Table of Content
1 INTRODUCTION 31
1.1 STUDY OBJECTIVES 31
1.2 MARKET DEFINITION 31
1.2.1 INCLUSIONS AND EXCLUSIONS 31
1.3 STUDY SCOPE 31
1.3.1 MARKET SEGMENTATION 32
1.3.2 REGIONAL SCOPE 32
1.3.3 YEARS CONSIDERED 33
1.4 CURRENCY CONSIDERED 33
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2020–2022 33
1.5 STAKEHOLDERS 33
1.6 SUMMARY OF CHANGES 34
1.6.1 IMPACT OF RECESSION 34
2 RESEARCH METHODOLOGY 35
2.1 RESEARCH DATA 35
FIGURE 1 AGRICULTURE ANALYTICS MARKET: RESEARCH DESIGN 35
2.1.1 SECONDARY DATA 36
2.1.2 PRIMARY DATA 36
TABLE 2 PRIMARY INTERVIEWS 36
2.1.2.1 Breakup of Primary Profiles 37
2.1.2.2 Key Industry Insights 37
2.2 MARKET BREAKUP AND DATA TRIANGULATION 38
FIGURE 2 DATA TRIANGULATION 38
2.3 MARKET SIZE ESTIMATION 39
FIGURE 3 AGRICULTURE ANALYTICS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 39
2.3.1 TOP-DOWN APPROACH 39
2.3.2 BOTTOM-UP APPROACH 40
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY SIDE): REVENUE OF SOLUTIONS/SERVICES OF AGRICULTURE ANALYTICS MARKET 40
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2 - BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF ALL SOLUTIONS/SERVICES OF AGRICULTURE ANALYTICS MARKET 41
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (DEMAND-SIDE): SHARE OF AGRICULTURE ANALYTICS THROUGH OVERALL AGRICULTURE ANALYTICS SPENDING 42
2.4 MARKET FORECAST 43
TABLE 3 FACTOR ANALYSIS 43
2.5 ASSUMPTIONS 44
2.6 LIMITATIONS 45
2.7 IMPLICATIONS OF RECESSION ON AGRICULTURE ANALYTICS MARKET 46
3 EXECUTIVE SUMMARY 47
TABLE 4 AGRICULTURE ANALYTICS MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y %) 48
TABLE 5 AGRICULTURE ANALYTICS MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y %) 48
FIGURE 7 SOLUTIONS SEGMENT TO SECURE HIGHER MARKET SHARE IN 2023 48
FIGURE 8 PROFESSIONAL SEGMENT TO DOMINATE MARKET IN 2023 49
FIGURE 9 TRAINING AND CONSULTING SERVICES TO CLAIM LARGER MARKET SHARE IN 2023 49
FIGURE 10 LARGE FARMS SEGMENT TO LEAD MARKET IN 2023 49
FIGURE 11 REMOTE SENSING AND SATELLITE IMAGERY SEGMENT TO CLAIM LARGER MARKET SHARE IN 2023 50
FIGURE 12 PRECISION FARMING SEGMENT TO DOMINATE MARKET IN 2023 50
FIGURE 13 FARMERS SEGMENT TO SECURE LARGER MARKET SHARE IN 2023 50
FIGURE 14 AGRICULTURE ANALYTICS MARKET, BY REGION 51
4 PREMIUM INSIGHTS 52
4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AGRICULTURE ANALYTICS MARKET 52
FIGURE 15 RISING NEED FOR RISK ASSESSMENT IN FARMING TO DRIVE ADOPTION OF AGRICULTURE ANALYTICS 52
4.2 OVERVIEW OF RECESSION IN GLOBAL AGRICULTURE ANALYTICS MARKET 52
FIGURE 16 AGRICULTURE ANALYTICS MARKET TO WITNESS MINOR DECLINE IN Y-O-Y GROWTH IN 2023 52
4.3 AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE 53
FIGURE 17 PRECISION FARMING SEGMENT TO HOLD HIGHEST MARKET SHARE DURING FORECAST PERIOD 53
4.4 AGRICULTURE ANALYTICS MARKET, BY REGION 53
FIGURE 18 NORTH AMERICA TO ACCOUNT FOR HIGHEST MARKET SHARE IN 2023 53
4.5 AGRICULTURE ANALYTICS MARKET IN NORTH AMERICA, BY AGRICULTURE TYPE AND END USERS 54
FIGURE 19 PRECISION FARMING AND FARMERS SEGMENTS ESTIMATED TO SECURE MAXIMUM MARKET SHARE IN 2023 54
5 MARKET OVERVIEW AND INDUSTRY TRENDS 55
5.1 INTRODUCTION 55
5.2 MARKET DYNAMICS 55
FIGURE 20 AGRICULTURE ANALYTICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 55
5.2.1 DRIVERS 56
5.2.1.1 Increasing size and complexity of farms 56
5.2.1.2 Rising need for optimal resource utilization 56
5.2.1.3 Enhancing sustainability and reducing environmental impact 56
5.2.1.4 Applying Big Data in farming 57
5.2.2 RESTRAINTS 57
5.2.2.1 High costs associated with data collection and analysis 57
5.2.2.2 Data privacy and security concerns 57
5.2.3 OPPORTUNITIES 58
5.2.3.1 Technological advancements such as IoT, AI, and ML 58
5.2.3.2 Prospect of public-private collaborations to advance use of agriculture analytics 58
5.2.4 CHALLENGES 58
5.2.4.1 Lack of technological literacy and skills gap 58
5.2.4.2 Data transfer and storage 59
5.3 CASE STUDY ANALYSIS 59
5.3.1 CASE STUDY 1: BETTER WINE PRODUCTION AT E. & J. GALLO WINERY WITH IBM SOLUTION 59
5.3.2 CASE STUDY 2: BUNGE RUNS SOPHISTICATED ANALYSIS TO IMPROVE ACTIVITIES USING IBM GIS MAPPING SOFTWARE 60
5.3.3 CASE STUDY 3: DELAVAL HELPS ABIS DAIRY FARM TO IMPROVE ANIMAL WELFARE AND WORK EFFICIENCY 60
5.3.4 CASE STUDY 4: NESTLÉ USES AGRIVI 360 AGRICULTURE SUPPLY CHAIN PLATFORM FOR COMPLETE TRACEABILITY THROUGHOUT CHAIN 61
5.3.5 CASE STUDY 5: VEGGITECH AND AGRIVI BRINGS AGRONOMY INTO MODERN WORLD 61
5.3.6 CASE STUDY 6: WYMAN INCREASES PRODUCTIVITY WITH CONSERVIS 62
5.3.7 CASE STUDY 7: SPROULE FARMS INCREASES EFFICIENCY AND PROFITABILITY WITH CONSERVIS 62
5.3.8 CASE STUDY 8: AGROPECUÁRIA CANOA MIRIM S/A IMPROVES PROFITABILITY AND PRODUCTIVITY BY OPTIMIZING FERTILIZER USE 63
5.3.9 CASE STUDY 9: MFA STREAMLINES STANDARDIZATION ACROSS ORGANIZATION BY IMPLEMENTING PROAGRICA’S SOLUTIONS 63
5.3.10 CASE STUDY 10: ONESOIL YIELD ASSISTS SMART FARMING IN IMPROVING PERFORMANCE 64
5.3.11 CASE STUDY 11: WOODHALL GROWERS ACHIEVES ACCURACY AND FLEXIBILITY WITH AG LEADER’S SOLUTION 64
5.3.12 CASE STUDY 12: DE BORTOLI WINES SAVES 15–20% ON INPUT COSTS WITH AGWORLD’S SOLUTIONS 64
5.4 BRIEF HISTORY OF AGRICULTURE ANALYTICS 65
FIGURE 21 BRIEF HISTORY OF AGRICULTURE ANALYTICS 65
5.5 AGRICULTURE ANALYTICS MARKET: ECOSYSTEM 65
FIGURE 22 AGRICULTURE ANALYTICS MARKET: ECOSYSTEM 65
5.6 SUPPLY CHAIN ANALYSIS 67
FIGURE 23 SUPPLY CHAIN ANALYSIS: AGRICULTURE ANALYTICS MARKET 67
5.7 PRICING MODEL ANALYSIS 68
TABLE 6 AVERAGE SELLING PRICE ANALYSIS, 2023 68
5.8 PATENT ANALYSIS 70
5.8.1 METHODOLOGY 70
5.8.2 DOCUMENT TYPE 70
TABLE 7 PATENTS FILED, 2013–2023 70
5.8.3 INNOVATION AND PATENT APPLICATIONS 70
FIGURE 24 TOTAL NUMBER OF PATENTS GRANTED, JANUARY 2013– APRIL 2023 70
5.8.3.1 Top applicants 71
FIGURE 25 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS, 2013–2023 71
FIGURE 26 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023 71
TABLE 8 TOP 10 PATENT OWNERS IN AGRICULTURE ANALYTICS MARKET, 2013–2023 72
TABLE 9 LIST OF PATENTS IN AGRICULTURE ANALYTICS MARKET, 2021–2023 72
5.9 TECHNOLOGY ANALYSIS 73
5.9.1 RELATED TECHNOLOGY 73
5.9.1.1 GIS-based agriculture 73
5.9.1.2 Sensor technology 73
5.9.2 ALLIED TECHNOLOGY 74
5.9.2.1 Blockchain 74
5.9.2.2 Sky-drones 75
5.9.2.3 Robotics and automation technology 76
5.10 PORTER’S FIVE FORCES ANALYSIS 77
FIGURE 27 PORTER’S FIVE FORCES ANALYSIS 77
TABLE 10 PORTER’S FIVE FORCES ANALYSIS 77
5.10.1 THREAT OF NEW ENTRANTS 78
5.10.2 THREAT OF SUBSTITUTES 78
5.10.3 BARGAINING POWER OF SUPPLIERS 78
5.10.4 BARGAINING POWER OF BUYERS 78
5.10.5 INTENSITY OF COMPETITIVE RIVALRY 78
5.11 KEY CONFERENCES & EVENTS 79
TABLE 11 AGRICULTURE ANALYTICS MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2023–2024 79
5.12 REGULATORY LANDSCAPE 80
5.12.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80
TABLE 12 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80
TABLE 13 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81
TABLE 14 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81
TABLE 15 MIDDLE EAST AND AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82
TABLE 16 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82
5.12.2 REGULATIONS, BY REGION 83
5.12.2.1 North America 83
5.12.2.2 Europe 84
5.12.2.3 Asia Pacific 84
5.12.2.4 Middle East & Africa 84
5.12.2.5 Latin America 85
5.12.3 REGULATORY IMPLICATIONS AND INDUSTRY STANDARDS 85
5.12.3.1 General Data Protection Regulation 85
5.12.3.2 Securities and Exchange Commission Rule 17a-4 85
5.12.3.3 International Organization for Standardization/International Electrotechnical Commission 27001 85
5.12.3.4 System and Organization Controls 2 Type II Compliance 86
5.12.3.5 Financial Industry Regulatory Authority 86
5.12.3.6 Freedom of Information Act 86
5.12.3.7 Health Insurance Portability and Accountability Act 86
5.13 KEY COMPONENTS OF AGRICULTURE ANALYTICS ARCHITECTURE 87
5.13.1 DATA COLLECTION 87
5.13.2 DATA MANAGEMENT 87
5.13.3 DATA ANALYSIS 87
5.13.4 PREDICTIVE MODELING 88
5.13.5 DECISION SUPPORT SYSTEMS 88
5.14 TYPE OF AGRICULTURE ANALYTICS 88
5.14.1 FARMING ANALYTICS 88
5.14.2 LIVESTOCK ANALYTICS 89
5.14.3 AQUACULTURE ANALYTICS 89
5.15 KEY STAKEHOLDERS & BUYING CRITERIA 90
5.15.1 KEY STAKEHOLDERS IN BUYING PROCESS 90
FIGURE 28 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE AGRICULTURE TYPE 90
TABLE 17 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE AGRICULTURE TYPE 90
5.15.2 BUYING CRITERIA 91
FIGURE 29 KEY BUYING CRITERIA FOR TOP THREE AGRICULTURE TYPE 91
TABLE 18 KEY BUYING CRITERIA FOR TOP THREE AGRICULTURE TYPE 91
5.16 DISRUPTIONS IMPACTING BUYERS/CLIENTS IN AGRICULTURE ANALYTICS MARKET 92
FIGURE 30 AGRICULTURE ANALYTICS MARKET: DISRUPTIONS IMPACTING BUYERS/CLIENTS 92
5.17 TECHNOLOGY ROADMAP OF AGRICULTURE ANALYTICS MARKET 92
TABLE 19 SHORT-TERM ROADMAP, 2023–2025 92
TABLE 20 MID-TERM ROADMAP, 2026–2028 93
TABLE 21 LONG-TERM ROADMAP, 2029–2030 94
5.18 BUSINESS MODELS OF AGRICULTURE ANALYTICS 94
5.19 PRACTICES IN AGRICULTURE ANALYTICS MARKET 95
5.19.1 AGRI-EDUCATION AND TRAINING 95
5.19.2 AGRI-MARKET FORECASTING AND PRICE ANALYSIS 95
5.19.3 SAFETY AND HEALTH 96
5.19.4 CROP SELECTION AND DIVERSITY 96
5.19.5 WATER CONSERVATION 96
6 AGRICULTURE ANALYTICS MARKET, BY OFFERING 97
6.1 INTRODUCTION 98
6.1.1 OFFERING: AGRICULTURE ANALYTICS MARKET DRIVERS 98
FIGURE 31 SERVICES SEGMENT TO RECORD HIGHER CAGR DURING FORECAST PERIOD 98
TABLE 22 AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 98
TABLE 23 AGRICULTURE ANALYTICS MARKET SIZE, BY OFFERING, 2023–2028 (USD MILLION) 99
6.2 SOLUTIONS 99
TABLE 24 SOLUTIONS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 99
TABLE 25 SOLUTIONS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 100
6.3 SERVICES 100
FIGURE 32 MANAGED SERVICES SEGMENT TO EXHIBIT HIGHER CAGR IN AGRICULTURE ANALYTICS MARKET DURING FORECAST PERIOD 100
TABLE 26 AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 101
TABLE 27 AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 101
TABLE 28 SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 101
TABLE 29 SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 101
6.3.1 PROFESSIONAL SERVICES 102
FIGURE 33 SYSTEM INTEGRATION AND IMPLEMENTATION TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 102
TABLE 30 PROFESSIONAL SERVICES: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 102
TABLE 31 PROFESSIONAL SERVICES: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 103
TABLE 32 PROFESSIONAL SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 103
TABLE 33 PROFESSIONAL SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 103
6.3.1.1 Training and Consulting 104
6.3.1.1.1 Plays vital role in managing operations and technology updates 104
TABLE 34 TRAINING AND CONSULTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 104
TABLE 35 TRAINING AND CONSULTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 104
6.3.1.2 System Integration and Implementation 105
6.3.1.2.1 Rising need to ensure effective system communication to augment segment growth 105
TABLE 36 SYSTEM INTEGRATION AND IMPLEMENTATION: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 105
TABLE 37 SYSTEM INTEGRATION AND IMPLEMENTATION: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 105
6.3.1.3 Support and Maintenance 106
6.3.1.3.1 Rising agriculture analytics deployment to enhance segment growth 106
TABLE 38 SUPPORT AND MAINTENANCE: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 106
TABLE 39 SUPPORT AND MAINTENANCE: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 106
6.3.2 MANAGED SERVICES 107
FIGURE 34 DATA SERVICES SUB-SEGMENT TO DISPLAY HIGHEST CAGR DURING FORECAST PERIOD 107
TABLE 40 MANAGED SERVICES: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 107
TABLE 41 MANAGED SERVICES: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 108
TABLE 42 MANAGED SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 108
TABLE 43 MANAGED SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 108
6.3.2.1 Farm operation services 109
6.3.2.1.1 Generates records and integrates unstructured data into single, easy-to-use cloud-based or on-premises system 109
TABLE 44 FARM OPERATION SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 109
TABLE 45 FARM OPERATION SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 109
6.3.2.2 Data services 110
6.3.2.2.1 Provides real-time information and intelligence capabilities 110
TABLE 46 DATA SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 110
TABLE 47 DATA SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 110
6.3.2.3 Analytics Services 111
6.3.2.3.1 Rising demand for mobile technologies to boost segment growth 111
TABLE 48 ANALYTICS SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 111
TABLE 49 ANALYTICS SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 112
7 AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE 113
7.1 INTRODUCTION 114
7.1.1 AGRICULTURE TYPE: AGRICULTURE ANALYTICS MARKET DRIVERS 114
FIGURE 35 LIVESTOCK FARMING TO RECORD HIGHEST CAGR DURING FORECAST PERIOD 114
TABLE 50 AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION) 115
TABLE 51 AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION) 115
7.2 PRECISION FARMING 115
7.2.1 INCREASED EFFICIENCY AND REDUCED LABOR COSTS 115
TABLE 52 PRECISION FARMING: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 116
TABLE 53 PRECISION FARMING: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 116
TABLE 54 PRECISION FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 117
TABLE 55 PRECISION FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 117
7.2.2 YIELD MONITORING AND PREDICTION 117
7.2.3 VARIABLE RATE TECHNOLOGY 118
7.2.4 FARM LABOR MANAGEMENT 118
7.2.5 DECISION SUPPORT SYSTEMS 118
7.2.6 SOIL HEALTH ANALYSIS 119
7.2.7 IRRIGATION AND WATER MANAGEMENT 119
7.2.8 WEATHER TRACKING & FORECASTING 119
7.2.9 FINANCIAL AND RISK MANAGEMENT 120
7.2.10 SUPPLY CHAIN MANAGEMENT 120
7.2.10.1 Order Delivery and Invoice Management 121
7.2.10.2 Shipping Management 121
7.2.10.3 Inventory Management 121
7.2.11 OTHER PRECISION FARMING 121
7.3 LIVESTOCK FARMING 122
7.3.1 OPTIMIZES PRODUCTION PROCESSES AND ENHANCES PRODUCTIVITY 122
TABLE 56 LIVESTOCK FARMING: AGRICULTURE ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 122
TABLE 57 LIVESTOCK FARMING: AGRICULTURE ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 123
TABLE 58 LIVESTOCK FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 123
TABLE 59 LIVESTOCK FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 124
7.3.2 FEEDING MANAGEMENT 124
7.3.3 HEAT STRESS MANAGEMENT 124
7.3.4 MILK HARVESTING 124
7.3.5 BREEDING MANAGEMENT 125
7.3.6 BEHAVIOR MONITORING AND MANAGEMENT 125
7.3.7 REAL-TIME MONITORING 125
7.3.8 CALF MANAGEMENT 125
7.3.9 SUPPLY CHAIN MANAGEMENT 126
7.3.9.1 Order Delivery and Invoice Management 126
7.3.9.2 Shipping Management 126
7.3.9.3 Inventory Management 126
7.3.10 OTHER LIVESTOCK FARMING 126
7.4 AQUACULTURE FARMING 127
7.4.1 ADOPTION OF DATA-DRIVEN DECISION-MAKING PROCESSES BOOSTS SEGMENTAL GROWTH 127
TABLE 60 AQUACULTURE FARMING: AGRICULTURE ANALYTICS MARKET, BY TYPE, 2017–2022 (USD MILLION) 127
TABLE 61 AQUACULTURE FARMING: AGRICULTURE ANALYTICS MARKET, BY TYPE, 2023–2028 (USD MILLION) 128
TABLE 62 AQUACULTURE FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 128
TABLE 63 AQUACULTURE FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 129
7.4.2 FISH TRACKING AND FLEET NAVIGATION 129
7.4.3 FEEDING MANAGEMENT 129
7.4.4 WATER QUALITY MANAGEMENT 129
7.4.5 QUALITY CONTROL AND TRACEABILITY 130
7.4.6 PEST AND DISEASE MANAGEMENT 130
7.4.7 FOOD PRODUCTION 130
7.4.8 AERATION SYSTEMS 130
7.4.9 SUPPLY CHAIN MANAGEMENT 131
7.4.9.1 Order Delivery and Invoice Management 131
7.4.9.2 Shipping Management 131
7.4.9.3 Inventory Management 131
7.4.10 OTHER AQUACULTURE FARMING 131
7.5 VERTICAL FARMING 132
7.5.1 OFFERS SOLUTION BY MAXIMIZING CROP YIELD IN LIMITED SPACES 132
TABLE 64 AGRICULTURE ANALYTICS MARKET, BY VERTICAL FARMING TYPE, 2017–2022 (USD MILLION) 132
TABLE 65 AGRICULTURE ANALYTICS MARKET, BY VERTICAL FARMING TYPE, 2023–2028 (USD MILLION) 133
TABLE 66 VERTICAL FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 133
TABLE 67 VERTICAL FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 134
7.5.2 SUSTAINABILITY AND ENVIRONMENTAL MONITORING 134
7.5.3 ENERGY OPTIMIZATION 134
7.5.4 NUTRIENT MANAGEMENT 135
7.5.5 RESOURCE PLANNING AND OPTIMIZATION 135
7.5.6 GRADING AND MARKETING 135
7.5.7 PLANTING AND SEEDING 135
7.5.8 SUPPLY CHAIN MANAGEMENT 136
7.5.8.1 Order Delivery and Invoice Management 136
7.5.8.2 Shipping Management 136
7.5.8.3 Inventory Management 136
7.5.9 OTHER VERTICAL FARMING 137
7.6 OTHER AGRICULTURE TYPE 137
8 AGRICULTURE ANALYTICS MARKET, BY FARM SIZE 138
8.1 INTRODUCTION 139
8.1.1 FARM SIZE: AGRICULTURE ANALYTICS MARKET DRIVERS 139
FIGURE 36 SMALL AND MEDIUM FARMS SEGMENT TO RECORD HIGHER CAGR DURING FORECAST PERIOD 139
TABLE 68 AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 140
TABLE 69 AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 140
8.2 SMALL AND MEDIUM-SIZED FARMS 140
8.2.1 MEDIUM-SIZED FARMS TO DOMINATE AGRICULTURE ANALYTICS MARKET 140
TABLE 70 SMALL AND MEDIUM-SIZED FARMS: AGRICULTURE ANALYTICS MARKET SIZE, BY REGION, 2017–2022 (USD MILLION) 141
TABLE 71 SMALL AND MEDIUM-SIZED FARMS: AGRICULTURE ANALYTICS MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 141
8.3 LARGE FARMS 141
8.3.1 OWNERS ADOPT ADVANCED TECHNOLOGIES TO ATTAIN GRANULAR DATA POINTS ON SOIL CONDITIONS AND OTHER VITAL DETAILS 141
TABLE 72 LARGE FARMS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 142
TABLE 73 LARGE FARMS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 142
9 AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY 143
9.1 INTRODUCTION 144
9.1.1 TECHNOLOGY: AGRICULTURE ANALYTICS MARKET DRIVERS 144
FIGURE 37 VISUALIZATION AND REPORTING SEGMENT TO RECORD HIGHEST CAGR DURING FORECAST PERIOD 144
TABLE 74 TECHNOLOGY: AGRICULTURE ANALYTICS MARKET, 2017–2022, (USD MILLION) 145
TABLE 75 TECHNOLOGY: AGRICULTURE ANALYTICS MARKET, 2023–2028 (USD MILLION) 145
9.2 REMOTE SENSING AND SATELLITE IMAGERY 146
9.2.1 INCREASING PRODUCTIVITY AND PROMOTING ENVIRONMENTAL STEWARDSHIP 146
TABLE 76 REMOTE SENSING AND SATELLITE IMAGERY: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 146
TABLE 77 REMOTE SENSING AND SATELLITE IMAGERY: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 147
9.3 GEOGRAPHIC INFORMATION SYSTEM 147
9.3.1 IMPROVED CROP MANAGEMENT AND ENVIRONMENTALLY SUSTAINABLE FARMING PRACTICES 147
TABLE 78 GEOGRAPHIC INFORMATION SYSTEM: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 147
TABLE 79 GEOGRAPHIC INFORMATION SYSTEM: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 148
9.4 ROBOTICS AND AUTOMATION 148
9.4.1 ANALYZES AGRICULTURAL DATA TO OPTIMIZE FARMING PRACTICES 148
TABLE 80 ROBOTICS AND AUTOMATION: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 149
TABLE 81 ROBOTICS AND AUTOMATION: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 149
9.5 BIG DATA AND CLOUD COMPUTING 149
9.5.1 EXTRACTS VALUABLE INSIGHTS FROM COMPLEX AGRICULTURAL DATA 149
TABLE 82 BIG DATA AND CLOUD COMPUTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 150
TABLE 83 BIG DATA AND CLOUD COMPUTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 150
9.6 VISUALIZATION AND REPORTING 151
9.6.1 TRANSFORMING COMPLEX INFORMATION INTO VISUALLY INTUITIVE REPRESENTATIONS 151
TABLE 84 VISUALIZATION AND REPORTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 151
TABLE 85 VISUALIZATION AND REPORTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 152
9.7 BLOCKCHAIN TECHNOLOGY 152
9.7.1 PROVIDES SECURE DATA MANAGEMENT, TRACEABILITY, AND INTEGRATION OF DIVERSE DATA SOURCES 152
TABLE 86 BLOCKCHAIN TECHNOLOGY: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 152
TABLE 87 BLOCKCHAIN TECHNOLOGY: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 153
9.8 OTHER TECHNOLOGY 153
10 AGRICULTURE ANALYTICS MARKET, BY END USERS 154
10.1 INTRODUCTION 155
10.1.1 END USERS: AGRICULTURE ANALYTICS MARKET DRIVERS 155
FIGURE 38 AGRONOMISTS SEGMENT TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 155
TABLE 88 AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION) 156
TABLE 89 AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION) 156
10.2 FARMERS 156
10.2.1 ADOPTION OF INNOVATIVE SOLUTIONS TO ENHANCE PRODUCTIVITY AND SUSTAINABILITY 156
TABLE 90 FARMERS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 157
TABLE 91 FARMERS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 157
10.3 AGRONOMISTS 157
10.3.1 IMPROVED CROP MANAGEMENT AND ENVIRONMENTALLY SUSTAINABLE FARMING PRACTICES 157
TABLE 92 AGRONOMISTS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 158
TABLE 93 AGRONOMISTS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 158
10.4 AGRIBUSINESSES 159
10.4.1 DRIVES PROFITABILITY, SUSTAINABILITY, AND INNOVATION IN EVER-EVOLVING AGRICULTURE INDUSTRY 159
TABLE 94 AGRIBUSINESSES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 159
TABLE 95 AGRIBUSINESSES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 160
10.5 AGRICULTURAL RESEARCHERS 160
10.5.1 ENSURES SECURE AND RESILIENT FOOD SUPPLY 160
TABLE 96 AGRICULTURAL RESEARCHERS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 160
TABLE 97 AGRICULTURAL RESEARCHERS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 161
10.6 GOVERNMENT AGENCIES 161
10.6.1 GATHER, ANALYZE, AND DISTRIBUTE DATA FOR POLICY FORMULATION 161
TABLE 98 GOVERNMENT AGENCIES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 161
TABLE 99 GOVERNMENT AGENCIES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 162
10.7 OTHER END USERS 162
11 AGRICULTURE ANALYTICS MARKET, BY REGION 163
11.1 INTRODUCTION 164
FIGURE 39 ASIA PACIFIC TO RECORD HIGHEST CAGR DURING FORECAST PERIOD 164
FIGURE 40 INDIA TO ATTAIN FASTEST GROWTH DURING FORECAST PERIOD 164
TABLE 100 AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 165
TABLE 101 AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 165
11.2 NORTH AMERICA 165
11.2.1 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET DRIVERS 166
11.2.2 NORTH AMERICA: IMPACT OF RECESSION 166
FIGURE 41 NORTH AMERICA: MARKET SNAPSHOT 167
TABLE 102 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 167
TABLE 103 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 168
TABLE 104 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 168
TABLE 105 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 168
TABLE 106 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2017–2022 (USD MILLION) 168
TABLE 107 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 169
TABLE 108 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2017–2022 (USD MILLION) 169
TABLE 109 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2023–2028 (USD MILLION) 169
TABLE 110 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION) 170
TABLE 111 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION) 170
TABLE 112 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 170
TABLE 113 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 171
TABLE 114 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 171
TABLE 115 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 171
TABLE 116 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION) 172
TABLE 117 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION) 172
TABLE 118 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 172
TABLE 119 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 173
11.2.3 US 173
11.2.3.1 Increasing application of artificial intelligence in agriculture 173
TABLE 120 US: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 173
TABLE 121 US: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 173
TABLE 122 US: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 174
TABLE 123 US: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 174
11.2.4 CANADA 174
11.2.4.1 Growing research on predictive analysis and machine learning 174
TABLE 124 CANADA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 174
TABLE 125 CANADA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 175
TABLE 126 CANADA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 175
TABLE 127 CANADA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 175
11.3 EUROPE 175
11.3.1 EUROPE: AGRICULTURE ANALYTICS MARKET DRIVERS 176
11.3.2 EUROPE: IMPACT OF RECESSION 176
TABLE 128 EUROPE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 176
TABLE 129 EUROPE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 176
TABLE 130 EUROPE: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 177
TABLE 131 EUROPE: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 177
TABLE 132 EUROPE: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES: 2017–2022 (USD MILLION) 177
TABLE 133 EUROPE: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 177
TABLE 134 EUROPE: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2017–2022 (USD MILLION) 178
TABLE 135 EUROPE: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2023–2028 (USD MILLION) 178
TABLE 136 EUROPE: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION) 178
TABLE 137 EUROPE: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION) 179
TABLE 138 EUROPE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 179
TABLE 139 EUROPE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 179
TABLE 140 EUROPE: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 180
TABLE 141 EUROPE: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 180
TABLE 142 EUROPE: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION) 181
TABLE 143 EUROPE: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION) 181
TABLE 144 EUROPE: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 181
TABLE 145 EUROPE: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 182
11.3.3 UK 182
11.3.3.1 Several government initiatives and laws in favor of agriculture analytics to boost market growth 182
TABLE 146 UK: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 182
TABLE 147 UK: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 183
TABLE 148 UK: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 183
TABLE 149 UK: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 183
11.3.4 GERMANY 183
11.3.4.1 Farming 4.0 and increased funding from established players to expand market size 183
TABLE 150 GERMANY: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 184
TABLE 151 GERMANY: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 184
TABLE 152 GERMANY: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 184
TABLE 153 GERMANY: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 184
11.3.5 FRANCE 185
11.3.5.1 Growing application of GIS in agriculture analytics 185
TABLE 154 FRANCE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 185
TABLE 155 FRANCE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 185
TABLE 156 FRANCE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 185
TABLE 157 FRANCE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 186
11.3.6 ITALY 186
11.3.6.1 Shift to AI-based farming to promote market growth 186
TABLE 158 ITALY: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 186
TABLE 159 ITALY: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 186
TABLE 160 ITALY: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 187
TABLE 161 ITALY: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 187
11.3.7 NETHERLANDS 187
11.3.7.1 Increased usage of advanced agricultural practices to favor market expansion 187
TABLE 162 NETHERLANDS: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 187
TABLE 163 NETHERLANDS: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 188
TABLE 164 NETHERLANDS: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 188
TABLE 165 NETHERLANDS: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 188
11.3.8 REST OF EUROPE 188
"11.4 ASIA PACIFIC 189
11.4.1 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET DRIVERS 189
11.4.2 ASIA PACIFIC: IMPACT OF RECESSION 189
FIGURE 42 ASIA PACIFIC: MARKET SNAPSHOT 190
TABLE 166 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 190
TABLE 167 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 191
TABLE 168 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 191
TABLE 169 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 191
TABLE 170 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES: 2017–2022 (USD MILLION) 191
TABLE 171 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 192
TABLE 172 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2017–2022 (USD MILLION) 192
TABLE 173 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2023–2028 (USD MILLION) 192
TABLE 174 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION) 193
TABLE 175 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION) 193
TABLE 176 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 193
TABLE 177 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 194
TABLE 178 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 194
TABLE 179 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 194
TABLE 180 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION) 195
TABLE 181 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION) 195
TABLE 182 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 196
TABLE 183 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 196
11.4.3 CHINA 196
11.4.3.1 Implementation of “Digital Village” to enhance market growth 196
TABLE 184 CHINA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 197
TABLE 185 CHINA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 197
TABLE 186 CHINA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 197
TABLE 187 CHINA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 198
11.4.4 JAPAN 198
11.4.4.1 Rise of innovative technologies and government initiatives to drive use of analytics technologies 198
TABLE 188 JAPAN: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 198
TABLE 189 JAPAN: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 199
TABLE 190 JAPAN: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 199
TABLE 191 JAPAN: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 199
11.4.5 INDIA 199
11.4.5.1 Digital transformation of Indian agriculture sector to provide opportunities to AI technology providers 199
TABLE 192 INDIA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 200
TABLE 193 INDIA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 200
TABLE 194 INDIA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 200
TABLE 195 INDIA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 200
11.4.6 SOUTH KOREA 201
11.4.6.1 Increasing investments in aquaculture industry to create lucrative opportunities 201
TABLE 196 SOUTH KOREA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 201
TABLE 197 SOUTH KOREA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 201
TABLE 198 SOUTH KOREA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 201
TABLE 199 SOUTH KOREA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 202
11.4.7 ANZ 202
11.4.7.1 Growing adoption of agriculture robots in farming to strengthen market 202
TABLE 200 ANZ: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 202
TABLE 201 ANZ: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 202
TABLE 202 ANZ: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 203
TABLE 203 ANZ: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 203
11.4.8 REST OF ASIA PACIFIC 203
11.5 MIDDLE EAST AND AFRICA 203
11.5.1 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET DRIVERS 204
11.5.2 MIDDLE EAST AND AFRICA: IMPACT OF RECESSION 204
TABLE 204 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 204
TABLE 205 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 204
TABLE 206 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 205
TABLE 207 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 205
TABLE 208 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES: 2017–2022 (USD MILLION) 205
TABLE 209 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 205
TABLE 210 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2017–2022 (USD MILLION) 206
TABLE 211 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2023–2028 (USD MILLION) 206
TABLE 212 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION) 206
TABLE 213 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION) 207
TABLE 214 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 207
TABLE 215 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 207
TABLE 216 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 208
TABLE 217 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 208
TABLE 218 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION) 209
TABLE 219 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION) 209
TABLE 220 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 210
TABLE 221 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 210
11.5.3 SAUDI ARABIA 210
11.5.3.1 Disburses subsidies and grants interest-free loans to farmers 210
TABLE 222 SAUDI ARABIA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 211
TABLE 223 SAUDI ARABIA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 211
TABLE 224 SAUDI ARABIA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 211
TABLE 225 SAUDI ARABIA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 212
11.5.4 UAE 212
11.5.4.1 Advancement and adoption of AI and ML technologies to boost market 212
TABLE 226 UAE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 212
TABLE 227 UAE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 212
TABLE 228 UAE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 213
TABLE 229 UAE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 213
11.5.5 ISRAEL 213
11.5.5.1 Employment of advanced analytics tools to favor market growth 213
TABLE 230 ISRAEL: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 213
TABLE 231 ISRAEL: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 214
TABLE 232 ISRAEL: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 214
TABLE 233 ISRAEL: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 214
11.5.6 SOUTH AFRICA 214
11.5.6.1 Government initiatives to boost market 214
TABLE 234 SOUTH AFRICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 215
TABLE 235 SOUTH AFRICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 215
TABLE 236 SOUTH AFRICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 215
TABLE 237 SOUTH AFRICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 215
11.5.7 REST OF MIDDLE EAST & AFRICA 216
11.6 LATIN AMERICA 216
11.6.1 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET DRIVERS 216
11.6.2 LATIN AMERICA: IMPACT OF RECESSION 216
TABLE 238 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 217
TABLE 239 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 217
TABLE 240 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 217
TABLE 241 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 217
TABLE 242 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES: 2017–2022 (USD MILLION) 218
TABLE 243 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 218
TABLE 244 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2017–2022 (USD MILLION) 218
TABLE 245 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2023–2028 (USD MILLION) 219
TABLE 246 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION) 219
TABLE 247 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION) 219
TABLE 248 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 220
TABLE 249 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 220
TABLE 250 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 220
TABLE 251 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 221
TABLE 252 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION) 221
TABLE 253 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION) 222
TABLE 254 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 222
TABLE 255 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 222
11.6.3 BRAZIL 223
11.6.3.1 Growing initiatives to digitize agriculture sector to strengthen market expansion 223
TABLE 256 BRAZIL: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 223
TABLE 257 BRAZIL: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 223
TABLE 258 BRAZIL: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 223
TABLE 259 BRAZIL: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 224
11.6.4 MEXICO 224
11.6.4.1 Increasing initiatives to develop smart farming technologies to support market growth 224
TABLE 260 MEXICO: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 224
TABLE 261 MEXICO: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 224
TABLE 262 MEXICO: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 225
TABLE 263 MEXICO: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 225
11.6.5 ARGENTINA 225
11.6.5.1 Application of satellite imagery, remote sensing, and data analytics to augment market size 225
TABLE 264 ARGENTINA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 225
TABLE 265 ARGENTINA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 226
TABLE 266 ARGENTINA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 226
TABLE 267 ARGENTINA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 226
11.6.6 REST OF LATIN AMERICA 226
12 COMPETITIVE LANDSCAPE 227
12.1 OVERVIEW 227
12.2 STRATEGIES ADOPTED BY KEY PLAYERS 227
TABLE 268 OVERVIEW OF STRATEGIES ADOPTED BY KEY AGRICULTURE ANALYTICS VENDORS 227
12.3 REVENUE ANALYSIS 229
FIGURE 43 REVENUE ANALYSIS OF KEY MARKET PLAYERS, 2020–2022 230
12.4 MARKET SHARE ANALYSIS 230
FIGURE 44 MARKET SHARE ANALYSIS FOR KEY COMPANIES, 2022 231
TABLE 269 AGRICULTURE ANALYTICS MARKET: DEGREE OF COMPETITION 231
12.5 COMPANY EVALUATION MATRIX 232
12.5.1 STARS 232
12.5.2 EMERGING LEADERS 232
12.5.3 PERVASIVE COMPANIES 232
12.5.4 PARTICIPANTS 232
FIGURE 45 KEY COMPANY EVALUATION MATRIX, 2022 233
12.5.5 COMPETITIVE BENCHMARKING 234
TABLE 270 AGRICULTURE ANALYTICS MARKET: PRODUCT FOOTPRINT ANALYSIS OF KEY PLAYERS, 2022 234
TABLE 271 AGRICULTURE ANALYTICS MARKET: PRODUCT FOOTPRINT ANALYSIS OF OTHER PLAYERS, 2022 235
12.6 STARTUP/SME EVALUATION MATRIX 235
12.6.1 PROGRESSIVE COMPANIES 235
12.6.2 RESPONSIVE COMPANIES 236
12.6.3 DYNAMIC COMPANIES 236
12.6.4 STARTING BLOCKS 236
FIGURE 46 STARTUPS/SME EVALUATION MATRIX, 2022 236
12.6.5 STARTUPS/SMES COMPETITIVE BENCHMARKING 237
TABLE 272 AGRICULTURE ANALYTICS MARKET: DETAILED LIST OF KEY STARTUPS/SMES 237
12.7 COMPETITIVE SCENARIOS AND TRENDS 238
12.7.1 PRODUCT LAUNCHES 238
TABLE 273 PRODUCT LAUNCHES, 2020–2023 238
12.7.2 DEALS 239
TABLE 274 DEALS, 2020–2023 239
13 COMPANY PROFILES 245
13.1 INTRODUCTION 245
13.2 KEY PLAYERS 245
(Business Overview, Products & Services, Key Insights, Recent Developments, SWOT Analysis, MnM View)*
13.2.1 IBM 245
TABLE 275 IBM: BUSINESS OVERVIEW 245
FIGURE 47 IBM: COMPANY SNAPSHOT 246
TABLE 276 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED 246
TABLE 277 IBM: PRODUCT LAUNCHES 247
TABLE 278 IBM: DEALS 247
13.2.2 DEERE & COMPANY 249
TABLE 279 DEERE & COMPANY: BUSINESS OVERVIEW 249
FIGURE 48 DEERE & COMPANY: COMPANY SNAPSHOT 250
TABLE 280 DEERE & COMPANY: PRODUCTS/SOLUTIONS SERVICES OFFERED 250
TABLE 281 DEERE & COMPANY: DEALS 251
13.2.3 BAYER AG 252
TABLE 282 BAYER AG: BUSINESS OVERVIEW 252
FIGURE 49 BAYER AG: COMPANY SNAPSHOT 253
TABLE 283 BAYER AG: PRODUCTS/SERVICES/SOLUTIONS OFFERED 253
TABLE 284 BAYER AG: PRODUCT LAUNCHES 254
TABLE 285 BAYER AG: DEALS 254
13.2.4 SAP 256
TABLE 286 SAP: BUSINESS OVERVIEW 256
FIGURE 50 SAP: COMPANY SNAPSHOT 257
TABLE 287 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED 257
TABLE 288 SAP: PRODUCT LAUNCHES 258
TABLE 289 SAP: DEALS 259
13.2.5 TRIMBLE INC 260
TABLE 290 TRIMBLE INC: BUSINESS OVERVIEW 260
FIGURE 51 TRIMBLE INC: COMPANY SNAPSHOT 261
TABLE 291 TRIMBLE INC: PRODUCTS/SOLUTIONS/SERVICES OFFERED 261
TABLE 292 TRIMBLE INC: PRODUCT LAUNCHES 262
TABLE 293 TRIMBLE INC: DEALS 262
13.2.6 ACCENTURE 264
TABLE 294 ACCENTURE: BUSINESS OVERVIEW 264
FIGURE 52 ACCENTURE: COMPANY SNAPSHOT 265
TABLE 295 ACCENTURE: PRODUCTS/SERVICES/SOLUTIONS OFFERED 265
TABLE 296 ACCENTURE: DEALS 266
13.2.7 ABACO GROUP 267
TABLE 297 ABACO GROUP: BUSINESS OVERVIEW 267
TABLE 298 ABACO GROUP: PRODUCTS/SOLUTIONS/SERVICES OFFERED 267
TABLE 299 ABACO GROUP: DEALS 268
13.2.8 DELAVAL 269
TABLE 300 DELAVAL: BUSINESS OVERVIEW 269
FIGURE 53 DELAVAL: COMPANY SNAPSHOT 270
TABLE 301 DELAVAL: PRODUCTS/SOLUTIONS/SERVICES OFFERED 270
TABLE 302 DELAVAL: PRODUCT LAUNCHES AND DEVELOPMENTS 271
TABLE 303 DELAVAL: DEALS 271
13.2.9 ORACLE 272
TABLE 304 ORACLE: BUSINESS OVERVIEW 272
FIGURE 54 ORACLE: COMPANY SNAPSHOT 273
TABLE 305 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 273
TABLE 306 ORACLE: DEALS 274
13.2.10 DTN 275
TABLE 307 DTN: BUSINESS OVERVIEW 275
TABLE 308 DTN: PRODUCTS/SOLUTIONS/SERVICES OFFERED 275
TABLE 309 DTN: DEALS 276
13.2.11 FARMERS EDGE 277
TABLE 310 FARMERS EDGE: BUSINESS OVERVIEW 277
TABLE 311 FARMERS EDGE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 277
TABLE 312 FARMERS EDGE: DEALS 278
13.2.12 SAS INSTITUTE 279
TABLE 313 SAS INSTITUTE: BUSINESS OVERVIEW 279
TABLE 314 SAS INSTITUTE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 279
TABLE 315 SAS INSTITUTE: DEALS 280
13.3 OTHER KEY PLAYERS 281
13.3.1 ITERIS 281
13.3.2 PRECISIONHAWK 282
13.3.3 CONSERVIS 282
13.3.4 STESALIT SYSTEMS 283
13.3.5 AGRIBOTIX 284
13.3.6 AGRIVI 285
13.3.7 GRANULAR 286
13.3.8 FBN 287
13.3.9 GRO INTELLIGENCE 288
13.3.10 RESSON 289
13.4 STARTUPS 290
13.4.1 AGVUE TECHNOLOGIES 290
13.4.2 TARANIS 291
13.4.3 CROPX 292
13.4.4 TRACE GENOMICS 293
13.4.5 FASAL 294
13.4.6 AGEYE TECHNOLOGIES 295
13.4.7 HELIOPAS AI 295
13.4.8 ONESOIL 296
13.4.9 ROOT AI 297
13.4.10 AGSHIFT 298
*Details on Business Overview, Products & Services, Key Insights, Recent Developments, SWOT Analysis, MnM View might not be captured in case of unlisted companies.
14 ADJACENT AND RELATED MARKETS 299
14.1 INTRODUCTION 299
14.2 PRECISION FARMING MARKET – GLOBAL FORECAST TO 2030 299
14.2.1 MARKET DEFINITION 299
14.2.2 MARKET SEGMENT 299
14.2.2.1 By Offering 299
TABLE 316 PRECISION FARMING MARKET, BY OFFERING, 2018–2021 (USD MILLION) 299
TABLE 317 PRECISION FARMING MARKET, BY OFFERING, 2022–2030 (USD MILLION) 300
14.2.2.1.1 By hardware 300
TABLE 318 PRECISION FARMING MARKET, BY HARDWARE, 2018–2021 (USD MILLION) 300
TABLE 319 PRECISION FARMING MARKET, BY HARDWARE, 2022–2030 (USD MILLION) 300
14.2.2.1.2 By software 300
TABLE 320 SOFTWARE: PRECISION FARMING MARKET, BY DEPLOYMENT TYPE, 2018–2021 (USD MILLION) 301
TABLE 321 SOFTWARE: PRECISION FARMING MARKET, BY DEPLOYMENT TYPE, 2022–2030 (USD MILLION) 301
14.2.2.1.3 By service 301
TABLE 322 PRECISION FARMING MARKET FOR SERVICES, BY SERVICE TYPE, 2018–2021 (USD MILLION) 301
TABLE 323 PRECISION FARMING MARKET FOR SERVICES, BY SERVICE TYPE, 2022–2030 (USD MILLION) 302
14.2.2.2 By Technology 302
TABLE 324 PRECISION FARMING MARKET, BY TECHNOLOGY, 2018–2021 (USD MILLION) 302
TABLE 325 PRECISION FARMING MARKET, BY TECHNOLOGY, 2022–2030 (USD MILLION) 303
14.2.2.3 By Application 303
TABLE 326 PRECISION FARMING MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 303
14.2.2.4 By Region 304
14.2.2.4.1 Introduction 304
TABLE 327 PRECISION FARMING MARKET, BY REGION, 2018–2021 (USD MILLION) 304
TABLE 328 PRECISION FARMING MARKET, BY REGION, 2022–2030 (USD MILLION) 304
14.3 AI IN AGRICULTURE MARKET – GLOBAL FORECAST TO 2028 305
14.3.1 MARKET DEFINITION 305
14.3.2 MARKET OVERVIEW 305
14.3.2.1 By Technology 305
TABLE 329 AI IN AGRICULTURE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 305
TABLE 330 AI IN AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 305
14.3.2.2 By Offering 305
TABLE 331 AI IN AGRICULTURE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 306
TABLE 332 AI IN AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 306
14.3.2.2.1 By hardware 306
TABLE 333 HARDWARE: AI IN AGRICULTURE MARKET, BY TYPE, 2019–2022 (USD MILLION) 306
TABLE 334 HARDWARE: AI IN AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 306
14.3.2.2.2 By software 307
TABLE 335 SOFTWARE: AI IN AGRICULTURE MARKET, BY TYPE, 2019–2022 (USD MILLION) 307
TABLE 336 SOFTWARE: AI IN AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 307
14.3.2.2.3 By service 307
TABLE 337 SERVICE: AI IN AGRICULTURE MARKET, BY TYPE, 2019–2022 (USD MILLION) 307
TABLE 338 SERVICE: AI IN AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION) 307
14.3.2.3 By Application 308
TABLE 339 AI IN AGRICULTURE MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 308
TABLE 340 AI IN AGRICULTURE MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 308
14.3.2.4 By Region 308
TABLE 341 AI IN AGRICULTURE MARKET, BY REGION, 2019–2022 (USD MILLION) 309
TABLE 342 AI IN AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION) 309
15 APPENDIX 310
15.1 DISCUSSION GUIDE 310
15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 315
15.3 CUSTOMIZATION OPTIONS 317
15.4 RELATED REPORTS 317
15.5 AUTHOR DETAILS 318
US $
Euro €
GBP £
