Agriculture by Segment

The study includes a forecast for the global digital agriculture market by type, operation, offering, technology, and region.

Digital Agriculture Market by Type [Analysis by Value from 2019 to 2031]:

• Hardware
• Software
• Service

Digital Agriculture Market by Operation [Analysis by Value from 2019 to 2031]:

• Farming & Feeding
• Monitoring & Scouting
• Marketing & Demand Generation

Digital Agriculture Market by Offering [Analysis by Value from 2019 to 2031]:

• Advisory Services
• Precision Agriculture & Farm Management
• Quality Management & Traceability
• Digital Procurement
• Agri E-commerce
• Financial Services

Digital Agriculture Market by Technology [Analysis by Value from 2019 to 2031]:

• Peripheral Technologies
• Core Technologies

Digital Agriculture Market by Region [Analysis by Value from 2019 to 2031]:

• North America
• Europe
• Asia Pacific
• The Rest of the World

Country Wise Outlook for the Digital Agriculture Market

The digital agriculture market is experiencing rapid advancements as technology transforms farming practices globally. Innovations in data analytics, IoT, and AI are helping farmers optimize their operations, enhance productivity, and address sustainability challenges. Countries like the United States, China, Germany, India, and Japan are leading this transformation by integrating digital solutions into traditional agricultural practices. These developments are not only improving crop yields but also providing farmers with valuable insights to make informed decisions, ultimately reshaping the agricultural landscape.

• United States: In the United States, the digital agriculture market is advancing through the integration of precision farming technologies. Farmers are increasingly adopting IoT devices and drones for real-time monitoring of crops and soil health. Major companies are investing in data analytics platforms that provide actionable insights, helping farmers optimize resource usage and increase yields. Additionally, government initiatives promoting sustainable practices are driving the adoption of digital solutions. The focus on automation and AI-driven technologies is setting a new standard for efficiency in American agriculture.
• China: China's digital agriculture market is rapidly expanding, driven by government support for modernization in agriculture. The country is seeing a surge in the adoption of smart farming technologies, including AI and big data analytics. Farmers are using mobile apps to access real-time weather information, market prices, and crop management tools. The integration of e-commerce platforms with agricultural data is also gaining momentum, allowing farmers to reach consumers directly. These advancements aim to improve food security and enhance productivity across the agricultural sector.
• Germany: In Germany, the digital agriculture market is characterized by strong collaboration between technology providers and farmers. The country focuses on sustainable farming practices, with many farmers adopting precision agriculture tools that utilize satellite imagery and data analytics. Innovations in robotics and automation are also enhancing efficiency in crop production. Moreover, Germany is promoting research and development initiatives to create eco-friendly digital solutions, aiming to reduce the environmental impact of agriculture. This commitment to sustainability is reshaping the agricultural landscape in the country.
• India: India's digital agriculture market is gaining traction as farmers increasingly adopt mobile technologies and data-driven solutions. The government is promoting initiatives that provide access to digital platforms for weather forecasts, pest management, and market prices. Startups are emerging with innovative solutions that empower smallholder farmers to optimize their practices. Furthermore, the integration of fintech solutions is helping farmers access credit and insurance more easily, enabling them to invest in technology and improve their productivity. These developments are essential for enhancing food security in a rapidly growing population.
• Japan: Japan's digital agriculture market focuses on advanced technologies such as robotics and automation to address labor shortages in the agricultural sector. Farmers leverage precision farming techniques and data analytics to enhance productivity and sustainability. The government actively promotes smart agriculture initiatives that encourage the adoption of digital solutions. Additionally, Japan is seeing a rise in collaborations between agricultural cooperatives and tech companies, fostering innovation and improving the efficiency of farming practices. This focus on modernization is transforming Japan's agricultural landscape.

Features of the Global Digital Agriculture Market

Market Size Estimates: Digital agriculture market size estimation in terms of value ($B).

Trend and Forecast Analysis: Market trends (2019 to 2024) and forecast (2025 to 2031) by various segments and regions.

Segmentation Analysis: Digital agriculture market size by various segments, such as by type, operation, offering, technology, and region in terms of value ($B).

Regional Analysis: Digital agriculture market breakdown by North America, Europe, Asia Pacific, and Rest of the World.

Growth Opportunities: Analysis of growth opportunities in different types, operations, offerings, technology, and regions for the digital agriculture market.

Strategic Analysis: This includes M&A, new product development, and the competitive landscape of the digital agriculture market.

Analysis of competitive intensity of the industry based on Porter's Five Forces model.

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This report answers the following 11 key questions:

• Q.1. What are some of the most promising, high-growth opportunities for the digital agriculture market by type (hardware, software, and service), operation (farming & feeding, monitoring & scouting, and marketing & demand generation), offering (advisory services, precision agriculture & farm management, quality management & traceability, digital procurement, agri e-commerce, and financial services), technology (peripheral technologies and core technologies), and region (North America, Europe, Asia Pacific, and the Rest of the World)?
• Q.2. Which segments will grow at a faster pace and why?
• Q.3. Which region will grow at a faster pace and why?
• Q.4. What are the key factors affecting market dynamics? What are the key challenges and business risks in this market?
• Q.5. What are the business risks and competitive threats in this market?
• Q.6. What are the emerging trends in this market and the reasons behind them?
• Q.7. What are some of the changing demands of customers in the market?
• Q.8. What are the new developments in the market? Which companies are leading these developments?
• Q.9. Who are the major players in this market? What strategic initiatives are key players pursuing for business growth?
• Q.10. What are some of the competing products in this market and how big of a threat do they pose for loss of market share by material or product substitution?
• Q.11. What M&A activity has occurred in the last 5 years and what has its impact been on the industry?

Table of Contents

1. Executive Summary

2. Global Digital Agriculture Market : Market Dynamics

• 2.1: Introduction, Background, and Classifications
• 2.2: Supply Chain
• 2.3: Industry Drivers and Challenges

3. Market Trends and Forecast Analysis from 2019 to 2031

• 3.1. Macroeconomic Trends (2019-2024) and Forecast (2025-2031)
• 3.2. Global Digital Agriculture Market Trends (2019-2024) and Forecast (2025-2031)
• 3.3: Global Digital Agriculture Market by Type
  • 3.3.1: Hardware
  • 3.3.2: Software
  • 3.3.3: Service
• 3.4: Global Digital Agriculture Market by Operation
  • 3.4.1: Farming & Feeding
  • 3.4.2: Monitoring & Scouting
  • 3.4.3: Marketing & Demand Generation
• 3.5: Global Digital Agriculture Market by Offering
  • 3.5.1: Advisory Services
  • 3.5.2: Precision Agriculture & Farm Management
  • 3.5.3: Quality Management & Traceability
  • 3.5.4: Digital Procurement
  • 3.5.5: Agri E-commerce
  • 3.5.6: Financial Services
• 3.6: Global Digital Agriculture Market by Technology
  • 3.6.1: Peripheral Technologies
  • 3.6.2: Core Technologies

4. Market Trends and Forecast Analysis by Region from 2019 to 2031

• 4.1: Global Digital Agriculture Market by Region
• 4.2: North American Digital Agriculture Market
  • 4.2.1: North American Digital Agriculture Market by Operation: Farming & Feeding, Monitoring & Scouting, and Marketing & Demand Generation
  • 4.2.2: North American Digital Agriculture Market by Offering: Advisory Services, Precision Agriculture & Farm Management, Quality Management & Traceability, Digital Procurement, Agri E-commerce, and Financial Services
• 4.3: European Digital Agriculture Market
  • 4.3.1: European Digital Agriculture Market by Operation: Farming & Feeding, Monitoring & Scouting, and Marketing & Demand Generation
  • 4.3.2: European Digital Agriculture Market by Offering: Advisory Services, Precision Agriculture & Farm Management, Quality Management & Traceability, Digital Procurement, Agri E-commerce, and Financial Services
• 4.4: APAC Digital Agriculture Market
  • 4.4.1: APAC Digital Agriculture Market by Operation: Farming & Feeding, Monitoring & Scouting, and Marketing & Demand Generation
  • 4.4.2: APAC Digital Agriculture Market by Offering: Advisory Services, Precision Agriculture & Farm Management, Quality Management & Traceability, Digital Procurement, Agri E-commerce, and Financial Services
• 4.5: ROW Digital Agriculture Market
  • 4.5.1: ROW Digital Agriculture Market by Operation: Farming & Feeding, Monitoring & Scouting, and Marketing & Demand Generation
  • 4.5.2: ROW Digital Agriculture Market by Offering: Advisory Services, Precision Agriculture & Farm Management, Quality Management & Traceability, Digital Procurement, Agri E-commerce, and Financial Services

5. Competitor Analysis

• 5.1: Product Portfolio Analysis
• 5.2: Operational Integration
• 5.3: Porter's Five Forces Analysis

6. Growth Opportunities and Strategic Analysis

• 6.1: Growth Opportunity Analysis
  • 6.1.1: Growth Opportunities for the Global Digital Agriculture Market by Type
  • 6.1.2: Growth Opportunities for the Global Digital Agriculture Market by Operation
  • 6.1.3: Growth Opportunities for the Global Digital Agriculture Market by Offering
  • 6.1.4: Growth Opportunities for the Global Digital Agriculture Market by Technology
  • 6.1.5: Growth Opportunities for the Global Digital Agriculture Market by Region
• 6.2: Emerging Trends in the Global Digital Agriculture Market
• 6.3: Strategic Analysis
  • 6.3.1: New Product Development
  • 6.3.2: Capacity Expansion of the Global Digital Agriculture Market
  • 6.3.3: Mergers, Acquisitions, and Joint Ventures in the Global Digital Agriculture Market
  • 6.3.4: Certification and Licensing

7. Company Profiles of Leading Players

• 7.1: CISCO Systems
• 7.2: IBM Corporation
• 7.3: Accenture
• 7.4: Deere & Company
• 7.5: Trimble
• 7.6: DeLaval
• 7.7: AKVA Group
• 7.8: Hexagon
• 7.9: DJI
• 7.10: Epicor Software Corporation