出版：MarketsandMarkets（マーケッツアンドマーケッツ） 出版年月：2024年1月
Digital Agriculture Market – Global Forecast to 2028
デジタル農業市場 : 提供内容、テクノロジー (周辺機器、コア)、運用 (農業と給餌、監視と調査、マーケティングと需要創出) タイプ (ハードウェア、ソフトウェア、サービス)、地域別 – 2028年までの世界予測
Digital Agriculture Market Offering, Technology (Peripheral, Core), Operation (Farming & Feeding, Monitoring & Scouting, Marketing & Demand Generation) Type (Hardware, Software, Services), Region – Global Forecast to 2028
| ページ数 | 490 |
| 図表数 | 615 |
| 種別 | 英文調査報告書 |
| 価格 |
Report Overview
The digital agriculture market is projected to grow from USD 22.0 Billion in 2023 to USD 36.0 Billion by 2028, at a CAGR of 10.3% during the forecast period.
デジタル農業市場は、予測期間中に10.3%のCAGRで、2023年の220億米ドルから2028年までに360億米ドルに成長すると予測されています。
The digital agriculture industry is undergoing a major transformation, fueled by emerging technologies like artificial intelligence (AI), big data, blockchain, cloud computing, etc. These forces are working together to revolutionize the way we grow, manage, and distribute food, with significant impacts on transparency, efficiency, and sustainability. Blockchain can integrate data from various sources like weather sensors, soil analysis, and satellite imagery to provide farmers with real-time insights on irrigation, fertilization, and pest control. AI systems can examine digital images taken by drones, agricultural robots, or farmers using a simple smartphone camera to detect pests and give concrete advice to agricultural workers on how to prevent their spread, treat affected plants, or mitigate the damage caused. At the same time, AI can analyze data on the behavior of livestock to detect abnormalities and identify potentially sick animals, thus allowing timely treatment. (Source: FAO and International Telecommunication Union Report, 2021).
Moreover, the pervasive nature, ease of use, and mobility of digital technologies are reshaping the landscape of agriculture and food production. Particularly in the agriculture and food sector, the proliferation of mobile technologies, remote-sensing services, and distributed computing is already enhancing smallholders’ access to vital information, inputs, and markets. This transformation is leading to increased production and productivity, more efficient supply chains, and reduced operational costs. Thus, this data-driven approach optimizes resource allocation, reduces waste, and leads to increased yields.
During the projected period, the monitoring & scouting category within the spectrum of operation segment is anticipated to exhibit the most rapid growth, boasting the highest Compound Annual Growth Rate (CAGR).
In the digital agriculture industry, monitoring and scouting are two crucial practices that leverage technology to gain real-time insights into the health and performance of crops. Monitoring and scouting are essential tools in digital agriculture, allowing farmers to proactively manage their crops, optimize resources, and maximize yield. These techniques, powered by various technologies like sensors, drones, and AI, provide farmers with real-time data and insights to make informed decisions. By continuously collecting and analyzing data, farmers can make informed decisions that lead to a healthier, more productive, and sustainable farm operation.
Moreover, the integration with the SAS (Satellite Agriculture Solution) system enables precise resource allocation, optimizing the use of water, fertilizers, and pesticides based on the specific needs of different parts of the field. As stated in the Artificial Intelligence for Agriculture Report of the International Telecommunication Union (ITU), and FAO (2021), XAG has mobilized its partners and service providers to serve 40 million hectares of farmland with smart agtech, contributing to a total increase in crop yield of 3 490 000 tonnes. Farming labor costs have also been substantially reduced while removing occupational health risks for field workers. Thus, the integration of AI, as exemplified by XAG’s initiative, showcases the transformative potential of digital agriculture. It not only addresses specific challenges in monitoring and scouting but also contributes to the overall efficiency, sustainability, and productivity of modern farming practices.
Peripheral technology is dominant within the technology segment of the market.
Peripheral technologies in digital agriculture are essentially the sensors, actuators, and other devices that collect and transmit data about the farm environment and the crops or livestock being raised. These devices can be mounted on drones, tractors, irrigation systems, or even directly on plants or animals. They can measure a wide range of factors, such as soil moisture, nutrient levels, temperature, humidity, pest and disease pressure, and plant growth. Platforms and apps that provide real-time data on soil health, crop conditions, and weather patterns are in high demand. This allows farmers to optimize irrigation, fertilizer application, and pest control, leading to increased yield and reduced costs.
The dominance of peripheral technology in the digital agriculture market is expected to continue in the coming years. As the cost of sensors and other peripheral technologies continues to decline, and as farmers become more comfortable with using data to make decisions, the adoption of these technologies is likely to accelerate.
The break-up of the profile of primary participants in the digital agriculture market:
• By Company Type: Tier 1 – 30%, Tier 2 – 45%, and Tier 3 – 25%
• By Designation: C Level – 25%, Director Level – 50%, Others-25%
• By Region: North America – 30%, Europe – 35%, Asia Pacific – 15%, South America – 10%, and Rest of the World –10%
Prominent companies are Cisco Systems, Inc. (US), IBM Corporation (US), Accenture (Ireland), Deere & Company (US), and Trimble Inc. (US) among others.
Research Coverage:
This research report categorizes the digital agriculture market by Offering (Advisory Services, Precision Agriculture & Farm Management, Quality Management & Traceability, Digital Procurement, Agri E-commerce, and Financial Services), Technology (Peripheral Technology, and Core Technology), Type (Hardware, Software, and Services), Operation (Farming & Feeding, Monitoring & Scouting, and Marketing & Demand Generation), and Region (North America, Europe, Asia Pacific, South America, and RoW). The report covers information about the key factors, such as drivers, restraints, opportunities, and challenges impacting the growth of the digital agriculture market. It also provides a detailed analysis of the major players in the market including their business overview, products offered; key strategies; partnerships, new product launches, and acquisitions. Competitive benchmarking of upcoming startups in the digital agriculture market is covered in this report.
Reasons to buy this report:
The report will help the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall digital agriculture market and the subsegments. This report will help stakeholders understand the competitive landscape and gain more insights to position their businesses better and plan suitable go-to-market strategies. The report also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.
The report provides insights on the following pointers:
Analysis of key drivers (Demand for optimization of farm management using agricultural services and software integration, Increase in initiatives by the government and key players operating in the market, Growth in concerns regarding ecosystem change, Increasing adoption of IoT and AI by farmers and agriculturists), restraints (Lack of technical knowledge and training activities, and Large number of fragmented lands in developing countries), opportunity (Increase in the use of agricultural-based software via smartphones, and Early detection of crop diseases and ease of farm management), and challenges (High cost of devices and software to impact adoption among small-scale farmers, and Rise in concerns regarding data management and requirement for adequate training) influencing the growth of the digital agriculture market.
• Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the digital agriculture market.
• Market Development: Comprehensive information about lucrative markets – the report analyses the digital agriculture market across varied regions.
• Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the digital agriculture market.
• Competitive Assessment: In-depth assessment of market shares, growth strategies, and service offerings of leading players like Cisco Systems, Inc. (US), IBM Corporation (US), Accenture (Ireland), Deere & Company (US), and Trimble Inc. (US) among others in the digital agriculture market strategies. The report also helps stakeholders understand the digital agriculture market and provides them with information on key market drivers, restraints, challenges, and opportunities.
Table of Contents
1 INTRODUCTION 63
1.1 STUDY OBJECTIVES 63
1.2 MARKET DEFINITION 64
1.3 STUDY SCOPE 65
1.3.1 MARKET SEGMENTATION 65
FIGURE 1 DIGITAL AGRICULTURE MARKET SEGMENTATION 65
1.3.2 INCLUSIONS AND EXCLUSIONS 66
TABLE 1 INCLUSIONS AND EXCLUSIONS 66
1.3.3 REGIONS COVERED 68
FIGURE 2 DIGITAL AGRICULTURE MARKET SEGMENTATION, BY REGION 68
1.3.4 YEARS CONSIDERED 68
1.4 CURRENCY CONSIDERED 69
TABLE 2 USD EXCHANGE RATES, 2018–2022 69
1.4.1 VOLUME UNIT CONSIDERED 70
1.5 STAKEHOLDERS 70
1.6 SUMMARY OF CHANGES 70
1.6.1 RECESSION IMPACT 70
2 RESEARCH METHODOLOGY 71
2.1 RESEARCH DATA 71
FIGURE 3 DIGITAL AGRICULTURE MARKET: RESEARCH DESIGN 71
2.1.1 SECONDARY DATA 72
2.1.1.1 Key data from secondary sources 72
2.1.2 PRIMARY DATA 72
2.1.2.1 Key data from primary sources 73
2.1.2.2 Key primary insights 74
2.1.2.3 Breakdown of primary interviews 74
FIGURE 4 BREAKDOWN OF PRIMARY INTERVIEWS, BY COMPANY TYPE, DESIGNATION, AND REGION 74
2.2 MARKET SIZE ESTIMATION 75
2.2.1 MARKET SIZE ESTIMATION: BOTTOM-UP APPROACH 76
FIGURE 5 DIGITAL AGRICULTURE MARKET SIZE ESTIMATION: BOTTOM-UP APPROACH 76
2.2.2 MARKET SIZE ESTIMATION: TOP-DOWN APPROACH 76
FIGURE 6 DIGITAL AGRICULTURE MARKET SIZE ESTIMATION: TOP-DOWN APPROACH (BASED ON GLOBAL MARKET) 77
2.3 DATA TRIANGULATION 78
FIGURE 7 DATA TRIANGULATION 78
2.4 RESEARCH ASSUMPTIONS 79
FIGURE 8 RESEARCH ASSUMPTIONS 79
2.5 LIMITATIONS & RISK ASSESSMENT 79
2.6 RECESSION IMPACT ANALYSIS 80
2.6.1 RECESSION MACROINDICATORS 80
FIGURE 9 INDICATORS OF RECESSION 80
FIGURE 10 GLOBAL INFLATION RATE, 2012–2022 81
FIGURE 11 GLOBAL GROSS DOMESTIC PRODUCT, 2012–2022 (USD TRILLION) 82
FIGURE 12 RECESSION INDICATORS AND THEIR IMPACT ON DIGITAL AGRICULTURE MARKET 83
FIGURE 13 GLOBAL DIGITAL AGRICULTURE MARKET: CURRENT FORECAST VS. RECESSION FORECAST 83
3 EXECUTIVE SUMMARY 85
TABLE 3 DIGITAL AGRICULTURE MARKET SNAPSHOT, 2023 VS. 2028 86
FIGURE 14 DIGITAL AGRICULTURE MARKET, BY TYPE, 2023 VS. 2028 (USD MILLION) 87
FIGURE 15 DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023 VS. 2028 (USD MILLION) 88
FIGURE 16 DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023 VS. 2028 (USD MILLION) 88
FIGURE 17 DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023 VS. 2028 (USD MILLION) 89
FIGURE 18 DIGITAL AGRICULTURE MARKET SHARE (VALUE), BY REGION, 2023 90
4 PREMIUM INSIGHTS 92
4.1 ATTRACTIVE OPPORTUNITIES IN DIGITAL AGRICULTURE MARKET 92
FIGURE 19 HIGH ADOPTION OF DIGITAL AGRICULTURE IN DEVELOPING MARKETS TO FUEL MARKET GROWTH 92
4.2 DIGITAL AGRICULTURE MARKET: SHARE OF MAJOR REGIONAL SUBMARKETS 93
FIGURE 20 US TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD 93
4.3 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE & COUNTRY 94
FIGURE 21 HARDWARE AND CHINA TO ACCOUNT FOR LARGEST SEGMENTAL SHARES IN ASIA PACIFIC MARKET IN 2023 94
4.4 DIGITAL AGRICULTURE MARKET, BY TYPE 95
FIGURE 22 DIGITAL AGRICULTURE HARDWARE TO LEAD MARKET ACROSS REGIONS DURING FORECAST PERIOD 95
4.5 DIGITAL AGRICULTURE MARKET, BY OPERATION 96
FIGURE 23 FARMING & FEEDING OPERATIONS TO DOMINATE DURING FORECAST PERIOD 96
4.6 DIGITAL AGRICULTURE MARKET, BY OFFERING 97
FIGURE 24 PRECISION AGRICULTURE & FARM MANAGEMENT OFFERING TO ACCOUNT FOR LION’S SHARE DURING FORECAST PERIOD 97
4.7 DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY 98
FIGURE 25 PERIPHERAL TECHNOLOGIES TO DOMINATE DIGITAL AGRICULTURE MARKET DURING FORECAST PERIOD 98
5 MARKET OVERVIEW 99
5.1 INTRODUCTION 99
5.2 MACROECONOMIC INDICATORS 100
5.2.1 INTRODUCTION 100
5.2.2 DIGITALIZATION IN AGRICULTURAL SECTOR 100
FIGURE 26 SMARTPHONE SUBSCRIBER PENETRATION, BY REGION, 2022 VS 2030 101
FIGURE 27 GLOBAL GNSS DEMAND, 2021 VS 2031 (EUR BILLION) 101
5.3 MARKET DYNAMICS 101
FIGURE 28 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: DIGITAL AGRICULTURE MARKET 102
5.3.1 DRIVERS 102
5.3.1.1 Demand for optimization of farm management using agricultural services and software integration. 102
5.3.1.2 Increase in initiatives by government and key players 103
5.3.1.3 Growth in need for optimization in light of ecological changes 104
5.3.1.4 Increase in adoption of IoT and AI by farmers and agriculturists 105
5.3.2 RESTRAINTS 105
5.3.2.1 Lack of technical knowledge and training activities 105
5.3.2.2 Large number of fragmented lands in emerging economies 106
5.3.3 OPPORTUNITIES 106
5.3.3.1 Increase in use of agriculture-based software via smartphones 106
5.3.3.2 Early detection of crop diseases and ease of farm management 107
5.3.4 CHALLENGES 107
5.3.4.1 High cost of devices and software to impact adoption among small-scale farmers 107
5.3.4.2 Rise in concerns regarding data management and requirement for adequate training 108
6 INDUSTRY TRENDS 109
6.1 INTRODUCTION 109
6.2 CURRENT LANDSCAPE OF AGRICULTURAL INDUSTRY: 109
FIGURE 29 SHARE OF GDP FROM AGRICULTURE IN KEY COUNTRIES, 2018–2021 110
6.3 VALUE CHAIN ANALYSIS 110
FIGURE 30 VALUE CHAIN ANALYSIS: DIGITAL AGRICULTURE MARKET 111
6.3.1 RESEARCH & PRODUCT DEVELOPMENT 111
6.3.2 DEVICE & COMPONENT MANUFACTURERS 111
6.3.3 SYSTEM INTEGRATORS 111
6.3.4 SERVICE PROVIDERS 112
6.3.5 END USERS 112
6.3.6 POST-SALES SERVICES 112
6.4 TECHNOLOGY ANALYSIS 112
6.4.1 EXISTING TECHNOLOGIES IN DIGITAL AGRICULTURE 112
6.4.1.1 INTRODUCTION 112
FIGURE 31 EXISTING TECHNOLOGIES IN DIGITAL AGRICULTURE 113
6.4.1.2 INTERACTIVE VOICE RESPONSE 113
6.4.1.3 WEB APPLICATIONS 113
6.4.1.4 INTERNET & BROADBAND 114
6.4.1.5 MOBILE 114
6.4.1.6 SATELLITE 114
6.4.1.6.1 Satellite Imagery for crop yield productions and price forecasts 114
6.4.1.6.2 GNSS devices shipment in digital agriculture 114
FIGURE 32 GNSS DEVICES SHIPMENT, BY REGION, 2021–2031 (MILLION) 115
6.4.1.7 Broadcasting 115
6.4.2 EMERGING TECHNOLOGIES IN DIGITAL AGRICULTURE 116
6.4.2.1 INTRODUCTION 116
FIGURE 33 EMERGING TECHNOLOGIES IN DIGITAL AGRICULTURE 116
6.4.2.2 ARTIFICIAL INTELLIGENCE 117
6.4.2.3 BLOCKCHAIN 118
FIGURE 34 BLOCKCHAIN AND AI IN DIGITAL AGRICULTURE, LIVESTOCK MONITORING, AND FARM MANAGEMENT 118
6.4.2.4 BIG DATA 118
6.4.2.5 INTERNET OF THINGS (IoT) 119
6.4.2.6 Drones (unmanned aerial vehicles) 119
6.4.2.7 Cloud 120
6.4.2.8 Robotics (robotic cages and underwater drones in aquaculture farms) 120
6.4.2.9 Conclusion 121
6.5 PATENT ANALYSIS 121
FIGURE 35 PATENTS GRANTED FOR DIGITAL AGRICULTURE MARKET, 2014–2023 122
FIGURE 36 REGIONAL ANALYSIS OF PATENTS GRANTED FOR DIGITAL AGRICULTURE MARKET, 2014–2023 122
TABLE 4 LIST OF MAJOR PATENTS PERTAINING TO DIGITAL AGRICULTURE MARKET, 2021–2023 123
6.6 ECOSYSTEM AND MARKET MAP 128
6.6.1 DEMAND SIDE 128
6.6.2 SUPPLY SIDE 128
FIGURE 37 DIGITAL AGRICULTURE MARKET MAP 128
TABLE 5 DIGITAL AGRICULTURE MARKET: SUPPLY CHAIN (ECOSYSTEM) 129
6.7 TRADE ANALYSIS 129
TABLE 6 TOP 10 EXPORTERS AND IMPORTERS OF HS CODE 8432 PRODUCTS, 2022 (USD THOUSAND) 129
TABLE 7 TOP 10 EXPORTERS AND IMPORTERS OF HS CODE 8432 PRODUCTS, 2022 (TON) 130
6.8 PRICING ANALYSIS 130
6.8.1 AVERAGE SELLING PRICE TREND, BY HARDWARE TYPE 131
TABLE 8 DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF AUTOMATION & CONTROL SYSTEMS, 2018–2022 (USD/PIECE) 131
TABLE 9 DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF SENSING & MONITORING DEVICES, 2018–2022 (USD/PIECE) 131
6.8.2 AVERAGE SELLING PRICE TREND OF DIGITAL AGRICULTURE SYSTEMS, BY KEY PLAYERS 132
TABLE 10 DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF IRRIGATION CONTROLLERS, BY KEY PLAYER, 2022 (USD/PIECE) 132
TABLE 11 DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF GPS/GNSS, BY KEY PLAYER, 2022 (USD/PIECE) 132
TABLE 12 DIGITAL AGRICULTURE MARKET: AVERAGE SELLING PRICE (ASP) OF DISPLAYS, BY KEY PLAYER, 2022 (USD/PIECE) 132
6.9 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 133
FIGURE 38 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 133
6.10 KEY CONFERENCES & EVENTS 133
TABLE 13 KEY CONFERENCES & EVENTS, 2023–2024 133
6.11 TARIFF AND REGULATORY LANDSCAPE 136
6.11.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 136
6.11.1.1 US 136
6.11.1.1.1 US: Agricultural Data Act 2018 136
6.11.1.1.2 National Mission For Sustainable Agriculture (NMSA) 136
6.11.1.1.3 Environmental Impact Assessment (EIA) 137
6.11.1.1.4 Nature Conservation – European Union (EU) 137
6.11.1.1.5 Tariff and regulations related to precision farming and smart greenhouses 137
TABLE 14 TARIFF REGULATIONS: PRECISION FARMING AND SMART GREENHOUSES 137
6.11.1.1.6 Tariff and regulations related to precision aquaculture 138
TABLE 15 TARIFF REGULATIONS: PRECISION AQUACULTURE 138
6.11.2 REGULATORY LANDSCAPE 141
6.11.2.1 Government Policies and Subsidies 141
6.11.2.1.1 Introduction 141
6.11.2.1.2 China 141
6.11.2.1.2.1 National plan for agricultural and rural informatization: China 14th five-year plan (2021–2026) 142
6.11.2.1.2.2 New guidelines for modernization of agriculture sector in China 142
6.11.2.1.2.3 Current state of development of smart agriculture machinery in China 143
6.11.2.1.2.4 Pollution and Climate Smart Agriculture in China (PACSAC) 144
6.11.2.1.2.5 World Bank initiatives toward promoting green agriculture and rural development in China 144
6.11.2.1.3 India 145
6.11.2.1.3.1 Greenhouse Farming Subsidy in India 147
6.11.2.1.3.2 Government initiatives for promoting organic farming in India 148
6.11.2.1.3.3 Government partnerships for smart agriculture 149
6.11.2.1.4 Netherlands 151
6.11.2.1.4.1 Climate-smart Agriculture Initiatives in Netherlands 151
6.11.2.1.4.2 Major government initiatives and subsidy programs in the Netherlands 153
6.11.2.1.4.3 Support for organic farmers 154
6.11.2.1.4.4 Greenhouses as source of energy 154
6.11.2.1.4.5 Subsidy scheme for agricultural innovation North Brabant, 2020–2023 154
6.11.2.1.5 Spain 154
FIGURE 39 SPAIN: TOTAL AGRICULTURAL LAND UNDER CULTIVATION, 2013–2020 (MILLION HA) 155
FIGURE 40 SPAIN: SHARE OF MAJOR AGRICULTURE PRODUCTS, 2021 156
FIGURE 41 SPAIN: IMPORT AND EXPORT VALUE OF AGRICULTURE PRODUCTS, 2021 (USD MILLION) 156
6.11.2.1.5.1 Recent government policies in agriculture 156
6.11.2.1.5.2 Subsidy schemes for irrigation projects in Spain 157
6.11.2.1.6 Turkey 158
6.11.2.1.6.1 Current landscape of digital agriculture technology in Turkey 158
FIGURE 42 TOTAL AGRICULTURE LAND UNDER CULTIVATION, 2013–2020 (MILLION HA) 159
6.11.2.1.6.2 Policies and implementation of smart agriculture technologies in Turkey 160
6.12 CASE STUDY ANALYSIS 161
6.12.1 PVT AGRICULTURE USED HEXAGON’S DISPLAYS TO IMPROVE SALES OF SPRAYERS 161
6.12.2 ANNA BINNA FARMS USED AGWORLD SOFTWARE PLATFORMS FOR FARM RECORD-KEEPING 161
6.12.3 AGTECH-DRIVEN SOLUTIONS USED FOR BRIDGING GAPS IN ACCESS, ADVISORY, AND QUALITY INPUTS IN INDIAN FARMING 162
6.13 PORTER’S FIVE FORCES ANALYSIS 162
TABLE 16 IMPACT OF PORTER’S FIVE FORCES ON DIGITAL AGRICULTURE MARKET 163
FIGURE 43 DIGITAL AGRICULTURE MARKET: PORTER’S FIVE FORCES ANALYSIS 163
6.13.1 THREAT OF NEW ENTRANTS 164
6.13.2 THREAT OF SUBSTITUTES 164
6.13.3 BARGAINING POWER OF SUPPLIERS 164
6.13.4 BARGAINING POWER OF BUYERS 165
6.13.5 INTENSITY OF COMPETITIVE RIVALRY 165
6.14 KEY STAKEHOLDERS & BUYING CRITERIA 166
6.14.1 KEY STAKEHOLDERS IN BUYING PROCESS 166
FIGURE 44 INFLUENCE OF STAKEHOLDERS ON BUYING FOR KEY TYPES 166
TABLE 17 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR KEY TYPES 166
6.14.2 BUYING CRITERIA 166
FIGURE 45 KEY BUYING CRITERIA FOR DIGITAL AGRICULTURE SYSTEM TYPES 167
TABLE 18 KEY BUYING CRITERIA FOR DIGITAL AGRICULTURE SYSTEM TYPES 167
7 DIGITAL AGRICULTURE MARKET, BY OFFERING 168
7.1 INTRODUCTION 169
FIGURE 46 PRECISION AGRICULTURE & FARM MANAGEMENT TO DOMINATE DURING FORECAST PERIOD 169
TABLE 19 DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION) 170
TABLE 20 DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 170
7.2 ADVISORY SERVICES 170
7.2.1 PROMOTING ADOPTION OF IMPROVED FARM TECHNOLOGIES TO INCREASE PRODUCTIVITY 170
TABLE 21 DIGITAL AGRICULTURE ADVISORY SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 171
TABLE 22 DIGITAL AGRICULTURE ADVISORY SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 171
7.3 PRECISION AGRICULTURE & FARM MANAGEMENT 172
7.3.1 INCREASE IN DATA MANAGEMENT SERVICES TO IMPROVE DECISION-MAKING FOR SMART FARMS 172
TABLE 23 PRECISION AGRICULTURE & FARM MANAGEMENT MARKET, BY REGION, 2018–2022 (USD MILLION) 173
TABLE 24 PRECISION AGRICULTURE & FARM MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 173
7.4 QUALITY MANAGEMENT & TRACEABILITY 173
7.4.1 INNOVATION OF DIGI-LED DATA TO ENHANCE QUALITY MANAGEMENT OF FARMS 173
TABLE 25 AGRICULTURE QUALITY MANAGEMENT & TRACEABILITY MARKET, BY REGION, 2018–2022 (USD MILLION) 174
TABLE 26 AGRICULTURE QUALITY MANAGEMENT & TRACEABILITY MARKET, BY REGION, 2023–2028 (USD MILLION) 175
7.5 DIGITAL PROCUREMENT 175
7.5.1 AGRIBUSINESSES GAINING INSIGHT INTO PRODUCTION TRENDS 175
TABLE 27 DIGITAL PROCUREMENT MARKET, BY REGION, 2018–2022 (USD MILLION) 176
TABLE 28 DIGITAL PROCUREMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 176
7.6 AGRI ECOMMERCE 176
7.6.1 GROWTH IN AGRICULTURAL PRODUCE POPULARITY ON ECOMMERCE PLATFORMS 176
TABLE 29 AGRI ECOMMERCE MARKET, BY REGION, 2018–2022 (USD MILLION) 177
TABLE 30 AGRI ECOMMERCE MARKET, BY REGION, 2023–2028 (USD MILLION) 177
7.7 FINANCIAL SERVICES 178
7.7.1 INCREASE IN DEMAND FOR DIGITAL AGRICULTURE PAYMENT SERVICES 178
TABLE 31 FINANCIAL SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 178
TABLE 32 DIGITAL AGRICULTURE FINANCIAL SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 179
8 DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY 180
8.1 INTRODUCTION 181
FIGURE 47 PERIPHERAL TECHNOLOGY TO DOMINATE DIGITAL AGRICULTURE MARKET DURING FORECAST PERIOD 182
TABLE 33 DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 182
TABLE 34 DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 182
TABLE 35 PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 183
TABLE 36 PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 183
TABLE 37 CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 183
TABLE 38 CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 184
8.2 PERIPHERAL TECHNOLOGY 184
8.2.1 HIGH-VALUE INSIGHTS FOR PRECISION AGRICULTURE EQUIPMENT MANUFACTURERS TO MAKE REAL-TIME DECISIONS 184
TABLE 39 PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION) 185
TABLE 40 PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION) 185
8.2.2 PLATFORMS 185
8.2.2.1 Numerous hardware and software to help create prescription maps and plans for management and budget costs 185
TABLE 41 DIGITAL AGRICULTURE PLATFORMS MARKET, BY REGION, 2018–2022 (USD MILLION) 186
TABLE 42 DIGITAL AGRICULTURE PLATFORMS MARKET, BY REGION, 2023–2028 (USD MILLION) 186
8.2.3 APPS 187
8.2.3.1 Greater penetration of mobile devices in emerging economies 187
TABLE 43 DIGITAL AGRICULTURE APPS MARKET, BY REGION, 2018–2022 (USD MILLION) 187
TABLE 44 DIGITAL AGRICULTURE APPS MARKET, BY REGION, 2023–2028 (USD MILLION) 188
8.3 CORE TECHNOLOGY 188
8.3.1 INCREASE IN APPLICATION OF CORE TECHNOLOGIES IN REDUCING ENVIRONMENTAL IMPACT 188
TABLE 45 CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION) 188
TABLE 46 CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION) 189
8.3.2 AUTOMATION 189
8.3.2.1 Automation technology to increase yield and rate of farm production 189
TABLE 47 AUTOMATION IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION) 190
TABLE 48 AUTOMATION IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION) 190
8.3.3 DRONES 190
8.3.3.1 Offering ability to survey crops and herds over vast areas 190
TABLE 49 DRONES IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION) 191
TABLE 50 DRONES IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION) 191
8.3.4 ROBOTICS 191
8.3.4.1 Reduction in manual labor in farm activities 191
TABLE 51 ROBOTICS IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION) 192
TABLE 52 ROBOTICS IN DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION) 192
8.3.5 AI/ML 193
8.3.5.1 Real-time actionable insights to improve agriculture yield 193
TABLE 53 AI & ML IN DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION) 193
TABLE 54 AI & ML IN AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION) 193
9 DIGITAL AGRICULTURE MARKET, BY OPERATION 194
9.1 INTRODUCTION 195
FIGURE 48 FARMING & FEEDING OPERATION OF DIGITAL AGRICULTURE TO DOMINATE DURING FORECAST PERIOD 195
TABLE 55 DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION) 196
TABLE 56 DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION) 196
9.2 FARMING & FEEDING 196
9.2.1 INCREASE IN DEMAND FOR MONITORING OF FARMING & FEEDING SYSTEMS TO DETERMINE CROP AND LIVESTOCK HEALTH 196
TABLE 57 DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY REGION, 2018–2022 (USD MILLION) 197
TABLE 58 DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY REGION, 2023–2028 (USD MILLION) 197
TABLE 59 DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION) 197
TABLE 60 DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION) 198
9.2.2 PRECISION AGRICULTURE 198
9.2.2.1 Trend of using technology to improve agricultural yield 198
TABLE 61 DIGITAL AGRICULTURE MARKET FOR PRECISION AGRICULTURE, BY REGION, 2018–2022 (USD MILLION) 199
TABLE 62 DIGITAL AGRICULTURE MARKET FOR PRECISION AGRICULTURE, BY REGION, 2023–2028 (USD MILLION) 199
9.2.3 PRECISION ANIMAL REARING & FEEDING 199
9.2.3.1 Growth in importance of animal health and adoption of automation 199
TABLE 63 DIGITAL AGRICULTURE MARKET FOR PRECISION ANIMAL REARING & FEEDING, BY REGION, 2018–2022 (USD MILLION) 200
TABLE 64 DIGITAL AGRICULTURE MARKET FOR PRECISION ANIMAL REARING & FEEDING, BY REGION, 2023–2028 (USD MILLION) 200
9.2.4 PRECISION AQUACULTURE 201
9.2.4.1 Gradual adoption of integrated systems to enhance aquaculture operations 201
TABLE 65 DIGITAL AGRICULTURE MARKET FOR PRECISION AQUACULTURE, BY REGION, 2018–2022 (USD MILLION) 201
TABLE 66 DIGITAL AGRICULTURE MARKET FOR PRECISION AQUACULTURE, BY REGION, 2023–2028 (USD MILLION) 202
9.2.5 PRECISION FORESTRY 202
9.2.5.1 Improved efficiency and ease of forestry operations 202
TABLE 67 DIGITAL AGRICULTURE MARKET FOR PRECISION FORESTRY, BY REGION, 2018–2022 (USD MILLION) 203
TABLE 68 DIGITAL AGRICULTURE MARKET FOR PRECISION FORESTRY, BY REGION, 2023–2028 (USD MILLION) 203
9.2.6 SMART GREENHOUSES 203
9.2.6.1 Use of technology to control environment with sensors, data analytics, and automation to optimize growing conditions 203
TABLE 69 DIGITAL AGRICULTURE MARKET FOR SMART GREENHOUSES, BY REGION, 2018–2022 (USD MILLION) 204
TABLE 70 DIGITAL AGRICULTURE MARKET FOR SMART GREENHOUSES, BY REGION, 2023–2028 (USD MILLION) 204
9.3 MONITORING & SCOUTING 205
9.3.1 GROWTH IN QUALITY CONCERNS TO IMPACT IMPORTANCE OF MONITORING & SCOUTING IN DIGITAL AGRICULTURE 205
TABLE 71 DIGITAL AGRICULTURE MARKET FOR MONITORING & SCOUTING, BY REGION, 2018–2022 (USD MILLION) 205
TABLE 72 DIGITAL AGRICULTURE MARKET FOR MONITORING & SCOUTING, BY REGION, 2023–2028 (USD MILLION) 206
9.4 MARKETING & DEMAND GENERATION 206
9.4.1 SURGE IN DEMAND FOR ONLINE SALES OF AGRICULTURAL OUTPUT 206
TABLE 73 DIGITAL AGRICULTURE MARKET FOR MARKETING & DEMAND GENERATION, BY REGION, 2018–2022 (USD MILLION) 207
TABLE 74 DIGITAL AGRICULTURE MARKET FOR MARKETING & DEMAND GENERATION, BY REGION, 2023–2028 (USD MILLION) 207
10 DIGITAL AGRICULTURE MARKET, BY TYPE 208
10.1 INTRODUCTION 209
FIGURE 49 DIGITAL AGRICULTURE MARKET, BY TYPE, 2023 VS. 2028 (USD MILLION) 210
TABLE 75 DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 210
TABLE 76 DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 210
10.2 HARDWARE 211
10.2.1 VARIETY OF AUTOMATION AND MONITORING TOOLS IN DIFFERENT TYPES OF AGRICULTURE 211
TABLE 77 DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION) 211
TABLE 78 DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION) 211
TABLE 79 DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 212
TABLE 80 DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 212
TABLE 81 DIGITAL AGRICULTURE HARDWARE MARKET, BY REGION, 2018–2022 (USD MILLION) 212
TABLE 82 DIGITAL AGRICULTURE HARDWARE MARKET, BY REGION, 2023–2028 (USD MILLION) 212
10.2.2 AUTOMATION & CONTROL SYSTEMS 213
10.2.2.1 High demand for drones to monitor crop growth and pest control activity 213
TABLE 83 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION) 213
TABLE 84 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION) 214
TABLE 85 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 214
TABLE 86 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 214
TABLE 87 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION) 215
TABLE 88 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION) 216
TABLE 89 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 217
TABLE 90 AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 218
10.2.2.2 Drones/UAVs 218
TABLE 91 AGRICULTURAL DRONES/UAVS MARKET, BY REGION, 2018–2022 (USD MILLION) 219
TABLE 92 AGRICULTURAL DRONES/UAVS MARKET, BY REGION, 2023–2028 (USD MILLION) 219
TABLE 93 AGRICULTURAL DRONES/UAVS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 219
TABLE 94 AGRICULTURAL DRONES/UAVS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 220
10.2.2.3 Irrigation controllers 220
TABLE 95 DIGITAL IRRIGATION CONTROLLERS MARKET, BY REGION, 2018–2022 (USD MILLION) 220
TABLE 96 DIGITAL IRRIGATION CONTROLLERS MARKET, BY REGION, 2023–2028 (USD MILLION) 221
TABLE 97 DIGITAL IRRIGATION CONTROLLERS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 221
TABLE 98 DIGITAL IRRIGATION CONTROLLERS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 221
10.2.2.4 GPS/GNSS 222
TABLE 99 AGRICULTURAL GPS/GNSS MARKET, BY REGION, 2018–2022 (USD MILLION) 222
TABLE 100 AGRICULTURAL GPS/GNSS MARKET, BY REGION, 2023–2028 (USD MILLION) 223
TABLE 101 AGRICULTURAL GPS/GNSS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 223
TABLE 102 AGRICULTURAL GPS/GNSS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 223
10.2.2.5 Flow & Application Control Devices 224
TABLE 103 AGRICULTURAL FLOW & APPLICATION CONTROL DEVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 224
TABLE 104 AGRICULTURAL FLOW & APPLICATION CONTROL DEVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 225
TABLE 105 AGRICULTURAL FLOW & APPLICATION CONTROL DEVICES MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 225
TABLE 106 AGRICULTURAL FLOW & APPLICATION CONTROL DEVICES MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 225
10.2.2.6 Guidance & steering 226
TABLE 107 AGRICULTURAL GUIDANCE & STEERING SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION) 226
TABLE 108 AGRICULTURAL GUIDANCE & STEERING SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION) 227
TABLE 109 AGRICULTURAL GUIDANCE & STEERING SYSTEMS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 227
TABLE 110 AGRICULTURAL GUIDANCE & STEERING SYSTEMS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 227
10.2.2.7 Handheld mobile devices/handheld computers 228
TABLE 111 AGRICULTURAL HANDHELD MOBILE DEVICES/HANDHELD COMPUTERS MARKET, BY REGION, 2018–2022 (USD MILLION) 228
TABLE 112 AGRICULTURAL HANDHELD MOBILE DEVICES/HANDHELD COMPUTERS MARKET, BY REGION, 2023–2028 (USD MILLION) 229
TABLE 113 AGRICULTURAL HANDHELD MOBILE DEVICES/HANDHELD COMPUTERS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 229
TABLE 114 AGRICULTURAL HANDHELD MOBILE DEVICES/HANDHELD COMPUTERS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 229
10.2.2.8 Displays 230
TABLE 115 DIGITAL AGRICULTURAL DISPLAYS MARKET, BY REGION, 2018–2022 (USD MILLION) 230
TABLE 116 DIGITAL AGRICULTURAL DISPLAYS MARKET, BY REGION, 2023–2028 (USD MILLION) 231
TABLE 117 DIGITAL AGRICULTURAL DISPLAYS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 231
TABLE 118 DIGITAL AGRICULTURAL DISPLAYS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 231
10.2.2.9 Harvesters & forwarders 232
TABLE 119 DIGITAL HARVESTERS & FORWARDERS MARKET, BY REGION, 2018–2022 (USD MILLION) 232
TABLE 120 DIGITAL HARVESTERS & FORWARDERS MARKET, BY REGION, 2023–2028 (USD MILLION) 232
TABLE 121 DIGITAL HARVESTERS & FORWARDERS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 233
TABLE 122 DIGITAL HARVESTERS & FORWARDERS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 233
10.2.2.10 Variable rate controllers 233
TABLE 123 AGRICULTURAL VARIABLE RATE CONTROLLERS MARKET, BY REGION, 2018–2022 (USD MILLION) 234
TABLE 124 AGRICULTURAL VARIABLE RATE CONTROLLERS MARKET, BY REGION, 2023–2028 (USD MILLION) 234
TABLE 125 AGRICULTURAL VARIABLE RATE CONTROLLERS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 234
TABLE 126 AGRICULTURAL VARIABLE RATE CONTROLLERS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 235
10.2.2.11 Control systems 235
TABLE 127 DIGITAL AGRICULTURAL CONTROL SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION) 235
TABLE 128 DIGITAL AGRICULTURAL CONTROL SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION) 236
TABLE 129 DIGITAL AGRICULTURAL CONTROL SYSTEMS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 236
TABLE 130 DIGITAL AGRICULTURAL CONTROL SYSTEMS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 236
10.2.2.12 Robotics hardware 237
TABLE 131 AGRICULTURAL ROBOTICS HARDWARE MARKET, BY REGION, 2018–2022 (USD MILLION) 237
TABLE 132 AGRICULTURAL ROBOTICS HARDWARE MARKET, BY REGION, 2023–2028 (USD MILLION) 238
TABLE 133 AGRICULTURAL ROBOTICS HARDWARE MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 238
TABLE 134 AGRICULTURAL ROBOTICS HARDWARE MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 238
10.2.2.13 HVAC systems 239
TABLE 135 AGRICULTURAL HVAC SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION) 239
TABLE 136 AGRICULTURAL HVAC SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION) 239
TABLE 137 AGRICULTURAL HVAC SYSTEMS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 240
TABLE 138 AGRICULTURAL HVAC SYSTEMS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 240
10.2.2.14 LED grow lights 240
TABLE 139 LED GROW LIGHTS MARKET, BY REGION, 2018–2022 (USD MILLION) 241
TABLE 140 LED GROW LIGHTS MARKET, BY REGION, 2023–2028 (USD MILLION) 241
TABLE 141 LED GROW LIGHTS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 241
TABLE 142 LED GROW LIGHTS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 242
10.2.2.15 Other automation & control systems 242
TABLE 143 OTHER DIGITAL AGRICULTURE AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION) 242
TABLE 144 OTHER DIGITAL AGRICULTURE AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION) 243
TABLE 145 OTHER DIGITAL AGRICULTURE AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 243
TABLE 146 OTHER DIGITAL AGRICULTURE AUTOMATION & CONTROL SYSTEMS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 243
10.2.3 SENSING & MONITORING DEVICES 244
10.2.3.1 High demand for sensors to make informed decisions 244
TABLE 147 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 244
TABLE 148 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 245
TABLE 149 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 246
TABLE 150 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 247
TABLE 151 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION) 247
TABLE 152 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION) 248
TABLE 153 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 248
TABLE 154 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 248
TABLE 155 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 249
TABLE 156 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 249
TABLE 157 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 249
TABLE 158 AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 250
10.2.3.2 Yield monitors 250
TABLE 159 YIELD MONITORS MARKET, BY REGION, 2018–2022 (USD MILLION) 250
TABLE 160 YIELD MONITORS MARKET, BY REGION, 2023–2028 (USD MILLION) 251
TABLE 161 YIELD MONITORS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 251
TABLE 162 YIELD MONITORS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 251
10.2.3.3 Soil sensors 252
TABLE 163 SOIL SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION) 252
TABLE 164 SOIL SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION) 252
TABLE 165 SOIL SENSORS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 253
TABLE 166 SOIL SENSORS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 253
10.2.3.4 Water sensors 253
TABLE 167 WATER SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION) 254
TABLE 168 WATER SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION) 254
TABLE 169 WATER SENSORS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 254
TABLE 170 WATER SENSORS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 255
10.2.3.5 Climate sensors 255
TABLE 171 CLIMATE SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION) 255
TABLE 172 CLIMATE SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION) 256
TABLE 173 CLIMATE SENSORS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 256
TABLE 174 CLIMATE SENSORS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 256
10.2.3.6 Camera systems 257
TABLE 175 CAMERA SYSTEMS MARKET, BY REGION, 2018–2022 (USD MILLION) 257
TABLE 176 CAMERA SYSTEMS MARKET, BY REGION, 2023–2028 (USD MILLION) 257
TABLE 177 CAMERA SYSTEMS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 258
TABLE 178 CAMERA SYSTEMS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 258
10.2.3.7 RFID & sensors for precision forestry 258
TABLE 179 RFID & SENSORS FOR PRECISION FORESTRY MARKET, BY REGION, 2018–2022 (USD MILLION) 259
TABLE 180 RFID & SENSORS FOR PRECISION FORESTRY MARKET, BY REGION, 2023–2028 (USD MILLION) 259
TABLE 181 RFID & SENSORS FOR PRECISION FORESTRY MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 259
TABLE 182 RFID & SENSORS FOR PRECISION FORESTRY MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 260
10.2.3.8 Temperature & environment monitoring sensors 260
TABLE 183 TEMPERATURE & ENVIRONMENT MONITORING SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION) 260
TABLE 184 TEMPERATURE & ENVIRONMENT MONITORING SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION) 261
TABLE 185 TEMPERATURE & ENVIRONMENT MONITORING SENSORS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 261
TABLE 186 TEMPERATURE & ENVIRONMENT MONITORING SENSORS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 261
10.2.3.9 pH & dissolved oxygen sensors 262
TABLE 187 PH & DISSOLVED OXYGEN SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION) 262
TABLE 188 PH & DISSOLVED OXYGEN SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION) 262
TABLE 189 PH & DISSOLVED OXYGEN SENSORS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 262
TABLE 190 PH & DISSOLVED OXYGEN SENSORS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 263
10.2.3.10 EC sensors 263
TABLE 191 EC SENSORS MARKET, BY REGION, 2018–2022 (USD MILLION) 263
TABLE 192 EC SENSORS MARKET, BY REGION, 2023–2028 (USD MILLION) 263
TABLE 193 EC SENSORS MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 264
TABLE 194 EC SENSORS MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 264
10.2.3.11 RFID Tags & readers for Livestock Monitoring 264
TABLE 195 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2018–2022 (USD MILLION) 265
TABLE 196 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2023–2028 (USD MILLION) 265
TABLE 197 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 265
TABLE 198 RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 266
10.2.3.12 Sensors for livestock monitoring 266
TABLE 199 SENSORS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2018–2022 (USD MILLION) 266
TABLE 200 SENSORS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2023–2028 (USD MILLION) 267
TABLE 201 SENSORS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 267
TABLE 202 SENSORS FOR LIVESTOCK MONITORING MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 267
10.2.3.13 Sensors for smart greenhouses 268
TABLE 203 SENSORS FOR SMART GREENHOUSES MARKET, BY REGION, 2018–2022 (USD MILLION) 268
TABLE 204 SENSORS FOR SMART GREENHOUSES MARKET, BY REGION, 2023–2028 (USD MILLION) 268
TABLE 205 SENSORS FOR SMART GREENHOUSES MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 269
TABLE 206 SENSORS FOR SMART GREENHOUSES MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 269
10.2.3.14 Other sensing & monitoring devices 269
TABLE 207 OTHER SENSING & MONITORING DEVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 270
TABLE 208 OTHER SENSING & MONITORING DEVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 270
TABLE 209 OTHER SENSING & MONITORING DEVICES MARKET, BY REGION, 2018–2022 (THOUSAND UNITS) 270
TABLE 210 OTHER SENSING & MONITORING DEVICES MARKET, BY REGION, 2023–2028 (THOUSAND UNITS) 271
10.3 SOFTWARE 271
10.3.1 AGRICULTURAL SOFTWARE DEVELOPMENTS BY KEY COMPANIES 271
TABLE 211 DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION) 271
TABLE 212 DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION) 272
TABLE 213 DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION) 272
TABLE 214 DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION) 272
10.3.2 ON-CLOUD 273
10.3.2.1 Easy data handling and storage of on-cloud software 273
TABLE 215 ON-CLOUD DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION) 273
TABLE 216 ON-CLOUD DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION) 274
10.3.3 ON-PREMISES 274
10.3.3.1 High data integrity and easy maintenance of on-premise software 274
TABLE 217 ON-PREMISE DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION) 275
TABLE 218 ON-PREMISE DIGITAL AGRICULTURE SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION) 275
10.3.4 AI & DATA ANALYTICS 275
10.3.4.1 Increase in trend of AI and data analytics to enhance farm operations 275
TABLE 219 AGRICULTURAL AI & DATA ANALYTICS MARKET, BY REGION, 2018–2022 (USD MILLION) 276
TABLE 220 AGRICULTURAL AI & DATA ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 276
10.4 SERVICES 277
10.4.1 SERVICES TO BENEFIT FROM INCREASE IN IMPORTANCE OF PRECISION TECHNIQUES IN DIFFERENT SEGMENTS 277
TABLE 221 DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 277
TABLE 222 DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 277
TABLE 223 DIGITAL AGRICULTURE SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 278
TABLE 224 DIGITAL AGRICULTURE SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 278
10.4.2 SYSTEM INTEGRATION & CONSULTING 278
10.4.2.1 Rise in importance of hardware and software integration for smooth farm functioning 278
TABLE 225 DIGITAL AGRICULTURE SYSTEM INTEGRATION & CONSULTING MARKET, BY REGION, 2018–2022 (USD MILLION) 279
TABLE 226 DIGITAL AGRICULTURE SYSTEM INTEGRATION & CONSULTING MARKET, BY REGION, 2023–2028 (USD MILLION) 279
10.4.3 DATA COLLECTION & ANALYTICAL SERVICES 279
10.4.3.1 Need to integrate data in structured form 279
TABLE 227 DATA COLLECTION & ANALYTICAL SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 280
TABLE 228 DATA COLLECTION & ANALYTICAL SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 280
10.4.4 CONNECTIVITY SERVICES 280
10.4.4.1 Opportunity for real-time data generation 280
TABLE 229 DIGITAL AGRICULTURE CONNECTIVITY SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 281
TABLE 230 DIGITAL AGRICULTURE CONNECTIVITY SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 281
10.4.5 ASSISTANT PROFESSIONAL SERVICES 281
10.4.5.1 Need for improvements and professional services to manage entire value chain 281
TABLE 231 DIGITAL AGRICULTURE ASSISTANT PROFESSIONAL SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 282
TABLE 232 DIGITAL AGRICULTURE ASSISTANT PROFESSIONAL SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 282
10.4.6 MAINTENANCE & SUPPORT SERVICES 282
10.4.6.1 Continuous need to maintain different digital agriculture systems 282
TABLE 233 DIGITAL AGRICULTURE MAINTENANCE & SUPPORT SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 283
TABLE 234 DIGITAL AGRICULTURE MAINTENANCE & SUPPORT SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 283
11 DIGITAL AGRICULTURE MARKET, BY REGION 284
11.1 INTRODUCTION 285
FIGURE 50 INDIA TO BE FASTEST-GROWING COUNTRY IN DIGITAL AGRICULTURE MARKET, 2023–2028 286
TABLE 235 DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION) 286
TABLE 236 DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION) 287
11.2 NORTH AMERICA 287
FIGURE 51 NORTH AMERICA: DIGITAL AGRICULTURE MARKET SNAPSHOT 288
TABLE 237 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 288
TABLE 238 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 289
TABLE 239 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 289
TABLE 240 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 289
TABLE 241 NORTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION) 289
TABLE 242 NORTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION) 290
TABLE 243 NORTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 290
TABLE 244 NORTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 290
TABLE 245 NORTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION) 291
TABLE 246 NORTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION) 292
TABLE 247 NORTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 293
TABLE 248 NORTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 294
TABLE 249 NORTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 295
TABLE 250 NORTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 296
TABLE 251 NORTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 297
TABLE 252 NORTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 298
TABLE 253 NORTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION) 298
TABLE 254 NORTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION) 299
TABLE 255 NORTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 299
TABLE 256 NORTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 299
TABLE 257 NORTH AMERICA: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION) 299
TABLE 258 NORTH AMERICA: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION) 300
TABLE 259 NORTH AMERICA: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 300
TABLE 260 NORTH AMERICA: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 300
TABLE 261 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION) 301
TABLE 262 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION) 301
TABLE 263 NORTH AMERICA: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION) 301
TABLE 264 NORTH AMERICA: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION) 302
TABLE 265 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION) 302
TABLE 266 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 302
TABLE 267 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 303
TABLE 268 NORTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 303
TABLE 269 NORTH AMERICA: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 303
TABLE 270 NORTH AMERICA: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 303
TABLE 271 NORTH AMERICA: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 304
TABLE 272 NORTH AMERICA: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 304
11.2.1 NORTH AMERICA: RECESSION IMPACT ANALYSIS 304
FIGURE 52 NORTH AMERICA: RECESSION IMPACT ANALYSIS 305
11.2.2 US 305
11.2.2.1 Digital transformation of agricultural ecosystems, with focus on livestock health 305
TABLE 273 US: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 306
TABLE 274 US: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 306
11.2.3 CANADA 306
11.2.3.1 Federal investments, accessibility, and favorable regulatory environment framework 306
TABLE 275 CANADA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 307
TABLE 276 CANADA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 307
11.2.4 MEXICO 308
11.2.4.1 Financial government initiatives to tackle limited resources 308
TABLE 277 MEXICO: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 308
TABLE 278 MEXICO: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 309
11.3 EUROPE 309
TABLE 279 EUROPE: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 310
TABLE 280 EUROPE: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 310
TABLE 281 EUROPE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 310
TABLE 282 EUROPE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 311
TABLE 283 EUROPE: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION) 311
TABLE 284 EUROPE: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION) 311
TABLE 285 EUROPE: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 311
TABLE 286 EUROPE: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 312
TABLE 287 EUROPE: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION) 312
TABLE 288 EUROPE: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION) 313
TABLE 289 EUROPE: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 314
TABLE 290 EUROPE: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 315
TABLE 291 EUROPE: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 316
TABLE 292 EUROPE: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 317
TABLE 293 EUROPE: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 318
TABLE 294 EUROPE: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 319
TABLE 295 EUROPE: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION) 319
TABLE 296 EUROPE: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION) 320
TABLE 297 EUROPE: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 320
TABLE 298 EUROPE: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 320
TABLE 299 EUROPE: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION) 320
TABLE 300 EUROPE: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION) 321
TABLE 301 EUROPE: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 321
TABLE 302 EUROPE: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 321
TABLE 303 EUROPE: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION) 322
TABLE 304 EUROPE: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION) 322
TABLE 305 EUROPE: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION) 322
TABLE 306 EUROPE: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION) 323
TABLE 307 EUROPE: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION) 323
TABLE 308 EUROPE: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 323
TABLE 309 EUROPE: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 324
TABLE 310 EUROPE: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 324
TABLE 311 EUROPE: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 324
TABLE 312 EUROPE: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 324
TABLE 313 EUROPE: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 325
TABLE 314 EUROPE: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 325
11.3.1 EUROPE: RECESSION IMPACT ANALYSIS 325
FIGURE 53 EUROPE: RECESSION IMPACT ANALYSIS 326
11.3.2 GERMANY 326
11.3.2.1 Increase in funding for research projects on farming technology 326
TABLE 315 GERMANY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 327
TABLE 316 GERMANY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 327
11.3.3 RUSSIA 327
11.3.3.1 Agriculture 4.0 to increase demand for modern technologies 327
TABLE 317 RUSSIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 328
TABLE 318 RUSSIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 328
11.3.4 FRANCE 328
11.3.4.1 Rise in awareness regarding technology and automation 328
TABLE 319 FRANCE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 329
TABLE 320 FRANCE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 329
11.3.5 ITALY 329
11.3.5.1 ‘Made in Italy’ campaign to drive modernization 329
TABLE 321 ITALY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 330
TABLE 322 ITALY: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 330
11.3.6 UK 330
11.3.6.1 Greater demand to meet growing automation needs 330
TABLE 323 UK: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 331
TABLE 324 UK: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 331
11.3.7 SWEDEN 331
11.3.7.1 Growth in utilization of agricultural technologies for soil monitoring 331
TABLE 325 SWEDEN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 332
TABLE 326 SWEDEN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 332
11.3.8 NETHERLANDS 332
11.3.8.1 Utilization of drones in greenhouses and leveraging ‘virtual sensing’ and satellite-based data 332
TABLE 327 NETHERLANDS: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 333
TABLE 328 NETHERLANDS: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 333
11.3.9 REST OF EUROPE 333
TABLE 329 REST OF EUROPE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 334
TABLE 330 REST OF EUROPE: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 334
11.4 ASIA PACIFIC 334
FIGURE 54 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET SNAPSHOT 335
TABLE 331 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY COUNTRY/REGION, 2018–2022 (USD MILLION) 336
TABLE 332 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY COUNTRY/REGION, 2023–2028 (USD MILLION) 336
TABLE 333 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 336
TABLE 334 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 337
TABLE 335 ASIA PACIFIC: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION) 337
TABLE 336 ASIA PACIFIC: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION) 337
TABLE 337 ASIA PACIFIC: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 337
TABLE 338 ASIA PACIFIC: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 338
TABLE 339 ASIA PACIFIC: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION) 338
TABLE 340 ASIA PACIFIC: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION) 339
TABLE 341 ASIA PACIFIC: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 340
TABLE 342 ASIA PACIFIC: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 341
TABLE 343 ASIA PACIFIC: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 342
TABLE 344 ASIA PACIFIC: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 343
TABLE 345 ASIA PACIFIC: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 344
TABLE 346 ASIA PACIFIC: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 345
TABLE 347 ASIA PACIFIC: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION) 345
TABLE 348 ASIA PACIFIC: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION) 346
TABLE 349 ASIA PACIFIC: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 346
TABLE 350 ASIA PACIFIC: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 346
TABLE 351 ASIA PACIFIC: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION) 347
TABLE 352 ASIA PACIFIC: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION) 347
TABLE 353 ASIA PACIFIC: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 347
TABLE 354 ASIA PACIFIC: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 348
TABLE 355 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION) 348
TABLE 356 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION) 348
TABLE 357 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION) 349
TABLE 358 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION) 349
TABLE 359 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION) 349
TABLE 360 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 350
TABLE 361 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 350
TABLE 362 ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 350
TABLE 363 ASIA PACIFIC: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 351
TABLE 364 ASIA PACIFIC: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 351
TABLE 365 ASIA PACIFIC: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 351
TABLE 366 ASIA PACIFIC: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 352
11.4.1 ASIA PACIFIC: RECESSION IMPACT ANALYSIS 352
FIGURE 55 ASIA PACIFIC: RECESSION IMPACT ANALYSIS 352
11.4.2 CHINA 353
11.4.2.1 Large population and increase in food demand 353
TABLE 367 CHINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 353
TABLE 368 CHINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 353
11.4.3 JAPAN 354
11.4.3.1 Higher demand to make country’s food industry self-sufficient 354
TABLE 369 JAPAN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 354
TABLE 370 JAPAN: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 354
11.4.4 AUSTRALIA & NEW ZEALAND 355
11.4.4.1 Thriving poultry industry and increasing exports 355
TABLE 371 AUSTRALIA & NEW ZEALAND: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 355
TABLE 372 AUSTRALIA & NEW ZEALAND: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 355
11.4.5 INDIA 356
11.4.5.1 Government initiatives to provide great opportunities 356
TABLE 373 INDIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 356
TABLE 374 INDIA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 356
11.4.6 REST OF ASIA PACIFIC 357
TABLE 375 REST OF ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 358
TABLE 376 REST OF ASIA PACIFIC: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 358
11.5 SOUTH AMERICA 358
TABLE 377 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 359
TABLE 378 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 359
TABLE 379 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 359
TABLE 380 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 360
TABLE 381 SOUTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION) 360
TABLE 382 SOUTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION) 360
TABLE 383 SOUTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 360
TABLE 384 SOUTH AMERICA: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 361
TABLE 385 SOUTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION) 361
TABLE 386 SOUTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION) 362
TABLE 387 SOUTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 363
TABLE 388 SOUTH AMERICA: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 364
TABLE 389 SOUTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 365
TABLE 390 SOUTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 366
TABLE 391 SOUTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 367
TABLE 392 SOUTH AMERICA: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 368
TABLE 393 SOUTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION) 368
TABLE 394 SOUTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION) 369
TABLE 395 SOUTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 369
TABLE 396 SOUTH AMERICA: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 369
TABLE 397 SOUTH AMERICA: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION) 369
TABLE 398 SOUTH AMERICA: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION) 370
TABLE 399 SOUTH AMERICA: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 370
TABLE 400 SOUTH AMERICA: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 370
TABLE 401 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION) 371
TABLE 402 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION) 371
TABLE 403 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION) 371
TABLE 404 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION) 372
TABLE 405 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION) 372
TABLE 406 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 372
TABLE 407 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 373
TABLE 408 SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 373
TABLE 409 SOUTH AMERICA: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 373
TABLE 410 SOUTH AMERICA: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 373
TABLE 411 SOUTH AMERICA: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 374
TABLE 412 SOUTH AMERICA: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 374
11.5.1 SOUTH AMERICA: RECESSION IMPACT ANALYSIS 374
FIGURE 56 SOUTH AMERICA: RECESSION IMPACT ANALYSIS 375
11.5.2 BRAZIL 375
11.5.2.1 Growth in agricultural activities 375
TABLE 413 BRAZIL: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 376
TABLE 414 BRAZIL: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 376
11.5.3 ARGENTINA 376
11.5.3.1 Increase in public-private partnerships for agriculture innovations 376
TABLE 415 ARGENTINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 377
TABLE 416 ARGENTINA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 377
11.5.4 REST OF SOUTH AMERICA 377
TABLE 417 REST OF SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 378
TABLE 418 REST OF SOUTH AMERICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 379
11.6 REST OF THE WORLD (ROW) 379
TABLE 419 ROW: DIGITAL AGRICULTURE MARKET, BY REGION, 2018–2022 (USD MILLION) 379
TABLE 420 ROW: DIGITAL AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION) 380
TABLE 421 ROW: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 380
TABLE 422 ROW: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 380
TABLE 423 ROW: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (USD MILLION) 380
TABLE 424 ROW: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (USD MILLION) 381
TABLE 425 ROW: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 381
TABLE 426 ROW: DIGITAL AGRICULTURE HARDWARE MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 381
TABLE 427 ROW: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (USD MILLION) 382
TABLE 428 ROW: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (USD MILLION) 383
TABLE 429 ROW: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 384
TABLE 430 ROW: AGRICULTURAL AUTOMATION & CONTROL SYSTEMS MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 385
TABLE 431 ROW: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 386
TABLE 432 ROW: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 387
TABLE 433 ROW: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 388
TABLE 434 ROW: AGRICULTURAL SENSING & MONITORING DEVICES MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 389
TABLE 435 ROW: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (USD MILLION) 389
TABLE 436 ROW: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (USD MILLION) 390
TABLE 437 ROW: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2018–2022 (THOUSAND UNITS) 390
TABLE 438 ROW: RFID TAGS & READERS FOR LIVESTOCK MONITORING MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 390
TABLE 439 ROW: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2018–2022 (USD MILLION) 390
TABLE 440 ROW: DIGITAL AGRICULTURE SOFTWARE MARKET, BY TYPE, 2023–2028 (USD MILLION) 391
TABLE 441 ROW: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 391
TABLE 442 ROW: DIGITAL AGRICULTURE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 391
TABLE 443 ROW: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2018–2022 (USD MILLION) 392
TABLE 444 ROW: DIGITAL AGRICULTURE MARKET, BY OPERATION, 2023–2028 (USD MILLION) 392
TABLE 445 ROW: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2018–2022 (USD MILLION) 392
TABLE 446 ROW: DIGITAL AGRICULTURE MARKET FOR FARMING & FEEDING, BY TYPE, 2023–2028 (USD MILLION) 393
TABLE 447 ROW: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2018–2022 (USD MILLION) 393
TABLE 448 ROW: DIGITAL AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 393
TABLE 449 ROW: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 394
TABLE 450 ROW: DIGITAL AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 394
TABLE 451 ROW: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 394
TABLE 452 ROW: PERIPHERAL TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 394
TABLE 453 ROW: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 395
TABLE 454 ROW: CORE TECHNOLOGY IN DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 395
11.6.1 ROW: RECESSION IMPACT ANALYSIS 395
FIGURE 57 ROW: RECESSION IMPACT ANALYSIS 396
11.6.2 AFRICA 397
11.6.2.1 Increase in awareness and penetration of digitalization 397
TABLE 455 AFRICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 397
TABLE 456 AFRICA: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 397
11.6.3 MIDDLE EAST 398
11.6.3.1 Rise in adoption of digital technologies for agriculture 398
TABLE 457 MIDDLE EAST: DIGITAL AGRICULTURE MARKET, BY TYPE, 2018–2022 (USD MILLION) 398
TABLE 458 MIDDLE EAST: DIGITAL AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 398
12 COMPETITIVE LANDSCAPE 399
12.1 OVERVIEW 399
12.2 KEY PLAYERS’ STRATEGIES/RIGHT TO WIN 399
TABLE 459 STRATEGIES ADOPTED BY KEY PLAYERS IN DIGITAL AGRICULTURE MARKET 399
12.3 REVENUE ANALYSIS 401
FIGURE 58 REVENUE ANALYSIS OF KEY MARKET PLAYERS, 2018–2022 (USD BILLION) 401
12.4 MARKET SHARE ANALYSIS 401
TABLE 460 DIGITAL AGRICULTURE MARKET: INTENSITY OF COMPETITIVE RIVALRY (COMPETITIVE) 402
12.5 KEY PLAYERS’ ANNUAL REVENUE VS. GROWTH 403
FIGURE 59 ANNUAL REVENUE, 2022 (USD BILLION) VS. REVENUE GROWTH, 2020–2022 403
12.6 KEY PLAYERS’ EBITDA 404
FIGURE 60 EBITDA, 2022 (USD BILLION) 404
12.7 GLOBAL SNAPSHOT OF KEY MARKET PARTICIPANTS 404
FIGURE 61 DIGITAL AGRICULTURE MARKET: GLOBAL SNAPSHOT OF KEY PARTICIPANTS, 2022 404
12.8 COMPANY EVALUATION QUADRANT: KEY PLAYERS 405
12.8.1 STARS 405
12.8.2 EMERGING LEADERS 405
12.8.3 PERVASIVE PLAYERS 405
12.8.4 PARTICIPANTS 406
FIGURE 62 COMPANY EVALUATION MATRIX, 2022 (KEY PLAYERS) 406
12.8.5 COMPANY FOOTPRINT: KEY PLAYERS 407
TABLE 461 OVERALL COMPANY FOOTPRINT: KEY PLATERS 407
TABLE 462 COMPANY OFFERING FOOTPRINT 408
TABLE 463 COMPANY TYPE FOOTPRINT 409
TABLE 464 COMPANY OPERATION FOOTPRINT 410
TABLE 465 COMPANY TECHNOLOGY FOOTPRINT 411
TABLE 466 COMPANY REGION FOOTPRINT 412
12.9 COMPANY EVALUATION MATRIX: STARTUPS/SMES 413
12.9.1 PROGRESSIVE COMPANIES 413
12.9.2 RESPONSIVE COMPANIES 413
12.9.3 DYNAMIC COMPANIES 413
12.9.4 STARTING BLOCKS 413
FIGURE 63 COMPANY EVALUATION MATRIX, 2022 (STARTUPS/SMES) 414
12.9.5 COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES 415
TABLE 467 DIGITAL AGRICULTURE MARKET: DETAILED LIST OF KEY STARTUPS/SMES 415
12.10 COMPETITIVE SCENARIO 416
12.10.1 PRODUCT LAUNCHES 416
TABLE 468 DIGITAL AGRICULTURE MARKET: PRODUCT LAUNCHES, 2018–2023 416
12.10.2 DEALS 420
TABLE 469 DIGITAL AGRICULTURE MARKET: DEALS, 2018–2023 420
12.10.3 OTHERS 427
TABLE 470 DIGITAL AGRICULTURE MARKET: OTHERS, 2018–2023 427
13 COMPANY PROFILES 429
13.1 KEY PLAYERS 429
(Business Overview, Products/Solutions/Services Offered, Recent Developments, MnM view (Key strengths/Right to win, Strategic choices made, Weakness/competitive threats)*
13.1.1 CISCO SYSTEMS, INC. 429
TABLE 471 CISCO SYSTEMS, INC.: BUSINESS OVERVIEW 429
FIGURE 64 CISCO SYSTEMS, INC.: COMPANY SNAPSHOT 430
TABLE 472 CISCO SYSTEMS, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 430
TABLE 473 CISCO SYSTEMS, INC.: PRODUCT LAUNCHES 431
TABLE 474 CISCO SYSTEMS, INC.: DEALS 432
TABLE 475 CISCO SYSTEMS, INC.: OTHERS 432
13.1.2 IBM CORPORATION 434
TABLE 476 IBM CORPORATION: BUSINESS OVERVIEW 434
FIGURE 65 IBM CORPORATION: COMPANY SNAPSHOT 435
TABLE 477 IBM CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED 435
TABLE 478 IBM CORPORATION: PRODUCT LAUNCHES 436
TABLE 479 IBM CORPORATION: DEALS 436
13.1.3 ACCENTURE 438
TABLE 480 ACCENTURE: BUSINESS OVERVIEW 438
FIGURE 66 ACCENTURE: COMPANY SNAPSHOT 439
TABLE 481 ACCENTURE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 440
TABLE 482 ACCENTURE: DEALS 440
13.1.4 DEERE & COMPANY 442
TABLE 483 DEERE & COMPANY: BUSINESS OVERVIEW 442
FIGURE 67 DEERE & COMPANY: COMPANY SNAPSHOT 443
TABLE 484 DEERE & COMPANY: PRODUCTS/SOLUTIONS/SERVICES OFFERED 443
TABLE 485 DEERE & COMPANY: PRODUCT LAUNCHES 444
TABLE 486 DEERE & COMPANY: DEALS 445
TABLE 487 DEERE & COMPANY: OTHERS 448
13.1.5 TRIMBLE INC. 450
TABLE 488 TRIMBLE INC.: BUSINESS OVERVIEW 450
FIGURE 68 TRIMBLE INC.: COMPANY SNAPSHOT 451
TABLE 489 TRIMBLE INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 451
TABLE 490 TRIMBLE INC.: PRODUCT LAUNCHES 452
TABLE 491 TRIMBLE INC.: DEALS 453
13.1.6 AKVA GROUP 455
TABLE 492 AKVA GROUP: BUSINESS OVERVIEW 455
FIGURE 69 AKVA GROUP: COMPANY SNAPSHOT 456
TABLE 493 AKVA GROUP: PRODUCTS/SOLUTIONS/SERVICES OFFERED 456
TABLE 494 AKVA GROUP: DEALS 457
13.1.7 HEXAGON AB 459
TABLE 495 HEXAGON AB: BUSINESS OVERVIEW 459
FIGURE 70 HEXAGON AB: COMPANY SNAPSHOT 460
TABLE 496 HEXAGON AB: PRODUCTS/SOLUTIONS/SERVICES OFFERED 460
13.1.8 BAYER AG 464
TABLE 497 BAYER AG: BUSINESS OVERVIEW 464
FIGURE 71 BAYER AG: COMPANY SNAPSHOT 464
TABLE 498 BAYER AG: PRODUCTS/SOLUTIONS/SERVICES OFFERED 465
TABLE 499 BAYER AG: PRODUCT LAUNCHES 465
TABLE 500 BAYER AG: DEALS 465
13.1.9 AGCO CORPORATION 466
TABLE 501 AGCO CORPORATION: BUSINESS OVERVIEW 466
FIGURE 72 AGCO CORPORATION: COMPANY SNAPSHOT 467
TABLE 502 AGCO CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED 467
TABLE 503 AGCO CORPORATION: DEALS 468
13.1.10 DELAVAL 469
TABLE 504 DELAVAL: BUSINESS OVERVIEW 469
TABLE 505 DELAVAL: PRODUCTS/SOLUTIONS/SERVICES OFFERED 469
TABLE 506 DELAVAL: PRODUCT LAUNCHES 470
TABLE 507 DELAVAL: DEALS 470
13.2 OTHER PLAYERS 472
13.2.1 DJI 472
TABLE 508 DJI: BUSINESS OVERVIEW 472
TABLE 509 DJI: PRODUCTS/SOLUTIONS/SERVICES OFFERED 473
TABLE 510 DJI: PRODUCT LAUNCHES 473
13.2.2 EPICOR SOFTWARE CORPORATION 474
TABLE 511 EPICOR SOFTWARE CORPORATION: BUSINESS OVERVIEW 474
TABLE 512 EPICOR SOFTWARE CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED 474
13.2.3 VODAFONE GROUP PLC 475
TABLE 513 VODAFONE GROUP PLC: BUSINESS OVERVIEW 475
FIGURE 73 VODAFONE GROUP PLC: COMPANY SNAPSHOT 475
TABLE 514 VODAFONE GROUP PLC: PRODUCTS/SOLUTIONS/SERVICES OFFERED 476
TABLE 515 VODAFONE GROUP PLC: PRODUCT LAUNCHES 476
13.2.4 RAVEN INDUSTRIES, INC. 477
TABLE 516 RAVEN INDUSTRIES, INC.: BUSINESS OVERVIEW 477
TABLE 517 RAVEN INDUSTRIES, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 477
TABLE 518 RAVEN INDUSTRIES, INC.: PRODUCT LAUNCHES 479
TABLE 519 RAVEN INDUSTRIES, INC.: DEALS 480
TABLE 520 RAVEN INDUSTRIES, INC.: OTHERS 481
13.2.5 EUROFINS SCIENTIFIC 482
TABLE 521 EUROFINS SCIENTIFIC: BUSINESS OVERVIEW 482
FIGURE 74 EUROFINS SCIENTIFIC: COMPANY SNAPSHOT 483
TABLE 522 EUROFINS SCIENTIFIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED 483
13.2.6 TELUS 483
TABLE 523 TELUS: BUSINESS OVERVIEW 484
TABLE 524 TELUS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 484
TABLE 525 TELUS: DEALS 485
13.2.7 SMALL ROBOT COMPANY 486
TABLE 526 SMALL ROBOT COMPANY: BUSINESS OVERVIEW 486
TABLE 527 SMALL ROBOT COMPANY: PRODUCTS/SOLUTIONS/SERVICES OFFERED 486
TABLE 528 SMALL ROBOT COMPANY: PRODUCT LAUNCHES 487
13.2.8 GAMAYA 488
TABLE 529 GAMAYA: BUSINESS OVERVIEW 488
TABLE 530 GAMAYA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 488
13.2.9 PRECISIONHAWK 489
TABLE 531 PRECISIONHAWK: BUSINESS OVERVIEW 489
TABLE 532 PRECISIONHAWK: PRODUCTS/SOLUTIONS/SERVICES OFFERED 489
TABLE 533 PRECISIONHAWK: PRODUCT LAUNCHES 490
TABLE 534 PRECISIONHAWK: DEALS 491
13.2.10 AGRICULTURAL CONSULTING SERVICES 492
TABLE 535 AGRICULTURAL CONSULTING SERVICES: BUSINESS OVERVIEW 492
TABLE 536 AGRICULTURAL CONSULTING SERVICES: PRODUCTS/SOLUTIONS/SERVICES OFFERED 492
13.2.11 AGREENA 494
13.2.12 CERES IMAGING 495
13.2.13 ŽEMDIRBIŲ KONSULTACIJOS UAB 495
13.2.14 EC2CE 496
13.2.15 ARABLE 497
*Details on Business Overview, Products/Solutions/Services Offered, Recent Developments, MnM view (Key strengths/Right to win, Strategic choices made, Weakness/competitive threats)* might not be captured in case of unlisted companies.
14 ADJACENT AND RELATED MARKETS 498
14.1 INTRODUCTION 498
TABLE 537 MARKETS ADJACENT TO DIGITAL AGRICULTURE MARKET 498
14.2 LIMITATIONS 498
14.3 PRECISION FARMING MARKET 498
14.3.1 MARKET DEFINITION 498
14.3.2 MARKET OVERVIEW 499
TABLE 538 PRECISION FARMING MARKET, BY REGION, 2019–2022 (USD MILLION) 499
TABLE 539 PRECISION FARMING MARKET, BY REGION, 2023–2028 (USD MILLION) 499
14.4 SMART AGRICULTURE MARKET 500
14.4.1 MARKET DEFINITION 500
14.4.2 MARKET OVERVIEW 500
TABLE 540 SMART AGRICULTURE MARKET, BY REGION, 2019–2022 (USD MILLION) 500
TABLE 541 SMART AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION) 500
15 APPENDIX 501
15.1 DISCUSSION GUIDE 501
15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 507
15.3 CUSTOMIZATION OPTIONS 509
15.4 RELATED REPORTS 509
15.5 AUTHOR DETAILS 510