農業用ドローンの市場:提供製品(ハードウェア、ソフトウェア、サービス)、コンポーネント、ペイロード容量、中量級ドローン、重量級ドローン、農業環境、用途、農産物、航続距離、農場規模、地域別 - 2028年までの世界予測Agriculture Drones Market by Offering (Hardware, Software and Services), Components, Payload Capacity, Medium-weight drones, Heavy-weight drones, Farming Environment, Application, Farm Produce, Range, Farm Size and Region - Global Forecast to 2028 農業用ドローン市場は、2023年の45億米ドルから2028年には179億米ドルに成長し、予測期間中のCAGRは31.5%と予測されている。デジタル農業に対する意識の高まりにより、高度な画像センサーを搭載した農業用ドロー... もっと見る
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サマリー農業用ドローン市場は、2023年の45億米ドルから2028年には179億米ドルに成長し、予測期間中のCAGRは31.5%と予測されている。デジタル農業に対する意識の高まりにより、高度な画像センサーを搭載した農業用ドローンの需要が拡大している。これらのドローンにより、農家は高解像度の航空画像を通じて、植物の健康状態を監視し、病気や害虫を検出し、作物の収量を評価することができる。収集されたデータは、農家がタイムリーな行動を取るのに役立ち、的を絞った農薬散布や灌漑など、生産性と資源効率の向上につながる。農業用ドローンはまた、手作業の軽減、データ収集の迅速化、広大な農業地域のカバー率の向上などのメリットを提供し、コスト削減、効率性の向上、作物収量の増加をもたらす。より多くの農家がこれらの利点を認識するにつれて、農業用ドローン市場は大きな成長を遂げ、持続可能な農業を支援し、食糧生産の世界的な需要を満たすことが期待されている。"ハードウェアセグメントが2023年に最大のシェアを占める見込み" 2023年の農業用ドローン市場では、ハードウェアが大きなシェアを占めると予想されている。これには、ドローン、センサー、農業作業における空中データの取得に不可欠な機器が含まれる。高度な画像センサーやその他のコンポーネントを搭載したドローンは、農家が作物を監視し、害虫を検出し、資源管理を最適化することを可能にする。精密農業とデータ主導型農業の需要が高まる中、信頼性が高く効率的なドローンハードウェアは、生産性を高め、作物の収量を向上させるために不可欠となる。農家は、農法を最適化し、持続可能な農業目標を達成するために、これらの技術の価値を認識しているため、農業用ドローンハードウェアへの投資は、市場成長を促進すると予想される。 "予測期間中、コンポーネント分野ではカメラ分野が市場シェアを独占すると予測される" カメラシステムは、2028年までに農業用ドローン市場で最大のシェアを占める可能性が高い。作物や畑の高解像度イメージングとデータ収集を可能にすることによって。マルチスペクトルカメラやサーマルカメラを含む高度な画像センサーは、植物の健康状態、病気の検出、作物のモニタリングに関する貴重な洞察を提供する。精密農業における正確で詳細な空中画像への需要の高まりが、カメラ分野の優位性を高めている。ドローンからビジュアルデータを取得し分析することで、農家は灌漑、農薬散布、作物管理全般に関して情報に基づいた意思決定を行うことができる。カメラセグメントの優位性は、最適化された農作業のための農業ドローンの採用を促進する視覚データ取得の重要性の高まりを反映している。正確で実用的な情報をキャプチャする能力を持つカメラは、デジタル農業の進展と作物生産性の向上に大きく貢献している。例えば、ハイパースペクトルカメラは、農場における雑草の侵入の分析に最も適応しており、一方、LIDARカメラは、農業の斜面や日照の開示に最も適している。予測期間中、ナビゲーションシステム市場は最も速いCAGRで発展すると予測される。 予測期間中に大きく成長する北米 北米は予測期間中に大きく成長する可能性が高い。先進的な農法、精密農業の高い導入率、ドローンメーカーの強い存在感などの要因がこの成長に寄与している。同地域の農家は、作物モニタリング、収穫量推定、害虫管理の最適化における農業用ドローンの利点を認識しつつある。北米の確立された規制の枠組みとインフラは、農業におけるドローンの安全な運用を支えている。生産性の向上、持続可能性の確保、食糧生産の需要増への対応に重点を置く北米は、農業用ドローン市場の主要成長地域として浮上している。これは、FAAによるパート107ルールの免除が、農業実践におけるドローンの高い導入につながっていることに起因している。また、農業用ドローンの農業用途への需要の高まりは、市場への投資を行うベンチャーキャピタルの増加を引き寄せている。多くのUAVメーカーが、Qualcomm Ventures、Andreessen Horowitz、Intel Capital、Felicis Venture、Google Venturesなどのベンチャー企業を通じて資金を調達している。 農業用ドローン市場における主要参入企業のプロファイルの内訳: - 企業タイプ別:ティア1:30%、ティア2:45%、ティア3:25 - 役職別CXO-25%、マネージャー-50%、エグゼクティブ-25 - 地域別アジア太平洋地域 - 40%、ヨーロッパ - 25%、北米 - 25%、その他の地域 - 10 DJI(中国)、PrecisionHawk(米国)、Trimble Inc.(米国)、Parrot Drones(フランス)、AeroVironment, Inc.(日本)、AgEagle Aerial Systems, Inc.(米国)、DroneDeploy(米国)、3DR(米国)、Sentera Inc.(米国)などがある。 調査範囲 この調査レポートは、農業用ドローン市場を、提供(ハードウェア、ソフトウェアとサービス、その他)、コンポーネント(フレーム、コントローラーシステム、推進システム、カメラシステム、ナビゲーションシステム、バッテリー、その他)、ペイロード容量(軽量ドローン(2kgまで)、中量ドローン(2~10kg)、重量ドローン(10kg以上~25kgまで))、農業環境、用途、農産物、航続距離(定性)、農場規模(定性)、地域別に分類しています。本レポートの範囲は、農業用ドローン市場の成長に影響を与える促進要因、阻害要因、課題、機会などの主要要因に関する詳細な情報をカバーしている。主要な業界プレイヤーの詳細な分析により、事業概要、ソリューション、サービス、主要戦略、契約、パートナーシップ、協定、新製品・サービスの発表、M&A、農業用ドローン市場に関連する最近の動向に関する洞察を提供している。農業用ドローン市場のエコシステムにおける今後の新興企業の競争分析は、このレポートでカバーされています。 このレポートを購入する理由 本レポートは、農業用ドローン市場全体とサブセグメントの収益数の最も近い近似値に関する情報を提供することで、本市場の市場リーダー/新規参入者に役立ちます。本レポートは、利害関係者が競争状況を理解し、自社のビジネスをより良く位置づけ、適切な市場参入戦略を計画するためのより多くの洞察を得るのに役立ちます。また、本レポートは、利害関係者が市場の鼓動を理解するのに役立ち、主要な市場促進要因、阻害要因、課題、および機会に関する情報を提供します。 本レポートでは、以下のポイントに関する洞察を提供しています: 農業用ドローン市場の成長に影響を与える主要な促進要因(世界人口の増加による世界的な食糧供給への圧力、農業用ドローン開発のためのベンチャー資金調達の増加)、阻害要因(ドローンの民間および商業用途に関連するセキュリティと安全性の懸念、商業用ドローンの航空交通管理)、機会(農業用ドローンの使用に関する米国連邦航空局による適用除外、APAC諸国におけるドローン需要の増加)、課題(農業用ドローンが収集したデータの管理、精密農業のための通信インターフェースとプロトコルの標準化)の分析。 - 製品開発/イノベーション:農業用ドローン市場における今後の技術、研究開発活動、新製品・サービス発表に関する詳細なインサイト。 - 市場開発:有利な市場に関する包括的な情報 - 当レポートは、様々な地域における農業用ドローン市場を分析しています。 - 市場の多様化:農業用ドローン市場における新製品&サービス、未開拓地域、最新動向、投資に関する情報を網羅。 - 競合評価:DJI(中国)、PrecisionHawk(米国)、Trimble Inc.(米国)、Parrot Drones(フランス)、AeroVironment, Inc.(日本)、AgEagle Aerial Systems, Inc.(米国)、DroneDeploy(米国)、3DR(米国)、Sentera Inc.(米国)などが農業用ドローン市場戦略に参画している。また、本レポートは、農業用ドローン市場を理解し、主要な市場促進要因、阻害要因、課題、機会に関する情報をステークホルダーに提供するのに役立つ。 目次1 INTRODUCTION 461.1 STUDY OBJECTIVES 46 1.2 MARKET DEFINITION 47 1.3 STUDY SCOPE 47 1.3.1 MARKETS COVERED 47 FIGURE 1 MARKET SEGMENTATION 47 1.3.2 REGIONS COVERED 48 FIGURE 2 AGRICULTURE DRONES MARKET, BY REGION 48 1.4 INCLUSIONS & EXCLUSIONS 48 1.5 YEARS CONSIDERED 50 1.6 CURRENCY CONSIDERED 50 TABLE 1 USD EXCHANGE RATES CONSIDERED, 2019–2022 51 1.7 STAKEHOLDERS 51 1.8 SUMMARY OF CHANGES 51 1.8.1 RECESSION IMPACT ANALYSIS 52 2 RESEARCH METHODOLOGY 53 2.1 RESEARCH DATA 53 FIGURE 3 RESEARCH DESIGN 54 2.1.1 SECONDARY DATA 55 2.1.1.1 Major secondary sources 55 2.1.1.2 Key data from secondary sources 56 2.1.2 PRIMARY DATA 56 2.1.2.1 Key data from primary sources 56 2.1.2.2 Key industry insights 57 2.1.2.3 Breakdown of primary interviews 57 FIGURE 4 BREAKDOWN OF PRIMARY INTERVIEWS: BY COMPANY TYPE, DESIGNATION, AND REGION 57 2.2 MARKET SIZE ESTIMATION 58 2.2.1 MARKET SIZE ESTIMATION: BOTTOM-UP APPROACH 59 FIGURE 5 AGRICULTURE DRONES MARKET SIZE ESTIMATION: BOTTOM-UP APPROACH 59 FIGURE 6 AGRICULTURE DRONES MARKET SIZE ESTIMATION (DEMAND SIDE) 59 2.2.2 MARKET SIZE ESTIMATION: TOP-DOWN APPROACH 60 FIGURE 7 AGRICULTURE DRONES MARKET SIZE ESTIMATION: TOP-DOWN APPROACH 60 FIGURE 8 AGRICULTURE DRONES MARKET SIZE ESTIMATION, BY TYPE (SUPPLY SIDE) 60 2.3 GROWTH RATE FORECAST ASSUMPTIONS 61 2.4 DATA TRIANGULATION 61 FIGURE 9 DATA TRIANGULATION 61 2.5 RESEARCH ASSUMPTIONS 62 TABLE 2 RESEARCH ASSUMPTIONS 62 2.6 LIMITATIONS AND RISK ASSESSMENT 62 TABLE 3 LIMITATIONS AND RISK ASSESSMENT 62 2.7 MACROINDICATORS OF RECESSION 63 FIGURE 10 INDICATORS OF RECESSION 63 FIGURE 11 WORLD INFLATION RATE: 2011-2021 64 FIGURE 12 GLOBAL GDP: 2011-2021 (USD TRILLION) 65 FIGURE 13 RECESSION INDICATORS AND THEIR IMPACT ON AGRICULTURE DRONES MARKET 66 FIGURE 14 GLOBAL AGRICULTURE DRONES MARKET: EARLIER FORECAST VS. RECESSION FORECAST 66 3 EXECUTIVE SUMMARY 68 TABLE 4 GLOBAL AGRICULTURE DRONES MARKET SNAPSHOT, 2023 VS. 2028 68 FIGURE 15 AGRICULTURE DRONES MARKET, BY FARM PRODUCE, 2023 VS. 2028 (USD MILLION) 69 FIGURE 16 AGRICULTURE DRONES MARKET, BY OFFERING, 2023 VS. 2028 70 FIGURE 17 AGRICULTURE DRONES MARKET, BY PAYLOAD CAPACITY, 2023 VS. 2028 (USD MILLION) 71 FIGURE 18 AGRICULTURE DRONES MARKET, BY APPLICATION, 2023 VS. 2028 (USD MILLION) 71 FIGURE 19 AGRICULTURE DRONES MARKET, BY COMPONENT, 2023 VS. 2028 (USD MILLION) 72 FIGURE 20 AGRICULTURE DRONES MARKET, BY FARMING ENVIRONMENT, 2023 VS. 2028 (USD MILLION) 73 FIGURE 21 NORTH AMERICA ACCOUNTED FOR LARGEST SHARE IN 2022 74 4 PREMIUM INSIGHTS 75 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AGRICULTURE DRONES MARKET 75 FIGURE 22 INCREASING DEMAND FOR HIGH-QUALITY CROP YIELD TO DRIVE MARKET 75 4.2 AGRICULTURE DRONES MARKET: GROWTH RATE OF MAJOR REGIONAL SUBMARKETS 76 FIGURE 23 NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SHARE DURING FORECAST PERIOD 76 4.3 ASIA PACIFIC: AGRICULTURE DRONES MARKET, BY APPLICATION & COUNTRY 77 FIGURE 24 HARDWARE SEGMENT AND CHINA TO ACCOUNT FOR SIGNIFICANT SHARE IN 2023 77 4.4 AGRICULTURE DRONES MARKET, BY COMPONENT, 2023 VS. 2028 78 FIGURE 25 PRECISION FARMING SEGMENT TO LEAD MARKET IN 2023 IN TERMS OF VALUE 78 FIGURE 26 HARDWARE SEGMENT TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD IN TERMS OF VALUE 79 4.5 AGRICULTURE DRONES MARKET, BY UNIT, 2023 VS. 2028 79 FIGURE 27 NORTH AMERICA TO BE DOMINANT MARKET DURING FORECAST PERIOD 79 5 MARKET OVERVIEW 80 5.1 INTRODUCTION 80 5.2 MACROECONOMIC INDICATORS 80 5.2.1 REDUCTION IN ARABLE LAND 80 FIGURE 28 PER CAPITA ARABLE LAND, 2002–2022 (HA) 81 5.2.2 RAPID DIGITALIZATION 81 FIGURE 29 SMARTPHONE PENETRATION, BY REGION, 2019 VS. 2025 82 FIGURE 30 GLOBAL GNSS DEMAND, 2021 VS. 2031 (EUR BILLION) 82 5.3 MARKET DYNAMICS 82 5.3.1 INTRODUCTION 82 FIGURE 31 AGRICULTURE DRONES MARKET DYNAMICS 83 5.3.2 DRIVERS 83 5.3.2.1 Demand for optimization of farm management using agricultural drones 83 5.3.2.2 Favorable government policies, subsidies, and regulations to drive usage of digital agriculture tools 84 5.3.2.3 Availability of software solutions for field survey and data analytics 85 5.3.2.4 Growth in concerns regarding ecosystem change 86 5.3.3 RESTRAINTS 86 5.3.3.1 Security and safety concerns associated with civil and commercial application of drones 86 5.3.3.2 Large number of fragmented lands in developing countries 86 5.3.3.3 Lack of technical knowledge and training activities 87 5.3.4 OPPORTUNITIES 87 5.3.4.1 Exemptions by US FAA for use of agriculture drones 87 5.3.4.2 High adoption of aerial data collection tools in agriculture 88 5.3.4.3 Increase in use of agricultural-based software via smartphones 88 5.3.4.4 Early detection of crop diseases and ease of farm management 88 5.3.5 CHALLENGES 89 5.3.5.1 Management of data collected by agriculture drones 89 5.3.5.2 Standardization of communication interfaces and protocols for precision agriculture 89 5.3.5.3 Lack of technical knowledge among farmers 89 5.3.5.4 Scarcity of trained pilots 89 5.3.5.5 High cost of drones to impact adoption among small-scale farmers 90 6 INDUSTRY TRENDS 91 6.1 INTRODUCTION 91 6.2 REGULATORY FRAMEWORK 91 6.2.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 91 TABLE 5 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 92 TABLE 6 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 93 TABLE 7 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 94 TABLE 8 ROW: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 95 6.2.2 NORTH AMERICA 95 6.2.2.1 US 95 TABLE 9 US: ROBOTICS FOR AGRICULTURAL AND INDUSTRIAL USE 96 6.2.2.2 Canada 96 TABLE 10 CANADA: ROBOTIC MACHINERY AND ROBOT USAGE 97 6.2.2.3 Mexico 97 TABLE 11 MEXICO: DRONE CATEGORIES 97 6.2.3 EUROPEAN UNION (EU) 98 TABLE 12 EU: DRONE FLYING BASED ON INTENDED OPERATIONS 98 TABLE 13 EUROPE: AGRICULTURAL MACHINERY AND ROBOT PRODUCTION STANDARDS 99 6.2.4 ASIA PACIFIC 99 6.2.4.1 India 99 6.2.4.2 China 100 TABLE 14 CHINA: ARTICLES REGARDING AGRICULTURAL TECHNOLOGIES 100 TABLE 15 CHINA: DRONE CLASSIFICATION BASED ON WEIGHT 100 6.2.4.3 Australia 101 6.2.5 ROW 101 6.3 PATENT ANALYSIS 102 FIGURE 32 NUMBER OF PATENTS APPROVED FOR AGRICULTURE DRONES IN GLOBAL MARKET, 2012–2022 102 FIGURE 33 JURISDICTIONS WITH HIGHEST PATENT APPROVALS FOR AGRICULTURE DRONES, 2012–2022 104 6.4 VALUE CHAIN ANALYSIS 104 6.4.1 RESEARCH & DEVELOPMENT 104 6.4.2 DEVICE & COMPONENT MANUFACTURERS 104 6.4.3 SYSTEM INTEGRATORS 105 6.4.4 SERVICE PROVIDERS 105 6.4.5 END USERS 105 FIGURE 34 VALUE CHAIN ANALYSIS: AGRICULTURE DRONES MARKET 105 6.5 TRENDS/DISRUPTIONS IMPACTING BUYERS IN AGRICULTURE DRONES MARKET 106 FIGURE 35 AGRICULTURE DRONES MARKET: TRENDS IMPACTING BUYERS 106 6.6 MARKET ECOSYSTEM 107 6.6.1 UPSTREAM 107 6.6.2 DOWNSTREAM 107 TABLE 17 AGRICULTURE DRONES: ECOSYSTEM VIEW 108 6.7 TRADE ANALYSIS 109 TABLE 18 IMPORT DATA OF AGRICULTURAL MACHINERY, BY COUNTRY, 2022 (USD MILLION) 109 TABLE 19 EXPORT DATA OF AGRICULTURAL MACHINERY, BY COUNTRY, 2022 (USD MILLION) 110 6.8 KEY CONFERENCES & EVENTS 110 TABLE 20 AGRICULTURE DRONES MARKET: CONFERENCES & EVENTS, 2023–2024 110 6.9 CASE STUDY ANALYSIS 112 6.9.1 USE CASE 1: EAVISION LAUNCHES NEW INTELLIGENT AGRICULTURAL SPRAYING DRONE IN CHINA 112 6.9.2 USE CASE 2: PARROT LAUNCHES ANAFI THERMAL 112 6.9.3 ANNA BINNA FARMS USES AGWORLD SOFTWARE PLATFORM FOR FARM RECORD-KEEPING 113 6.10 TECHNOLOGY ANALYSIS 113 6.10.1 ARTIFICIAL INTELLIGENCE 113 6.10.1.1 Crop yield production and price forecast 114 6.10.2 IOT 114 6.10.3 ADVANCED UNMANNED AERIAL VEHICLES 115 6.11 PORTER’S FIVE FORCES ANALYSIS 115 TABLE 21 AGRICULTURE DRONES MARKET: PORTER’S FIVE FORCES ANALYSIS 115 6.11.1 THREAT OF NEW ENTRANTS 116 6.11.2 THREAT OF SUBSTITUTES 116 6.11.3 BARGAINING POWER OF SUPPLIERS 116 6.11.4 BARGAINING POWER OF BUYERS 117 6.11.5 INTENSITY OF COMPETITIVE RIVALRY 117 6.12 KEY STAKEHOLDERS IN BUYING PROCESS 118 TABLE 22 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS, BY OFFERING 118 6.13 BUYING CRITERIA 118 TABLE 23 KEY BUYING CRITERIA FOR AGRICULTURE DRONE, BY OFFERING 119 6.14 AVERAGE SELLING PRICE (ASP) ANALYSIS 119 TABLE 24 LIGHT WEIGHT DRONES: GLOBAL AGRICULTURE DRONES MARKET, PRICES BY PAYLOAD CAPACITY,2020-2022 (USD) 119 TABLE 25 MEDIUM WEIGHT DRONES: GLOBAL AGRICULTURE DRONES MARKET, PRICES BY PAYLOAD CAPACITY,2020-2022 (USD) 120 TABLE 26 HEAVY WEIGHT DRONES: GLOBAL AGRICULTURE DRONES MARKET, PRICES BY PAYLOAD CAPACITY,2020-2022 (USD) 120 7 AGRICULTURE DRONES MARKET, BY APPLICATION 121 7.1 INTRODUCTION 122 TABLE 27 AGRICULTURE DRONES MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 122 TABLE 28 AGRICULTURE DRONES MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 123 TABLE 29 AGRICULTURE DRONES MARKET, BY APPLICATION, 2018–2022 (UNITS) 123 TABLE 30 AGRICULTURE DRONES MARKET, BY APPLICATION, 2023–2028 (UNITS) 123 FIGURE 37 PRECISION FARMING TO GROW FASTEST DURING FORECAST PERIOD 124 7.2 PRECISION FARMING 124 TABLE 31 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 125 TABLE 32 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 125 TABLE 33 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY SUB-APPLICATION, 2018–2022 (USD MILLION) 126 TABLE 34 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY SUB-APPLICATION, 2023–2028 (USD MILLION) 126 TABLE 35 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 126 TABLE 36 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 127 TABLE 37 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 127 TABLE 38 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 127 TABLE 39 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2018–2022 (USD MILLION) 128 TABLE 40 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2023–2028 (USD MILLION) 128 7.2.1 FIELD MAPPING 128 7.2.1.1 Weed detection 129 7.2.1.1.1 Global research institutes to develop agriculture drones for detecting weeds 129 7.2.1.2 Plant counting 129 7.2.1.2.1 Startups to develop and test agriculture drones for counting crops 129 7.2.1.3 Crop health monitoring 129 7.2.1.3.1 Governmental organizations to work on projects of crop health monitoring using agriculture drone 129 7.2.1.4 Harvest season monitoring 130 7.2.1.4.1 Agriculture drones with payloads such as multispectral and thermal cameras to help farmers and agronomists to monitor crops 130 7.2.1.5 Others 130 7.2.2 VARIABLE RATE APPLICATION 131 7.2.2.1 Several top players in market to offer products for VRAs to maximize productivity 131 7.2.3 CROP SCOUTING 131 7.2.3.1 Farmers and agronomists to use agriculture drones with NDVI or NIR sensors for crop scouting 131 7.2.4 CROP SPRAYING 131 7.2.4.1 Effectiveness of crop spraying through drones to drive market 131 7.2.5 OTHERS 132 7.3 PRECISION FARMING CASE STUDY ANALYSIS 132 7.4 LIVESTOCK MONITORING 133 7.4.1 GROWTH OF LIVESTOCK MONITORING TO BE DRIVEN BY ADVANCEMENTS IN DRONE TECHNOLOGY 133 TABLE 41 LIVESTOCK MONITORING: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 134 TABLE 42 LIVESTOCK MONITORING: AGRICULTURE DRONES MARKET FOR, BY REGION, 2023–2028 (USD MILLION) 134 TABLE 43 LIVESTOCK MONITORING: AGRICULTURE DRONES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 134 TABLE 44 LIVESTOCK MONITORING: AGRICULTURE DRONES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 135 TABLE 45 LIVESTOCK MONITORING: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 135 TABLE 46 LIVESTOCK MONITORING: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 135 TABLE 47 LIVESTOCK MONITORING: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2018–2022 (USD MILLION) 135 TABLE 48 LIVESTOCK MONITORING: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2023–2028 (USD MILLION) 136 7.5 LIVESTOCK MONITORING CASE STUDY ANALYSIS 136 7.6 PRECISION FISH FARMING 136 7.6.1 IMAGING SOFTWARE TO HOLD LARGEST SHARE OF AGRICULTURE DRONE MARKET FOR PRECISION FISH FARMING IN NEXT FIVE YEARS 136 TABLE 49 PRECISION FISH FARMING: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 137 TABLE 50 PRECISION FISH FARMING: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 137 TABLE 51 PRECISION FISH FARMING: AGRICULTURE DRONES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 138 TABLE 52 PRECISION FISH FARMING: AGRICULTURE DRONES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 138 TABLE 53 PRECISION FISH FARMING: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 138 TABLE 54 PRECISION FISH FARMING: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 138 TABLE 55 PRECISION FISH FARMING: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2018–2022 (USD MILLION) 139 TABLE 56 PRECISION FISH FARMING: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2023–2028 (USD MILLION) 139 7.7 PRECISION FISH FARMING CASE STUDY ANALYSIS 139 7.8 SMART GREENHOUSE 140 7.8.1 DRONES TO BE EQUIPPED WITH SMART SENSOR TECHNOLOGIES TO MONITOR ENVIRONMENTAL PARAMETERS 140 TABLE 57 SMART GREENHOUSE: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 140 TABLE 58 SMART GREENHOUSE: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 141 TABLE 59 SMART GREENHOUSE: AGRICULTURE DRONES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 141 TABLE 60 SMART GREENHOUSE: AGRICULTURE DRONES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 141 TABLE 61 SMART GREENHOUSE: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 141 TABLE 62 SMART GREENHOUSE: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 142 TABLE 63 SMART GREENHOUSE: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2018–2022 (USD MILLION) 142 TABLE 64 SMART GREENHOUSE: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2023–2028 (USD MILLION) 142 7.9 SMART GREENHOUSE CASE STUDY ANALYSIS 143 7.10 OTHERS 143 TABLE 65 OTHERS: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 144 TABLE 66 OTHERS: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 144 TABLE 67 OTHERS: AGRICULTURE DRONES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 144 TABLE 68 OTHERS: AGRICULTURE DRONES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 144 TABLE 69 OTHERS: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 145 TABLE 70 OTHERS: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 145 TABLE 71 OTHERS: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2018–2022 (USD MILLION) 145 TABLE 72 OTHERS: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2023–2028 (USD MILLION) 146 7.11 OTHER APPLICATIONS CASE STUDY ANALYSIS 146 8 AGRICULTURE DRONES MARKET, BY COMPONENT 147 8.1 INTRODUCTION 148 TABLE 73 AGRICULTURE DRONES MARKET, BY COMPONENT, 2018–2022 (USD MILLION) 148 TABLE 74 AGRICULTURE DRONES MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 149 FIGURE 38 NAVIGATION SYSTEMS TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 149 8.2 FRAMES 150 8.2.1 HIGH VERSATILITY OF FIBER GLASS TO DRIVE USAGE FOR FRAMES IN AGRICULTURE DRONES 150 8.3 CONTROLLER SYSTEMS 151 8.3.1 ADVANCEMENTS IN REMOTE CONTROLLER SYSTEMS TO DRIVE USAGE IN AUTOMATION IN MARKET 151 8.4 PROPULSION SYSTEMS 151 8.4.1 PROPULSIONS SYSTEMS TO EXHIBIT HIGHEST ADOPTION IN HYBRID DRONES IN NEXT FIVE YEARS 151 8.5 CAMERA SYSTEMS 152 TABLE 75 CAMERA SYSTEMS:AGRICULTURE DRONES MARKET, 2018–2022 (USD MILLION) 152 TABLE 76 CAMERA SYSTEMS: AGRICULTURE DRONES MARKET, 2023–2028 (USD MILLION) 153 8.5.1 MULTISPECTRAL CAMERAS 153 8.5.1.1 Efficient image sensors of multispectral sensors to drive growth 153 8.5.2 IR CAMERAS 153 8.5.2.1 IR cameras to be used for precision farming applications 153 8.5.3 THERMAL CAMERAS 154 8.5.3.1 Optimization of irrigation through thermal cameras to drive growth 154 8.5.4 LIDAR CAMERAS 154 8.5.4.1 High efficiency of LIDAR cameras to drive market 154 8.5.5 OTHERS 155 8.5.5.1 High-resolution cameras to be used majorly for studying health of plants 155 8.6 NAVIGATION SYSTEMS 155 TABLE 77 NAVIGATION SYSTEMS: AGRICULTURE DRONES MARKET, 2018–2022 (USD MILLION) 156 TABLE 78 NAVIGATION SYSTEMS: AGRICULTURE DRONES MARKET, 2023–2028 (USD MILLION) 156 8.6.1 GLOBAL POSITIONING SYSTEM (GPS) 156 8.6.1.1 Real time field monitoring and weed monitoring to drive usage of GPS in agriculture drones 156 8.6.2 GEOGRAPHIC INFORMATION SYSTEM (GIS) 157 8.6.2.1 Precise navigation and accurate mapping to promote sustainable farming practices 157 8.7 BATTERIES 157 8.7.1 LONGER CAPACITY AND LOWER DISCHARGE RATE TO DRIVE USAGE OF BATTERIES IN SURVEYING AGRICULTURE DRONES 157 8.8 OTHERS 158 8.8.1 SPRAYERS AND SPRINKLERS TO BE USED IN CROP SPRAYING AND CROP SEEDING 158 9 AGRICULTURE DRONES MARKET, BY FARM PRODUCE 159 9.1 INTRODUCTION 160 FIGURE 39 AGRICULTURE DRONES MARKET SIZE, BY FARM PRODUCE, 2023 VS. 2028 (USD MILLION) 160 TABLE 79 AGRICULTURE DRONES MARKET, BY FARM PRODUCE, 2018–2022 (USD MILLION) 161 TABLE 80 AGRICULTURE DRONES MARKET, BY FARM PRODUCE, 2023–2028 (USD MILLION) 161 TABLE 81 CEREALS & GRAINS: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 161 TABLE 82 CEREALS & GRAINS: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 162 TABLE 83 OILSEEDS & PULSES: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 162 TABLE 84 OILSEEDS & PULSES: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 162 TABLE 85 FRUITS & VEGETABLES: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 163 TABLE 86 FRUITS & VEGETABLES: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 163 TABLE 87 OTHER CROP TYPE: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 163 TABLE 88 OTHER CROP TYPE: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 164 TABLE 89 AGRICULTURE DRONES MARKET: AREA UNDER DRONES APPLICATION, BY REGION (2021-2022) 164 9.2 CEREALS AND GRAINS 167 9.2.1 INNOVATION AND TECHNOLOGICAL ADVANCEMENTS TO DRIVE DEMAND FOR AGRICULTURE DRONES 167 TABLE 90 CEREALS & GRAINS: AGRICULTURE DRONES MARKET, 2018–2022 (USD MILLION) 168 TABLE 91 CEREALS & GRAINS: AGRICULTURE DRONES MARKET, 2023–2028 (USD MILLION) 168 9.2.2 CORN 168 9.2.3 WHEAT 168 9.2.4 RICE 169 9.2.5 OTHER CEREALS AND GRAINS 169 9.3 OILSEEDS AND PULSES 169 9.3.1 AGRICULTURE DRONES EQUIPPED WITH INFRARED, MULTISPECTRAL, AND HYPERSPECTRAL SENSORS TO ANALYZE CROP HEALTH AND SOIL CONDITIONS 169 TABLE 92 OILSEEDS & PULSES: AGRICULTURE DRONES MARKET, 2018–2022 (USD MILLION) 170 TABLE 93 OILSEEDS & PULSES: AGRICULTURE DRONES MARKET, 2023–2028 (USD MILLION) 170 9.3.2 SOYBEAN 170 9.3.3 SUNFLOWER 170 9.3.4 OTHER OILSEEDS AND PULSES 171 9.4 FRUITS AND VEGETABLES 171 9.4.1 AGRICULTURE DRONES TO CONTRIBUTE TO FRUIT PRODUCTION AND YIELD 171 TABLE 94 FRUITS & VEGETABLES: AGRICULTURE DRONES MARKET, 2018–2022 (USD MILLION) 171 TABLE 95 FRUITS & VEGETABLES: AGRICULTURE DRONES MARKET, 2023–2028 (USD MILLION) 172 9.4.2 POME FRUITS 172 9.4.3 CITRUS FRUITS 172 9.4.4 BERRIES 172 9.4.5 ROOT AND TUBER VEGETABLES 173 9.4.6 LEAFY VEGETABLES 173 9.4.7 OTHER FRUITS AND VEGETABLES 173 9.5 OTHER CROP TYPES (TURF & ORNAMENTALS, PLANTATION CROPS, FIBER CROPS, AND SILAGE & FORAGE CROPS) 173 10 AGRICULTURE DRONES MARKET, BY OFFERING 174 10.1 INTRODUCTION 175 FIGURE 40 SOFTWARE AND SERVICES TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 175 TABLE 96 AGRICULTURE DRONES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 176 TABLE 97 AGRICULTURE DRONES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 176 10.2 HARDWARE 176 TABLE 98 HARDWARE: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 177 TABLE 99 HARDWARE: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 177 TABLE 100 HARDWARE: AGRICULTURE DRONES MARKET, BY TYPE, 2018–2022 (USD MILLION) 177 TABLE 101 HARDWARE: AGRICULTURE DRONES MARKET, BY TYPE, 2023–2028 (USD MILLION) 178 10.2.1 FIXED WING DRONES 178 10.2.1.1 Long distance coverage and maximum flying time to drive usage of fixed wing drones for field navigation 178 10.2.2 ROTARY BLADE DRONES 179 10.2.2.1 Rotary blade drones to be in demand due to versatility, precision, cost-effectiveness, flexibility, and real-time monitoring 179 10.2.3 HYBRID DRONES 179 10.2.3.1 Hybrid drones to be used majorly for precision farming applications 179 10.3 SOFTWARE AND SERVICES 180 TABLE 102 SOFTWARE & SERVICES: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 180 TABLE 103 SOFTWARE & SERVICES: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 181 TABLE 104 SOFTWARE & SERVICES: AGRICULTURE DRONES MARKET, BY TYPE, 2018–2022 (USD MILLION) 181 TABLE 105 SOFTWARE & SERVICES: AGRICULTURE DRONES MARKET FOR SOFTWARE, BY TYPE, 2023–2028 (USD MILLION) 181 10.3.1 DATA MANAGEMENT SOFTWARE 182 10.3.1.1 Easy to understand and actionable insights from field to drive usage of software for drone data management 182 10.3.2 IMAGING SOFTWARE 182 10.3.3 DATA ANALYTICS SOFTWARE 183 11 AGRICULTURE DRONES MARKET, BY RANGE 184 11.1 INTRODUCTION 184 11.2 VISUAL LINE OF SIGHT (VLOS) 184 11.3 BEYOND VISUAL LINE OF SIGHT (BVLOS) 185 12 AGRICULTURAL DRONES MARKET, BY PAYLOAD CAPACITY 187 12.1 INTRODUCTION 188 FIGURE 41 AGRICULTURE DRONES MARKET SIZE, BY PAYLOAD CAPACITY, 2023 VS. 2028 (USD MILLION) 188 TABLE 106 AGRICULTURE DRONES MARKET, BY PAYLOAD CAPACITY, 2018–2022 (USD MILLION) 188 TABLE 107 AGRICULTURE DRONES MARKET, BY PAYLOAD CAPACITY, 2023–2028 (USD MILLION) 189 12.2 LIGHT-WEIGHT DRONES (UP TO 2 KG) 189 12.2.1 LIGHT-WEIGHT DRONES TO PROVIDE VALUABLE DATA FOR INFORMED DECISION-MAKING 189 TABLE 108 LIGHT-WEIGHT DRONES (UP TO 2 KG): AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 190 TABLE 109 LIGHT-WEIGHT DRONES (UP TO 2 KG): AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 190 12.3 MEDIUM-WEIGHT DRONES (2 TO 10 KG) 190 12.3.1 VERSATILITY, AFFORDABILITY, AND ADVANCED DATA COLLECTION CAPABILITIES TO DRIVE GROWTH 190 TABLE 110 MEDIUM-WEIGHT DRONES (2 TO 10 KG): AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 191 TABLE 111 MEDIUM-WEIGHT DRONES (2 TO 10 KG): AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 191 12.4 HEAVY-WEIGHT DRONES (ABOVE 10 KG - UP TO 25 KG) 192 12.4.1 ABILITY TO CARRY LARGER PAYLOADS TO DRIVE ADOPTION OF AGRICULTURE DRONES 192 TABLE 112 HEAVY-WEIGHT DRONES (ABOVE 10 KG - UP TO 25 KG): AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 192 TABLE 113 HEAVY-WEIGHT DRONES (ABOVE 10 KG - UP TO 25 KG): AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 193 13 AGRICULTURE DRONES MARKET, BY FARM SIZE 194 13.1 INTRODUCTION 194 13.2 SMALL FARMS 194 13.3 MID-SIZED FARMS 194 13.4 LARGE FARMS 195 14 AGRICULTURE DRONES MARKET, BY FARMING ENVIRONMENT 196 14.1 INTRODUCTION 197 TABLE 114 AGRICULTURE DRONES MARKET, BY FARMING ENVIRONMENT, 2018–2022 (USD MILLION) 197 TABLE 115 AGRICULTURE DRONES MARKET, BY FARMING ENVIRONMENT, 2023–2028 (USD MILLION) 197 14.2 OUTDOOR 198 14.2.1 ADOPTION OF AGRICULTURE DRONES FOR CROP SPRAYING AND VARIABLE RATE APPLICATION TO DRIVE GROWTH 198 TABLE 116 OUTDOOR FARMING ENVIRONMENT: AGRICULTURE DRONES MARKET, 2018–2022 (USD MILLION) 198 TABLE 117 OUTDOOR FARMING ENVIRONMENT: AGRICULTURE DRONES MARKET, 2023–2028 (USD MILLION) 199 14.3 INDOOR 199 14.3.1 USAGE OF DRONES IN POLLINATION APPLICATION TO DRIVE GROWTH 199 TABLE 118 INDOOR FARMING ENVIRONMENT: AGRICULTURE DRONES MARKET, 2018–2022 (USD MILLION) 200 TABLE 119 INDOOR FARMING ENVIRONMENT: AGRICULTURE DRONES MARKET, 2023–2028 (USD MILLION) 200 15 AGRICULTURE DRONES MARKET, BY REGION 201 15.1 INTRODUCTION 202 FIGURE 42 AGRICULTURE DRONES MARKET: GEOGRAPHIC SNAPSHOT 202 TABLE 120 AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 203 TABLE 121 AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 203 TABLE 122 AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (UNITS) 203 TABLE 123 AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (UNITS) 204 15.2 NORTH AMERICA 204 FIGURE 43 NORTH AMERICA: AGRICULTURE DRONES MARKET SNAPSHOT 205 15.3 NORTH AMERICA: RECESSION IMPACT ANALYSIS 205 TABLE 124 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 206 TABLE 125 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 207 TABLE 126 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 207 TABLE 127 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 207 TABLE 128 HARDWARE TYPE: AGRICULTURE DRONES MARKET IN NORTH AMERICA, 2018–2022 (USD MILLION) 207 TABLE 129 HARDWARE TYPE: AGRICULTURE DRONES MARKET IN NORTH AMERICA, 2023–2028 (USD MILLION) 208 TABLE 130 SOFTWARE & SERVICES: AGRICULTURE DRONES MARKET IN NORTH AMERICA, 2018–2022 (USD MILLION) 208 TABLE 131 SOFTWARE & SERVICES: AGRICULTURE DRONES MARKET IN NORTH AMERICA, 2023–2028 (USD MILLION) 208 TABLE 132 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY FARMING ENVIRONMENT, 2018–2022 (USD MILLION) 209 TABLE 133 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY FARMING ENVIRONMENT, 2023–2028 (USD MILLION) 209 TABLE 134 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 209 TABLE 135 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 210 TABLE 136 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY FARM PRODUCE, 2018–2022 (USD MILLION) 210 TABLE 137 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY FARM PRODUCE, 2023–2028 (USD MILLION) 210 TABLE 138 NORTH AMERICA: AGRICULTURE DRONES MARKET, CEREALS & GRAINS, 2018–2022 (USD MILLION) 211 TABLE 139 NORTH AMERICA: AGRICULTURE DRONES MARKET, CEREALS & GRAINS, 2023–2028 (USD MILLION) 211 TABLE 140 NORTH AMERICA: AGRICULTURE DRONES MARKET, PULSES & OILSEEDS, 2018–2022 (USD MILLION) 211 TABLE 141 NORTH AMERICA: AGRICULTURE DRONES MARKET, PULSES & OILSEEDS, 2023–2028 (USD MILLION) 212 TABLE 142 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY FRUIT & VEGETABLE, 2018–2022 (USD MILLION) 212 TABLE 143 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY FRUIT & VEGETABLE, 2023–2028 (USD MILLION) 212 TABLE 144 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY PAYLOAD CAPACITY, 2018–2022 (USD MILLION) 213 TABLE 145 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY PAYLOAD CAPACITY, 2023–2028 (USD MILLION) 213 TABLE 146 HARDWARE TYPE: NORTH AMERICA AGRICULTURE DRONES MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 213 TABLE 147 HARDWARE TYPE: NORTH AMERICA AGRICULTURE DRONES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 214 15.3.1 US 214 15.3.1.1 Large investments in R&D to drive market 214 15.3.1.2 Regulations for commercial drones in the US 214 TABLE 148 US: AGRICULTURE DRONES MARKET, BY HARDWARE, 2018–2022 (USD MILLION) 215 TABLE 149 US: AGRICULTURE DRONES MARKET, BY HARDWARE, 2023–2028 (USD MILLION) 215 15.3.2 CANADA 215 15.3.2.1 Constant enhancements and developments in precision farming practices to drive growth 215 15.3.2.2 Regulations for commercial drones in Canada 216 TABLE 150 CANADA: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 216 TABLE 151 CANADA: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 216 15.3.3 MEXICO 216 15.3.3.1 Financial support for digital agriculture to drive growth 216 15.3.3.2 Regulations for commercial drones in Mexico 217 TABLE 152 MEXICO: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 217 TABLE 153 MEXICO: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 218 15.4 EUROPE 218 TABLE 154 EUROPE: AGRICULTURE DRONES MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 219 TABLE 155 EUROPE: AGRICULTURE DRONES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 219 TABLE 156 EUROPE: AGRICULTURE DRONES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 219 TABLE 157 EUROPE: AGRICULTURE DRONES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 220 TABLE 158 HARDWARE TYPE: AGRICULTURE DRONES MARKET IN EUROPE, BY COUNTRY, 2018–2022 (USD MILLION) 220 TABLE 159 HARDWARE TYPE: AGRICULTURE DRONES MARKET IN EUROPE, BY COUNTRY, 2023–2028 (USD MILLION) 220 TABLE 160 HARDWARE TYPE: AGRICULTURE DRONES MARKET IN EUROPE, 2018–2022 (USD MILLION) 221 TABLE 161 HARDWARE TYPE: AGRICULTURE DRONES MARKET IN EUROPE, BY OFFERING, 2023–2028 (USD MILLION) 221 TABLE 162 SOFTWARE & SERVICES: AGRICULTURE DRONES MARKET IN EUROPE, 2018–2022 (USD MILLION) 221 TABLE 163 SOFTWARE & SERVICES: AGRICULTURE DRONES MARKET IN EUROPE, 2023–2028 (USD MILLION) 222 TABLE 164 EUROPE: AGRICULTURE DRONES MARKET, BY FARMING ENVIRONMENT, 2018–2022 (USD MILLION) 222 TABLE 165 EUROPE: AGRICULTURE DRONES MARKET, BY FARMING ENVIRONMENT, 2023–2028 (USD MILLION) 222 TABLE 166 EUROPE: AGRICULTURE DRONES MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 223 TABLE 167 EUROPE: AGRICULTURE DRONES MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 223 TABLE 168 EUROPE: AGRICULTURE DRONES MARKET, BY FARM PRODUCE, 2018–2022 (USD MILLION) 223 TABLE 169 EUROPE: AGRICULTURE DRONES MARKET, BY FARM PRODUCE, 2023–2028 (USD MILLION) 224 TABLE 170 EUROPE: AGRICULTURE DRONES MARKET, CEREALS & GRAINS, 2018–2022 (USD MILLION) 224 TABLE 171 EUROPE: AGRICULTURE DRONES MARKET, CEREALS & GRAINS, 2023–2028 (USD MILLION) 224 TABLE 172 EUROPE: AGRICULTURE DRONES MARKET, OILSEEDS & PULSES, 2018–2022 (USD MILLION) 225 TABLE 173 EUROPE: AGRICULTURE DRONES MARKET, OILSEEDS & PULSES, 2023–2028 (USD MILLION) 225 TABLE 174 EUROPE: AGRICULTURE DRONES MARKET, BY FRUIT & VEGETABLE, 2018–2022 (USD MILLION) 225 TABLE 175 EUROPE: AGRICULTURE DRONES MARKET, BY FRUIT & VEGETABLE, 2023–2028 (USD MILLION) 226 TABLE 176 EUROPE: AGRICULTURE DRONES MARKET, BY PAYLOAD CAPACITY, 2018–2022 (USD MILLION) 226 TABLE 177 EUROPE: AGRICULTURE DRONES MARKET, BY PAYLOAD CAPACITY, 2023–2028 (USD MILLION) 226 15.5 EUROPE: RECESSION IMPACT ANALYSIS 227 15.5.1 UK 227 15.5.1.1 Availability of user-friendly technologies to drive growth 227 15.5.1.2 Regulations for commercial drones in the UK 228 TABLE 178 UK: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 228 TABLE 179 UK: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 228 15.5.2 GERMANY 229 15.5.2.1 High adoption rate of agriculture drones for livestock monitoring to drive growth 229 15.5.2.2 Regulations for commercial drones in Germany 229 TABLE 180 GERMANY: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 229 TABLE 181 GERMANY: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 230 15.5.3 FRANCE 230 15.5.3.1 Application of drones in crop mapping to drive growth 230 15.5.3.2 Regulations for commercial drones in France 231 TABLE 182 FRANCE: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 231 TABLE 183 FRANCE: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 231 15.5.4 ITALY 232 15.5.4.1 Agriculture drones to be used for insurance of crops or farmlands 232 15.5.4.2 Regulations for commercial drones in Italy 232 TABLE 184 ITALY: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 232 TABLE 185 ITALY: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 233 15.5.5 SPAIN 233 15.5.5.1 Agriculture drones to create weed infestation maps for farmers 233 15.5.5.2 Regulations for commercial drones in Spain 233 TABLE 186 SPAIN: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 234 TABLE 187 SPAIN: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 234 15.5.6 REST OF EUROPE 234 TABLE 188 REST OF EUROPE: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 235 TABLE 189 REST OF EUROPE: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 235
SummaryThe agricultural drone market is projected to grow from USD 4.5 Billion in 2023 to USD 17.9 Billion by 2028, at a CAGR of 31.5% during the forecast period. The increased awareness of digital agriculture has led to a growing demand for agriculture drones equipped with advanced imaging sensors. These drones enable farmers to monitor plant health, detect diseases or pests, and assess crop yields through high-resolution aerial imaging. The data collected helps farmers take timely actions, leading to improved productivity and resource efficiency, including targeted pesticide application and irrigation. Agriculture drones also offer benefits like reduced manual labor, faster data collection, and increased coverage of large agricultural areas, resulting in cost savings, improved efficiency, and higher crop yields. As more farmers recognize these advantages, the market for agriculture drones is expected to experience significant growth, supporting sustainable farming practices and meeting the global demand for food production. Table of Contents1 INTRODUCTION 461.1 STUDY OBJECTIVES 46 1.2 MARKET DEFINITION 47 1.3 STUDY SCOPE 47 1.3.1 MARKETS COVERED 47 FIGURE 1 MARKET SEGMENTATION 47 1.3.2 REGIONS COVERED 48 FIGURE 2 AGRICULTURE DRONES MARKET, BY REGION 48 1.4 INCLUSIONS & EXCLUSIONS 48 1.5 YEARS CONSIDERED 50 1.6 CURRENCY CONSIDERED 50 TABLE 1 USD EXCHANGE RATES CONSIDERED, 2019–2022 51 1.7 STAKEHOLDERS 51 1.8 SUMMARY OF CHANGES 51 1.8.1 RECESSION IMPACT ANALYSIS 52 2 RESEARCH METHODOLOGY 53 2.1 RESEARCH DATA 53 FIGURE 3 RESEARCH DESIGN 54 2.1.1 SECONDARY DATA 55 2.1.1.1 Major secondary sources 55 2.1.1.2 Key data from secondary sources 56 2.1.2 PRIMARY DATA 56 2.1.2.1 Key data from primary sources 56 2.1.2.2 Key industry insights 57 2.1.2.3 Breakdown of primary interviews 57 FIGURE 4 BREAKDOWN OF PRIMARY INTERVIEWS: BY COMPANY TYPE, DESIGNATION, AND REGION 57 2.2 MARKET SIZE ESTIMATION 58 2.2.1 MARKET SIZE ESTIMATION: BOTTOM-UP APPROACH 59 FIGURE 5 AGRICULTURE DRONES MARKET SIZE ESTIMATION: BOTTOM-UP APPROACH 59 FIGURE 6 AGRICULTURE DRONES MARKET SIZE ESTIMATION (DEMAND SIDE) 59 2.2.2 MARKET SIZE ESTIMATION: TOP-DOWN APPROACH 60 FIGURE 7 AGRICULTURE DRONES MARKET SIZE ESTIMATION: TOP-DOWN APPROACH 60 FIGURE 8 AGRICULTURE DRONES MARKET SIZE ESTIMATION, BY TYPE (SUPPLY SIDE) 60 2.3 GROWTH RATE FORECAST ASSUMPTIONS 61 2.4 DATA TRIANGULATION 61 FIGURE 9 DATA TRIANGULATION 61 2.5 RESEARCH ASSUMPTIONS 62 TABLE 2 RESEARCH ASSUMPTIONS 62 2.6 LIMITATIONS AND RISK ASSESSMENT 62 TABLE 3 LIMITATIONS AND RISK ASSESSMENT 62 2.7 MACROINDICATORS OF RECESSION 63 FIGURE 10 INDICATORS OF RECESSION 63 FIGURE 11 WORLD INFLATION RATE: 2011-2021 64 FIGURE 12 GLOBAL GDP: 2011-2021 (USD TRILLION) 65 FIGURE 13 RECESSION INDICATORS AND THEIR IMPACT ON AGRICULTURE DRONES MARKET 66 FIGURE 14 GLOBAL AGRICULTURE DRONES MARKET: EARLIER FORECAST VS. RECESSION FORECAST 66 3 EXECUTIVE SUMMARY 68 TABLE 4 GLOBAL AGRICULTURE DRONES MARKET SNAPSHOT, 2023 VS. 2028 68 FIGURE 15 AGRICULTURE DRONES MARKET, BY FARM PRODUCE, 2023 VS. 2028 (USD MILLION) 69 FIGURE 16 AGRICULTURE DRONES MARKET, BY OFFERING, 2023 VS. 2028 70 FIGURE 17 AGRICULTURE DRONES MARKET, BY PAYLOAD CAPACITY, 2023 VS. 2028 (USD MILLION) 71 FIGURE 18 AGRICULTURE DRONES MARKET, BY APPLICATION, 2023 VS. 2028 (USD MILLION) 71 FIGURE 19 AGRICULTURE DRONES MARKET, BY COMPONENT, 2023 VS. 2028 (USD MILLION) 72 FIGURE 20 AGRICULTURE DRONES MARKET, BY FARMING ENVIRONMENT, 2023 VS. 2028 (USD MILLION) 73 FIGURE 21 NORTH AMERICA ACCOUNTED FOR LARGEST SHARE IN 2022 74 4 PREMIUM INSIGHTS 75 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AGRICULTURE DRONES MARKET 75 FIGURE 22 INCREASING DEMAND FOR HIGH-QUALITY CROP YIELD TO DRIVE MARKET 75 4.2 AGRICULTURE DRONES MARKET: GROWTH RATE OF MAJOR REGIONAL SUBMARKETS 76 FIGURE 23 NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SHARE DURING FORECAST PERIOD 76 4.3 ASIA PACIFIC: AGRICULTURE DRONES MARKET, BY APPLICATION & COUNTRY 77 FIGURE 24 HARDWARE SEGMENT AND CHINA TO ACCOUNT FOR SIGNIFICANT SHARE IN 2023 77 4.4 AGRICULTURE DRONES MARKET, BY COMPONENT, 2023 VS. 2028 78 FIGURE 25 PRECISION FARMING SEGMENT TO LEAD MARKET IN 2023 IN TERMS OF VALUE 78 FIGURE 26 HARDWARE SEGMENT TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD IN TERMS OF VALUE 79 4.5 AGRICULTURE DRONES MARKET, BY UNIT, 2023 VS. 2028 79 FIGURE 27 NORTH AMERICA TO BE DOMINANT MARKET DURING FORECAST PERIOD 79 5 MARKET OVERVIEW 80 5.1 INTRODUCTION 80 5.2 MACROECONOMIC INDICATORS 80 5.2.1 REDUCTION IN ARABLE LAND 80 FIGURE 28 PER CAPITA ARABLE LAND, 2002–2022 (HA) 81 5.2.2 RAPID DIGITALIZATION 81 FIGURE 29 SMARTPHONE PENETRATION, BY REGION, 2019 VS. 2025 82 FIGURE 30 GLOBAL GNSS DEMAND, 2021 VS. 2031 (EUR BILLION) 82 5.3 MARKET DYNAMICS 82 5.3.1 INTRODUCTION 82 FIGURE 31 AGRICULTURE DRONES MARKET DYNAMICS 83 5.3.2 DRIVERS 83 5.3.2.1 Demand for optimization of farm management using agricultural drones 83 5.3.2.2 Favorable government policies, subsidies, and regulations to drive usage of digital agriculture tools 84 5.3.2.3 Availability of software solutions for field survey and data analytics 85 5.3.2.4 Growth in concerns regarding ecosystem change 86 5.3.3 RESTRAINTS 86 5.3.3.1 Security and safety concerns associated with civil and commercial application of drones 86 5.3.3.2 Large number of fragmented lands in developing countries 86 5.3.3.3 Lack of technical knowledge and training activities 87 5.3.4 OPPORTUNITIES 87 5.3.4.1 Exemptions by US FAA for use of agriculture drones 87 5.3.4.2 High adoption of aerial data collection tools in agriculture 88 5.3.4.3 Increase in use of agricultural-based software via smartphones 88 5.3.4.4 Early detection of crop diseases and ease of farm management 88 5.3.5 CHALLENGES 89 5.3.5.1 Management of data collected by agriculture drones 89 5.3.5.2 Standardization of communication interfaces and protocols for precision agriculture 89 5.3.5.3 Lack of technical knowledge among farmers 89 5.3.5.4 Scarcity of trained pilots 89 5.3.5.5 High cost of drones to impact adoption among small-scale farmers 90 6 INDUSTRY TRENDS 91 6.1 INTRODUCTION 91 6.2 REGULATORY FRAMEWORK 91 6.2.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 91 TABLE 5 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 92 TABLE 6 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 93 TABLE 7 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 94 TABLE 8 ROW: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 95 6.2.2 NORTH AMERICA 95 6.2.2.1 US 95 TABLE 9 US: ROBOTICS FOR AGRICULTURAL AND INDUSTRIAL USE 96 6.2.2.2 Canada 96 TABLE 10 CANADA: ROBOTIC MACHINERY AND ROBOT USAGE 97 6.2.2.3 Mexico 97 TABLE 11 MEXICO: DRONE CATEGORIES 97 6.2.3 EUROPEAN UNION (EU) 98 TABLE 12 EU: DRONE FLYING BASED ON INTENDED OPERATIONS 98 TABLE 13 EUROPE: AGRICULTURAL MACHINERY AND ROBOT PRODUCTION STANDARDS 99 6.2.4 ASIA PACIFIC 99 6.2.4.1 India 99 6.2.4.2 China 100 TABLE 14 CHINA: ARTICLES REGARDING AGRICULTURAL TECHNOLOGIES 100 TABLE 15 CHINA: DRONE CLASSIFICATION BASED ON WEIGHT 100 6.2.4.3 Australia 101 6.2.5 ROW 101 6.3 PATENT ANALYSIS 102 FIGURE 32 NUMBER OF PATENTS APPROVED FOR AGRICULTURE DRONES IN GLOBAL MARKET, 2012–2022 102 FIGURE 33 JURISDICTIONS WITH HIGHEST PATENT APPROVALS FOR AGRICULTURE DRONES, 2012–2022 104 6.4 VALUE CHAIN ANALYSIS 104 6.4.1 RESEARCH & DEVELOPMENT 104 6.4.2 DEVICE & COMPONENT MANUFACTURERS 104 6.4.3 SYSTEM INTEGRATORS 105 6.4.4 SERVICE PROVIDERS 105 6.4.5 END USERS 105 FIGURE 34 VALUE CHAIN ANALYSIS: AGRICULTURE DRONES MARKET 105 6.5 TRENDS/DISRUPTIONS IMPACTING BUYERS IN AGRICULTURE DRONES MARKET 106 FIGURE 35 AGRICULTURE DRONES MARKET: TRENDS IMPACTING BUYERS 106 6.6 MARKET ECOSYSTEM 107 6.6.1 UPSTREAM 107 6.6.2 DOWNSTREAM 107 TABLE 17 AGRICULTURE DRONES: ECOSYSTEM VIEW 108 6.7 TRADE ANALYSIS 109 TABLE 18 IMPORT DATA OF AGRICULTURAL MACHINERY, BY COUNTRY, 2022 (USD MILLION) 109 TABLE 19 EXPORT DATA OF AGRICULTURAL MACHINERY, BY COUNTRY, 2022 (USD MILLION) 110 6.8 KEY CONFERENCES & EVENTS 110 TABLE 20 AGRICULTURE DRONES MARKET: CONFERENCES & EVENTS, 2023–2024 110 6.9 CASE STUDY ANALYSIS 112 6.9.1 USE CASE 1: EAVISION LAUNCHES NEW INTELLIGENT AGRICULTURAL SPRAYING DRONE IN CHINA 112 6.9.2 USE CASE 2: PARROT LAUNCHES ANAFI THERMAL 112 6.9.3 ANNA BINNA FARMS USES AGWORLD SOFTWARE PLATFORM FOR FARM RECORD-KEEPING 113 6.10 TECHNOLOGY ANALYSIS 113 6.10.1 ARTIFICIAL INTELLIGENCE 113 6.10.1.1 Crop yield production and price forecast 114 6.10.2 IOT 114 6.10.3 ADVANCED UNMANNED AERIAL VEHICLES 115 6.11 PORTER’S FIVE FORCES ANALYSIS 115 TABLE 21 AGRICULTURE DRONES MARKET: PORTER’S FIVE FORCES ANALYSIS 115 6.11.1 THREAT OF NEW ENTRANTS 116 6.11.2 THREAT OF SUBSTITUTES 116 6.11.3 BARGAINING POWER OF SUPPLIERS 116 6.11.4 BARGAINING POWER OF BUYERS 117 6.11.5 INTENSITY OF COMPETITIVE RIVALRY 117 6.12 KEY STAKEHOLDERS IN BUYING PROCESS 118 TABLE 22 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS, BY OFFERING 118 6.13 BUYING CRITERIA 118 TABLE 23 KEY BUYING CRITERIA FOR AGRICULTURE DRONE, BY OFFERING 119 6.14 AVERAGE SELLING PRICE (ASP) ANALYSIS 119 TABLE 24 LIGHT WEIGHT DRONES: GLOBAL AGRICULTURE DRONES MARKET, PRICES BY PAYLOAD CAPACITY,2020-2022 (USD) 119 TABLE 25 MEDIUM WEIGHT DRONES: GLOBAL AGRICULTURE DRONES MARKET, PRICES BY PAYLOAD CAPACITY,2020-2022 (USD) 120 TABLE 26 HEAVY WEIGHT DRONES: GLOBAL AGRICULTURE DRONES MARKET, PRICES BY PAYLOAD CAPACITY,2020-2022 (USD) 120 7 AGRICULTURE DRONES MARKET, BY APPLICATION 121 7.1 INTRODUCTION 122 TABLE 27 AGRICULTURE DRONES MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 122 TABLE 28 AGRICULTURE DRONES MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 123 TABLE 29 AGRICULTURE DRONES MARKET, BY APPLICATION, 2018–2022 (UNITS) 123 TABLE 30 AGRICULTURE DRONES MARKET, BY APPLICATION, 2023–2028 (UNITS) 123 FIGURE 37 PRECISION FARMING TO GROW FASTEST DURING FORECAST PERIOD 124 7.2 PRECISION FARMING 124 TABLE 31 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 125 TABLE 32 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 125 TABLE 33 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY SUB-APPLICATION, 2018–2022 (USD MILLION) 126 TABLE 34 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY SUB-APPLICATION, 2023–2028 (USD MILLION) 126 TABLE 35 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 126 TABLE 36 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 127 TABLE 37 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 127 TABLE 38 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 127 TABLE 39 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2018–2022 (USD MILLION) 128 TABLE 40 PRECISION FARMING: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2023–2028 (USD MILLION) 128 7.2.1 FIELD MAPPING 128 7.2.1.1 Weed detection 129 7.2.1.1.1 Global research institutes to develop agriculture drones for detecting weeds 129 7.2.1.2 Plant counting 129 7.2.1.2.1 Startups to develop and test agriculture drones for counting crops 129 7.2.1.3 Crop health monitoring 129 7.2.1.3.1 Governmental organizations to work on projects of crop health monitoring using agriculture drone 129 7.2.1.4 Harvest season monitoring 130 7.2.1.4.1 Agriculture drones with payloads such as multispectral and thermal cameras to help farmers and agronomists to monitor crops 130 7.2.1.5 Others 130 7.2.2 VARIABLE RATE APPLICATION 131 7.2.2.1 Several top players in market to offer products for VRAs to maximize productivity 131 7.2.3 CROP SCOUTING 131 7.2.3.1 Farmers and agronomists to use agriculture drones with NDVI or NIR sensors for crop scouting 131 7.2.4 CROP SPRAYING 131 7.2.4.1 Effectiveness of crop spraying through drones to drive market 131 7.2.5 OTHERS 132 7.3 PRECISION FARMING CASE STUDY ANALYSIS 132 7.4 LIVESTOCK MONITORING 133 7.4.1 GROWTH OF LIVESTOCK MONITORING TO BE DRIVEN BY ADVANCEMENTS IN DRONE TECHNOLOGY 133 TABLE 41 LIVESTOCK MONITORING: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 134 TABLE 42 LIVESTOCK MONITORING: AGRICULTURE DRONES MARKET FOR, BY REGION, 2023–2028 (USD MILLION) 134 TABLE 43 LIVESTOCK MONITORING: AGRICULTURE DRONES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 134 TABLE 44 LIVESTOCK MONITORING: AGRICULTURE DRONES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 135 TABLE 45 LIVESTOCK MONITORING: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 135 TABLE 46 LIVESTOCK MONITORING: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 135 TABLE 47 LIVESTOCK MONITORING: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2018–2022 (USD MILLION) 135 TABLE 48 LIVESTOCK MONITORING: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2023–2028 (USD MILLION) 136 7.5 LIVESTOCK MONITORING CASE STUDY ANALYSIS 136 7.6 PRECISION FISH FARMING 136 7.6.1 IMAGING SOFTWARE TO HOLD LARGEST SHARE OF AGRICULTURE DRONE MARKET FOR PRECISION FISH FARMING IN NEXT FIVE YEARS 136 TABLE 49 PRECISION FISH FARMING: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 137 TABLE 50 PRECISION FISH FARMING: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 137 TABLE 51 PRECISION FISH FARMING: AGRICULTURE DRONES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 138 TABLE 52 PRECISION FISH FARMING: AGRICULTURE DRONES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 138 TABLE 53 PRECISION FISH FARMING: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 138 TABLE 54 PRECISION FISH FARMING: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 138 TABLE 55 PRECISION FISH FARMING: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2018–2022 (USD MILLION) 139 TABLE 56 PRECISION FISH FARMING: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2023–2028 (USD MILLION) 139 7.7 PRECISION FISH FARMING CASE STUDY ANALYSIS 139 7.8 SMART GREENHOUSE 140 7.8.1 DRONES TO BE EQUIPPED WITH SMART SENSOR TECHNOLOGIES TO MONITOR ENVIRONMENTAL PARAMETERS 140 TABLE 57 SMART GREENHOUSE: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 140 TABLE 58 SMART GREENHOUSE: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 141 TABLE 59 SMART GREENHOUSE: AGRICULTURE DRONES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 141 TABLE 60 SMART GREENHOUSE: AGRICULTURE DRONES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 141 TABLE 61 SMART GREENHOUSE: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 141 TABLE 62 SMART GREENHOUSE: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 142 TABLE 63 SMART GREENHOUSE: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2018–2022 (USD MILLION) 142 TABLE 64 SMART GREENHOUSE: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2023–2028 (USD MILLION) 142 7.9 SMART GREENHOUSE CASE STUDY ANALYSIS 143 7.10 OTHERS 143 TABLE 65 OTHERS: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 144 TABLE 66 OTHERS: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 144 TABLE 67 OTHERS: AGRICULTURE DRONES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 144 TABLE 68 OTHERS: AGRICULTURE DRONES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 144 TABLE 69 OTHERS: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 145 TABLE 70 OTHERS: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 145 TABLE 71 OTHERS: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2018–2022 (USD MILLION) 145 TABLE 72 OTHERS: AGRICULTURE DRONES MARKET, BY SOFTWARE & SERVICE, 2023–2028 (USD MILLION) 146 7.11 OTHER APPLICATIONS CASE STUDY ANALYSIS 146 8 AGRICULTURE DRONES MARKET, BY COMPONENT 147 8.1 INTRODUCTION 148 TABLE 73 AGRICULTURE DRONES MARKET, BY COMPONENT, 2018–2022 (USD MILLION) 148 TABLE 74 AGRICULTURE DRONES MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 149 FIGURE 38 NAVIGATION SYSTEMS TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 149 8.2 FRAMES 150 8.2.1 HIGH VERSATILITY OF FIBER GLASS TO DRIVE USAGE FOR FRAMES IN AGRICULTURE DRONES 150 8.3 CONTROLLER SYSTEMS 151 8.3.1 ADVANCEMENTS IN REMOTE CONTROLLER SYSTEMS TO DRIVE USAGE IN AUTOMATION IN MARKET 151 8.4 PROPULSION SYSTEMS 151 8.4.1 PROPULSIONS SYSTEMS TO EXHIBIT HIGHEST ADOPTION IN HYBRID DRONES IN NEXT FIVE YEARS 151 8.5 CAMERA SYSTEMS 152 TABLE 75 CAMERA SYSTEMS:AGRICULTURE DRONES MARKET, 2018–2022 (USD MILLION) 152 TABLE 76 CAMERA SYSTEMS: AGRICULTURE DRONES MARKET, 2023–2028 (USD MILLION) 153 8.5.1 MULTISPECTRAL CAMERAS 153 8.5.1.1 Efficient image sensors of multispectral sensors to drive growth 153 8.5.2 IR CAMERAS 153 8.5.2.1 IR cameras to be used for precision farming applications 153 8.5.3 THERMAL CAMERAS 154 8.5.3.1 Optimization of irrigation through thermal cameras to drive growth 154 8.5.4 LIDAR CAMERAS 154 8.5.4.1 High efficiency of LIDAR cameras to drive market 154 8.5.5 OTHERS 155 8.5.5.1 High-resolution cameras to be used majorly for studying health of plants 155 8.6 NAVIGATION SYSTEMS 155 TABLE 77 NAVIGATION SYSTEMS: AGRICULTURE DRONES MARKET, 2018–2022 (USD MILLION) 156 TABLE 78 NAVIGATION SYSTEMS: AGRICULTURE DRONES MARKET, 2023–2028 (USD MILLION) 156 8.6.1 GLOBAL POSITIONING SYSTEM (GPS) 156 8.6.1.1 Real time field monitoring and weed monitoring to drive usage of GPS in agriculture drones 156 8.6.2 GEOGRAPHIC INFORMATION SYSTEM (GIS) 157 8.6.2.1 Precise navigation and accurate mapping to promote sustainable farming practices 157 8.7 BATTERIES 157 8.7.1 LONGER CAPACITY AND LOWER DISCHARGE RATE TO DRIVE USAGE OF BATTERIES IN SURVEYING AGRICULTURE DRONES 157 8.8 OTHERS 158 8.8.1 SPRAYERS AND SPRINKLERS TO BE USED IN CROP SPRAYING AND CROP SEEDING 158 9 AGRICULTURE DRONES MARKET, BY FARM PRODUCE 159 9.1 INTRODUCTION 160 FIGURE 39 AGRICULTURE DRONES MARKET SIZE, BY FARM PRODUCE, 2023 VS. 2028 (USD MILLION) 160 TABLE 79 AGRICULTURE DRONES MARKET, BY FARM PRODUCE, 2018–2022 (USD MILLION) 161 TABLE 80 AGRICULTURE DRONES MARKET, BY FARM PRODUCE, 2023–2028 (USD MILLION) 161 TABLE 81 CEREALS & GRAINS: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 161 TABLE 82 CEREALS & GRAINS: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 162 TABLE 83 OILSEEDS & PULSES: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 162 TABLE 84 OILSEEDS & PULSES: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 162 TABLE 85 FRUITS & VEGETABLES: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 163 TABLE 86 FRUITS & VEGETABLES: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 163 TABLE 87 OTHER CROP TYPE: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 163 TABLE 88 OTHER CROP TYPE: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 164 TABLE 89 AGRICULTURE DRONES MARKET: AREA UNDER DRONES APPLICATION, BY REGION (2021-2022) 164 9.2 CEREALS AND GRAINS 167 9.2.1 INNOVATION AND TECHNOLOGICAL ADVANCEMENTS TO DRIVE DEMAND FOR AGRICULTURE DRONES 167 TABLE 90 CEREALS & GRAINS: AGRICULTURE DRONES MARKET, 2018–2022 (USD MILLION) 168 TABLE 91 CEREALS & GRAINS: AGRICULTURE DRONES MARKET, 2023–2028 (USD MILLION) 168 9.2.2 CORN 168 9.2.3 WHEAT 168 9.2.4 RICE 169 9.2.5 OTHER CEREALS AND GRAINS 169 9.3 OILSEEDS AND PULSES 169 9.3.1 AGRICULTURE DRONES EQUIPPED WITH INFRARED, MULTISPECTRAL, AND HYPERSPECTRAL SENSORS TO ANALYZE CROP HEALTH AND SOIL CONDITIONS 169 TABLE 92 OILSEEDS & PULSES: AGRICULTURE DRONES MARKET, 2018–2022 (USD MILLION) 170 TABLE 93 OILSEEDS & PULSES: AGRICULTURE DRONES MARKET, 2023–2028 (USD MILLION) 170 9.3.2 SOYBEAN 170 9.3.3 SUNFLOWER 170 9.3.4 OTHER OILSEEDS AND PULSES 171 9.4 FRUITS AND VEGETABLES 171 9.4.1 AGRICULTURE DRONES TO CONTRIBUTE TO FRUIT PRODUCTION AND YIELD 171 TABLE 94 FRUITS & VEGETABLES: AGRICULTURE DRONES MARKET, 2018–2022 (USD MILLION) 171 TABLE 95 FRUITS & VEGETABLES: AGRICULTURE DRONES MARKET, 2023–2028 (USD MILLION) 172 9.4.2 POME FRUITS 172 9.4.3 CITRUS FRUITS 172 9.4.4 BERRIES 172 9.4.5 ROOT AND TUBER VEGETABLES 173 9.4.6 LEAFY VEGETABLES 173 9.4.7 OTHER FRUITS AND VEGETABLES 173 9.5 OTHER CROP TYPES (TURF & ORNAMENTALS, PLANTATION CROPS, FIBER CROPS, AND SILAGE & FORAGE CROPS) 173 10 AGRICULTURE DRONES MARKET, BY OFFERING 174 10.1 INTRODUCTION 175 FIGURE 40 SOFTWARE AND SERVICES TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 175 TABLE 96 AGRICULTURE DRONES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 176 TABLE 97 AGRICULTURE DRONES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 176 10.2 HARDWARE 176 TABLE 98 HARDWARE: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 177 TABLE 99 HARDWARE: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 177 TABLE 100 HARDWARE: AGRICULTURE DRONES MARKET, BY TYPE, 2018–2022 (USD MILLION) 177 TABLE 101 HARDWARE: AGRICULTURE DRONES MARKET, BY TYPE, 2023–2028 (USD MILLION) 178 10.2.1 FIXED WING DRONES 178 10.2.1.1 Long distance coverage and maximum flying time to drive usage of fixed wing drones for field navigation 178 10.2.2 ROTARY BLADE DRONES 179 10.2.2.1 Rotary blade drones to be in demand due to versatility, precision, cost-effectiveness, flexibility, and real-time monitoring 179 10.2.3 HYBRID DRONES 179 10.2.3.1 Hybrid drones to be used majorly for precision farming applications 179 10.3 SOFTWARE AND SERVICES 180 TABLE 102 SOFTWARE & SERVICES: AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 180 TABLE 103 SOFTWARE & SERVICES: AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 181 TABLE 104 SOFTWARE & SERVICES: AGRICULTURE DRONES MARKET, BY TYPE, 2018–2022 (USD MILLION) 181 TABLE 105 SOFTWARE & SERVICES: AGRICULTURE DRONES MARKET FOR SOFTWARE, BY TYPE, 2023–2028 (USD MILLION) 181 10.3.1 DATA MANAGEMENT SOFTWARE 182 10.3.1.1 Easy to understand and actionable insights from field to drive usage of software for drone data management 182 10.3.2 IMAGING SOFTWARE 182 10.3.3 DATA ANALYTICS SOFTWARE 183 11 AGRICULTURE DRONES MARKET, BY RANGE 184 11.1 INTRODUCTION 184 11.2 VISUAL LINE OF SIGHT (VLOS) 184 11.3 BEYOND VISUAL LINE OF SIGHT (BVLOS) 185 12 AGRICULTURAL DRONES MARKET, BY PAYLOAD CAPACITY 187 12.1 INTRODUCTION 188 FIGURE 41 AGRICULTURE DRONES MARKET SIZE, BY PAYLOAD CAPACITY, 2023 VS. 2028 (USD MILLION) 188 TABLE 106 AGRICULTURE DRONES MARKET, BY PAYLOAD CAPACITY, 2018–2022 (USD MILLION) 188 TABLE 107 AGRICULTURE DRONES MARKET, BY PAYLOAD CAPACITY, 2023–2028 (USD MILLION) 189 12.2 LIGHT-WEIGHT DRONES (UP TO 2 KG) 189 12.2.1 LIGHT-WEIGHT DRONES TO PROVIDE VALUABLE DATA FOR INFORMED DECISION-MAKING 189 TABLE 108 LIGHT-WEIGHT DRONES (UP TO 2 KG): AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 190 TABLE 109 LIGHT-WEIGHT DRONES (UP TO 2 KG): AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 190 12.3 MEDIUM-WEIGHT DRONES (2 TO 10 KG) 190 12.3.1 VERSATILITY, AFFORDABILITY, AND ADVANCED DATA COLLECTION CAPABILITIES TO DRIVE GROWTH 190 TABLE 110 MEDIUM-WEIGHT DRONES (2 TO 10 KG): AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 191 TABLE 111 MEDIUM-WEIGHT DRONES (2 TO 10 KG): AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 191 12.4 HEAVY-WEIGHT DRONES (ABOVE 10 KG - UP TO 25 KG) 192 12.4.1 ABILITY TO CARRY LARGER PAYLOADS TO DRIVE ADOPTION OF AGRICULTURE DRONES 192 TABLE 112 HEAVY-WEIGHT DRONES (ABOVE 10 KG - UP TO 25 KG): AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 192 TABLE 113 HEAVY-WEIGHT DRONES (ABOVE 10 KG - UP TO 25 KG): AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 193 13 AGRICULTURE DRONES MARKET, BY FARM SIZE 194 13.1 INTRODUCTION 194 13.2 SMALL FARMS 194 13.3 MID-SIZED FARMS 194 13.4 LARGE FARMS 195 14 AGRICULTURE DRONES MARKET, BY FARMING ENVIRONMENT 196 14.1 INTRODUCTION 197 TABLE 114 AGRICULTURE DRONES MARKET, BY FARMING ENVIRONMENT, 2018–2022 (USD MILLION) 197 TABLE 115 AGRICULTURE DRONES MARKET, BY FARMING ENVIRONMENT, 2023–2028 (USD MILLION) 197 14.2 OUTDOOR 198 14.2.1 ADOPTION OF AGRICULTURE DRONES FOR CROP SPRAYING AND VARIABLE RATE APPLICATION TO DRIVE GROWTH 198 TABLE 116 OUTDOOR FARMING ENVIRONMENT: AGRICULTURE DRONES MARKET, 2018–2022 (USD MILLION) 198 TABLE 117 OUTDOOR FARMING ENVIRONMENT: AGRICULTURE DRONES MARKET, 2023–2028 (USD MILLION) 199 14.3 INDOOR 199 14.3.1 USAGE OF DRONES IN POLLINATION APPLICATION TO DRIVE GROWTH 199 TABLE 118 INDOOR FARMING ENVIRONMENT: AGRICULTURE DRONES MARKET, 2018–2022 (USD MILLION) 200 TABLE 119 INDOOR FARMING ENVIRONMENT: AGRICULTURE DRONES MARKET, 2023–2028 (USD MILLION) 200 15 AGRICULTURE DRONES MARKET, BY REGION 201 15.1 INTRODUCTION 202 FIGURE 42 AGRICULTURE DRONES MARKET: GEOGRAPHIC SNAPSHOT 202 TABLE 120 AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (USD MILLION) 203 TABLE 121 AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (USD MILLION) 203 TABLE 122 AGRICULTURE DRONES MARKET, BY REGION, 2018–2022 (UNITS) 203 TABLE 123 AGRICULTURE DRONES MARKET, BY REGION, 2023–2028 (UNITS) 204 15.2 NORTH AMERICA 204 FIGURE 43 NORTH AMERICA: AGRICULTURE DRONES MARKET SNAPSHOT 205 15.3 NORTH AMERICA: RECESSION IMPACT ANALYSIS 205 TABLE 124 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 206 TABLE 125 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 207 TABLE 126 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 207 TABLE 127 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 207 TABLE 128 HARDWARE TYPE: AGRICULTURE DRONES MARKET IN NORTH AMERICA, 2018–2022 (USD MILLION) 207 TABLE 129 HARDWARE TYPE: AGRICULTURE DRONES MARKET IN NORTH AMERICA, 2023–2028 (USD MILLION) 208 TABLE 130 SOFTWARE & SERVICES: AGRICULTURE DRONES MARKET IN NORTH AMERICA, 2018–2022 (USD MILLION) 208 TABLE 131 SOFTWARE & SERVICES: AGRICULTURE DRONES MARKET IN NORTH AMERICA, 2023–2028 (USD MILLION) 208 TABLE 132 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY FARMING ENVIRONMENT, 2018–2022 (USD MILLION) 209 TABLE 133 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY FARMING ENVIRONMENT, 2023–2028 (USD MILLION) 209 TABLE 134 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 209 TABLE 135 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 210 TABLE 136 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY FARM PRODUCE, 2018–2022 (USD MILLION) 210 TABLE 137 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY FARM PRODUCE, 2023–2028 (USD MILLION) 210 TABLE 138 NORTH AMERICA: AGRICULTURE DRONES MARKET, CEREALS & GRAINS, 2018–2022 (USD MILLION) 211 TABLE 139 NORTH AMERICA: AGRICULTURE DRONES MARKET, CEREALS & GRAINS, 2023–2028 (USD MILLION) 211 TABLE 140 NORTH AMERICA: AGRICULTURE DRONES MARKET, PULSES & OILSEEDS, 2018–2022 (USD MILLION) 211 TABLE 141 NORTH AMERICA: AGRICULTURE DRONES MARKET, PULSES & OILSEEDS, 2023–2028 (USD MILLION) 212 TABLE 142 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY FRUIT & VEGETABLE, 2018–2022 (USD MILLION) 212 TABLE 143 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY FRUIT & VEGETABLE, 2023–2028 (USD MILLION) 212 TABLE 144 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY PAYLOAD CAPACITY, 2018–2022 (USD MILLION) 213 TABLE 145 NORTH AMERICA: AGRICULTURE DRONES MARKET, BY PAYLOAD CAPACITY, 2023–2028 (USD MILLION) 213 TABLE 146 HARDWARE TYPE: NORTH AMERICA AGRICULTURE DRONES MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 213 TABLE 147 HARDWARE TYPE: NORTH AMERICA AGRICULTURE DRONES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 214 15.3.1 US 214 15.3.1.1 Large investments in R&D to drive market 214 15.3.1.2 Regulations for commercial drones in the US 214 TABLE 148 US: AGRICULTURE DRONES MARKET, BY HARDWARE, 2018–2022 (USD MILLION) 215 TABLE 149 US: AGRICULTURE DRONES MARKET, BY HARDWARE, 2023–2028 (USD MILLION) 215 15.3.2 CANADA 215 15.3.2.1 Constant enhancements and developments in precision farming practices to drive growth 215 15.3.2.2 Regulations for commercial drones in Canada 216 TABLE 150 CANADA: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 216 TABLE 151 CANADA: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 216 15.3.3 MEXICO 216 15.3.3.1 Financial support for digital agriculture to drive growth 216 15.3.3.2 Regulations for commercial drones in Mexico 217 TABLE 152 MEXICO: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 217 TABLE 153 MEXICO: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 218 15.4 EUROPE 218 TABLE 154 EUROPE: AGRICULTURE DRONES MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 219 TABLE 155 EUROPE: AGRICULTURE DRONES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 219 TABLE 156 EUROPE: AGRICULTURE DRONES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 219 TABLE 157 EUROPE: AGRICULTURE DRONES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 220 TABLE 158 HARDWARE TYPE: AGRICULTURE DRONES MARKET IN EUROPE, BY COUNTRY, 2018–2022 (USD MILLION) 220 TABLE 159 HARDWARE TYPE: AGRICULTURE DRONES MARKET IN EUROPE, BY COUNTRY, 2023–2028 (USD MILLION) 220 TABLE 160 HARDWARE TYPE: AGRICULTURE DRONES MARKET IN EUROPE, 2018–2022 (USD MILLION) 221 TABLE 161 HARDWARE TYPE: AGRICULTURE DRONES MARKET IN EUROPE, BY OFFERING, 2023–2028 (USD MILLION) 221 TABLE 162 SOFTWARE & SERVICES: AGRICULTURE DRONES MARKET IN EUROPE, 2018–2022 (USD MILLION) 221 TABLE 163 SOFTWARE & SERVICES: AGRICULTURE DRONES MARKET IN EUROPE, 2023–2028 (USD MILLION) 222 TABLE 164 EUROPE: AGRICULTURE DRONES MARKET, BY FARMING ENVIRONMENT, 2018–2022 (USD MILLION) 222 TABLE 165 EUROPE: AGRICULTURE DRONES MARKET, BY FARMING ENVIRONMENT, 2023–2028 (USD MILLION) 222 TABLE 166 EUROPE: AGRICULTURE DRONES MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 223 TABLE 167 EUROPE: AGRICULTURE DRONES MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 223 TABLE 168 EUROPE: AGRICULTURE DRONES MARKET, BY FARM PRODUCE, 2018–2022 (USD MILLION) 223 TABLE 169 EUROPE: AGRICULTURE DRONES MARKET, BY FARM PRODUCE, 2023–2028 (USD MILLION) 224 TABLE 170 EUROPE: AGRICULTURE DRONES MARKET, CEREALS & GRAINS, 2018–2022 (USD MILLION) 224 TABLE 171 EUROPE: AGRICULTURE DRONES MARKET, CEREALS & GRAINS, 2023–2028 (USD MILLION) 224 TABLE 172 EUROPE: AGRICULTURE DRONES MARKET, OILSEEDS & PULSES, 2018–2022 (USD MILLION) 225 TABLE 173 EUROPE: AGRICULTURE DRONES MARKET, OILSEEDS & PULSES, 2023–2028 (USD MILLION) 225 TABLE 174 EUROPE: AGRICULTURE DRONES MARKET, BY FRUIT & VEGETABLE, 2018–2022 (USD MILLION) 225 TABLE 175 EUROPE: AGRICULTURE DRONES MARKET, BY FRUIT & VEGETABLE, 2023–2028 (USD MILLION) 226 TABLE 176 EUROPE: AGRICULTURE DRONES MARKET, BY PAYLOAD CAPACITY, 2018–2022 (USD MILLION) 226 TABLE 177 EUROPE: AGRICULTURE DRONES MARKET, BY PAYLOAD CAPACITY, 2023–2028 (USD MILLION) 226 15.5 EUROPE: RECESSION IMPACT ANALYSIS 227 15.5.1 UK 227 15.5.1.1 Availability of user-friendly technologies to drive growth 227 15.5.1.2 Regulations for commercial drones in the UK 228 TABLE 178 UK: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 228 TABLE 179 UK: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 228 15.5.2 GERMANY 229 15.5.2.1 High adoption rate of agriculture drones for livestock monitoring to drive growth 229 15.5.2.2 Regulations for commercial drones in Germany 229 TABLE 180 GERMANY: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 229 TABLE 181 GERMANY: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 230 15.5.3 FRANCE 230 15.5.3.1 Application of drones in crop mapping to drive growth 230 15.5.3.2 Regulations for commercial drones in France 231 TABLE 182 FRANCE: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 231 TABLE 183 FRANCE: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 231 15.5.4 ITALY 232 15.5.4.1 Agriculture drones to be used for insurance of crops or farmlands 232 15.5.4.2 Regulations for commercial drones in Italy 232 TABLE 184 ITALY: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 232 TABLE 185 ITALY: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 233 15.5.5 SPAIN 233 15.5.5.1 Agriculture drones to create weed infestation maps for farmers 233 15.5.5.2 Regulations for commercial drones in Spain 233 TABLE 186 SPAIN: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 234 TABLE 187 SPAIN: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 234 15.5.6 REST OF EUROPE 234 TABLE 188 REST OF EUROPE: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2018–2022 (USD MILLION) 235 TABLE 189 REST OF EUROPE: AGRICULTURE DRONES MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 235
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