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市场调查报告书
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1857707

数位农业市场按产品类型、服务、技术、农场类型、应用和最终用户划分－2025-2032年全球预测

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个工作天内

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预计到 2032 年，数位农业市场规模将达到 496.2 亿美元，复合年增长率为 10.79%。

关键市场统计数据
基准年 2024 218.5亿美元
预计年份：2025年 240.8亿美元
预测年份 2032 496.2亿美元
复合年增长率 (%) 10.79%

就数位农业领域的融合力量以及相关人员应如何优先考虑战略倡议以取得可衡量的成果，提供了权威的指导。

本执行摘要介绍了塑造数位农业的当代动态，综合分析了技术进步、政策倡议和商业性活动，从而明确了相关人员当前决策的迫切需求。它将硬体、软体和服务不断演进的整合视为一个生态系统，而非彼此独立的产品线，并着重强调了整合资料流如何成为农业系统运作韧性的关键要素。此外，本摘要还阐明了报告的细分和区域分析方法，使读者能够快速找到最符合自身策略需求的资讯。

随着农业经营规模和复杂性的不断增长，领导者必须平衡短期生产力提升与长期永续性目标。本导言概述了报告如何揭示可操作的洞察、风险因素和技术应用路径，为后续章节的深入探讨和实践指导奠定基础。报告旨在帮助读者从理解市场讯号入手，制定具体的行动方案——无论是试点应用感测器和无人机、优先考虑农场管理软体工作流程，还是将资源分配给能够带来可衡量农艺成果的服务伙伴关係。

对重塑数位农业的关键技术、营运和监管变革进行了深刻分析，并提出了适应性商业策略的有力论证。

在技​​术日趋成熟、供应链优先事项转变以及监管预期不断变化等因素的共同推动下，数位农业领域正经历着一场变革。分析和人工智慧技术的进步正推动作物病害检测、自动化决策和预测性农艺从概念验证走向常规部署，从而对速度和准确性提出了新的营运要求。同时，从田间感测器到无人机再到牲畜监测器等分散式感测和物联网设备，不断扩展农场数据的规模和粒度，给各组织带来了必须应对的整合和互通性挑战。

同时，云端原生架构和SaaS模式降低了小型生产者的进入门槛，同时也使大型农产品能够编配采购、资源管理和供应链规划等复杂的流程。机器人和自动化正在改变室内外农场劳动模式，促使劳动力技能和资本配置向机械化解决方案进行策略性调整。资源效率的日益提升进一步强化了这一转变，水资源和养分管理如今已成为技术采纳决策的核心。总而言之，这些动态正促使相关人员采用模组化、可扩展的方法，以便在出现新资料和用例时能够持续迭代和快速重新配置。

对2025年美国关税如何推动采购模式转变、供应商重组以及服务驱动型市场反应进行冷静评估

受美国2025年贸易政策影响，近期关税调整对数位农业生态系统的采购、供应链配置和供应商选择产生了多方面的影响。部分硬体组件和嵌入式系统关税的提高，直接给依赖跨境製造的供应商带来了成本压力，促使一些供应商重新评估合同，并考虑生产地理多元化。为此，农业相关企业和合作社的采购团队正在加快对替代供应商的资质审核流程，并重新调整整体拥有成本（TCO）指标的优先级，以应对潜在的长期关税波动。

此外，关税政策也提升了以软体为核心的提案和託管服务的吸引力，以降低资本支出敏感度。基于订阅的农艺支援、云端託管分析和远端系统管理系统正日益受到关注，因为它们可以将价值交付与实体设备购置脱钩。同时，关税环境也提升了区域化维护和现场支援网路的战略价值，因为缩短的供应链可以降低停机风险并简化合规流程。重要的是，这些动态正促使技术供应商、服务整合商和区域维护服务供应商再次携手合作，打造捆绑式服务，在日益复杂的交易环境中满足最终用户的需求，同时维持净利率。

透过全面的细分主导洞察，揭示产品、技术、服务、应用、农场类型和最终用户优先事项的交汇点，从而释放商业性价值。

对产品类型、服务、技术、作物类型、应用和最终用户的深入了解，有助于制定精准的商业策略。就产品类型而言，市场涵盖硬体、服务和软体。硬体包括相机和成像设备、无人机、GPS 和 GNSS 设备以及用于采集田间和牲畜指标的各种感测器。服务包括咨询、支援和维护以及系统集成，而软体则分为数据分析和人工智慧平台以及农场管理套件。

咨询服务涵盖商务策略、风险管理和技术实施，而託管服务则包括资料即服务、基础设施管理和基于订阅的农艺支援。技术细分突显了人工智慧和机器学习在自动化决策、作物病害检测和预测分析中的作用；SaaS 应用中的资料储存、远端系统管理和云端运算；物联网设备，包括无人机、田间感测器和牲畜监测器；以及机器人和自动化在田间和室内作业中的作用。农业类型细分区分了室内和室外系统及其独特的基础设施和资料需求。应用层级细分涵盖了用于作物监测的无人机测绘、田间感测器和卫星影像；透过田间测绘和变数施肥技术实现的精密农业；涵盖能源、土壤和水资源管理的资源管理；以及从需求预测到库存追踪和采购优化的供应链管理。最后，最终用户包括农业相关企业、农民、政府和监管机构以及研究机构，每个群体都展现出不同的采购模式和采用意愿。整合这些层级，您可以根据客户旅程和决策週期，优先考虑开发、商业测试和服务交付。

区域情报重点关注全球主要区域的经济、监管和基础设施状况将如何影响采用路径和策略伙伴。

美洲、欧洲、中东和非洲以及亚太地区的区域动态将对部署时间表、合作伙伴选择和长期战略规划产生重大影响。在美洲，重点仍然是扩展精密农业能力，并将数位化工作流程整合到大规模商业营运中，效率提升和产量优化将推动市场需求。基础设施投资和已建立的分销网络支援感测器和无人机的快速部署，而充足的资金则鼓励试点专案在多个季度测试投资回报率。从试点到企业部署的过渡需要关注资料管治以及传统农场管理系统与新型分析平台之间的互通性。

在欧洲、中东和非洲，监管机构对永续性和可追溯性的重视正在加速资源管理和供应链解决方案的普及。在政策奖励支援精准投入和排放的地区，买家越来越关注整合了分析、现场感测器和咨询服务的整合产品。亚太地区已开发市场对高科技的应用呈现混合态势，新兴市场则呈现快速成长。在这里，云端原生服务、可扩展的订阅模式和区域化的支援生态系统对于将兴趣转化为永续利用至关重要。本地维护能力、资料主权考量以及农业实践的多样性等区域因素决定了供应商和服务整合商的最佳市场定位。

商业和竞争的关键要点，展示了供应商和整合商如何调整其技术蓝图和市场策略，以确保在数位农业领域获得持久优势。

竞争格局的特点是：现有技术供应商拓展至邻近服务领域，新兴专家专注于解决细分领域的农艺问题，系统整合商则整合硬体、软体和咨询服务以交付成果。策略性倡议包括农场管理平台和分析的垂直整合、感测器製造商与云端分析平台的伙伴关係，以及将安装、现场维护与订阅式农艺洞察相结合的服务包。供应商的差异化优势不仅体现在功能清单上，还体现在数据可携性、与传统农场系统的整合便利性以及可验证的农艺成果。

同时，市场准入往往取决于本地服务能力和快速的现场支援。整合认证的本地维护合作伙伴和区域资料中心的通路策略能够提高执行时间并降低与贸易相关的供应链风险。技术蓝图强调模组化，使客户能够逐步采用，从而减少受技术资源限制的组织的阻力。财务模式正在转向混合模式，融合硬体租赁、软体订阅和基于结果的合同，这反映了买方对可预测的营运成本和可衡量的绩效指标的偏好。总而言之，竞争优势越来越依赖将资料转化为清晰、可执行提案的能力，这些方案能够对产量比率、成本或环境足迹产生实质影响。

为产品、服务和商业领导者提供可操作的策略处方笺，以加速产品推广并将试点计画转化为永续的收入来源。

领导者应优先采取切实可行的措施，使产品开发、伙伴关係模式和客户成功实践与观察到的市场采纳驱动因素保持一致。首先，投资于互通性和开放API，以确保硬体、分析和管理平台能够在客户的不同部署环境中互通。其次，发展本地支援管道和策略维护伙伴关係，以缩短维修週期，并在贸易和物流波动的情况下增强买家的信心。第三，采用灵活的商业结构，例如基于订阅的农艺支援和混合租赁模式，以确保持续的收入来源，同时降低小型生产商的准入门槛。

此外，我们将把研发重点放在可解释人工智慧和透明的决策逻辑上，以建立农艺师和监管机构的信任。我们将优先考虑能够展现短期营运效益的应用案例，例如优化水资源管理和病虫害检测，并建立可衡量的成果记录。我们将加强与研究机构和政府计画的合作，试行永续性相关干预措施，以争取奖励和公共资金。最后，我们将对销售和实施团队进行全面培训，使其能够将技术能力转化为切实可行的农场效益。

一个透明且可复製的研究框架，结合一手和二手研究，产生策略建议和情境分析。

本研究整合了对行业从业者的访谈、文献综述以及对技术和政策趋势的系统分析，旨在开发一种兼顾广度和深度的可复製方法。一手研究包括与来自相关企业、技术供应商、服务整合商和研究机构的从业人员进行结构化对话，以了解其营运实务、采购标准和实施限制。二手资料则透过系统性回顾来追踪影响市场动态的技术演进、监管变化和贸易发展。数据三角测量技术被用于协调不同观点并检验关键主题。

我们的分析方法强调跨细分整合，结合产品、服务、技术、应用、农业类型和终端用户观点。区域分析考虑了基础设施、监管环境和当地市场行为，以阐明实施路径。我们尽可能地保持调查方法的透明性，透过清晰记录的访谈通讯协定、第二手资料纳入标准和分析假设来实现。敏感性分析和情境分析探索了不同的政策和供应链结果，以阐明潜在的策略曲折点，并指南商业团队制定应急计画。

将市场动态与实际优先事项进行关键性整合，使领导者能够将技术能力转化为切实可行的农艺和商业性成果。

总之，数位农业正处于曲折点，硬体、软体和服务的整合能够带来可衡量的农艺、经济和环境效益。成熟的分析技术、不断扩展的物联网应用以及不断发展的服务模式，为相关人员投资于互通性、本地化支援和以结果为导向的商业模式的利益相关者创造了机会。贸易政策的转变正在加速采购行为的某些变化，提高了以服务为主导的提案的相对吸引力，同时也凸显了供应链韧性和可维护性的重要性。

因此，决策者必须平衡短期营运试验与对资料架构和合作伙伴生态系统的中期投资。透过聚焦具有显着影响的用例、使商业性条款与客户的风险接受度相匹配，以及建立本地执行能力，企业可以将技术前景转化为可持续的业务成果。为确保数位化投资转化为生产力和韧性的提升，实践试验、清晰的影响评估以及农艺、工程和商业团队之间的紧密合作将是推动发展的关键。

目录

第一章：序言

第二章调查方法

第三章执行摘要

第四章 市场概览

第五章 市场洞察

  • 采用人工智慧主导的预测分析平台来优化作物产量和资源利用。
  • 整合基于无人机的频谱影像和机器学习技术进行即时现场诊断
  • 部署物联网感测器网路以实现精准灌溉管理和节水
  • 在农业供应链中实施基于区块链的可追溯性解决方案
  • 开发配备电脑视觉技术的用于水果分类的机器人收割机
  • 结合卫星影像和巨量资料分析提高产量预测精度
  • 数位双胞胎技术在模拟和优化农业运作方面的进展

第六章：美国关税的累积影响，2025年

第七章：人工智慧的累积影响，2025年

第八章：按产品类型分類的数位农业市场

  • 硬体
    • 相机和成像设备
    • 无人机
    • GPS和GNSS设备
    • 感应器
  • 服务
    • 咨询服务
    • 支援与维护
    • 系统整合
  • 软体
    • 数据分析与人工智慧软体
    • 农场管理软体
      • 牲畜监测
      • 精密农业

第九章：按服务分類的数位农业市场

  • 咨询服务
    • 商业策略
    • 风险管理
    • 技术实施
  • 託管服务
    • 资料即服务 (DaaS)
    • 基础设施管理
    • 基于订阅的农业支持
  • 支援与维护
    • 现场设备维护
    • 软体更新
    • 技术支援

第十章：科技驱动的数位农业市场

  • 人工智慧和机器学习
    • 自动化决策
    • 作物病害检测
    • 预测分析
  • 云端处理
    • 资料储存
    • 远端系统管理系统
    • 软体即服务 (SaaS) 应用
  • 物联网设备
    • 无人机
    • 现场感测器
    • 牲畜监测设备
  • 机器人与自动化

第十一章 按农业类型分類的数位农业市场

  • 室内农业
  • 户外农耕

第十二章：按应用分類的数位农业市场

  • 作物监测
    • 无人机测绘
    • 现场感测器
    • 卫星影像
  • 精密农业
    • 田间测绘
    • 现场监测
    • 可变利率技术
  • 资源管理
    • 能源管理
    • 土壤管理
    • 水资源管理
  • 供应链管理
    • 需求预测
    • 库存追踪
    • 采购最佳化

第十三章：依最终用户分類的数位农业市场

  • 农业相关企业
  • 农民
  • 政府和监管机构
  • 研究所

第十四章：各区域数位农业市场

  • 美洲
    • 北美洲
    • 拉丁美洲
  • 欧洲、中东和非洲
    • 欧洲
    • 中东
    • 非洲
  • 亚太地区

第十五章：按群体分類的数位农业市场

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

第十六章：各国数位农业市场

  • 美国
  • 加拿大
  • 墨西哥
  • 巴西
  • 英国
  • 德国
  • 法国
  • 俄罗斯
  • 义大利
  • 西班牙
  • 中国
  • 印度
  • 日本
  • 澳洲
  • 韩国

第十七章 竞争格局

  • 2024年市占率分析
  • FPNV定位矩阵，2024
  • 竞争分析
    • 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,