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市場調查報告書
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1850554

全球作物監測市場（按平台、作物類型和應用）預測 2025-2032

Crop Monitoring Market by Platform, Crop Type, Application - Global Forecast 2025-2032
出版日期: | 出版商: 360iResearch | 英文 181 Pages | 商品交期: 最快1-2個工作天內

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預計到 2032 年，作物監測市場將成長 104.5 億美元，複合年成長率為 16.08%。

主要市場統計數據
基準年2024年 31.6億美元
預計2025年 36.9億美元
預測年份：2032年 104.5億美元
複合年成長率（%） 16.08%

我們簡要概述了作物監測的現狀，闡述了其促進因素、相關人員的優先事項以及影響營運決策的技術融合框架

本執行摘要以遠端檢測觀點呈現作物監測，重點在於實用決策、相關人員協作和可互通的技術棧。它整合了遙感探測、田間遙測和分析領域的最新進展，為營運主管、農學家和採購團隊提供了連貫的敘述。目標是將技術創新轉化為可行的途徑，以降低農藝風險並提高作物產量，同時考慮到供應鏈和政策影響的複雜性。

本介紹從及時的壓力檢測、可擴展的資料收集和明確的可操作閾值等基礎需求出發，建構了價值鏈中不同參與者如何從遙感探測和田間系統獲取價值的框架。此外，還強調了平台功能與農藝目標之間的相互作用，並指出感測平台的選擇、特定作物的分析模型以及最終用戶工作流程決定了對產量和投入效率的實際影響。最後，本方向強調了互通性、與供應商無關的數據標準以及跨部門協作對於確保技術投資在不同季節和種植系統下實現可重複結果至關重要。

分析再形成作物監測的變革性變化，包括感測器融合、人工智慧主導的分析、監管趨勢以及不斷變化的農民採用行為

作物監測領域正在經歷變革時期，這將改變農場甚至整個供應鏈的決策方式。感測器融合技術已經成熟，可以將來自空中無人機、地面感測器和衛星星系的資料整合在一起，提供高頻、高解析度的洞察。針對時空資料的機器學習模型的進步使得預測性解讀超越了靜態診斷，從而能夠根據操作視窗提供規範性建議。

同時，邊緣運算和低功耗遙測技術的進步正在實現分析的去中心化，並在田間邊緣實現近乎即時的警報，從而減少灌溉和疾病應對行動的延遲。空域管理和資料隱私方面的監管發展也正在改變採購和部署策略，為整合合規和生命週期服務創造了溢價。農民的採用模式也在發生變化，年輕的數位原民原生營運商尋求簡化的用戶體驗和清晰的投資回報率描述，而大型商業營運商則優先考慮擴充性和供應商生態系統。總而言之，這些轉變正在加速從點解決方案向模組化平台的轉變，這些平台強調數據的可移植性、可追溯性以及農業價值鏈上相關人員之間的協作。

評估2025年實施的美國關稅對供應鏈、採購決策、技術部署和全球農業貿易流動的累積影響

美國將在2025年之前徵收關稅，這將對農作物監測系統的採購、供應鏈設計和整體部署時間表產生顯著影響。某些進口零件的關稅上調增加了整合感測平台的整體擁有成本，促使採購團隊重新評估籌資策略，並優先考慮供應線彈性強的零件。為此，許多買家正在延長採購前置作業時間，協商多年期合約以穩定價格，並實現零件採購本地化，以降低貿易波動帶來的風險。

除了採購之外，關稅也影響了產品藍圖。一些供應商加快了與國內製造商的夥伴關係，或重新設計了硬體，轉而依賴替代組件來規避關稅部件。這些應對措施改變了產品的供應情況，在某些情況下甚至推遲了新感測器型號和整合系統的推出時間表。貿易政策也影響了基於服務的模式。託管服務提供者調整了定價和合約條款，以反映不斷上漲的投入成本，一些供應商還引入了模組化服務層級，以保持小型企業的可訪問性。

在國際上，關稅的連鎖反應改變了競爭動態，出口商和跨國供應商正在重新評估其通路策略和定價，以在對投入成本敏感的市場中保持競爭力。重要的是，不斷變化的關稅環境強化了靈活架構的重要性，這種架構能夠適應組件替換和以軟體為中心的升級，使營運商即使在硬體採購週期波動的情況下也能保護其核心分析投資。

細分主導的情報揭示了平台類型、作物分類和應用垂直領域如何定義農業領域的差異化價值鏈和採用路徑

細分市場主導的洞察揭示了平台選擇、作物分類和應用優先順序如何相互作用，從而影響部署結果和技術價值。在平台方面，無人機系統提供高解析度、有針對性的觀測數據，非常適合偵察和預警干預；而地面平台則提供高密度、連續的遠端檢測，可用於灌溉和養分管理。衛星平台覆蓋範圍廣，並能頻繁回訪，以支援歷史分析和區域產量估算。總的來說，這些平台構成了一個互補的堆疊，支援戰術性和戰略決策。

作物類型顯著影響感測器的選擇和分析建模方法。玉米、水稻和小麥等穀類需要對座艙罩發育階段和大面積變異性敏感的模型，因此需要整合衛星和無人機數據，並在必要時兼顧準確性和可擴展性的解決方案。蘋果、香蕉和番茄等水果作物的特點是座艙罩複雜且管理方式密集，這使得高解析度無人機和地面影像在病害檢測和有針對性的干涉措施中的重要性日益凸顯。油菜和大豆作物油籽和作物需要根據物候主導的營養和病蟲害風險狀況客製化的感測器和分析方法，強調及時預警以最佳化投入時機。

應用導向也推動了系統設計的差異化。病害檢測工作流程依賴早期預警機制和田間巡視整合，將警報轉化為即時行動，這需要與農藝實踐相結合的低延遲圖像和註釋工具。灌溉和養分管理優先考慮可透過本地遙測更新的連續感測器和模型，以實現動態調整。產量預測受益於混合方法：基於長期記錄的歷史分析提供了背景基準，而即時分析則可以完善當季預測並為物流規劃提供資訊。了解這些細分關係，使相關人員能夠將採購標準和營運流程與平台、作物類型和應用的精確組合相結合，從而在田間產生可衡量的影響。

關於美洲、歐洲、中東和非洲以及亞太地區的採用、基礎設施和法規環境將如何推動差異化用例的區域詳細資訊

區域動態將對技術採用曲線、資料基礎設施的成熟度、政策主導的限制產生決定性影響。在美洲，技術採用的驅動力來自於追求規模效益的大型商業營運，以及蓬勃發展的新興企業生態系統，後者正在加速無人機和分析領域的創新。對農村互聯互通和支持性農業推廣服務的投資，使得整合感測堆疊的廣泛試驗成為可能，營運商通常專注於將無人機任務與針對密集型農田的衛星覆蓋相結合。

歐洲、中東和非洲環境複雜多樣，監管複雜、地理分散、基礎架構層參差不齊，導致用例千差萬別。歐洲部分地區擁有成熟的農藝諮詢服務和強大的法規結構，支援可追溯性和合規性部署，而中東和非洲地區則可能更重視彈性低頻寬解決方案和能夠承受間歇性連接的模組化系統。當地的耕作方式和作物多樣性也需要能夠適應多種種植日曆和管理強度的靈活分析。

亞太地區的特點是技術應用快速，且農場規模和氣候帶多樣。部分地區高密度種植提高了高頻監測和綜合灌溉管理的價值，而大型商業農場正在採用感測器融合架構來最佳化營運。在整個地區，基礎設施投資（尤其是在連結性和資料平台方面的投資）仍然是限制因素，區域政策框架繼續影響技術應用的速度和形式。

有關加速感測、分析和服務交付領域創新的公司的策略、夥伴關係模式和產品系列的全面競爭情報

作物監測領域的公司活動呈現出清晰的專業化、夥伴關係和平台演進模式。大型供應商整合其在感測硬體、分析和現場服務方面的核心競爭力，提供垂直整合的解決方案，而利基市場參與者則專注於能夠融入更廣泛生態系統的一流組件。感測器製造商、分析提供者和現場服務機構之間的策略夥伴關係關係日益普遍，從而加快了本地農學的部署速度並改善了模型校準。

產品系列正朝著模組化方向發展，將感知、資料擷取和決策層分開。這種模組化設計支援客戶逐步採用的偏好，這意味著營運商可以從單一平台或應用程式入手，逐漸擴展到全套功能。同時，服務模式也正在從一次性購買朝向訂閱和託管服務結構多樣化發展，使供應商的獎勵與農場層面的成果一致。這種一致性有助於建立更長期的合作關係，並實現更順暢的技術更新周期。

投資模式凸顯了對創新和規模的雙重關注。企業正在投資機器學習團隊，以提高模型在不同作物和地區的穩健性，同時建立管道能力，以觸及需要服務等級支援的最終用戶。因此，買家應該期待圍繞互通標準的持續整合，並更加重視服務品質保證、資料管治和模型可解釋性，以支援在異質農業運作中廣泛採用。

為領導者提供切實可行的策略建議，以加速採用、緩解貿易逆風並建立夥伴關係，從而實現可衡量的農藝和商業性成果

尋求從作物監測中獲取價值的領導者應採用一套切實可行、高效的策略，涵蓋採購、夥伴關係和管治，即使在需要更新硬體或更換組件的情況下，也能保護分析價值。其次，建構優先考慮供應鏈彈性的採購流程。按區域分配供應商，納入允許組件替換的條款，並協商反映關鍵季節性指標的服務等級協定 (SLA)。

第三，投資資料管治和模型檢驗框架，將感測器輸出轉換為審核的決策記錄。這些框架應包含地面定序通訊協定、新作物模型的專家檢驗以及用於客觀比較供應商的標準化性能指標。第四，尋求技術供應商與本地農藝服務供應商之間的夥伴關係模式，以彌合警報與農藝行動之間的差距。

第五，制定與營運能力和風險接受度相符的分階段實施藍圖。首先，重點在於明確界定的問題，例如早期病害檢測或灌溉調度，衡量一個季節的農藝成果，並在整個管理單元推廣成功的試驗計畫。第六，將政策風險評估納入策略規劃，以預測關稅變化、資料監管變化和空域限制。最後，透過對農藝師和營運人員進行密集培訓，促進內部能力建設，確保監測系統的洞察能夠轉化為一致的農場決策和可衡量的績效改進。

一種透明的調查方法，解釋了用於產生可靠的作物監測見解的資料來源、三角測量技術、同行檢驗和分析框架

本分析採用多種調查方法，以確保其穩健性和實踐相關性。主要輸入包括與農學家、採購主管、技術供應商和服務供應商的磋商，以突出營運限制和解決方案的優先順序。次要輸入利用同儕審查文獻、技術白皮書、供應商規範和公開的監管文件，建構反映技術能力和政策背景的依證。

此分析框架涵蓋用例映射、價值鏈影響分析和情境測試，旨在評估供應鏈中斷和政策變化的韌​​性。模型開發強調與真實數據和專家判斷的交叉檢驗，以確保分析結果具有可解釋性和操作意義。最後，透過實踐者研討會對研究結果進行壓力測試，以確認其與實際部署約束的相關性，並完善建議的管治和採購實踐。

將策略趨勢、關稅影響、細分動態、區域細微差別和企業行為聯繫起來形成可操作的敘述的結論綜合起來

最後，先進的感測技術、靈活的分析方法和不斷變化的貿易動態的整合，為作物監測工作帶來了機會和風險。最成功的專案將是那些採用模組化系統結構、投資資料管治並將供應商關係與業務日程協調一致的專案。與關稅相關的中斷凸顯了供應鏈多元化和硬體平台替代設計的價值。

決策者應將監測投資視為需要檢驗、跨部門協作和持續學習的長期能力。透過明確定義的農藝目標和可衡量的績效標準，組織可以將技術能力轉化為持續的農場改進和富有彈性的營運實踐。這種整合為準備在不同種植系統和法規環境下擴展作物監測的領導者提供了切實可行的藍圖。

目錄

第1章：前言

第2章調查方法

第3章執行摘要

第4章 市場概況

第5章 市場洞察

  • 整合頻譜和高光譜遙測無人機成像，即時檢測營養壓力
  • 在基於衛星的作物健康監測系統中採用區塊鏈技術實現可追溯性
  • 利用人工智慧驅動的預測分析來及早發現精密農業中的病蟲害爆發
  • 使用雲端基礎的異常檢測模型實現物聯網土壤濕度感測器
  • 開發基於智慧型手機的葉片影像分析應用程式，利用機器學習進行現場診斷

第6章：2025年美國關稅的累積影響

第7章：人工智慧的累積影響，2025年

第8章作物監測市場（按平台）

  • 無人機
  • 地面
  • 衛星

第9章作物監測市場（依作物類型）

  • 序列
    • 玉米
    • 米
    • 小麥
  • 水果和蔬菜
    • 蘋果
    • 香蕉
    • 番茄
  • 油籽豆類
    • 菜籽
    • 大豆

第10章作物監測市場（按應用）

  • 疾病檢測
    • 預警
    • 實地偵察
  • 灌溉管理
  • 營養管理
  • 產量預測
    • 歷史分析
    • 即時分析

第11章作物監測市場（按地區）

  • 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12章作物監測市場：依類別

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

第13章 各國作物監測市場

  • 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14章競爭格局

  • 2024年市佔率分析
  • 2024年FPNV定位矩陣
  • 競爭分析
    • Deere & Company
    • Trimble Inc.
    • AGCO Corporation
    • Topcon Corporation
    • CNH Industrial NV
    • Bayer AG
    • BASF SE
    • Corteva, Inc.
    • Farmers Edge Inc.
    • Hexagon AB
Product Code: MRR-374DB5A0645D

The Crop Monitoring Market is projected to grow by USD 10.45 billion at a CAGR of 16.08% by 2032.

KEY MARKET STATISTICS
Base Year [2024] USD 3.16 billion
Estimated Year [2025] USD 3.69 billion
Forecast Year [2032] USD 10.45 billion
CAGR (%) 16.08%

A concise orientation to the current crop monitoring landscape that frames drivers, stakeholder priorities, and technological convergence shaping operational decisions

This executive summary introduces a modern perspective on crop monitoring that centers on practical decision-making, stakeholder alignment, and interoperable technology stacks. It synthesizes recent advances in remote sensing, on-the-ground telemetry, and analytics to present a cohesive narrative for operational leaders, agronomists, and procurement teams. The objective is to translate technical innovation into actionable pathways that reduce agronomic risk and improve crop performance while acknowledging the complexity of supply chains and policy influences.

Starting from foundational requirements-timely detection of stress, scalable data ingestion, and clarity of actionable thresholds-this introduction frames how different actors in the value chain can extract value from remote sensing and field-level systems. It places emphasis on the interplay between platform capabilities and agronomic objectives, noting that the choice of sensing platform, crop-specific analytical models, and end-user workflows together determine the practical impact on yields and input efficiency. Lastly, this orientation highlights the imperative for interoperability, vendor-agnostic data standards, and cross-disciplinary collaboration to ensure that technological investments deliver repeatable outcomes across seasons and cropping systems.

An analysis of transformative shifts reshaping crop monitoring including sensor fusion, AI-driven analytics, regulatory trends, and evolving farmer adoption behaviors

The landscape for crop monitoring is undergoing transformative shifts that alter how decisions are made on farms and across supply chains. Sensor fusion has matured to the point where data from airborne drones, ground-based sensors, and satellite constellations can be combined to deliver both high-frequency and high-resolution insights. Advances in machine learning models designed for spatiotemporal data enable predictive interpretations that move beyond static diagnostics to prescriptive recommendations that align with operational windows.

At the same time, edge computing and improved low-power telemetry are decentralizing analytics, allowing near-real-time alerts to be generated at the field edge and reducing latency for irrigation or disease-response actions. Regulatory developments around airspace management and data privacy are also shifting procurement and deployment strategies, creating a premium for integrated compliance and lifecycle services. Farmer adoption patterns are changing as well; younger and digitally native operators demand streamlined user experiences and clear ROI narratives, while larger commercial operations emphasize scalability and vendor ecosystems. Collectively, these shifts are accelerating a move from point-solutions toward modular platforms that emphasize data portability, traceability, and cross-actor collaboration across the agricultural value chain.

An assessment of the cumulative effects of United States tariffs implemented in 2025 on supply chains, procurement decisions, technology deployment, and global agricultural trade flows

The imposition of tariffs in the United States during 2025 has had measurable implications across procurement, supply chain design, and deployment timelines for crop monitoring systems. Increased duties on certain imported components have elevated the total cost of ownership for integrated sensing platforms, prompting procurement teams to reassess sourcing strategies and prioritize components with resilient supply lines. In response, many buyers have extended procurement lead times, negotiated multi-year contracts to stabilize pricing, or sought increased localization in component sourcing to mitigate exposure to trade volatility.

Beyond procurement, tariffs have influenced product roadmaps. Some vendors have accelerated partnerships with domestic manufacturers or redesigned hardware to rely on alternate components to avoid tariffed parts. These adaptations have led to shifts in product availability and, in some cases, delayed rollout schedules for new sensor models and integrated systems. Trade policy has also affected service-based models; companies providing managed services have adjusted pricing and contractual terms to reflect higher input costs, while some have introduced modular service tiers to preserve accessibility for smaller operators.

Internationally, tariff ripple effects have altered competitive dynamics. Exporters and multinational suppliers have re-evaluated channel strategies and pricing to maintain competitiveness in markets sensitive to input costs. Crucially, the tariff environment has reinforced the importance of flexible architectures that can accommodate component substitutions and software-centric upgrades, allowing operators to protect core analytics investments even when hardware procurement cycles become volatile.

Segmentation-driven intelligence revealing how platform types, crop taxonomies, and application verticals define differentiated value chains and adoption pathways across agriculture

Segment-driven insights reveal how platform choices, crop taxonomies, and application priorities interact to shape deployment outcomes and technology value. When platform is considered, drone systems deliver high-resolution, targeted observations ideal for scouting and early warning interventions, while ground-based platforms provide dense, continuous telemetry for irrigation and nutrient management. Satellite platforms supply wide-area coverage and frequent revisit cadence that supports historical analysis and regional yield estimation; collectively, these platforms form a complementary stack that supports both tactical and strategic decisions.

Crop type significantly influences sensor selection and analytical modeling approaches. Cereal crops such as corn, rice, and wheat require models that are sensitive to canopy development stages and large-area variability, favoring solutions that merge satellite and drone data for scalability combined with precision where needed. Fruit and vegetable systems like apple, banana, and tomato are characterized by heterogeneous canopies and intensive management practices, elevating the importance of high-resolution drone and ground-based imagery for disease detection and targeted interventions. Oilseed and pulse crops such as canola and soybean demand sensors and analytics tailored to phenology-driven nutrient and pest risk profiles, with emphasis on timely alerts to optimize input timing.

Application orientation also drives differentiation in system design. Disease detection workflows rely on early warning mechanisms and field scouting integrations to convert alerts into immediate actions, requiring low-latency imagery and annotation tools that integrate with agronomic practices. Irrigation and nutrient management prioritize continuous sensors and models that can be updated with local telemetry, enabling dynamic adjustments. Yield prediction benefits from a hybrid approach: historical analysis anchored in long-term records provides contextual baselines, while real-time analytics refine in-season forecasts and inform logistics planning. Understanding these segmentation relationships enables stakeholders to align procurement criteria and operational processes to the precise combination of platforms, crop types, and applications that will deliver measurable on-field impact.

Regionally focused insights detailing how adoption, infrastructure, and regulatory environments in the Americas, Europe Middle East & Africa, and Asia-Pacific drive differentiated use cases

Regional dynamics exert a defining influence on technology adoption curves, data infrastructure maturity, and policy-driven constraints. In the Americas, adoption is driven by a mix of large commercial operations seeking scale efficiencies and a vibrant startup ecosystem that accelerates drone and analytics innovation. Investment in rural connectivity and supportive agricultural extension services has enabled broader experimentation with integrated sensing stacks, and operators often focus on combining satellite coverage with targeted drone missions for intensive cropping zones.

Europe, Middle East & Africa presents a heterogeneous environment where regulatory complexity, land fragmentation, and varied infrastructure levels create differentiated use cases. In parts of Europe, mature agronomic advisory services and strong regulatory frameworks encourage traceability and compliance-focused deployments, whereas in regions within the Middle East and Africa, the emphasis may be on resilient, low-bandwidth solutions and modular systems that tolerate intermittent connectivity. Local agronomic practices and crop diversity also necessitate adaptable analytics capable of accommodating multiple cropping calendars and management intensities.

Asia-Pacific is characterized by rapid technology adoption juxtaposed with diverse farm sizes and climatic zones. High-density cropping in parts of the region elevates the value of high-frequency monitoring and integrated irrigation management, while large-scale commercial farms adopt sensor fusion architectures for operational optimization. Across all regions, infrastructure investments-particularly in connectivity and data platforms-remain a gating factor, and regional policy frameworks continue to shape the pace and form of technology uptake.

Competitive intelligence synthesizing company strategies, partnership models, and product portfolios that are accelerating innovation across sensing, analytics, and service delivery

Company behavior in the crop monitoring space shows clear patterns of specialization, partnership, and platform evolution. Leading vendors are combining core competencies in sensing hardware, analytics, and field services to offer vertically integrated solutions, while niche players concentrate on best-in-class components that can be embedded into broader ecosystems. Strategic partnerships between sensor manufacturers, analytics providers, and local service organizations are increasingly common, enabling faster deployments and improved calibration of models to regional agronomy.

Product portfolios are evolving toward modular offerings that separate sensing, data ingestion, and decisioning layers. This modularity supports customer preferences for incremental adoption: operators can begin with a single platform or application and expand to full-suite capabilities. In parallel, service models are diversifying from one-time purchases to subscription and managed-service structures that align vendor incentives with farm-level outcomes. This alignment supports longer-term relationships and smoother technology refresh cycles.

Investment patterns highlight a dual focus on innovation and scale. Companies are investing in machine learning teams to enhance model robustness across crops and geographies, while also building channel capabilities to reach end-users who require service-level support. As a result, buyers should expect continued consolidation around interoperable standards and an increased emphasis on quality-of-service guarantees, data governance, and model explainability to support broad adoption across heterogeneous farming operations.

Actionable strategic recommendations for leaders to accelerate adoption, mitigate trade headwinds, and structure partnerships that deliver measurable agronomic and commercial outcomes

Leaders seeking to capture value from crop monitoring should adopt a set of pragmatic, high-impact strategies that span procurement, partnerships, and governance. First, prioritize modular architectures that separate hardware lifecycles from analytics investments; by doing so, organizations can protect analytic value even when hardware refreshes or component substitutions are required. Second, build procurement processes that emphasize supply chain resilience: diversify suppliers across geographies, include clauses that allow component substitutions, and negotiate SLAs that reflect critical seasonal windows.

Third, invest in data governance and model validation frameworks that translate sensor outputs into auditable decision records. These frameworks should incorporate ground-truthing protocols, expert-in-the-loop validation for new crop models, and standardized performance metrics to compare vendors objectively. Fourth, pursue partnership models that pair technology vendors with local agronomic service providers to close the gap between alerts and agronomic action; service partnerships accelerate adoption by embedding recommendations in trusted advisory workflows.

Fifth, develop phased adoption roadmaps that align with operational capacity and risk tolerance. Begin with tightly scoped pilot programs that concentrate on clearly defined problems-such as early disease detection or irrigation scheduling-measure agronomic outcomes over a season, and then scale successful pilots across units of management. Sixth, incorporate policy risk assessments into strategic planning to anticipate tariff shifts, data regulation changes, and airspace restrictions; scenario planning will enable faster pivoting when external conditions change. Finally, foster internal capability-building through focused training programs for agronomists and operations staff so that insights generated by monitoring systems translate to consistent on-farm decisions and measurable performance improvements.

Transparent research methodology explaining data sources, triangulation techniques, expert validation, and analytical frameworks used to ensure robust crop monitoring insights

This analysis leverages multiple research techniques to ensure robustness and practical relevance. Primary inputs include consultations with agronomists, procurement leaders, technology vendors, and service providers to surface operational constraints and solution priorities. Secondary inputs draw on peer-reviewed literature, technical white papers, vendor specifications, and publicly available regulatory documents to construct an evidence base that reflects both technological capabilities and policy context.

Analytical frameworks applied include use-case mapping, value-chain impact analysis, and scenario testing to evaluate resilience to supply chain disruptions and policy shifts. Model development emphasized cross-validation with ground-truth data and expert adjudication to ensure that analytic outputs are interpretable and operationally meaningful. Finally, findings were stress-tested through practitioner workshops to confirm relevance to real-world deployment constraints and to refine recommended governance and procurement practices.

Concluding synthesis that ties strategic trends, tariff implications, segmentation dynamics, regional nuances, and company behaviors into an execution-ready narrative

In closing, the confluence of advanced sensing, flexible analytics, and shifting trade dynamics presents both opportunity and risk for crop monitoring initiatives. The most successful programs will be those that adopt modular system architectures, invest in data governance, and align vendor relationships with operational calendars. Tariff-related disruptions underscore the value of supply-chain diversification and design-for-substitution in hardware platforms, while regional differences in infrastructure and regulation demand tailored deployment strategies.

Decision-makers should treat monitoring investments as long-term capabilities that require iterative validation, cross-disciplinary collaboration, and continuous learning. By grounding deployments in clearly defined agronomic objectives and measurable performance criteria, organizations can convert technological capability into consistent on-farm improvements and resilient operational practices. This synthesis provides a pragmatic roadmap for leaders preparing to scale crop monitoring across diverse cropping systems and regulatory environments.

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. Integration of multispectral and hyperspectral drone imaging for real-time nutrient stress detection
  • 5.2. Adoption of blockchain-enabled traceability in satellite-based crop health monitoring systems
  • 5.3. Use of AI-driven predictive analytics for early detection of pest and disease outbreaks in precision agriculture
  • 5.4. Implementation of Internet of Things soil moisture sensors with cloud-based anomaly detection models
  • 5.5. Development of smartphone-based leaf image analysis apps powered by machine learning for field-level diagnosis

6. Cumulative Impact of United States Tariffs 2025

7. Cumulative Impact of Artificial Intelligence 2025

8. Crop Monitoring Market, by Platform

  • 8.1. Drone
  • 8.2. Ground Based
  • 8.3. Satellite

9. Crop Monitoring Market, by Crop Type

  • 9.1. Cereals
    • 9.1.1. Corn
    • 9.1.2. Rice
    • 9.1.3. Wheat
  • 9.2. Fruits Vegetables
    • 9.2.1. Apple
    • 9.2.2. Banana
    • 9.2.3. Tomato
  • 9.3. Oilseeds Pulses
    • 9.3.1. Canola
    • 9.3.2. Soybean

10. Crop Monitoring Market, by Application

  • 10.1. Disease Detection
    • 10.1.1. Early Warning
    • 10.1.2. Field Scouting
  • 10.2. Irrigation Management
  • 10.3. Nutrient Management
  • 10.4. Yield Prediction
    • 10.4.1. Historical Analysis
    • 10.4.2. Real Time Analytics

11. Crop Monitoring Market, by Region

  • 11.1. Americas
    • 11.1.1. North America
    • 11.1.2. Latin America
  • 11.2. Europe, Middle East & Africa
    • 11.2.1. Europe
    • 11.2.2. Middle East
    • 11.2.3. Africa
  • 11.3. Asia-Pacific

12. Crop Monitoring Market, by Group

  • 12.1. ASEAN
  • 12.2. GCC
  • 12.3. European Union
  • 12.4. BRICS
  • 12.5. G7
  • 12.6. NATO

13. Crop Monitoring Market, by Country

  • 13.1. United States
  • 13.2. Canada
  • 13.3. Mexico
  • 13.4. Brazil
  • 13.5. United Kingdom
  • 13.6. Germany
  • 13.7. France
  • 13.8. Russia
  • 13.9. Italy
  • 13.10. Spain
  • 13.11. China
  • 13.12. India
  • 13.13. Japan
  • 13.14. Australia
  • 13.15. South Korea

14. Competitive Landscape

  • 14.1. Market Share Analysis, 2024
  • 14.2. FPNV Positioning Matrix, 2024
  • 14.3. Competitive Analysis
    • 14.3.1. Deere & Company
    • 14.3.2. Trimble Inc.
    • 14.3.3. AGCO Corporation
    • 14.3.4. Topcon Corporation
    • 14.3.5. CNH Industrial N.V.
    • 14.3.6. Bayer AG
    • 14.3.7. BASF SE
    • 14.3.8. Corteva, Inc.
    • 14.3.9. Farmers Edge Inc.
    • 14.3.10. Hexagon AB

LIST OF FIGURES

  • FIGURE 1. GLOBAL CROP MONITORING MARKET SIZE, 2018-2032 (USD MILLION)
  • FIGURE 2. GLOBAL CROP MONITORING MARKET SIZE, BY PLATFORM, 2024 VS 2032 (%)
  • FIGURE 3. GLOBAL CROP MONITORING MARKET SIZE, BY PLATFORM, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 4. GLOBAL CROP MONITORING MARKET SIZE, BY CROP TYPE, 2024 VS 2032 (%)
  • FIGURE 5. GLOBAL CROP MONITORING MARKET SIZE, BY CROP TYPE, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 6. GLOBAL CROP MONITORING MARKET SIZE, BY APPLICATION, 2024 VS 2032 (%)
  • FIGURE 7. GLOBAL CROP MONITORING MARKET SIZE, BY APPLICATION, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 8. GLOBAL CROP MONITORING MARKET SIZE, BY REGION, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 9. AMERICAS CROP MONITORING MARKET SIZE, BY SUBREGION, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 10. NORTH AMERICA CROP MONITORING MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 11. LATIN AMERICA CROP MONITORING MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 12. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY SUBREGION, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 13. EUROPE CROP MONITORING MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 14. MIDDLE EAST CROP MONITORING MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 15. AFRICA CROP MONITORING MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 16. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 17. GLOBAL CROP MONITORING MARKET SIZE, BY GROUP, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 18. ASEAN CROP MONITORING MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 19. GCC CROP MONITORING MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 20. EUROPEAN UNION CROP MONITORING MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 21. BRICS CROP MONITORING MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 22. G7 CROP MONITORING MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 23. NATO CROP MONITORING MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 24. GLOBAL CROP MONITORING MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 25. CROP MONITORING MARKET SHARE, BY KEY PLAYER, 2024
  • FIGURE 26. CROP MONITORING MARKET, FPNV POSITIONING MATRIX, 2024

LIST OF TABLES

  • TABLE 1. CROP MONITORING MARKET SEGMENTATION & COVERAGE
  • TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2024
  • TABLE 3. GLOBAL CROP MONITORING MARKET SIZE, 2018-2024 (USD MILLION)
  • TABLE 4. GLOBAL CROP MONITORING MARKET SIZE, 2025-2032 (USD MILLION)
  • TABLE 5. GLOBAL CROP MONITORING MARKET SIZE, BY PLATFORM, 2018-2024 (USD MILLION)
  • TABLE 6. GLOBAL CROP MONITORING MARKET SIZE, BY PLATFORM, 2025-2032 (USD MILLION)
  • TABLE 7. GLOBAL CROP MONITORING MARKET SIZE, BY DRONE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 8. GLOBAL CROP MONITORING MARKET SIZE, BY DRONE, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 9. GLOBAL CROP MONITORING MARKET SIZE, BY DRONE, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 10. GLOBAL CROP MONITORING MARKET SIZE, BY DRONE, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 11. GLOBAL CROP MONITORING MARKET SIZE, BY DRONE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 12. GLOBAL CROP MONITORING MARKET SIZE, BY DRONE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 13. GLOBAL CROP MONITORING MARKET SIZE, BY GROUND BASED, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 14. GLOBAL CROP MONITORING MARKET SIZE, BY GROUND BASED, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 15. GLOBAL CROP MONITORING MARKET SIZE, BY GROUND BASED, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 16. GLOBAL CROP MONITORING MARKET SIZE, BY GROUND BASED, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 17. GLOBAL CROP MONITORING MARKET SIZE, BY GROUND BASED, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 18. GLOBAL CROP MONITORING MARKET SIZE, BY GROUND BASED, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 19. GLOBAL CROP MONITORING MARKET SIZE, BY SATELLITE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 20. GLOBAL CROP MONITORING MARKET SIZE, BY SATELLITE, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 21. GLOBAL CROP MONITORING MARKET SIZE, BY SATELLITE, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 22. GLOBAL CROP MONITORING MARKET SIZE, BY SATELLITE, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 23. GLOBAL CROP MONITORING MARKET SIZE, BY SATELLITE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 24. GLOBAL CROP MONITORING MARKET SIZE, BY SATELLITE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 25. GLOBAL CROP MONITORING MARKET SIZE, BY CROP TYPE, 2018-2024 (USD MILLION)
  • TABLE 26. GLOBAL CROP MONITORING MARKET SIZE, BY CROP TYPE, 2025-2032 (USD MILLION)
  • TABLE 27. GLOBAL CROP MONITORING MARKET SIZE, BY CEREALS, 2018-2024 (USD MILLION)
  • TABLE 28. GLOBAL CROP MONITORING MARKET SIZE, BY CEREALS, 2025-2032 (USD MILLION)
  • TABLE 29. GLOBAL CROP MONITORING MARKET SIZE, BY CEREALS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 30. GLOBAL CROP MONITORING MARKET SIZE, BY CEREALS, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 31. GLOBAL CROP MONITORING MARKET SIZE, BY CEREALS, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 32. GLOBAL CROP MONITORING MARKET SIZE, BY CEREALS, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 33. GLOBAL CROP MONITORING MARKET SIZE, BY CEREALS, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 34. GLOBAL CROP MONITORING MARKET SIZE, BY CEREALS, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 35. GLOBAL CROP MONITORING MARKET SIZE, BY CORN, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 36. GLOBAL CROP MONITORING MARKET SIZE, BY CORN, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 37. GLOBAL CROP MONITORING MARKET SIZE, BY CORN, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 38. GLOBAL CROP MONITORING MARKET SIZE, BY CORN, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 39. GLOBAL CROP MONITORING MARKET SIZE, BY CORN, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 40. GLOBAL CROP MONITORING MARKET SIZE, BY CORN, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 41. GLOBAL CROP MONITORING MARKET SIZE, BY RICE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 42. GLOBAL CROP MONITORING MARKET SIZE, BY RICE, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 43. GLOBAL CROP MONITORING MARKET SIZE, BY RICE, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 44. GLOBAL CROP MONITORING MARKET SIZE, BY RICE, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 45. GLOBAL CROP MONITORING MARKET SIZE, BY RICE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 46. GLOBAL CROP MONITORING MARKET SIZE, BY RICE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 47. GLOBAL CROP MONITORING MARKET SIZE, BY WHEAT, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 48. GLOBAL CROP MONITORING MARKET SIZE, BY WHEAT, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 49. GLOBAL CROP MONITORING MARKET SIZE, BY WHEAT, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 50. GLOBAL CROP MONITORING MARKET SIZE, BY WHEAT, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 51. GLOBAL CROP MONITORING MARKET SIZE, BY WHEAT, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 52. GLOBAL CROP MONITORING MARKET SIZE, BY WHEAT, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 53. GLOBAL CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2018-2024 (USD MILLION)
  • TABLE 54. GLOBAL CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2025-2032 (USD MILLION)
  • TABLE 55. GLOBAL CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 56. GLOBAL CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 57. GLOBAL CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 58. GLOBAL CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 59. GLOBAL CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 60. GLOBAL CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 61. GLOBAL CROP MONITORING MARKET SIZE, BY APPLE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 62. GLOBAL CROP MONITORING MARKET SIZE, BY APPLE, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 63. GLOBAL CROP MONITORING MARKET SIZE, BY APPLE, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 64. GLOBAL CROP MONITORING MARKET SIZE, BY APPLE, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 65. GLOBAL CROP MONITORING MARKET SIZE, BY APPLE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 66. GLOBAL CROP MONITORING MARKET SIZE, BY APPLE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 67. GLOBAL CROP MONITORING MARKET SIZE, BY BANANA, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 68. GLOBAL CROP MONITORING MARKET SIZE, BY BANANA, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 69. GLOBAL CROP MONITORING MARKET SIZE, BY BANANA, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 70. GLOBAL CROP MONITORING MARKET SIZE, BY BANANA, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 71. GLOBAL CROP MONITORING MARKET SIZE, BY BANANA, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 72. GLOBAL CROP MONITORING MARKET SIZE, BY BANANA, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 73. GLOBAL CROP MONITORING MARKET SIZE, BY TOMATO, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 74. GLOBAL CROP MONITORING MARKET SIZE, BY TOMATO, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 75. GLOBAL CROP MONITORING MARKET SIZE, BY TOMATO, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 76. GLOBAL CROP MONITORING MARKET SIZE, BY TOMATO, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 77. GLOBAL CROP MONITORING MARKET SIZE, BY TOMATO, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 78. GLOBAL CROP MONITORING MARKET SIZE, BY TOMATO, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 79. GLOBAL CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2018-2024 (USD MILLION)
  • TABLE 80. GLOBAL CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2025-2032 (USD MILLION)
  • TABLE 81. GLOBAL CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 82. GLOBAL CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 83. GLOBAL CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 84. GLOBAL CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 85. GLOBAL CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 86. GLOBAL CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 87. GLOBAL CROP MONITORING MARKET SIZE, BY CANOLA, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 88. GLOBAL CROP MONITORING MARKET SIZE, BY CANOLA, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 89. GLOBAL CROP MONITORING MARKET SIZE, BY CANOLA, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 90. GLOBAL CROP MONITORING MARKET SIZE, BY CANOLA, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 91. GLOBAL CROP MONITORING MARKET SIZE, BY CANOLA, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 92. GLOBAL CROP MONITORING MARKET SIZE, BY CANOLA, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 93. GLOBAL CROP MONITORING MARKET SIZE, BY SOYBEAN, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 94. GLOBAL CROP MONITORING MARKET SIZE, BY SOYBEAN, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 95. GLOBAL CROP MONITORING MARKET SIZE, BY SOYBEAN, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 96. GLOBAL CROP MONITORING MARKET SIZE, BY SOYBEAN, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 97. GLOBAL CROP MONITORING MARKET SIZE, BY SOYBEAN, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 98. GLOBAL CROP MONITORING MARKET SIZE, BY SOYBEAN, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 99. GLOBAL CROP MONITORING MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
  • TABLE 100. GLOBAL CROP MONITORING MARKET SIZE, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 101. GLOBAL CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2018-2024 (USD MILLION)
  • TABLE 102. GLOBAL CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2025-2032 (USD MILLION)
  • TABLE 103. GLOBAL CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 104. GLOBAL CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 105. GLOBAL CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 106. GLOBAL CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 107. GLOBAL CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 108. GLOBAL CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 109. GLOBAL CROP MONITORING MARKET SIZE, BY EARLY WARNING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 110. GLOBAL CROP MONITORING MARKET SIZE, BY EARLY WARNING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 111. GLOBAL CROP MONITORING MARKET SIZE, BY EARLY WARNING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 112. GLOBAL CROP MONITORING MARKET SIZE, BY EARLY WARNING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 113. GLOBAL CROP MONITORING MARKET SIZE, BY EARLY WARNING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 114. GLOBAL CROP MONITORING MARKET SIZE, BY EARLY WARNING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 115. GLOBAL CROP MONITORING MARKET SIZE, BY FIELD SCOUTING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 116. GLOBAL CROP MONITORING MARKET SIZE, BY FIELD SCOUTING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 117. GLOBAL CROP MONITORING MARKET SIZE, BY FIELD SCOUTING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 118. GLOBAL CROP MONITORING MARKET SIZE, BY FIELD SCOUTING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 119. GLOBAL CROP MONITORING MARKET SIZE, BY FIELD SCOUTING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 120. GLOBAL CROP MONITORING MARKET SIZE, BY FIELD SCOUTING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 121. GLOBAL CROP MONITORING MARKET SIZE, BY IRRIGATION MANAGEMENT, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 122. GLOBAL CROP MONITORING MARKET SIZE, BY IRRIGATION MANAGEMENT, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 123. GLOBAL CROP MONITORING MARKET SIZE, BY IRRIGATION MANAGEMENT, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 124. GLOBAL CROP MONITORING MARKET SIZE, BY IRRIGATION MANAGEMENT, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 125. GLOBAL CROP MONITORING MARKET SIZE, BY IRRIGATION MANAGEMENT, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 126. GLOBAL CROP MONITORING MARKET SIZE, BY IRRIGATION MANAGEMENT, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 127. GLOBAL CROP MONITORING MARKET SIZE, BY NUTRIENT MANAGEMENT, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 128. GLOBAL CROP MONITORING MARKET SIZE, BY NUTRIENT MANAGEMENT, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 129. GLOBAL CROP MONITORING MARKET SIZE, BY NUTRIENT MANAGEMENT, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 130. GLOBAL CROP MONITORING MARKET SIZE, BY NUTRIENT MANAGEMENT, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 131. GLOBAL CROP MONITORING MARKET SIZE, BY NUTRIENT MANAGEMENT, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 132. GLOBAL CROP MONITORING MARKET SIZE, BY NUTRIENT MANAGEMENT, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 133. GLOBAL CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2018-2024 (USD MILLION)
  • TABLE 134. GLOBAL CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2025-2032 (USD MILLION)
  • TABLE 135. GLOBAL CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 136. GLOBAL CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 137. GLOBAL CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 138. GLOBAL CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 139. GLOBAL CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 140. GLOBAL CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 141. GLOBAL CROP MONITORING MARKET SIZE, BY HISTORICAL ANALYSIS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 142. GLOBAL CROP MONITORING MARKET SIZE, BY HISTORICAL ANALYSIS, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 143. GLOBAL CROP MONITORING MARKET SIZE, BY HISTORICAL ANALYSIS, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 144. GLOBAL CROP MONITORING MARKET SIZE, BY HISTORICAL ANALYSIS, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 145. GLOBAL CROP MONITORING MARKET SIZE, BY HISTORICAL ANALYSIS, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 146. GLOBAL CROP MONITORING MARKET SIZE, BY HISTORICAL ANALYSIS, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 147. GLOBAL CROP MONITORING MARKET SIZE, BY REAL TIME ANALYTICS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 148. GLOBAL CROP MONITORING MARKET SIZE, BY REAL TIME ANALYTICS, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 149. GLOBAL CROP MONITORING MARKET SIZE, BY REAL TIME ANALYTICS, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 150. GLOBAL CROP MONITORING MARKET SIZE, BY REAL TIME ANALYTICS, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 151. GLOBAL CROP MONITORING MARKET SIZE, BY REAL TIME ANALYTICS, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 152. GLOBAL CROP MONITORING MARKET SIZE, BY REAL TIME ANALYTICS, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 153. GLOBAL CROP MONITORING MARKET SIZE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 154. GLOBAL CROP MONITORING MARKET SIZE, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 155. AMERICAS CROP MONITORING MARKET SIZE, BY SUBREGION, 2018-2024 (USD MILLION)
  • TABLE 156. AMERICAS CROP MONITORING MARKET SIZE, BY SUBREGION, 2025-2032 (USD MILLION)
  • TABLE 157. AMERICAS CROP MONITORING MARKET SIZE, BY PLATFORM, 2018-2024 (USD MILLION)
  • TABLE 158. AMERICAS CROP MONITORING MARKET SIZE, BY PLATFORM, 2025-2032 (USD MILLION)
  • TABLE 159. AMERICAS CROP MONITORING MARKET SIZE, BY CROP TYPE, 2018-2024 (USD MILLION)
  • TABLE 160. AMERICAS CROP MONITORING MARKET SIZE, BY CROP TYPE, 2025-2032 (USD MILLION)
  • TABLE 161. AMERICAS CROP MONITORING MARKET SIZE, BY CEREALS, 2018-2024 (USD MILLION)
  • TABLE 162. AMERICAS CROP MONITORING MARKET SIZE, BY CEREALS, 2025-2032 (USD MILLION)
  • TABLE 163. AMERICAS CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2018-2024 (USD MILLION)
  • TABLE 164. AMERICAS CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2025-2032 (USD MILLION)
  • TABLE 165. AMERICAS CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2018-2024 (USD MILLION)
  • TABLE 166. AMERICAS CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2025-2032 (USD MILLION)
  • TABLE 167. AMERICAS CROP MONITORING MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
  • TABLE 168. AMERICAS CROP MONITORING MARKET SIZE, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 169. AMERICAS CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2018-2024 (USD MILLION)
  • TABLE 170. AMERICAS CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2025-2032 (USD MILLION)
  • TABLE 171. AMERICAS CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2018-2024 (USD MILLION)
  • TABLE 172. AMERICAS CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2025-2032 (USD MILLION)
  • TABLE 173. NORTH AMERICA CROP MONITORING MARKET SIZE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 174. NORTH AMERICA CROP MONITORING MARKET SIZE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 175. NORTH AMERICA CROP MONITORING MARKET SIZE, BY PLATFORM, 2018-2024 (USD MILLION)
  • TABLE 176. NORTH AMERICA CROP MONITORING MARKET SIZE, BY PLATFORM, 2025-2032 (USD MILLION)
  • TABLE 177. NORTH AMERICA CROP MONITORING MARKET SIZE, BY CROP TYPE, 2018-2024 (USD MILLION)
  • TABLE 178. NORTH AMERICA CROP MONITORING MARKET SIZE, BY CROP TYPE, 2025-2032 (USD MILLION)
  • TABLE 179. NORTH AMERICA CROP MONITORING MARKET SIZE, BY CEREALS, 2018-2024 (USD MILLION)
  • TABLE 180. NORTH AMERICA CROP MONITORING MARKET SIZE, BY CEREALS, 2025-2032 (USD MILLION)
  • TABLE 181. NORTH AMERICA CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2018-2024 (USD MILLION)
  • TABLE 182. NORTH AMERICA CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2025-2032 (USD MILLION)
  • TABLE 183. NORTH AMERICA CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2018-2024 (USD MILLION)
  • TABLE 184. NORTH AMERICA CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2025-2032 (USD MILLION)
  • TABLE 185. NORTH AMERICA CROP MONITORING MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
  • TABLE 186. NORTH AMERICA CROP MONITORING MARKET SIZE, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 187. NORTH AMERICA CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2018-2024 (USD MILLION)
  • TABLE 188. NORTH AMERICA CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2025-2032 (USD MILLION)
  • TABLE 189. NORTH AMERICA CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2018-2024 (USD MILLION)
  • TABLE 190. NORTH AMERICA CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2025-2032 (USD MILLION)
  • TABLE 191. LATIN AMERICA CROP MONITORING MARKET SIZE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 192. LATIN AMERICA CROP MONITORING MARKET SIZE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 193. LATIN AMERICA CROP MONITORING MARKET SIZE, BY PLATFORM, 2018-2024 (USD MILLION)
  • TABLE 194. LATIN AMERICA CROP MONITORING MARKET SIZE, BY PLATFORM, 2025-2032 (USD MILLION)
  • TABLE 195. LATIN AMERICA CROP MONITORING MARKET SIZE, BY CROP TYPE, 2018-2024 (USD MILLION)
  • TABLE 196. LATIN AMERICA CROP MONITORING MARKET SIZE, BY CROP TYPE, 2025-2032 (USD MILLION)
  • TABLE 197. LATIN AMERICA CROP MONITORING MARKET SIZE, BY CEREALS, 2018-2024 (USD MILLION)
  • TABLE 198. LATIN AMERICA CROP MONITORING MARKET SIZE, BY CEREALS, 2025-2032 (USD MILLION)
  • TABLE 199. LATIN AMERICA CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2018-2024 (USD MILLION)
  • TABLE 200. LATIN AMERICA CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2025-2032 (USD MILLION)
  • TABLE 201. LATIN AMERICA CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2018-2024 (USD MILLION)
  • TABLE 202. LATIN AMERICA CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2025-2032 (USD MILLION)
  • TABLE 203. LATIN AMERICA CROP MONITORING MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
  • TABLE 204. LATIN AMERICA CROP MONITORING MARKET SIZE, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 205. LATIN AMERICA CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2018-2024 (USD MILLION)
  • TABLE 206. LATIN AMERICA CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2025-2032 (USD MILLION)
  • TABLE 207. LATIN AMERICA CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2018-2024 (USD MILLION)
  • TABLE 208. LATIN AMERICA CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2025-2032 (USD MILLION)
  • TABLE 209. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY SUBREGION, 2018-2024 (USD MILLION)
  • TABLE 210. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY SUBREGION, 2025-2032 (USD MILLION)
  • TABLE 211. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY PLATFORM, 2018-2024 (USD MILLION)
  • TABLE 212. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY PLATFORM, 2025-2032 (USD MILLION)
  • TABLE 213. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY CROP TYPE, 2018-2024 (USD MILLION)
  • TABLE 214. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY CROP TYPE, 2025-2032 (USD MILLION)
  • TABLE 215. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY CEREALS, 2018-2024 (USD MILLION)
  • TABLE 216. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY CEREALS, 2025-2032 (USD MILLION)
  • TABLE 217. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2018-2024 (USD MILLION)
  • TABLE 218. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2025-2032 (USD MILLION)
  • TABLE 219. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2018-2024 (USD MILLION)
  • TABLE 220. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2025-2032 (USD MILLION)
  • TABLE 221. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
  • TABLE 222. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 223. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2018-2024 (USD MILLION)
  • TABLE 224. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2025-2032 (USD MILLION)
  • TABLE 225. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2018-2024 (USD MILLION)
  • TABLE 226. EUROPE, MIDDLE EAST & AFRICA CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2025-2032 (USD MILLION)
  • TABLE 227. EUROPE CROP MONITORING MARKET SIZE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 228. EUROPE CROP MONITORING MARKET SIZE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 229. EUROPE CROP MONITORING MARKET SIZE, BY PLATFORM, 2018-2024 (USD MILLION)
  • TABLE 230. EUROPE CROP MONITORING MARKET SIZE, BY PLATFORM, 2025-2032 (USD MILLION)
  • TABLE 231. EUROPE CROP MONITORING MARKET SIZE, BY CROP TYPE, 2018-2024 (USD MILLION)
  • TABLE 232. EUROPE CROP MONITORING MARKET SIZE, BY CROP TYPE, 2025-2032 (USD MILLION)
  • TABLE 233. EUROPE CROP MONITORING MARKET SIZE, BY CEREALS, 2018-2024 (USD MILLION)
  • TABLE 234. EUROPE CROP MONITORING MARKET SIZE, BY CEREALS, 2025-2032 (USD MILLION)
  • TABLE 235. EUROPE CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2018-2024 (USD MILLION)
  • TABLE 236. EUROPE CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2025-2032 (USD MILLION)
  • TABLE 237. EUROPE CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2018-2024 (USD MILLION)
  • TABLE 238. EUROPE CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2025-2032 (USD MILLION)
  • TABLE 239. EUROPE CROP MONITORING MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
  • TABLE 240. EUROPE CROP MONITORING MARKET SIZE, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 241. EUROPE CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2018-2024 (USD MILLION)
  • TABLE 242. EUROPE CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2025-2032 (USD MILLION)
  • TABLE 243. EUROPE CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2018-2024 (USD MILLION)
  • TABLE 244. EUROPE CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2025-2032 (USD MILLION)
  • TABLE 245. MIDDLE EAST CROP MONITORING MARKET SIZE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 246. MIDDLE EAST CROP MONITORING MARKET SIZE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 247. MIDDLE EAST CROP MONITORING MARKET SIZE, BY PLATFORM, 2018-2024 (USD MILLION)
  • TABLE 248. MIDDLE EAST CROP MONITORING MARKET SIZE, BY PLATFORM, 2025-2032 (USD MILLION)
  • TABLE 249. MIDDLE EAST CROP MONITORING MARKET SIZE, BY CROP TYPE, 2018-2024 (USD MILLION)
  • TABLE 250. MIDDLE EAST CROP MONITORING MARKET SIZE, BY CROP TYPE, 2025-2032 (USD MILLION)
  • TABLE 251. MIDDLE EAST CROP MONITORING MARKET SIZE, BY CEREALS, 2018-2024 (USD MILLION)
  • TABLE 252. MIDDLE EAST CROP MONITORING MARKET SIZE, BY CEREALS, 2025-2032 (USD MILLION)
  • TABLE 253. MIDDLE EAST CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2018-2024 (USD MILLION)
  • TABLE 254. MIDDLE EAST CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2025-2032 (USD MILLION)
  • TABLE 255. MIDDLE EAST CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2018-2024 (USD MILLION)
  • TABLE 256. MIDDLE EAST CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2025-2032 (USD MILLION)
  • TABLE 257. MIDDLE EAST CROP MONITORING MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
  • TABLE 258. MIDDLE EAST CROP MONITORING MARKET SIZE, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 259. MIDDLE EAST CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2018-2024 (USD MILLION)
  • TABLE 260. MIDDLE EAST CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2025-2032 (USD MILLION)
  • TABLE 261. MIDDLE EAST CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2018-2024 (USD MILLION)
  • TABLE 262. MIDDLE EAST CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2025-2032 (USD MILLION)
  • TABLE 263. AFRICA CROP MONITORING MARKET SIZE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 264. AFRICA CROP MONITORING MARKET SIZE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 265. AFRICA CROP MONITORING MARKET SIZE, BY PLATFORM, 2018-2024 (USD MILLION)
  • TABLE 266. AFRICA CROP MONITORING MARKET SIZE, BY PLATFORM, 2025-2032 (USD MILLION)
  • TABLE 267. AFRICA CROP MONITORING MARKET SIZE, BY CROP TYPE, 2018-2024 (USD MILLION)
  • TABLE 268. AFRICA CROP MONITORING MARKET SIZE, BY CROP TYPE, 2025-2032 (USD MILLION)
  • TABLE 269. AFRICA CROP MONITORING MARKET SIZE, BY CEREALS, 2018-2024 (USD MILLION)
  • TABLE 270. AFRICA CROP MONITORING MARKET SIZE, BY CEREALS, 2025-2032 (USD MILLION)
  • TABLE 271. AFRICA CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2018-2024 (USD MILLION)
  • TABLE 272. AFRICA CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2025-2032 (USD MILLION)
  • TABLE 273. AFRICA CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2018-2024 (USD MILLION)
  • TABLE 274. AFRICA CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2025-2032 (USD MILLION)
  • TABLE 275. AFRICA CROP MONITORING MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
  • TABLE 276. AFRICA CROP MONITORING MARKET SIZE, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 277. AFRICA CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2018-2024 (USD MILLION)
  • TABLE 278. AFRICA CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2025-2032 (USD MILLION)
  • TABLE 279. AFRICA CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2018-2024 (USD MILLION)
  • TABLE 280. AFRICA CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2025-2032 (USD MILLION)
  • TABLE 281. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 282. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 283. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY PLATFORM, 2018-2024 (USD MILLION)
  • TABLE 284. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY PLATFORM, 2025-2032 (USD MILLION)
  • TABLE 285. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY CROP TYPE, 2018-2024 (USD MILLION)
  • TABLE 286. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY CROP TYPE, 2025-2032 (USD MILLION)
  • TABLE 287. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY CEREALS, 2018-2024 (USD MILLION)
  • TABLE 288. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY CEREALS, 2025-2032 (USD MILLION)
  • TABLE 289. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2018-2024 (USD MILLION)
  • TABLE 290. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2025-2032 (USD MILLION)
  • TABLE 291. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2018-2024 (USD MILLION)
  • TABLE 292. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2025-2032 (USD MILLION)
  • TABLE 293. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
  • TABLE 294. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 295. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2018-2024 (USD MILLION)
  • TABLE 296. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2025-2032 (USD MILLION)
  • TABLE 297. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2018-2024 (USD MILLION)
  • TABLE 298. ASIA-PACIFIC CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2025-2032 (USD MILLION)
  • TABLE 299. GLOBAL CROP MONITORING MARKET SIZE, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 300. GLOBAL CROP MONITORING MARKET SIZE, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 301. ASEAN CROP MONITORING MARKET SIZE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 302. ASEAN CROP MONITORING MARKET SIZE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 303. ASEAN CROP MONITORING MARKET SIZE, BY PLATFORM, 2018-2024 (USD MILLION)
  • TABLE 304. ASEAN CROP MONITORING MARKET SIZE, BY PLATFORM, 2025-2032 (USD MILLION)
  • TABLE 305. ASEAN CROP MONITORING MARKET SIZE, BY CROP TYPE, 2018-2024 (USD MILLION)
  • TABLE 306. ASEAN CROP MONITORING MARKET SIZE, BY CROP TYPE, 2025-2032 (USD MILLION)
  • TABLE 307. ASEAN CROP MONITORING MARKET SIZE, BY CEREALS, 2018-2024 (USD MILLION)
  • TABLE 308. ASEAN CROP MONITORING MARKET SIZE, BY CEREALS, 2025-2032 (USD MILLION)
  • TABLE 309. ASEAN CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2018-2024 (USD MILLION)
  • TABLE 310. ASEAN CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2025-2032 (USD MILLION)
  • TABLE 311. ASEAN CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2018-2024 (USD MILLION)
  • TABLE 312. ASEAN CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2025-2032 (USD MILLION)
  • TABLE 313. ASEAN CROP MONITORING MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
  • TABLE 314. ASEAN CROP MONITORING MARKET SIZE, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 315. ASEAN CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2018-2024 (USD MILLION)
  • TABLE 316. ASEAN CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2025-2032 (USD MILLION)
  • TABLE 317. ASEAN CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2018-2024 (USD MILLION)
  • TABLE 318. ASEAN CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2025-2032 (USD MILLION)
  • TABLE 319. GCC CROP MONITORING MARKET SIZE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 320. GCC CROP MONITORING MARKET SIZE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 321. GCC CROP MONITORING MARKET SIZE, BY PLATFORM, 2018-2024 (USD MILLION)
  • TABLE 322. GCC CROP MONITORING MARKET SIZE, BY PLATFORM, 2025-2032 (USD MILLION)
  • TABLE 323. GCC CROP MONITORING MARKET SIZE, BY CROP TYPE, 2018-2024 (USD MILLION)
  • TABLE 324. GCC CROP MONITORING MARKET SIZE, BY CROP TYPE, 2025-2032 (USD MILLION)
  • TABLE 325. GCC CROP MONITORING MARKET SIZE, BY CEREALS, 2018-2024 (USD MILLION)
  • TABLE 326. GCC CROP MONITORING MARKET SIZE, BY CEREALS, 2025-2032 (USD MILLION)
  • TABLE 327. GCC CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2018-2024 (USD MILLION)
  • TABLE 328. GCC CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2025-2032 (USD MILLION)
  • TABLE 329. GCC CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2018-2024 (USD MILLION)
  • TABLE 330. GCC CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2025-2032 (USD MILLION)
  • TABLE 331. GCC CROP MONITORING MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
  • TABLE 332. GCC CROP MONITORING MARKET SIZE, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 333. GCC CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2018-2024 (USD MILLION)
  • TABLE 334. GCC CROP MONITORING MARKET SIZE, BY DISEASE DETECTION, 2025-2032 (USD MILLION)
  • TABLE 335. GCC CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2018-2024 (USD MILLION)
  • TABLE 336. GCC CROP MONITORING MARKET SIZE, BY YIELD PREDICTION, 2025-2032 (USD MILLION)
  • TABLE 337. EUROPEAN UNION CROP MONITORING MARKET SIZE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 338. EUROPEAN UNION CROP MONITORING MARKET SIZE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 339. EUROPEAN UNION CROP MONITORING MARKET SIZE, BY PLATFORM, 2018-2024 (USD MILLION)
  • TABLE 340. EUROPEAN UNION CROP MONITORING MARKET SIZE, BY PLATFORM, 2025-2032 (USD MILLION)
  • TABLE 341. EUROPEAN UNION CROP MONITORING MARKET SIZE, BY CROP TYPE, 2018-2024 (USD MILLION)
  • TABLE 342. EUROPEAN UNION CROP MONITORING MARKET SIZE, BY CROP TYPE, 2025-2032 (USD MILLION)
  • TABLE 343. EUROPEAN UNION CROP MONITORING MARKET SIZE, BY CEREALS, 2018-2024 (USD MILLION)
  • TABLE 344. EUROPEAN UNION CROP MONITORING MARKET SIZE, BY CEREALS, 2025-2032 (USD MILLION)
  • TABLE 345. EUROPEAN UNION CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2018-2024 (USD MILLION)
  • TABLE 346. EUROPEAN UNION CROP MONITORING MARKET SIZE, BY FRUITS VEGETABLES, 2025-2032 (USD MILLION)
  • TABLE 347. EUROPEAN UNION CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2018-2024 (USD MILLION)
  • TABLE 348. EUROPEAN UNION CROP MONITORING MARKET SIZE, BY OILSEEDS PULSES, 2025-2032 (USD MILLION)
  • TABLE 349. EUROPEAN UNION CROP MONITORING MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
  • TABLE 350. EUROPEAN UNION CROP MONITORING MARKE