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市場調查報告書
商品編碼
1857707

數位農業市場按產品類型、服務、技術、農場類型、應用和最終用戶分類－2025-2032年全球預測

Digital Agriculture Market by Product Type, Services, Technologies, Farming Type, Applications, End User - Global Forecast 2025-2032
出版日期: | 出版商: 360iResearch | 英文 184 Pages | 商品交期: 最快1-2個工作天內

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※ 本網頁內容可能與最新版本有所差異。詳細情況請與我們聯繫。

預計到 2032 年，數位農業市場規模將達到 496.2 億美元，複合年成長率為 10.79%。

關鍵市場統計數據
基準年 2024 218.5億美元
預計年份：2025年 240.8億美元
預測年份 2032 496.2億美元
複合年成長率 (%) 10.79%

就數位農業領域的融合力量以及相關人員應如何優先考慮戰略舉措以取得可衡量的成果，提供了權威的指導。

本執行摘要介紹了塑造數位農業的當代動態，綜合分析了技術進步、政策舉措和商業性活動，從而明確了相關人員當前決策的迫切需求。它將硬體、軟體和服務不斷演進的整合視為一個生態系統，而非彼此獨立的產品線，並著重強調了整合資料流如何成為農業系統運作韌性的關鍵要素。此外，本摘要還闡明了報告的細分和區域分析方法，使讀者能夠快速找到最符合自身策略需求的資訊。

隨著農業經營規模和複雜性的不斷成長，領導者必須平衡短期生產力提升與長期永續性目標。本導言概述了報告如何揭示可操作的洞察、風險因素和技術應用路徑，為後續章節的深入探討和實踐指導奠定基礎。報告旨在幫助讀者從理解市場訊號入手，制定具體的行動方案——無論是試點應用感測器和無人機、優先考慮農場管理軟體工作流程，還是將資源分配給能夠帶來可衡量農藝成果的服務夥伴關係。

對重塑數位農業的關鍵技術、營運和監管變革進行了深刻分析，並提出了適應性商業策略的有力論證。

在技​​術日趨成熟、供應鏈優先事項轉變以及監管預期不斷變化等因素的共同推動下，數位農業領域正經歷著一場變革。分析和人工智慧技術的進步正推動作物病害檢測、自動化決策和預測性農藝從概念驗證走向常規部署，從而對速度和準確性提出了新的營運要求。同時，從田間感測器到無人機再到牲畜監測器等分散式感測和物聯網設備，不斷擴展農場數據的規模和粒度，給各組織帶來了必須應對的整合和互通性挑戰。

同時，雲端原生架構和SaaS模式降低了小型生產者的進入門檻，同時也使大型農產品能夠編配採購、資源管理和供應鏈規劃等複雜的流程。機器人和自動化正在改變室內外農場勞動模式，促使勞動力技能和資本配置向機械化解決方案進行策略性調整。資源效率的日益提升進一步強化了這一轉變，水資源和養分管理如今已成為技術採納決策的核心。總而言之，這些動態正促使相關人員採用模組化、可擴展的方法，以便在出現新資料和用例時能夠持續迭代和快速重新配置。

對2025年美國關稅如何推動採購模式轉變、供應商重組以及服務驅動型市場反應進行冷靜評估

受美國2025年貿易政策影響，近期關稅調整對數位農業生態系統的採購、供應鏈配置和供應商選擇產生了多方面的影響。部分硬體組件和嵌入式系統關稅的提高，直接給依賴跨境製造的供應商帶來了成本壓力，促使一些供應商重新評估契約，並考慮生產地理多元化。為此，農業相關企業和合作社的採購團隊正在加快對替代供應商的資質審核流程，並重新調整整體擁有成本（TCO）指標的優先級，以應對潛在的長期關稅波動。

此外，關稅政策也提升了以軟體為核心的提案和託管服務的吸引力，以降低資本支出敏感度。基於訂閱的農藝支援、雲端託管分析和遠端系統管理系統正日益受到關注，因為它們可以將價值交付與實體設備購置脫鉤。同時，關稅環境也提升了區域化維護和現場支援網路的戰略價值，因為縮短的供應鏈可以降低停機風險並簡化合規流程。重要的是，這些動態正促使技術供應商、服務整合商和區域維護服務供應商再次攜手合作，打造捆綁式服務，在日益複雜的交易環境中滿足最終用戶的需求，同時維持淨利率。

透過全面的細分主導洞察，揭示產品、技術、服務、應用、農場類型和最終用戶優先事項的交匯點，從而釋放商業性價值。

對產品類型、服務、技術、作物類型、應用和最終用戶的深入了解，有助於制定精準的商業策略。就產品類型而言，市場涵蓋硬體、服務和軟體。硬體包括相機和成像設備、無人機、GPS 和 GNSS 設備以及用於採集田間和牲畜指標的各種感測器。服務包括諮詢、支援和維護以及系統整合，而軟體則分為數據分析和人工智慧平台以及農場管理套件。

諮詢服務涵蓋商務策略、風險管理和技術實施，而託管服務則包括資料即服務、基礎設施管理和基於訂閱的農藝支援。技術細分突顯了人工智慧和機器學習在自動化決策、作物病害檢測和預測分析中的作用；SaaS 應用中的資料儲存、遠端系統管理和雲端運算；物聯網設備，包括無人機、田間感測器和牲畜監測器；以及機器人和自動化在田間和室內作業中的作用。農業類型細分區分了室內和室外系統及其獨特的基礎設施和資料需求。應用層級細分涵蓋了用於作物監測的無人機測繪、田間感測器和衛星影像；透過田間測繪和變數施肥技術實現的精密農業；涵蓋能源、土壤和水資源管理的資源管理；以及從需求預測到庫存追蹤和採購最佳化的供應鏈管理。最後，最終用戶包括農業相關企業、農民、政府和監管機構以及研究機構，每個群體都展現出不同的採購模式和採用意願。整合這些層級，您可以根據客戶旅程和決策週期，優先考慮開發、商業測試和服務交付。

區域情報重點關注全球主要區域的經濟、監管和基礎設施狀況將如何影響採用路徑和策略夥伴。

美洲、歐洲、中東和非洲以及亞太地區的區域動態將對部署時間表、合作夥伴選擇和長期戰略規劃產生重大影響。在美洲，重點仍然是擴展精密農業能力，並將數位化工作流程整合到大規模商業營運中，效率提升和產量最佳化將推動市場需求。基礎設施投資和已建立的分銷網路支援感測器和無人機的快速部署，而充足的資金則鼓勵試點專案在多個季度測試投資回報率。從試點到企業部署的過渡需要關注資料管治以及傳統農場管理系統與新型分析平台之間的互通性。

在歐洲、中東和非洲，監管機構對永續性和可追溯性的重視正在加速資源管理和供應鏈解決方案的普及。在政策獎勵支援精準投入和排放的地區，買家越來越關注整合了分析、現場感測器和諮詢服務的整合產品。亞太地區已開發市場對高科技的應用呈現混合態勢，新興市場則呈現快速成長。在這裡，雲端原生服務、可擴展的訂閱模式和區域化的支援生態系統對於將興趣轉化為永續利用至關重要。本地維護能力、資料主權考量以及農業實踐的多樣性等區域因素決定了供應商和服務整合商的最佳市場定位。

商業和競爭的關鍵要點，展示了供應商和整合商如何調整其技術藍圖和市場策略，以確保在數位農業領域獲得持久優勢。

競爭格局的特點是：現有技術供應商拓展至鄰近服務領域，新興專家專注於解決細分領域的農藝問題，系統整合商則整合硬體、軟體和諮詢服務以交付成果。策略性舉措包括農場管理平台和分析的垂直整合、感測器製造商與雲端分析平台的夥伴關係，以及將安裝、現場維護與訂閱式農藝洞察相結合的服務包。供應商的差異化優勢不僅體現在功能清單上，還體現在數據可攜性、與傳統農場系統的整合便利性以及可驗證的農藝成果。

同時，市場准入往往取決於本地服務能力和快速的現場支援。整合認證的本地維護合作夥伴和區域資料中心的通路策略能夠提高執行時間並降低與貿易相關的供應鏈風險。技術藍圖強調模組化，使客戶能夠逐步採用，從而減少受技術資源限制的組織的阻力。財務模式正在轉向混合模式，融合硬體租賃、軟體訂閱和基於結果的契約，這反映了買方對可預測的營運成本和可衡量的績效指標的偏好。總而言之，競爭優勢越來越依賴將資料轉化為清晰、可執行提案的能力，這些方案能夠對產量比率、成本或環境足跡產生實質影響。

為產品、服務和商業領導者提供可操作的策略處方箋，以加速產品推廣並將試點計畫轉化為永續的收入來源。

領導者應優先採取切實可行的措施，使產品開發、夥伴關係模式和客戶成功實踐與觀察到的市場採納促進因素保持一致。首先，投資於互通性和開放API，以確保硬體、分析和管理平台能夠在客戶的不同部署環境中互通。其次，發展本地支援管道和策略維護夥伴關係，以縮短維修週期，並在貿易和物流波動的情況下增強買家的信心。第三，採用靈活的商業結構，例如基於訂閱的農藝支援和混合租賃模式，以確保持續的收入來源，同時降低小型生產商的准入門檻。

此外，我們將把研發重點放在可解釋人工智慧和透明的決策邏輯上，以建立農藝師和監管機構的信任。我們將優先考慮能夠展現短期營運效益的應用案例，例如最佳化水資源管理和病蟲害檢測，並建立可衡量的成果記錄。我們將加強與研究機構和政府計畫的合作，試行永續性相關干預措施，以爭取獎勵和公共資金。最後，我們將對銷售和實施團隊進行全面培訓，使其能夠將技術能力轉化為切實可行的農場效益。

一個透明且可複製的研究框架，結合一手和二手研究，產生策略建議和情境分析。

本研究整合了對行業從業者的訪談、文獻綜述以及對技術和政策趨勢的系統分析，旨在開發一種兼顧廣度和深度的可複製方法。一手研究包括與來自相關企業、技術供應商、服務整合商和研究機構的從業人員進行結構化對話，以了解其營運實務、採購標準和實施限制。二手資料則透過系統性回顧來追蹤影響市場動態的技術演進、監管變化和貿易發展。數據三角測量技術被用於協調不同觀點並檢驗關鍵主題。

我們的分析方法強調跨細分整合，結合產品、服務、技術、應用、農業類型和終端用戶觀點。區域分析考慮了基礎設施、監管環境和當地市場行為，以闡明實施路徑。我們盡可能地保持調查方法的透明性，透過清晰記錄的訪談通訊協定、第二手資料納入標準和分析假設來實現。敏感性分析和情境分析探索了不同的政策和供應鏈結果，以闡明潛在的策略曲折點，並指南商業團隊制定應急計畫。

將市場動態與實際優先事項進行關鍵性整合，使領導者能夠將技術能力轉化為切實可行的農藝和商業性成果。

總之，數位農業正處於曲折點，硬體、軟體和服務的整合能夠帶來可衡量的農藝、經濟和環境效益。成熟的分析技術、不斷擴展的物聯網應用以及不斷發展的服務模式，為相關人員投資於互通性、本地化支援和以結果為導向的商業模式的利益相關者創造了機會。貿易政策的轉變正在加速採購行為的某些變化，提高了以服務為主導的提案的相對吸引力，同時也凸顯了供應鏈韌性和可維護性的重要性。

因此，決策者必須平衡短期營運試驗與對資料架構和合作夥伴生態系統的中期投資。透過聚焦具有顯著影響的用例、使商業性條款與客戶的風險接受度相匹配，以及建立本地執行能力，企業可以將技術前景轉化為永續的業務成果。為確保數位化投資轉化為生產力和韌性的提升，實踐試驗、清晰的影響評估以及農藝、工程和商業團隊之間的緊密合作將是推動發展的關鍵。

目錄

第1章：序言

第2章調查方法

第3章執行摘要

第4章 市場概覽

第5章 市場洞察

  • 採用人工智慧主導的預測分析平台來最佳化作物產量和資源利用。
  • 整合基於無人機的頻譜影像和機器學習技術進行即時現場診斷
  • 部署物聯網感測器網路以實現精準灌溉管理和節水
  • 在農業供應鏈中實施基於區塊鏈的可追溯性解決方案
  • 開發配備電腦視覺技術的用於水果分類的機器人收割機
  • 結合衛星影像和巨量資料分析提高產量預測精度
  • 數位雙胞胎技術在模擬和最佳化農業運作方面的進展

第6章：美國關稅的累積影響，2025年

第7章：人工智慧的累積影響，2025年

第8章：按產品類型分類的數位農業市場

  • 硬體
    • 相機和成像設備
    • 無人機
    • GPS和GNSS設備
    • 感應器
  • 服務
    • 諮詢服務
    • 支援與維護
    • 系統整合
  • 軟體
    • 數據分析與人工智慧軟體
    • 農場管理軟體
      • 牲畜監測
      • 精密農業

第9章：按服務分類的數位農業市場

  • 諮詢服務
    • 商業策略
    • 風險管理
    • 技術實施
  • 託管服務
    • 資料即服務 (DaaS)
    • 基礎設施管理
    • 基於訂閱的農業支持
  • 支援與維護
    • 現場設備維護
    • 軟體更新
    • 技術支援

第10章：科技驅動的數位農業市場

  • 人工智慧和機器學習
    • 自動化決策
    • 作物病害檢測
    • 預測分析
  • 雲端處理
    • 資料儲存
    • 遠端系統管理系統
    • 軟體即服務 (SaaS) 應用
  • 物聯網設備
    • 無人機
    • 現場感測器
    • 牲畜監測設備
  • 機器人與自動化

第11章 按農業類型分類的數位農業市場

  • 室內農業
  • 戶外農耕

第12章：按應用分類的數位農業市場

  • 作物監測
    • 無人機測繪
    • 現場感測器
    • 衛星影像
  • 精密農業
    • 田間測繪
    • 現場監測
    • 可變利率技術
  • 資源管理
    • 能源管理
    • 土壤管理
    • 水資源管理
  • 供應鏈管理
    • 需求預測
    • 庫存追蹤
    • 採購最佳化

第13章：依最終用戶分類的數位農業市場

  • 農業相關企業
  • 農民
  • 政府和監管機構
  • 研究所

第14章：各區域數位農業市場

  • 美洲
    • 北美洲
    • 拉丁美洲
  • 歐洲、中東和非洲
    • 歐洲
    • 中東
    • 非洲
  • 亞太地區

第15章：按群體分類的數位農業市場

  • ASEAN
  • GCC
  • EU
  • BRICS
  • G7
  • NATO

第16章：各國數位農業市場

  • 美國
  • 加拿大
  • 墨西哥
  • 巴西
  • 英國
  • 德國
  • 法國
  • 俄羅斯
  • 義大利
  • 西班牙
  • 中國
  • 印度
  • 日本
  • 澳洲
  • 韓國

第17章 競爭格局

  • 2024年市佔率分析
  • FPNV定位矩陣，2024
  • 競爭分析
    • Accenture PLC
    • AGCO Corporation
    • AgGateway
    • Agreena ApS
    • AgriWebb Pty Ltd.
    • AKVA group ASA
    • Arable Labs, Inc.
    • BASF SE
    • Bayer AG
    • Ceres Imaging, Inc.
    • Cisco Systems, Inc.
    • CropX Technologies Ltd.
    • Deere & Company
    • DeLaval by Tetra Laval Group
    • DTN, LLC
    • Epicor Software Corporation
    • Eurofins Scientific
    • Farmers Business Network, Inc.
    • Farmers Edge Inc.
    • Gamaya by Mahindra & Mahindra
    • Hexagon AB
    • International Business Machines Corporation
    • Microsoft Corporation
    • PrecisionHawk, Inc. by Field Group
    • Raven Industries, Inc. by CNH Industrial NV
    • Small Robot Company
    • Syngenta Crop Protection AG
    • SZ DJI Technology Co., Ltd.
    • Taranis Visual Ltd.
    • TELUS Agriculture Solutions Inc.
    • Trimble Inc.
    • Vodafone Group PLC
Product Code: MRR-961BA04A2DF4

The Digital Agriculture Market is projected to grow by USD 49.62 billion at a CAGR of 10.79% by 2032.

KEY MARKET STATISTICS
Base Year [2024] USD 21.85 billion
Estimated Year [2025] USD 24.08 billion
Forecast Year [2032] USD 49.62 billion
CAGR (%) 10.79%

An authoritative orientation to the converging forces in digital agriculture and how stakeholders should prioritise strategic initiatives for measurable outcomes

This executive summary introduces contemporary dynamics shaping digital agriculture, synthesising technological advances, policy movements, and commercial behaviours that together define current decision imperatives for stakeholders. It frames the evolving intersection of hardware, software, and services as an ecosystem rather than discrete product lines, and it emphasises how integrated data flows are becoming the currency of operational resilience across farming systems. The introduction also clarifies the report's approach to segmentation and regional analysis so readers can quickly locate the intelligence most relevant to their strategic needs.

As agricultural operations scale and complexity intensifies, leaders must reconcile near-term productivity gains with longer-term sustainability objectives. This introduction sets expectations for the depth and practical orientation of subsequent sections, outlining how the report highlights actionable insights, risk vectors, and technological adoption pathways. It positions readers to move from understanding market signals to defining specific initiatives-whether that means piloting sensors and drones, prioritising software workflows for farm management, or allocating resources toward service partnerships that deliver measurable agronomic outcomes.

Insightful analysis of the pivotal technological, operational, and regulatory shifts reshaping digital agriculture and compelling adaptive commercial strategies

The landscape of digital agriculture is undergoing transformative shifts driven by technological maturation, shifting supply chain priorities, and evolving regulatory expectations. Advances in analytics and artificial intelligence have moved beyond proofs of concept to routine deployment in crop disease detection, automated decision making, and predictive agronomy, creating new operational expectations for speed and precision. At the same time, distributed sensing and Internet of Things devices-ranging from field sensors to drones and livestock monitors-are expanding the volume and granularity of farm data, which in turn raises integration and interoperability challenges that organisations must address.

Concurrently, cloud-native architectures and software-as-a-service models have lowered barriers to entry for smaller producers while enabling larger agribusinesses to orchestrate complex workflows across procurement, resource management, and supply chain planning. Robotics and automation are beginning to shift labor paradigms on both indoor and outdoor farms, prompting strategic realignments in workforce skill sets and in capital allocation toward mechanised solutions. These shifts are reinforced by growing attention to resource efficiency, with water and nutrient management now central to technology adoption decisions. Taken together, these dynamics compel stakeholders to adopt modular, scalable approaches that allow for continuous iteration and rapid reconfiguration as new data and use cases emerge.

A clear-eyed evaluation of how United States tariff actions in 2025 are prompting procurement shifts, vendor realignment, and service-focused market responses

Recent tariff changes originating from United States trade policy in 2025 have produced multifaceted effects across procurement, supply chain configuration, and vendor selection within the digital agriculture ecosystem. Increased duties on select hardware components and embedded systems have created immediate cost pressures for suppliers reliant on cross-border manufacturing, prompting some vendors to re-evaluate supplier contracts and consider geographic diversification of production. In response, procurement teams across agribusinesses and farm cooperatives have accelerated qualification cycles for alternative suppliers and re-prioritised total cost of ownership metrics to capture potential long-term tariff volatility.

Moreover, tariffs have amplified the attractiveness of software-centric propositions and managed services as a way to mitigate capital expenditure sensitivity. Subscription-based agronomic support, cloud-hosted analytics, and remote management systems have seen heightened interest because they decouple value delivery from physical equipment acquisition. At the same time, the tariff environment has increased the strategic value of localised maintenance and field support networks, as shorter supply lines reduce downtime risk and simplify compliance. Importantly, these dynamics are driving renewed collaboration between technology vendors, service integrators, and regional maintenance providers to create bundled offers that preserve margins while addressing end-user needs under heightened trade complexity.

Comprehensive segmentation-driven insights exposing where product, technology, service, application, farming type, and end-user priorities converge to unlock commercial value

Meaningful segmentation reveals where value is created and where adoption friction is concentrated, and a granular understanding of product type, services, technologies, farming type, applications, and end users enables targeted commercial strategies. When considering product types, the market spans hardware, service, and software. Hardware encompasses cameras and imaging devices, drones, GPS and GNSS devices, and a wide range of sensors that capture in-field and livestock metrics. Service offerings include consulting, support and maintenance, and system integration, while software divides between data analytics and AI platforms and farm management suites; within farm management, specialised modules support livestock monitoring and precision farming workflows.

Service segmentation presents opportunities to align delivery models with customer capacity: consulting services vary from business strategy to risk management and technology implementation, managed services include data-as-a-service, infrastructure management, and subscription-based agronomic support, and support and maintenance range from field equipment upkeep to software updates and technical assistance. Technology segmentation highlights the roles of AI and machine learning in automated decision making, crop disease detection, and predictive analytics; cloud computing in data storage, remote management, and SaaS applications; IoT devices including drones, field sensors, and livestock monitors; and robotics and automation in field and indoor operations. Farming type segmentation differentiates indoor versus outdoor systems and their unique infrastructure and data requirements. Application-level segmentation spans crop monitoring through drone surveying, field sensors, and satellite imaging, precision farming through field mapping and variable rate technology, resource management across energy, soil and water management, and supply chain management from demand forecasting to inventory tracking and procurement optimisation. Finally, the end-user spectrum includes agribusinesses, farmers, government and regulatory bodies, and research institutes, each of which exhibits distinct purchasing patterns and deployment readiness. Synthesising these layers clarifies where to prioritise development, commercial trials, and service delivery to match customer journeys and decision cycles.

Regional intelligence revealing how distinct economic, regulatory, and infrastructure conditions across major global regions shape adoption pathways and partner strategies

Regional dynamics materially influence adoption timelines, partner selection, and long-term strategic planning across the Americas, Europe, Middle East & Africa, and Asia-Pacific. In the Americas, emphasis remains on scaling precision farming capabilities and integrating digital workflows across large commercial operations, with demand driven by efficiency gains and yield optimisation. Infrastructure investments and well-established distribution networks support rapid deployment of sensors and drones, while capital availability encourages pilots that test ROI over multiple seasons. Transitioning from pilots to enterprise rollouts requires careful attention to data governance and interoperability between legacy farm management systems and newer analytics platforms.

In Europe, Middle East & Africa, regulatory attention to sustainability and traceability accelerates adoption of resource management and supply chain solutions, while fragmented farm sizes in parts of Europe and Africa produce diverse procurement behaviours. Where policy incentives support precision inputs and reduced emissions, buyers show heightened interest in integrated offerings that combine analytics, field sensors, and advisory services. Asia-Pacific presents a mix of high-tech adoption in advanced markets and rapid leapfrogging in emerging ones; here, cloud-native services, scalable subscription models, and localised support ecosystems are central to converting interest into sustained usage. Across regions, local maintenance capacity, data sovereignty considerations, and agricultural practice heterogeneity determine the optimal go-to-market posture for vendors and service integrators.

Key commercial and competitive takeaways showing how vendors and integrators are aligning technology roadmaps and go-to-market strategies to secure durable advantage in digital agriculture

The competitive landscape is characterised by established technology suppliers expanding into adjacent service offerings, emerging specialists focusing on niche agronomic problems, and systems integrators combining hardware, software, and advisory services to deliver outcomes. Strategic behaviours include vertical integration of analytics with farm management platforms, partnerships that link sensor manufacturers with cloud-hosted analytics, and service bundling that pairs installation and field maintenance with subscription-based agronomic insights. Vendors are increasingly differentiating on data portability, ease of integration with legacy farm systems, and demonstrable agronomic outcomes rather than feature lists alone.

In parallel, go-to-market moats now often derive from local service capacity and the ability to provide rapid field support. Channel strategies that incorporate certified local maintenance partners and regional data centres improve uptime and alleviate trade-related supply chain risks. Technology roadmaps emphasise modularity to allow customers to adopt incrementally, reducing friction for organisations with constrained technical resources. Financial models are shifting to hybrid approaches that blend hardware leasing, software subscriptions, and outcome-based contracts, reflecting buyer preference for predictable operating expenses and measurable performance metrics. Overall, competitive advantage increasingly hinges on the capacity to translate data into clear, actionable recommendations that materially affect yield, cost, or environmental footprint.

Actionable strategic prescriptions for product, service, and commercial leaders to accelerate adoption and convert pilots into sustainable revenue streams

Leaders should prioritise practical steps that align product development, partnership models, and customer success practices with observed adoption drivers. First, invest in interoperability and open APIs to ensure that hardware, analytics, and management platforms can interoperate across customer deployments; this reduces friction during pilot scaling and improves stickiness. Second, develop local support channels and strategic maintenance partnerships to shorten repair cycles and increase trust among buyers who face trade and logistics volatility. Third, adopt flexible commercial constructs such as subscription-based agronomic support and hybrid leasing models to lower entry barriers for smaller producers while preserving recurring revenue streams.

Additionally, allocate R&D focus toward explainable AI and transparent decision logic to increase confidence among agronomists and regulators. Prioritise use cases that demonstrate short-term operational impact, such as water management optimisation or disease detection, to establish a track record of measurable outcomes. Strengthen collaborations with research institutes and government programmes to pilot sustainability-linked interventions that can unlock incentives and public funding. Finally, ensure that sales and implementation teams are trained to translate technical capabilities into tangible farm-level benefits; this alignment between product, service, and commercial messaging will improve conversion rates and long-term retention.

A transparent and reproducible research framework combining primary practitioner input with systematic secondary review to underpin strategic recommendations and scenario analysis

This study synthesises primary interviews with industry practitioners, secondary literature review, and structured analysis of technology and policy developments to create a reproducible methodology that balances breadth and depth. Primary research included structured conversations with practitioners across agribusinesses, technology vendors, service integrators, and research institutions to capture operational realities, procurement criteria, and implementation constraints. Secondary sources were systematically reviewed to trace technological evolution, regulatory shifts, and trade developments that influence market dynamics. Data triangulation techniques were applied to reconcile differing perspectives and validate key themes.

Analytical methods emphasised cross-segmentation synthesis, combining product, service, technology, application, farming type, and end-user perspectives to surface actionable insights. Regional analyses weighed infrastructure, regulatory posture, and local market behaviour to contextualise adoption pathways. Where possible, methodological transparency was maintained through clear documentation of interview protocols, inclusion criteria for secondary materials, and analytical assumptions. Sensitivity and scenario analysis explored alternative policy and supply chain outcomes to illustrate potential strategic inflection points and to guide contingency planning for commercial teams.

A decisive synthesis of market dynamics and practical priorities to help leaders convert technological capability into tangible agronomic and commercial outcomes

In conclusion, digital agriculture is at an inflection point where integrated hardware, software, and services can deliver measurable agronomic, economic, and environmental benefits. The combination of mature analytics, expanding IoT deployments, and evolving service models creates opportunity for stakeholders that invest in interoperability, localised support, and outcome-focused commercial models. Trade policy shifts have accelerated certain changes in procurement behaviour and enhanced the relative attractiveness of service-led propositions, but they also underline the importance of supply chain resilience and maintenance capabilities.

Decision-makers should therefore balance near-term operational pilots with medium-term investments in data architecture and partner ecosystems that enable scale. By concentrating on use cases with demonstrable impact, aligning commercial terms with customer risk appetites, and building regional execution capacity, organisations can convert technological promise into sustained business outcomes. The path forward rewards pragmatic experimentation, clear measurement of impact, and close collaboration across agronomy, engineering, and commercial teams to ensure that digital investments translate into improved productivity and resilience.

Table of Contents

1. Preface

  • 1.1. Objectives of the Study
  • 1.2. Market Segmentation & Coverage
  • 1.3. Years Considered for the Study
  • 1.4. Currency & Pricing
  • 1.5. Language
  • 1.6. Stakeholders

2. Research Methodology

3. Executive Summary

4. Market Overview

5. Market Insights

  • 5.1. Adoption of AI-driven predictive analytics platforms to optimize crop yield and resource use
  • 5.2. Integration of drone-based multispectral imaging with machine learning for real-time field diagnostics
  • 5.3. Deployment of IoT sensor networks for precision irrigation management and water conservation
  • 5.4. Implementation of blockchain-enabled traceability solutions across agricultural supply chains
  • 5.5. Development of robotic harvesters equipped with computer vision for selective fruit picking
  • 5.6. Utilization of satellite imagery combined with big data analytics for yield forecasting accuracy
  • 5.7. Advancement of digital twin technology for simulating and optimizing farm operational workflows

6. Cumulative Impact of United States Tariffs 2025

7. Cumulative Impact of Artificial Intelligence 2025

8. Digital Agriculture Market, by Product Type

  • 8.1. Hardware
    • 8.1.1. Cameras And Imaging Devices
    • 8.1.2. Drones
    • 8.1.3. GPS And GNSS Devices
    • 8.1.4. Sensors
  • 8.2. Service
    • 8.2.1. Consulting Services
    • 8.2.2. Support And Maintenance
    • 8.2.3. System Integration
  • 8.3. Software
    • 8.3.1. Data Analytics And AI Software
    • 8.3.2. Farm Management Software
      • 8.3.2.1. Livestock Monitoring
      • 8.3.2.2. Precision Farming

9. Digital Agriculture Market, by Services

  • 9.1. Consulting Services
    • 9.1.1. Business Strategy
    • 9.1.2. Risk Management
    • 9.1.3. Technology Implementation
  • 9.2. Managed Services
    • 9.2.1. Data as a Service (DaaS)
    • 9.2.2. Infrastructure Management
    • 9.2.3. Subscription-Based Agronomic Support
  • 9.3. Support and Maintenance
    • 9.3.1. Field Equipment Maintenance
    • 9.3.2. Software Updates
    • 9.3.3. Technical Support

10. Digital Agriculture Market, by Technologies

  • 10.1. AI and Machine Learning
    • 10.1.1. Automated Decision Making
    • 10.1.2. Crop Disease Detection
    • 10.1.3. Predictive Analytics
  • 10.2. Cloud Computing
    • 10.2.1. Data Storage
    • 10.2.2. Remote Management Systems
    • 10.2.3. Software as a Service (SaaS) Applications
  • 10.3. IoT Devices
    • 10.3.1. Drones
    • 10.3.2. Field Sensors
    • 10.3.3. Livestock Monitoring Devices
  • 10.4. Robotics and Automation

11. Digital Agriculture Market, by Farming Type

  • 11.1. Indoor Farming
  • 11.2. Outdoor Farming

12. Digital Agriculture Market, by Applications

  • 12.1. Crop Monitoring
    • 12.1.1. Drone Surveying
    • 12.1.2. Field Sensors
    • 12.1.3. Satellite Imaging
  • 12.2. Precision Farming
    • 12.2.1. Field Mapping
    • 12.2.2. In-Field Monitoring
    • 12.2.3. Variable Rate Technology
  • 12.3. Resource Management
    • 12.3.1. Energy Management
    • 12.3.2. Soil Management
    • 12.3.3. Water Management
  • 12.4. Supply Chain Management
    • 12.4.1. Demand Forecasting
    • 12.4.2. Inventory Tracking
    • 12.4.3. Procurement Optimization

13. Digital Agriculture Market, by End User

  • 13.1. Agribusinesses
  • 13.2. Farmers
  • 13.3. Government And Regulatory Body
  • 13.4. Research Institutes

14. Digital Agriculture Market, by Region

  • 14.1. Americas
    • 14.1.1. North America
    • 14.1.2. Latin America
  • 14.2. Europe, Middle East & Africa
    • 14.2.1. Europe
    • 14.2.2. Middle East
    • 14.2.3. Africa
  • 14.3. Asia-Pacific

15. Digital Agriculture Market, by Group

  • 15.1. ASEAN
  • 15.2. GCC
  • 15.3. European Union
  • 15.4. BRICS
  • 15.5. G7
  • 15.6. NATO

16. Digital Agriculture Market, by Country

  • 16.1. United States
  • 16.2. Canada
  • 16.3. Mexico
  • 16.4. Brazil
  • 16.5. United Kingdom
  • 16.6. Germany
  • 16.7. France
  • 16.8. Russia
  • 16.9. Italy
  • 16.10. Spain
  • 16.11. China
  • 16.12. India
  • 16.13. Japan
  • 16.14. Australia
  • 16.15. South Korea

17. Competitive Landscape

  • 17.1. Market Share Analysis, 2024
  • 17.2. FPNV Positioning Matrix, 2024
  • 17.3. Competitive Analysis
    • 17.3.1. Accenture PLC
    • 17.3.2. AGCO Corporation
    • 17.3.3. AgGateway
    • 17.3.4. Agreena ApS
    • 17.3.5. AgriWebb Pty Ltd.
    • 17.3.6. AKVA group ASA
    • 17.3.7. Arable Labs, Inc.
    • 17.3.8. BASF SE
    • 17.3.9. Bayer AG
    • 17.3.10. Ceres Imaging, Inc.
    • 17.3.11. Cisco Systems, Inc.
    • 17.3.12. CropX Technologies Ltd.
    • 17.3.13. Deere & Company
    • 17.3.14. DeLaval by Tetra Laval Group
    • 17.3.15. DTN, LLC
    • 17.3.16. Epicor Software Corporation
    • 17.3.17. Eurofins Scientific
    • 17.3.18. Farmers Business Network, Inc.
    • 17.3.19. Farmers Edge Inc.
    • 17.3.20. Gamaya by Mahindra & Mahindra
    • 17.3.21. Hexagon AB
    • 17.3.22. International Business Machines Corporation
    • 17.3.23. Microsoft Corporation
    • 17.3.24. PrecisionHawk, Inc. by Field Group
    • 17.3.25. Raven Industries, Inc. by CNH Industrial N.V.
    • 17.3.26. Small Robot Company
    • 17.3.27. Syngenta Crop Protection AG
    • 17.3.28. SZ DJI Technology Co., Ltd.
    • 17.3.29. Taranis Visual Ltd.
    • 17.3.30. TELUS Agriculture Solutions Inc.
    • 17.3.31. Trimble Inc.
    • 17.3.32. Vodafone Group PLC

LIST OF FIGURES

  • FIGURE 1. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, 2018-2032 (USD MILLION)
  • FIGURE 2. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2024 VS 2032 (%)
  • FIGURE 3. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 4. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2024 VS 2032 (%)
  • FIGURE 5. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 6. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2024 VS 2032 (%)
  • FIGURE 7. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 8. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2024 VS 2032 (%)
  • FIGURE 9. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 10. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2024 VS 2032 (%)
  • FIGURE 11. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 12. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY END USER, 2024 VS 2032 (%)
  • FIGURE 13. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY END USER, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 14. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY REGION, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 15. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY SUBREGION, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 16. NORTH AMERICA DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 17. LATIN AMERICA DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 18. EUROPE, MIDDLE EAST & AFRICA DIGITAL AGRICULTURE MARKET SIZE, BY SUBREGION, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 19. EUROPE DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 20. MIDDLE EAST DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 21. AFRICA DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 22. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 23. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY GROUP, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 24. ASEAN DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 25. GCC DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 26. EUROPEAN UNION DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 27. BRICS DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 28. G7 DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 29. NATO DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 30. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 31. DIGITAL AGRICULTURE MARKET SHARE, BY KEY PLAYER, 2024
  • FIGURE 32. DIGITAL AGRICULTURE MARKET, FPNV POSITIONING MATRIX, 2024

LIST OF TABLES

  • TABLE 1. DIGITAL AGRICULTURE MARKET SEGMENTATION & COVERAGE
  • TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2024
  • TABLE 3. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, 2018-2024 (USD MILLION)
  • TABLE 4. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, 2025-2032 (USD MILLION)
  • TABLE 5. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2018-2024 (USD MILLION)
  • TABLE 6. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2025-2032 (USD MILLION)
  • TABLE 7. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, 2018-2024 (USD MILLION)
  • TABLE 8. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, 2025-2032 (USD MILLION)
  • TABLE 9. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 10. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 11. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 12. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 13. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 14. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 15. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CAMERAS AND IMAGING DEVICES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 16. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CAMERAS AND IMAGING DEVICES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 17. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CAMERAS AND IMAGING DEVICES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 18. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CAMERAS AND IMAGING DEVICES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 19. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CAMERAS AND IMAGING DEVICES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 20. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CAMERAS AND IMAGING DEVICES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 21. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 22. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 23. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 24. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 25. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 26. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 27. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY GPS AND GNSS DEVICES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 28. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY GPS AND GNSS DEVICES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 29. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY GPS AND GNSS DEVICES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 30. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY GPS AND GNSS DEVICES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 31. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY GPS AND GNSS DEVICES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 32. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY GPS AND GNSS DEVICES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 33. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SENSORS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 34. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SENSORS, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 35. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SENSORS, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 36. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SENSORS, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 37. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SENSORS, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 38. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SENSORS, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 39. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, 2018-2024 (USD MILLION)
  • TABLE 40. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, 2025-2032 (USD MILLION)
  • TABLE 41. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 42. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 43. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 44. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 45. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 46. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 47. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 48. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 49. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 50. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 51. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 52. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 53. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 54. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 55. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 56. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 57. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 58. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 59. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SYSTEM INTEGRATION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 60. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SYSTEM INTEGRATION, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 61. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SYSTEM INTEGRATION, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 62. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SYSTEM INTEGRATION, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 63. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SYSTEM INTEGRATION, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 64. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SYSTEM INTEGRATION, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 65. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, 2018-2024 (USD MILLION)
  • TABLE 66. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, 2025-2032 (USD MILLION)
  • TABLE 67. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 68. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 69. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 70. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 71. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 72. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 73. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA ANALYTICS AND AI SOFTWARE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 74. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA ANALYTICS AND AI SOFTWARE, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 75. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA ANALYTICS AND AI SOFTWARE, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 76. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA ANALYTICS AND AI SOFTWARE, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 77. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA ANALYTICS AND AI SOFTWARE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 78. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA ANALYTICS AND AI SOFTWARE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 79. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, 2018-2024 (USD MILLION)
  • TABLE 80. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, 2025-2032 (USD MILLION)
  • TABLE 81. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 82. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 83. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 84. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 85. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 86. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 87. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY LIVESTOCK MONITORING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 88. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY LIVESTOCK MONITORING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 89. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY LIVESTOCK MONITORING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 90. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY LIVESTOCK MONITORING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 91. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY LIVESTOCK MONITORING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 92. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY LIVESTOCK MONITORING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 93. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 94. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 95. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 96. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 97. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 98. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 99. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
  • TABLE 100. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2025-2032 (USD MILLION)
  • TABLE 101. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, 2018-2024 (USD MILLION)
  • TABLE 102. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, 2025-2032 (USD MILLION)
  • TABLE 103. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 104. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 105. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 106. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 107. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 108. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 109. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY BUSINESS STRATEGY, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 110. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY BUSINESS STRATEGY, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 111. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY BUSINESS STRATEGY, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 112. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY BUSINESS STRATEGY, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 113. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY BUSINESS STRATEGY, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 114. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY BUSINESS STRATEGY, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 115. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY RISK MANAGEMENT, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 116. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY RISK MANAGEMENT, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 117. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY RISK MANAGEMENT, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 118. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY RISK MANAGEMENT, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 119. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY RISK MANAGEMENT, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 120. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY RISK MANAGEMENT, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 121. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGY IMPLEMENTATION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 122. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGY IMPLEMENTATION, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 123. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGY IMPLEMENTATION, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 124. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGY IMPLEMENTATION, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 125. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGY IMPLEMENTATION, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 126. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGY IMPLEMENTATION, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 127. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, 2018-2024 (USD MILLION)
  • TABLE 128. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, 2025-2032 (USD MILLION)
  • TABLE 129. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 130. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 131. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 132. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 133. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 134. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 135. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA AS A SERVICE (DAAS), BY REGION, 2018-2024 (USD MILLION)
  • TABLE 136. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA AS A SERVICE (DAAS), BY REGION, 2025-2032 (USD MILLION)
  • TABLE 137. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA AS A SERVICE (DAAS), BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 138. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA AS A SERVICE (DAAS), BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 139. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA AS A SERVICE (DAAS), BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 140. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA AS A SERVICE (DAAS), BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 141. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY INFRASTRUCTURE MANAGEMENT, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 142. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY INFRASTRUCTURE MANAGEMENT, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 143. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY INFRASTRUCTURE MANAGEMENT, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 144. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY INFRASTRUCTURE MANAGEMENT, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 145. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY INFRASTRUCTURE MANAGEMENT, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 146. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY INFRASTRUCTURE MANAGEMENT, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 147. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUBSCRIPTION-BASED AGRONOMIC SUPPORT, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 148. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUBSCRIPTION-BASED AGRONOMIC SUPPORT, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 149. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUBSCRIPTION-BASED AGRONOMIC SUPPORT, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 150. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUBSCRIPTION-BASED AGRONOMIC SUPPORT, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 151. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUBSCRIPTION-BASED AGRONOMIC SUPPORT, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 152. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUBSCRIPTION-BASED AGRONOMIC SUPPORT, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 153. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, 2018-2024 (USD MILLION)
  • TABLE 154. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, 2025-2032 (USD MILLION)
  • TABLE 155. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 156. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 157. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 158. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 159. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 160. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 161. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD EQUIPMENT MAINTENANCE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 162. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD EQUIPMENT MAINTENANCE, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 163. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD EQUIPMENT MAINTENANCE, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 164. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD EQUIPMENT MAINTENANCE, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 165. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD EQUIPMENT MAINTENANCE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 166. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD EQUIPMENT MAINTENANCE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 167. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE UPDATES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 168. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE UPDATES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 169. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE UPDATES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 170. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE UPDATES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 171. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE UPDATES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 172. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE UPDATES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 173. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNICAL SUPPORT, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 174. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNICAL SUPPORT, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 175. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNICAL SUPPORT, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 176. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNICAL SUPPORT, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 177. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNICAL SUPPORT, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 178. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNICAL SUPPORT, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 179. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2018-2024 (USD MILLION)
  • TABLE 180. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2025-2032 (USD MILLION)
  • TABLE 181. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, 2018-2024 (USD MILLION)
  • TABLE 182. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, 2025-2032 (USD MILLION)
  • TABLE 183. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 184. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 185. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 186. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 187. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 188. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 189. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AUTOMATED DECISION MAKING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 190. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AUTOMATED DECISION MAKING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 191. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AUTOMATED DECISION MAKING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 192. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AUTOMATED DECISION MAKING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 193. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AUTOMATED DECISION MAKING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 194. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AUTOMATED DECISION MAKING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 195. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CROP DISEASE DETECTION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 196. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CROP DISEASE DETECTION, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 197. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CROP DISEASE DETECTION, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 198. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CROP DISEASE DETECTION, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 199. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CROP DISEASE DETECTION, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 200. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CROP DISEASE DETECTION, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 201. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PREDICTIVE ANALYTICS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 202. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PREDICTIVE ANALYTICS, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 203. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PREDICTIVE ANALYTICS, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 204. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PREDICTIVE ANALYTICS, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 205. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PREDICTIVE ANALYTICS, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 206. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PREDICTIVE ANALYTICS, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 207. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, 2018-2024 (USD MILLION)
  • TABLE 208. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, 2025-2032 (USD MILLION)
  • TABLE 209. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 210. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 211. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 212. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 213. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 214. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 215. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA STORAGE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 216. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA STORAGE, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 217. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA STORAGE, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 218. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA STORAGE, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 219. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA STORAGE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 220. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA STORAGE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 221. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY REMOTE MANAGEMENT SYSTEMS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 222. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY REMOTE MANAGEMENT SYSTEMS, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 223. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY REMOTE MANAGEMENT SYSTEMS, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 224. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY REMOTE MANAGEMENT SYSTEMS, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 225. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY REMOTE MANAGEMENT SYSTEMS, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 226. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY REMOTE MANAGEMENT SYSTEMS, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 227. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE AS A SERVICE (SAAS) APPLICATIONS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 228. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE AS A SERVICE (SAAS) APPLICATIONS, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 229. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE AS A SERVICE (SAAS) APPLICATIONS, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 230. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE AS A SERVICE (SAAS) APPLICATIONS, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 231. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE AS A SERVICE (SAAS) APPLICATIONS, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 232. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE AS A SERVICE (SAAS) APPLICATIONS, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 233. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, 2018-2024 (USD MILLION)
  • TABLE 234. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, 2025-2032 (USD MILLION)
  • TABLE 235. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 236. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 237. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 238. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 239. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 240. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 241. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 242. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 243. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 244. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 245. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 246. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 247. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD SENSORS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 248. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD SENSORS, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 249. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD SENSORS, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 250. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD SENSORS, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 251. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD SENSORS, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 252. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD SENSORS, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 253. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY LIVESTOCK MONITORING DEVICES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 254. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY LIVESTOCK MONITORING DEVICES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 255. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY LIVESTOCK MONITORING DEVICES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 256. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY LIVESTOCK MONITORING DEVICES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 257. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY LIVESTOCK MONITORING DEVICES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 258. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY LIVESTOCK MONITORING DEVICES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 259. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY ROBOTICS AND AUTOMATION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 260. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY ROBOTICS AND AUTOMATION, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 261. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY ROBOTICS AND AUTOMATION, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 262. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY ROBOTICS AND AUTOMATION, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 263. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY ROBOTICS AND AUTOMATION, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 264. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY ROBOTICS AND AUTOMATION, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 265. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2018-2024 (USD MILLION)
  • TABLE 266. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2025-2032 (USD MILLION)
  • TABLE 267. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY INDOOR FARMING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 268. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY INDOOR FARMING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 269. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY INDOOR FARMING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 270. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY INDOOR FARMING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 271. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY INDOOR FARMING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 272. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY INDOOR FARMING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 273. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY OUTDOOR FARMING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 274. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY OUTDOOR FARMING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 275. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY OUTDOOR FARMING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 276. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY OUTDOOR FARMING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 277. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY OUTDOOR FARMING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 278. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY OUTDOOR FARMING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 279. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2018-2024 (USD MILLION)
  • TABLE 280. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2025-2032 (USD MILLION)
  • TABLE 281. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, 2018-2024 (USD MILLION)
  • TABLE 282. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, 2025-2032 (USD MILLION)
  • TABLE 283. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 284. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 285. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 286. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 287. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 288. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 289. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONE SURVEYING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 290. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONE SURVEYING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 291. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONE SURVEYING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 292. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONE SURVEYING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 293. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONE SURVEYING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 294. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONE SURVEYING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 295. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD SENSORS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 296. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD SENSORS, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 297. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD SENSORS, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 298. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD SENSORS, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 299. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD SENSORS, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 300. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD SENSORS, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 301. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SATELLITE IMAGING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 302. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SATELLITE IMAGING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 303. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SATELLITE IMAGING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 304. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SATELLITE IMAGING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 305. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SATELLITE IMAGING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 306. GLOBAL DIGITAL AGRICULTURE MARKET SIZE,