デジタル農業市場：製品タイプ、サービス、技術、農業タイプ、用途、エンドユーザー別-2025～2030年の世界予測

デジタル農業市場は、2024年には218億5,000万米ドルとなり、2025年には240億8,000万米ドル、CAGR 10.52%で成長し、2030年には398億4,000万米ドルに達すると予測されています。

デジタル農業は、技術と伝統的プラクティスを融合させ、より効率的で弾力性のあるサステイナブル農業システムを構築する、現代農業における最も決定的なイノベーションの1つとして台頭してきました。この前例のない時代において、最先端のソリューションは、利害関係者が作物管理、節水、収量最適化に取り組む方法に革命をもたらしつつあります。データ、接続性、精密技術への絶え間ない注目は、利害関係者が十分な情報に基づいた意思決定を行えるようにする、実用的な洞察を後押ししています。センサ技術、遠隔モニタリング、先進的データ分析の進化は、オペレーションを合理化するだけでなく、農業セクタにおける創造的な可能性を解き放りました。農業従事者やアグリビジネスのリーダーがデジタルトランスフォーメーションを取り入れることで、既成のプラクティスを再定義し、全体的な資源配備を最適化しています。この統合は、無駄の削減、生産物の品質の向上、生産プラクティスを新たな持続可能性のパラダイムに合わせることによる収益性の強化に役立つことが証明されています。技術の進歩と伝統的農業の知恵との相乗効果により、よりスマートな実践へのシームレスな移行が可能になりつつあります。この概要では、デジタル農業の多面的な側面を探り、それが現代の農業フードチェーンに与える影響を理解するための強固な土台を築きました。この産業が急速なペースで進化を続ける中、レジリエントで豊かな未来を形作るデジタル農業の可能性を完全に把握するためには、これらの動向を包括的に探ることが不可欠です。

デジタル農業の情勢を再定義する変革的変化

デジタル農業の展望は、技術と農業プラクティスのダイナミックな相互作用を強調する一連の変革的シフトによって再形成されつつあります。主要変化には、人工知能、ロボット工学、先進的センサネットワークといった破壊的技術の統合があり、これらは従来の調査手法に革命をもたらしつつあります。この変革は単なる自動化ではなく、データ主導の意思決定と精密管理へのシフトを意味し、農業バリューチェーンのあらゆる要素がリアルタイム洞察によって強化されます。新たなデジタルツールによって、アグリビジネスは天候パターンを予測し、土壌の健全性をモニタリングし、かつてない精度で作物を管理できるようになっています。その結果、農業従事者は効率的な資源管理を促進し、全体的な収量の質と持続可能性を向上させるイノベーションを受け入れています。こうしたシフトはまた、労働力不足、拡大性強化の必要性、サステイナブルプラクティスへの需要の高まりに対する産業の戦略的適応を意味します。接続性と先進的分析の融合は、よりスマートなサプライチェーン、先を見越したメンテナンススケジュール、市場の変動に対するより機敏な対応につながっています。現代技術と農業の融合はイノベーションを促進し、新たな成長機会を切り開くものであり、農業セクタ全体の利害関係者にとって、急速な変化、継続的な改善、変革の可能性を特徴とする時代となっています。

デジタル農業の主要セグメントに関する洞察のディープダイブ分析

デジタル農業市場の多様なコンポーネントを理解するには、多面的なセグメンテーションを詳細に見る必要があります。製品タイプ別に見ると、市場はハードウェア、サービス、ソフトウェアにわたって調査されています。ハードウェアの領域では、カメラや画像処理装置、ドローン、GPSやGNSS装置、精密モニタリングを可能にするセンサなどの進歩が反映されています。サービスに目を向けると、コンサルティングサービス、サポートとメンテナンス、システムインテグレーションに関する詳細な調査が行われており、それぞれがエコシステムの堅牢性に貢献しています。ソフトウェアの領域では、イノベーションはデータ分析とAIソフトウェア、農場管理ソフトウェアに区分され、さらに家畜モニタリングと精密農業に区分されます。さらに、具体的なサービスに基づいて市場を分析すると、事業戦略、リスク管理、技術導入に関するコンサルティングが重点セグメントであり、サービスとしてのデータ、インフラ管理、サブスクリプション・ベースの農学サポートをカバーするマネージドサービスが補足しています。サポートとメンテナンスはさらに、現場機器のメンテナンス、定期的なソフトウェア更新、技術サポートにまで及びます。さらなる洞察は、自動化された意思決定、作物病害の検出、予測分析が中心となるAIや機械学習などの技術による市場調査から得られ、データストレージ、遠隔管理システム、SaaS用途に重点を置くクラウドコンピューティングと並んでいます。さらに、ドローン、フィールドセンサ、家畜モニタリングデバイスを含むIoTデバイスは、ロボット工学や自動化と組み合わされ、この進化するセグメントで重要な役割を果たしています。最後に、作物モニタリング、精密農業、資源管理、サプライチェーン管理における詳細な用途とともに、農業タイプ（屋内農業と屋外農業）によるセグメンテーションは、この市場の多層的な力学を把握するために不可欠な包括的な図を完成させています。

目次

第1章 序文

第2章 調査手法

第3章 エグゼクティブサマリー

第4章 市場概要

第5章 市場洞察

• 市場力学
  • 促進要因
    • 世界中で精密農業の実践におけるデータによる洞察の需要が高まっている
    • サステイナブル農業プラクティスへの意識と投資の高まり
    • デジタル農業技術の進歩を促進する政府の取り組みと施策
  • 抑制要因
    • デジタル農業の採用に伴う高額な実装コストと資金
  • 機会
    • 農業従事者から消費者への直接販売と透明な市場アクセスを促進するデジタルプラットフォームの急増
    • 中小規模の農場向けの自動化機械リースサービスの継続的な導入
  • 課題
    • レガシーシステムと最新のデジタル農業プラットフォームの統合の複雑さ
• 市場セグメンテーション分析
  • 製品タイプ：デジタル農業における意思決定プロセスの改善におけるソフトウェアの好感度の向上
  • 用途：デジタル農業における作物モニタリングの適用拡大
• ポーターのファイブフォース分析
• PESTEL分析
  • 政治
  • 経済
  • 社会
  • 技術
  • 法律
  • 環境

第6章 デジタル農業市場：製品タイプ別

• イントロダクション
• ハードウェア
  • カメラと画像機器
  • ドローン
  • GPSとGNSSデバイス
  • センサ
• サービス
  • コンサルティングサービス
  • サポートとメンテナンス
  • システムインテグレーション
• ソフトウェア
  • データ分析とAIソフトウェア
  • 農場管理ソフトウェア
    • 家畜モニタリング
    • 精密農業

第7章 デジタル農業市場：サービス別

• イントロダクション
• コンサルティングサービス
  • 事業戦略
  • リスク管理
  • 技術の実装
• マネージドサービス
  • DaaS（Data-as-a-Service）
  • インフラ管理
  • サブスクリプションベースの農業支援
• サポートとメンテナンス
  • フィールド機器メンテナンス
  • ソフトウェアアップデート
  • テクニカルサポート

第8章 デジタル農業市場：技術別

• イントロダクション
• AIと機械学習
  • 自動意思決定
  • 作物病害検出
  • 予測分析
• クラウドコンピューティング
  • データストレージ
  • リモート管理システム
  • SaaS（Software-as-a-Service）用途
• IoTデバイス
  • ドローン
  • フィールドセンサ
  • 家畜モニタリング装置
• ロボット工学と自動化

第9章 デジタル農業市場：農業タイプ別

• イントロダクション
• 屋内農業
• 屋外農業

第10章 デジタル農業市場：用途別

• イントロダクション
• 作物モニタリング
  • ドローン測量
  • フィールドセンサ
  • 衛星画像
• 精密農業
  • フィールドマッピング
  • 現場モニタリング
  • 可変レート技術
• リソース管理
  • エネルギー管理
  • 土壌管理
  • 水管理
• サプライチェーンマネジメント
  • 需要予測
  • 在庫追跡
  • 調達最適化

第11章 デジタル農業市場：エンドユーザー別

• イントロダクション
• 農業ビジネス
• 農業従事者
• 政府と規制機関
• 研究機関

第12章 南北アメリカのデジタル農業市場

• イントロダクション
• アルゼンチン
• ブラジル
• カナダ
• メキシコ
• 米国

第13章 アジア太平洋のデジタル農業市場

• イントロダクション
• オーストラリア
• 中国
• インド
• インドネシア
• 日本
• マレーシア
• フィリピン
• シンガポール
• 韓国
• 台湾
• タイ
• ベトナム

第14章 欧州・中東・アフリカのデジタル農業市場

• イントロダクション
• デンマーク
• エジプト
• フィンランド
• フランス
• ドイツ
• イスラエル
• イタリア
• オランダ
• ナイジェリア
• ノルウェー
• ポーランド
• カタール
• ロシア
• サウジアラビア
• 南アフリカ
• スペイン
• スウェーデン
• スイス
• トルコ
• アラブ首長国連邦
• 英国

第15章 競合情勢

• 市場シェア分析、2024年
• FPNVポジショニングマトリックス、2024年
• 競合シナリオ分析
• 戦略分析と提言

企業一覧

• 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 N.V.
• Small Robot Company
• Syngenta Crop Protection AG
• SZ DJI Technology Co., Ltd.
• Taranis Visual Ltd.
• TELUS Agriculture Solutions Inc.
• Trimble Inc.
• Vodafone Group PLC

LIST OF FIGURES

• FIGURE 1. DIGITAL AGRICULTURE MARKET MULTI-CURRENCY
• FIGURE 2. DIGITAL AGRICULTURE MARKET MULTI-LANGUAGE
• FIGURE 3. DIGITAL AGRICULTURE MARKET RESEARCH PROCESS
• FIGURE 4. DIGITAL AGRICULTURE MARKET SIZE, 2024 VS 2030
• FIGURE 5. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, 2018-2030 (USD MILLION)
• FIGURE 6. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY REGION, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 7. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 8. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2024 VS 2030 (%)
• FIGURE 9. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 10. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2024 VS 2030 (%)
• FIGURE 11. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 12. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2024 VS 2030 (%)
• FIGURE 13. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 14. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2024 VS 2030 (%)
• FIGURE 15. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 16. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2024 VS 2030 (%)
• FIGURE 17. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 18. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY END USER, 2024 VS 2030 (%)
• FIGURE 19. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY END USER, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 20. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2030 (%)
• FIGURE 21. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 22. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY STATE, 2024 VS 2030 (%)
• FIGURE 23. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY STATE, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 24. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2030 (%)
• FIGURE 25. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 26. EUROPE, MIDDLE EAST & AFRICA DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2030 (%)
• FIGURE 27. EUROPE, MIDDLE EAST & AFRICA DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 28. DIGITAL AGRICULTURE MARKET SHARE, BY KEY PLAYER, 2024
• FIGURE 29. 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, 2018-2030 (USD MILLION)
• TABLE 4. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 5. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 6. DIGITAL AGRICULTURE MARKET DYNAMICS
• TABLE 7. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2018-2030 (USD MILLION)
• TABLE 8. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 9. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CAMERAS AND IMAGING DEVICES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 10. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 11. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY GPS AND GNSS DEVICES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 12. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SENSORS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 13. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 14. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 15. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 16. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 17. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SYSTEM INTEGRATION, BY REGION, 2018-2030 (USD MILLION)
• TABLE 18. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, 2018-2030 (USD MILLION)
• TABLE 19. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 20. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA ANALYTICS AND AI SOFTWARE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 21. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 22. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY LIVESTOCK MONITORING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 23. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 24. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 25. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 26. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 27. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 28. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY BUSINESS STRATEGY, BY REGION, 2018-2030 (USD MILLION)
• TABLE 29. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY RISK MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 30. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGY IMPLEMENTATION, BY REGION, 2018-2030 (USD MILLION)
• TABLE 31. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, 2018-2030 (USD MILLION)
• TABLE 32. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 33. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA AS A SERVICE (DAAS), BY REGION, 2018-2030 (USD MILLION)
• TABLE 34. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY INFRASTRUCTURE MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 35. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUBSCRIPTION-BASED AGRONOMIC SUPPORT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 36. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, 2018-2030 (USD MILLION)
• TABLE 37. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 38. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD EQUIPMENT MAINTENANCE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 39. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE UPDATES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 40. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNICAL SUPPORT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 41. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, 2018-2030 (USD MILLION)
• TABLE 42. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2018-2030 (USD MILLION)
• TABLE 43. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 44. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AUTOMATED DECISION MAKING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 45. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CROP DISEASE DETECTION, BY REGION, 2018-2030 (USD MILLION)
• TABLE 46. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PREDICTIVE ANALYTICS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 47. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 48. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 49. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DATA STORAGE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 50. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY REMOTE MANAGEMENT SYSTEMS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 51. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE AS A SERVICE (SAAS) APPLICATIONS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 52. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, 2018-2030 (USD MILLION)
• TABLE 53. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 54. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 55. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD SENSORS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 56. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY LIVESTOCK MONITORING DEVICES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 57. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, 2018-2030 (USD MILLION)
• TABLE 58. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY ROBOTICS AND AUTOMATION, BY REGION, 2018-2030 (USD MILLION)
• TABLE 59. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2018-2030 (USD MILLION)
• TABLE 60. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY INDOOR FARMING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 61. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY OUTDOOR FARMING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 62. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2018-2030 (USD MILLION)
• TABLE 63. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 64. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DRONE SURVEYING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 65. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD SENSORS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 66. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SATELLITE IMAGING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 67. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, 2018-2030 (USD MILLION)
• TABLE 68. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 69. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FIELD MAPPING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 70. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY IN-FIELD MONITORING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 71. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY VARIABLE RATE TECHNOLOGY, BY REGION, 2018-2030 (USD MILLION)
• TABLE 72. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, 2018-2030 (USD MILLION)
• TABLE 73. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY RESOURCE MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 74. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY ENERGY MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 75. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SOIL MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 76. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY WATER MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 77. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY RESOURCE MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 78. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPLY CHAIN MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 79. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY DEMAND FORECASTING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 80. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY INVENTORY TRACKING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 81. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY PROCUREMENT OPTIMIZATION, BY REGION, 2018-2030 (USD MILLION)
• TABLE 82. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPLY CHAIN MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 83. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
• TABLE 84. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY AGRIBUSINESSES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 85. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY FARMERS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 86. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY GOVERNMENT AND REGULATORY BODY, BY REGION, 2018-2030 (USD MILLION)
• TABLE 87. GLOBAL DIGITAL AGRICULTURE MARKET SIZE, BY RESEARCH INSTITUTES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 88. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2018-2030 (USD MILLION)
• TABLE 89. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 90. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, 2018-2030 (USD MILLION)
• TABLE 91. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 92. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 93. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 94. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, 2018-2030 (USD MILLION)
• TABLE 95. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, 2018-2030 (USD MILLION)
• TABLE 96. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, 2018-2030 (USD MILLION)
• TABLE 97. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2018-2030 (USD MILLION)
• TABLE 98. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 99. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, 2018-2030 (USD MILLION)
• TABLE 100. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, 2018-2030 (USD MILLION)
• TABLE 101. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2018-2030 (USD MILLION)
• TABLE 102. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2018-2030 (USD MILLION)
• TABLE 103. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, 2018-2030 (USD MILLION)
• TABLE 104. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, 2018-2030 (USD MILLION)
• TABLE 105. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY RESOURCE MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 106. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY SUPPLY CHAIN MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 107. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
• TABLE 108. AMERICAS DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 109. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2018-2030 (USD MILLION)
• TABLE 110. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 111. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, 2018-2030 (USD MILLION)
• TABLE 112. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 113. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 114. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 115. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, 2018-2030 (USD MILLION)
• TABLE 116. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, 2018-2030 (USD MILLION)
• TABLE 117. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, 2018-2030 (USD MILLION)
• TABLE 118. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2018-2030 (USD MILLION)
• TABLE 119. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 120. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, 2018-2030 (USD MILLION)
• TABLE 121. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, 2018-2030 (USD MILLION)
• TABLE 122. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2018-2030 (USD MILLION)
• TABLE 123. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2018-2030 (USD MILLION)
• TABLE 124. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, 2018-2030 (USD MILLION)
• TABLE 125. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, 2018-2030 (USD MILLION)
• TABLE 126. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY RESOURCE MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 127. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY SUPPLY CHAIN MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 128. ARGENTINA DIGITAL AGRICULTURE MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
• TABLE 129. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2018-2030 (USD MILLION)
• TABLE 130. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 131. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, 2018-2030 (USD MILLION)
• TABLE 132. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 133. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 134. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 135. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, 2018-2030 (USD MILLION)
• TABLE 136. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, 2018-2030 (USD MILLION)
• TABLE 137. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, 2018-2030 (USD MILLION)
• TABLE 138. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2018-2030 (USD MILLION)
• TABLE 139. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 140. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, 2018-2030 (USD MILLION)
• TABLE 141. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, 2018-2030 (USD MILLION)
• TABLE 142. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2018-2030 (USD MILLION)
• TABLE 143. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2018-2030 (USD MILLION)
• TABLE 144. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, 2018-2030 (USD MILLION)
• TABLE 145. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, 2018-2030 (USD MILLION)
• TABLE 146. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY RESOURCE MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 147. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY SUPPLY CHAIN MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 148. BRAZIL DIGITAL AGRICULTURE MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
• TABLE 149. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2018-2030 (USD MILLION)
• TABLE 150. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 151. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, 2018-2030 (USD MILLION)
• TABLE 152. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 153. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 154. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 155. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, 2018-2030 (USD MILLION)
• TABLE 156. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, 2018-2030 (USD MILLION)
• TABLE 157. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, 2018-2030 (USD MILLION)
• TABLE 158. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2018-2030 (USD MILLION)
• TABLE 159. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 160. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, 2018-2030 (USD MILLION)
• TABLE 161. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, 2018-2030 (USD MILLION)
• TABLE 162. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2018-2030 (USD MILLION)
• TABLE 163. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2018-2030 (USD MILLION)
• TABLE 164. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, 2018-2030 (USD MILLION)
• TABLE 165. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, 2018-2030 (USD MILLION)
• TABLE 166. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY RESOURCE MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 167. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY SUPPLY CHAIN MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 168. CANADA DIGITAL AGRICULTURE MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
• TABLE 169. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2018-2030 (USD MILLION)
• TABLE 170. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 171. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, 2018-2030 (USD MILLION)
• TABLE 172. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 173. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 174. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 175. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, 2018-2030 (USD MILLION)
• TABLE 176. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, 2018-2030 (USD MILLION)
• TABLE 177. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, 2018-2030 (USD MILLION)
• TABLE 178. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2018-2030 (USD MILLION)
• TABLE 179. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 180. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, 2018-2030 (USD MILLION)
• TABLE 181. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, 2018-2030 (USD MILLION)
• TABLE 182. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2018-2030 (USD MILLION)
• TABLE 183. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2018-2030 (USD MILLION)
• TABLE 184. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, 2018-2030 (USD MILLION)
• TABLE 185. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, 2018-2030 (USD MILLION)
• TABLE 186. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY RESOURCE MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 187. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY SUPPLY CHAIN MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 188. MEXICO DIGITAL AGRICULTURE MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
• TABLE 189. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2018-2030 (USD MILLION)
• TABLE 190. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 191. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, 2018-2030 (USD MILLION)
• TABLE 192. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 193. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 194. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 195. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, 2018-2030 (USD MILLION)
• TABLE 196. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, 2018-2030 (USD MILLION)
• TABLE 197. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, 2018-2030 (USD MILLION)
• TABLE 198. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2018-2030 (USD MILLION)
• TABLE 199. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 200. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, 2018-2030 (USD MILLION)
• TABLE 201. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, 2018-2030 (USD MILLION)
• TABLE 202. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2018-2030 (USD MILLION)
• TABLE 203. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2018-2030 (USD MILLION)
• TABLE 204. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, 2018-2030 (USD MILLION)
• TABLE 205. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, 2018-2030 (USD MILLION)
• TABLE 206. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY RESOURCE MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 207. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY SUPPLY CHAIN MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 208. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
• TABLE 209. UNITED STATES DIGITAL AGRICULTURE MARKET SIZE, BY STATE, 2018-2030 (USD MILLION)
• TABLE 210. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2018-2030 (USD MILLION)
• TABLE 211. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 212. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, 2018-2030 (USD MILLION)
• TABLE 213. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 214. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 215. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 216. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, 2018-2030 (USD MILLION)
• TABLE 217. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, 2018-2030 (USD MILLION)
• TABLE 218. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, 2018-2030 (USD MILLION)
• TABLE 219. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2018-2030 (USD MILLION)
• TABLE 220. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 221. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, 2018-2030 (USD MILLION)
• TABLE 222. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, 2018-2030 (USD MILLION)
• TABLE 223. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2018-2030 (USD MILLION)
• TABLE 224. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2018-2030 (USD MILLION)
• TABLE 225. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, 2018-2030 (USD MILLION)
• TABLE 226. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, 2018-2030 (USD MILLION)
• TABLE 227. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY RESOURCE MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 228. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY SUPPLY CHAIN MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 229. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
• TABLE 230. ASIA-PACIFIC DIGITAL AGRICULTURE MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 231. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2018-2030 (USD MILLION)
• TABLE 232. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 233. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, 2018-2030 (USD MILLION)
• TABLE 234. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 235. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 236. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 237. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, 2018-2030 (USD MILLION)
• TABLE 238. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, 2018-2030 (USD MILLION)
• TABLE 239. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, 2018-2030 (USD MILLION)
• TABLE 240. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2018-2030 (USD MILLION)
• TABLE 241. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 242. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, 2018-2030 (USD MILLION)
• TABLE 243. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, 2018-2030 (USD MILLION)
• TABLE 244. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2018-2030 (USD MILLION)
• TABLE 245. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2018-2030 (USD MILLION)
• TABLE 246. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, 2018-2030 (USD MILLION)
• TABLE 247. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, 2018-2030 (USD MILLION)
• TABLE 248. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY RESOURCE MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 249. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY SUPPLY CHAIN MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 250. AUSTRALIA DIGITAL AGRICULTURE MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
• TABLE 251. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2018-2030 (USD MILLION)
• TABLE 252. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 253. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, 2018-2030 (USD MILLION)
• TABLE 254. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 255. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 256. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 257. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, 2018-2030 (USD MILLION)
• TABLE 258. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, 2018-2030 (USD MILLION)
• TABLE 259. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, 2018-2030 (USD MILLION)
• TABLE 260. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2018-2030 (USD MILLION)
• TABLE 261. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 262. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, 2018-2030 (USD MILLION)
• TABLE 263. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, 2018-2030 (USD MILLION)
• TABLE 264. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2018-2030 (USD MILLION)
• TABLE 265. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2018-2030 (USD MILLION)
• TABLE 266. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, 2018-2030 (USD MILLION)
• TABLE 267. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, 2018-2030 (USD MILLION)
• TABLE 268. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY RESOURCE MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 269. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY SUPPLY CHAIN MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 270. CHINA DIGITAL AGRICULTURE MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
• TABLE 271. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2018-2030 (USD MILLION)
• TABLE 272. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 273. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, 2018-2030 (USD MILLION)
• TABLE 274. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 275. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 276. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 277. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, 2018-2030 (USD MILLION)
• TABLE 278. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, 2018-2030 (USD MILLION)
• TABLE 279. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, 2018-2030 (USD MILLION)
• TABLE 280. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2018-2030 (USD MILLION)
• TABLE 281. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 282. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, 2018-2030 (USD MILLION)
• TABLE 283. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, 2018-2030 (USD MILLION)
• TABLE 284. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2018-2030 (USD MILLION)
• TABLE 285. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2018-2030 (USD MILLION)
• TABLE 286. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, 2018-2030 (USD MILLION)
• TABLE 287. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, 2018-2030 (USD MILLION)
• TABLE 288. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY RESOURCE MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 289. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY SUPPLY CHAIN MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 290. INDIA DIGITAL AGRICULTURE MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
• TABLE 291. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2018-2030 (USD MILLION)
• TABLE 292. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 293. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, 2018-2030 (USD MILLION)
• TABLE 294. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 295. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 296. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 297. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, 2018-2030 (USD MILLION)
• TABLE 298. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, 2018-2030 (USD MILLION)
• TABLE 299. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, 2018-2030 (USD MILLION)
• TABLE 300. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2018-2030 (USD MILLION)
• TABLE 301. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 302. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, 2018-2030 (USD MILLION)
• TABLE 303. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, 2018-2030 (USD MILLION)
• TABLE 304. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2018-2030 (USD MILLION)
• TABLE 305. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2018-2030 (USD MILLION)
• TABLE 306. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, 2018-2030 (USD MILLION)
• TABLE 307. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, 2018-2030 (USD MILLION)
• TABLE 308. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY RESOURCE MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 309. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY SUPPLY CHAIN MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 310. INDONESIA DIGITAL AGRICULTURE MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
• TABLE 311. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2018-2030 (USD MILLION)
• TABLE 312. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 313. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, 2018-2030 (USD MILLION)
• TABLE 314. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 315. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 316. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 317. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY CONSULTING SERVICES, 2018-2030 (USD MILLION)
• TABLE 318. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY MANAGED SERVICES, 2018-2030 (USD MILLION)
• TABLE 319. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY SUPPORT AND MAINTENANCE, 2018-2030 (USD MILLION)
• TABLE 320. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY TECHNOLOGIES, 2018-2030 (USD MILLION)
• TABLE 321. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY AI AND MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 322. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY CLOUD COMPUTING, 2018-2030 (USD MILLION)
• TABLE 323. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY IOT DEVICES, 2018-2030 (USD MILLION)
• TABLE 324. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY FARMING TYPE, 2018-2030 (USD MILLION)
• TABLE 325. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY APPLICATIONS, 2018-2030 (USD MILLION)
• TABLE 326. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY CROP MONITORING, 2018-2030 (USD MILLION)
• TABLE 327. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY PRECISION FARMING, 2018-2030 (USD MILLION)
• TABLE 328. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY RESOURCE MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 329. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY SUPPLY CHAIN MANAGEMENT, 2018-2030 (USD MILLION)
• TABLE 330. JAPAN DIGITAL AGRICULTURE MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
• TABLE 331. MALAYSIA DIGITAL AGRICULTURE MARKET SIZE, BY PRODUCT TYPE, 2018-2030 (USD MILLION)
• TABLE 332. MALAYSIA DIGITAL AGRICULTURE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 333. MALAYSIA DIGITAL AGRICULTURE MARKET SIZE, BY SERVICE, 2018-2030 (USD MILLION)
• TABLE 334. MALAYSIA DIGITAL AGRICULTURE MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 335. MALAYSIA DIGITAL AGRICULTURE MARKET SIZE, BY FARM MANAGEMENT SOFTWARE, 2018-2030 (USD MILLION)

TABLE 336

The Digital Agriculture Market was valued at USD 21.85 billion in 2024 and is projected to grow to USD 24.08 billion in 2025, with a CAGR of 10.52%, reaching USD 39.84 billion by 2030.

Digital agriculture has emerged as one of the most defining innovations in modern farming, merging technology and traditional practices to create more efficient, resilient, and sustainable agricultural systems. In this unprecedented era, cutting-edge solutions are revolutionizing the way stakeholders approach crop management, water conservation, and yield optimization. A relentless focus on data, connectivity, and precision techniques is driving actionable insights that empower stakeholders to make informed decisions. The evolution of sensor technology, remote monitoring, and advanced data analytics has not only streamlined operations but has also unlocked creative potentials in the agricultural sector. As farmers and agribusiness leaders embrace digital transformation, they are redefining established practices and optimizing resource deployment across the board. This integration has proven instrumental in reducing waste, improving output quality, and bolstering profitability by aligning production practices with emerging sustainability paradigms. The synergy between technological advancements and traditional farming wisdom is enabling a seamless transition towards smarter practices. Over the course of this summary, we will explore the multifaceted dimensions of digital agriculture, laying a strong foundation for understanding its impact on the modern agri-food chain. As the industry continues to evolve at a rapid pace, a comprehensive exploration of these trends is imperative to grasp the full potential of digital agriculture in shaping a resilient and prosperous future.

Transformative Shifts Redefining the Digital Agriculture Landscape

The digital agriculture landscape is being reshaped by a series of transformative shifts that underscore the dynamic interplay between technology and farming practices. Key changes include the integration of disruptive technologies such as artificial intelligence, robotics, and advanced sensor networks that are revolutionizing traditional methodologies. This transformation is not merely about automation; it represents a shift toward data-driven decision making and precision management, where every element of the agricultural value chain is enhanced by real-time insights. Emerging digital tools are allowing agribusinesses to predict weather patterns, monitor soil health, and manage crops with unprecedented precision. Consequently, farmers are embracing innovations that facilitate efficient resource management and improve overall yield quality and sustainability. These shifts also signify the industry's strategic adaptation to shortages in labor, the need for enhanced scalability, and an increasing demand for sustainable practices. The convergence of connectivity and advanced analytics is leading to smarter supply chains, proactive maintenance schedules, and more agile responses to market fluctuations. Ultimately, the convergence of modern technology with agriculture is driving innovation and opening up new opportunities for growth, making it an era marked by rapid change, continuous improvement, and transformative potential for stakeholders across the sector.

Deep Dive into Key Segmentation Insights in Digital Agriculture

Understanding the diverse components of the digital agriculture market requires a detailed look at its segmentation across multiple dimensions. When examined on the basis of product type, the market is studied across hardware, services, and software. Within the realm of hardware, advancements are reflected in cameras and imaging devices, drones, GPS and GNSS devices, alongside sensors that enable precision monitoring. Turning to services, the market observes a detailed study into consulting services, support and maintenance, as well as system integration, each contributing to the ecosystem's robustness. In the realm of software, innovations are segmented into data analytics and AI software, and farm management software which itself is further dissected into livestock monitoring and precision farming. Moreover, when analyzing the market based on services specifically, consultation on business strategy, risk management, and technology implementation are key areas of focus, supplemented by managed services that cover data as a service, infrastructure management, and subscription-based agronomic support. Support and maintenance further extend to field equipment maintenance, regular software updates, and technical support. Further insights come from studying the market based on technologies such as AI and machine learning where automated decision making, crop disease detection and predictive analytics are central, alongside cloud computing which emphasizes data storage, remote management systems and SaaS applications. Additionally, IoT devices including drones, field sensors and livestock monitoring devices, combined with robotics and automation, play a crucial role in this evolving sector. Finally, segmentation based on farming type-indoor and outdoor farming-along with detailed applications in crop monitoring, precision farming, resource management, and supply chain management, rounds out a comprehensive picture that is essential for grasping the multi-layered dynamics of this market.

Based on Product Type, market is studied across Hardware, Service, and Software. The Hardware is further studied across Cameras And Imaging Devices, Drones, GPS And GNSS Devices, and Sensors. The Service is further studied across Consulting Services, Support And Maintenance, and System Integration. The Software is further studied across Data Analytics And AI Software and Farm Management Software. The Farm Management Software is further studied across Livestock Monitoring and Precision Farming.

Based on Services, market is studied across Consulting Services, Managed Services, and Support and Maintenance. The Consulting Services is further studied across Business Strategy, Risk Management, and Technology Implementation. The Managed Services is further studied across Data as a Service (DaaS), Infrastructure Management, and Subscription-Based Agronomic Support. The Support and Maintenance is further studied across Field Equipment Maintenance, Software Updates, and Technical Support.

Based on Technologies, market is studied across AI and Machine Learning, Cloud Computing, IoT Devices, and Robotics and Automation. The AI and Machine Learning is further studied across Automated Decision Making, Crop Disease Detection, and Predictive Analytics. The Cloud Computing is further studied across Data Storage, Remote Management Systems, and Software as a Service (SaaS) Applications. The IoT Devices is further studied across Drones, Field Sensors, and Livestock Monitoring Devices.

Based on Farming Type, market is studied across Indoor Farming and Outdoor Farming.

Based on Applications, market is studied across Crop Monitoring, Precision Farming, Resource Management, and Supply Chain Management. The Crop Monitoring is further studied across Drone Surveying, Field Sensors, and Satellite Imaging. The Precision Farming is further studied across Field Mapping, In-Field Monitoring, and Variable Rate Technology. The Resource Management is further studied across Energy Management, Soil Management, and Water Management. The Supply Chain Management is further studied across Demand Forecasting, Inventory Tracking, and Procurement Optimization.

Based on End User, market is studied across Agribusinesses, Farmers, Government And Regulatory Body, and Research Institutes.

Regional Dynamics Shaping the Digital Agriculture Market

The evolution of digital agriculture is not uniform across the globe; it is characterized by stark regional variations that influence market dynamics and adoption rates. In the Americas, cutting-edge farming techniques and robust investment in technology have led to rapid advancements in mechanization and data-driven decision making. These regions benefit from a strong agricultural base paired with an accelerating adoption of innovative tools and practices. By contrast, Europe, the Middle East & Africa are witnessing a blend of traditional practices and digital integration, where historical farming know-how is increasingly enhanced by modern technology solutions. These regions are bolstering efforts to address both climate challenges and sustainable food production, leading to significant opportunities for digital solutions to optimize resource management and supply chain efficiency. The Asia-Pacific region emerges as a hub of rapid technological adoption, fuelled by large agrarian economies coupled with a willingness to experiment and integrate emerging technologies on a large scale. Here, smart farming solutions are not only modernizing existing practices but are also transforming productivity and output quality on an unprecedented scale. Collectively, these regional insights demonstrate that while challenges remain in harmonizing technology with traditional practices, the path to integration is well-defined by local market forces, governmental support, and a relentless drive to innovate in a competitive global landscape.

Based on Region, market is studied across Americas, Asia-Pacific, and Europe, Middle East & Africa. The Americas is further studied across Argentina, Brazil, Canada, Mexico, and United States. The United States is further studied across California, Florida, Illinois, New York, Ohio, Pennsylvania, and Texas. The Asia-Pacific is further studied across Australia, China, India, Indonesia, Japan, Malaysia, Philippines, Singapore, South Korea, Taiwan, Thailand, and Vietnam. The Europe, Middle East & Africa is further studied across Denmark, Egypt, Finland, France, Germany, Israel, Italy, Netherlands, Nigeria, Norway, Poland, Qatar, Russia, Saudi Arabia, South Africa, Spain, Sweden, Switzerland, Turkey, United Arab Emirates, and United Kingdom.

Leading Industry Players Driving Digital Agriculture Innovation

The competitive landscape of digital agriculture is shaped by a myriad of global players who are setting the pace for innovation and transformation in the sector. Established entities such as Accenture PLC, AGCO Corporation, and AgGateway have consistently introduced solutions that integrate advanced technologies into farming operations. Companies including Agreena ApS, AgriWebb Pty Ltd., and AKVA group ASA are redefining industry standards through cutting-edge research and development programs. Arable Labs, Inc. and BASF SE have been instrumental in driving technology adoption, while Bayer AG and Ceres Imaging, Inc. continue to contribute significantly by offering precise, data-driven insights to practitioners. Further innovations have emerged from technology giants like Cisco Systems, Inc. and CropX Technologies Ltd., with Deere & Company leading the integration of traditional equipment with digitized operations. DeLaval by Tetra Laval Group, DTN, LLC, and Epicor Software Corporation are enhancing operational efficiency through scalable solutions, while Eurofins Scientific, Farmers Business Network, Inc. and Farmers Edge Inc. push the envelope in precision monitoring and analytics. Companies such as Gamaya by Mahindra & Mahindra, Hexagon AB, and International Business Machines Corporation feature prominently alongside Microsoft Corporation and PrecisionHawk, Inc. by Field Group. In addition, Raven Industries, Inc. by CNH Industrial N.V., Small Robot Company, and Syngenta Crop Protection AG continue to innovate relentlessly, with SZ DJI Technology Co., Ltd., Taranis Visual Ltd., TELUS Agriculture Solutions Inc., Trimble Inc., and Vodafone Group PLC rounding out a landscape filled with strategic ingenuity and technological prowess that furthers the market's evolution.

The report delves into recent significant developments in the Digital Agriculture Market, highlighting leading vendors and their innovative profiles. These include 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 N.V., Small Robot Company, Syngenta Crop Protection AG, SZ DJI Technology Co., Ltd., Taranis Visual Ltd., TELUS Agriculture Solutions Inc., Trimble Inc., and Vodafone Group PLC. Strategic, Actionable Recommendations for Industry Leaders

In light of the rapid technological evolution and dynamic market transformations, industry leaders are advised to adopt a proactive approach to harness emerging opportunities. It is crucial that organizations invest in scalable digital infrastructures and strategic partnerships that facilitate integration across multiple segments of the value chain. Leaders should develop robust roadmaps for technology adoption that incorporate both short-term initiatives such as field equipment maintenance and long-term investments in AI, machine learning and cloud-based analytics platforms. Embracing a forward-looking strategy entails refining risk management frameworks to deal with unpredictability and diversifying service portfolios to include both consulting and managed services. Prioritizing continuous research and development is imperative, and organizations should harness insights from advanced analytics to drive operational efficiencies while optimizing resource consumption. Furthermore, the emphasis should be on leveraging data-driven insights to refine supply chain operations and address challenges related to sustainability and environmental compliance. Decision-makers must foster innovation by integrating user feedback and industry benchmarks, ensuring that technology deployment aligns with localized demands. Ultimately, the key to sustainable success lies in the ability to innovate rapidly, maintain agility in strategy, and develop comprehensive action plans that position organizations as leaders in the digital agriculture revolution.

Bringing the Insights Together: A Conclusive Overview

In conclusion, the digital transformation of agriculture presents a compelling narrative of innovation and sustainability. The evolution of the industry is underpinned by profound shifts that touch every aspect of the value chain-from the development of advanced hardware and software solutions to the integration of sophisticated service mechanisms. With detailed segmentation analysis offering clarity on product types, services, and technologies, stakeholders can make informed decisions that leverage both scale and specificity. The analysis of geographic dynamics shows clear distinctions in the pace and nature of digital adoption across the Americas, Europe, the Middle East & Africa, and the Asia-Pacific region, each with its own set of challenges and opportunities. Furthermore, the competitive landscape is enriched by a diverse mix of established and emerging players who continue to drive innovation and elevate industry standards. These insights converge to create a rich tapestry of opportunities that encourage collaboration, agile strategy development, and the pursuit of technological excellence. As market dynamics continue to evolve, successful navigation will depend on the ability to integrate deep analytical insights with actionable strategies, ensuring a resilient and forward-thinking approach that propels the entire industry into a new era of growth and efficiency.

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

• 2.1. Define: Research Objective
• 2.2. Determine: Research Design
• 2.3. Prepare: Research Instrument
• 2.4. Collect: Data Source
• 2.5. Analyze: Data Interpretation
• 2.6. Formulate: Data Verification
• 2.7. Publish: Research Report
• 2.8. Repeat: Report Update

3. Executive Summary

4. Market Overview

5. Market Insights

• 5.1. Market Dynamics
  • 5.1.1. Drivers
    • 5.1.1.1. Rising demand for data-driven insights for precision farming practices worldwide
    • 5.1.1.2. Growing awareness and investment in sustainable farming practices
    • 5.1.1.3. Government initiatives and policies fostering advancement in digital farming technologies
  • 5.1.2. Restraints
    • 5.1.2.1. High implementation costs and finances associated with the adoption of digital agriculture
  • 5.1.3. Opportunities
    • 5.1.3.1. Surge in digital platforms facilitating farmer-to-consumer direct sales and transparent market access
    • 5.1.3.2. Ongoing implementation of automated machinery leasing services catering to small and medium-sized farms
  • 5.1.4. Challenges
    • 5.1.4.1. Complexities in integrating legacy systems with modern digital agriculture platforms
• 5.2. Market Segmentation Analysis
  • 5.2.1. Product Type: Increasing preference for software in digital agriculture improving decision-making processes
  • 5.2.2. Applications: Expanding application of crop monitoring in digital agriculture
• 5.3. Porter's Five Forces Analysis
  • 5.3.1. Threat of New Entrants
  • 5.3.2. Threat of Substitutes
  • 5.3.3. Bargaining Power of Customers
  • 5.3.4. Bargaining Power of Suppliers
  • 5.3.5. Industry Rivalry
• 5.4. PESTLE Analysis
  • 5.4.1. Political
  • 5.4.2. Economic
  • 5.4.3. Social
  • 5.4.4. Technological
  • 5.4.5. Legal
  • 5.4.6. Environmental

6. Digital Agriculture Market, by Product Type

• 6.1. Introduction
• 6.2. Hardware
  • 6.2.1. Cameras And Imaging Devices
  • 6.2.2. Drones
  • 6.2.3. GPS And GNSS Devices
  • 6.2.4. Sensors
• 6.3. Service
  • 6.3.1. Consulting Services
  • 6.3.2. Support And Maintenance
  • 6.3.3. System Integration
• 6.4. Software
  • 6.4.1. Data Analytics And AI Software
  • 6.4.2. Farm Management Software
    • 6.4.2.1. Livestock Monitoring
    • 6.4.2.2. Precision Farming

7. Digital Agriculture Market, by Services

• 7.1. Introduction
• 7.2. Consulting Services
  • 7.2.1. Business Strategy
  • 7.2.2. Risk Management
  • 7.2.3. Technology Implementation
• 7.3. Managed Services
  • 7.3.1. Data as a Service (DaaS)
  • 7.3.2. Infrastructure Management
  • 7.3.3. Subscription-Based Agronomic Support
• 7.4. Support and Maintenance
  • 7.4.1. Field Equipment Maintenance
  • 7.4.2. Software Updates
  • 7.4.3. Technical Support

8. Digital Agriculture Market, by Technologies

• 8.1. Introduction
• 8.2. AI and Machine Learning
  • 8.2.1. Automated Decision Making
  • 8.2.2. Crop Disease Detection
  • 8.2.3. Predictive Analytics
• 8.3. Cloud Computing
  • 8.3.1. Data Storage
  • 8.3.2. Remote Management Systems
  • 8.3.3. Software as a Service (SaaS) Applications
• 8.4. IoT Devices
  • 8.4.1. Drones
  • 8.4.2. Field Sensors
  • 8.4.3. Livestock Monitoring Devices
• 8.5. Robotics and Automation

9. Digital Agriculture Market, by Farming Type

• 9.1. Introduction
• 9.2. Indoor Farming
• 9.3. Outdoor Farming

10. Digital Agriculture Market, by Applications

• 10.1. Introduction
• 10.2. Crop Monitoring
  • 10.2.1. Drone Surveying
  • 10.2.2. Field Sensors
  • 10.2.3. Satellite Imaging
• 10.3. Precision Farming
  • 10.3.1. Field Mapping
  • 10.3.2. In-Field Monitoring
  • 10.3.3. Variable Rate Technology
• 10.4. Resource Management
  • 10.4.1. Energy Management
  • 10.4.2. Soil Management
  • 10.4.3. Water Management
• 10.5. Supply Chain Management
  • 10.5.1. Demand Forecasting
  • 10.5.2. Inventory Tracking
  • 10.5.3. Procurement Optimization

11. Digital Agriculture Market, by End User

• 11.1. Introduction
• 11.2. Agribusinesses
• 11.3. Farmers
• 11.4. Government And Regulatory Body
• 11.5. Research Institutes

12. Americas Digital Agriculture Market

• 12.1. Introduction
• 12.2. Argentina
• 12.3. Brazil
• 12.4. Canada
• 12.5. Mexico
• 12.6. United States

13. Asia-Pacific Digital Agriculture Market

• 13.1. Introduction
• 13.2. Australia
• 13.3. China
• 13.4. India
• 13.5. Indonesia
• 13.6. Japan
• 13.7. Malaysia
• 13.8. Philippines
• 13.9. Singapore
• 13.10. South Korea
• 13.11. Taiwan
• 13.12. Thailand
• 13.13. Vietnam

14. Europe, Middle East & Africa Digital Agriculture Market

• 14.1. Introduction
• 14.2. Denmark
• 14.3. Egypt
• 14.4. Finland
• 14.5. France
• 14.6. Germany
• 14.7. Israel
• 14.8. Italy
• 14.9. Netherlands
• 14.10. Nigeria
• 14.11. Norway
• 14.12. Poland
• 14.13. Qatar
• 14.14. Russia
• 14.15. Saudi Arabia
• 14.16. South Africa
• 14.17. Spain
• 14.18. Sweden
• 14.19. Switzerland
• 14.20. Turkey
• 14.21. United Arab Emirates
• 14.22. United Kingdom

15. Competitive Landscape

• 15.1. Market Share Analysis, 2024
• 15.2. FPNV Positioning Matrix, 2024
• 15.3. Competitive Scenario Analysis
  • 15.3.1. Gevo acquires CultivateAI to enhance data-driven digital agriculture and carbon tracking solutions
  • 15.3.2. BASF embraces satellite imagery, Agco invests in automation, and merger turbulence
  • 15.3.3. Barchart and AgVision announce integration for digital agriculture
• 15.4. Strategy Analysis & Recommendation

Companies Mentioned

• 1. Accenture PLC
• 2. AGCO Corporation
• 3. AgGateway
• 4. Agreena ApS
• 5. AgriWebb Pty Ltd.
• 6. AKVA group ASA
• 7. Arable Labs, Inc.
• 8. BASF SE
• 9. Bayer AG
• 10. Ceres Imaging, Inc.
• 11. Cisco Systems, Inc.
• 12. CropX Technologies Ltd.
• 13. Deere & Company
• 14. DeLaval by Tetra Laval Group
• 15. DTN, LLC
• 16. Epicor Software Corporation
• 17. Eurofins Scientific
• 18. Farmers Business Network, Inc.
• 19. Farmers Edge Inc.
• 20. Gamaya by Mahindra & Mahindra
• 21. Hexagon AB
• 22. International Business Machines Corporation
• 23. Microsoft Corporation
• 24. PrecisionHawk, Inc. by Field Group
• 25. Raven Industries, Inc. by CNH Industrial N.V.
• 26. Small Robot Company
• 27. Syngenta Crop Protection AG
• 28. SZ DJI Technology Co., Ltd.
• 29. Taranis Visual Ltd.
• 30. TELUS Agriculture Solutions Inc.
• 31. Trimble Inc.
• 32. Vodafone Group PLC