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農業IoT市場

出版：MarketsandMarkets（マーケッツアンドマーケッツ）　出版年月：2021年10月

農業IoT市場：ハードウェア、用途（精密農業、スマート林業、精密家畜、精密養殖、スマートグリーンハウス）、農場規模、生産段階、地域別の2026年までの世界市場予測

Agriculture IoT Market with COVID-19 Impact Analysis by Hardware, Application (Precision Farming, Precision Forestry, Precision Livestock, Precision Aquaculture, Smart Greenhouse), Farm Size, Production Stage, and Geography – Global Forecast to 2026
ページ数338
図表数317
種別英文調査報告書
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レポート目次 お問合せ
–MarketsandMarkets出版の当調査レポートは農業分野におけるIoT市場を調査・分析し、2026年までの市場予測を行っています。主な掲載内容
  • 市場概観
  • 業界動向
  • 農業IoT市場：ハードウェアタイプ
  • 農業IoT市場：農業生産計画段階
  • 農業IoT市場：農場規模
  • 農業IoT市場：用途
  • 農業IoT市場：地域
    • 南北アメリカ
    • 欧州
    • アジア太平洋地域
    • その他の国々（RoW）
  • 競争環境
  • 企業情報
  • 別表
The agriculture IoT market is estimated to grow from USD 11.4 billion in 2021 to USD 18.1 billion by 2026 at a CAGR of 9.8% during 2021–2026. The growth of the agriculture IoT market is driven by factors such as increasing adoption of the Internet of Things (IoT) and artificial intelligence (AI) by farmers and growers, growing focus on livestock monitoring and disease detection, high demand for fresh produce, population growth, loss of arable land, surging adoption of aquaculture monitoring and feed optimization devices in developing countries, and strong government support for precision farming practices.“Precision aquaculture application to register higher CAGR during the forecast period”The agriculture IoT market for the precision aquaculture application segment is projected to register the higher CAGR during the forecast period, by application. Increasing demand for real-time tracking of fishing activity is the major reason behind the high growth of the agriculture IoT market in aquaculture farm monitoring applications. Additionally, increasing government support worldwide for freshwater aquaculture production, and growing investments in technological research and product innovations to further boost the demand for the market.“Production planning stage is estimated to hold the largest share of the market during the forecast period”The production planning stage segment of the agriculture IoT market is estimated to register the largest market share in 2026, by the farm production planning stage. Farmers are extensively using agriculture IoT hardware devices for monitoring and data analytics applications in order to formulate data-driven strategies to maximize profits. Data pertaining to production processes, crops, and equipment is collected with the help of sensors. This data is stored in the cloud, and data analytics solutions generate insights with such data. Farm owners can leverage these insights and make important decisions about their farms.“Small farm segment to register higher CAGR during the forecast period”The agriculture IoT market for small farm segment is projected to register the higher CAGR during the forecast period, by farm size. Small farms are expected to adopt automation and other advanced technologies at the highest rate in the coming years due to the reducing cost of farm automation equipment and advancements in technology that make it more feasible to deploy automation tools even on smaller farms to achieve high returns on investments.“Automation and control systems for precision farming hardware segment is estimated to hold the largest share of the market during the forecast period”The automation and control systems for the precision farming hardware segment of the agriculture IoT market is estimated to register the largest market share in 2026, by hardware type. The increasing demand for drones/unmanned aerial vehicles (UAVs) is a major reason behind the high growth of the market for automation and control systems. Also, the increasing adoption of automation and control devices such as GPS/GNSS, irrigation controllers, and guidance and steering systems is expected to drive the market for automation and control systems.“APAC is projected to become the fastest geographical market between 2021 and 2026”APAC is likely to be the fastest-growing agriculture IoT market during the forecast period. Agriculture IoT techniques are expected to be adopted at a high rate in APAC. This region consists of emerging countries such as India, China, and countries in South East Asia. Rapidly growing population, availability of arable land, and strong government support for farmers through subsidies in these regions are the major factors driving the adoption of agriculture IoT technologies in APAC.Breakdown of profiles of primary participants:• By Company: Tier 1 = 20%, Tier 2 = 45%, and Tier 3 = 35%• By Designation: C-level Executives = 35%, Directors = 25%, and Others (sales, marketing, and product managers, as well as members of various organizations) = 40%• By Region: North America = 45%, APAC = 25%, Europe=20%, and ROW=10%Major players profiled in this report:The agriculture IoT market is dominated by a few established players such as Deere & Company (US), Trimble Inc. (US), Raven Industries (US), DeLaval (a subsidiary of Tetra Laval International, S.A.) (Sweden), and AKVA group (Norway).Research coverageThis report offers detailed insights into the agriculture IoT market based on hardware type (precision farming hardware, precision livestock hardware, precision aquaculture hardware, precision forestry hardware, smart greenhouses hardware, and other hardware), farm size (large, mid-sized, and small farms), farm production planning stage (pre-production planning, production planning, and post-production planning stages), application (precision farming, precision livestock, precision aquaculture, precision forestry, smart greenhouses, and others) and region (North America, South America, Europe, Asia Pacific (APAC), and Rest of the World (RoW) which includes the Middle East and Africa (MEA)) and Africa.The report also provides a comprehensive review of agriculture IoT market drivers, restraints, opportunities, and challenges in the market. The report also covers qualitative aspects in addition to the quantitative aspects of these markets.Key Benefits of Buying the ReportThe report will help the leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall market and the sub-segments. This report will help stakeholders understand the competitive landscape and gain more insights to better position their businesses and plan suitable go-to-market strategies. The report also helps stakeholders understand the pulse of the agriculture IoT market and provides them information on key market drivers, restraints, challenges, and opportunities.目次1 INTRODUCTION 40

1.1 STUDY OBJECTIVES 401.2 MARKET DEFINITION 401.2.1 INCLUSIONS AND EXCLUSIONS 411.3 STUDY SCOPE 421.3.1 MARKETS COVERED 421.3.2 GEOGRAPHIC SCOPE 421.3.3 YEARS CONSIDERED 431.4 CURRENCY 431.5 LIMITATIONS 431.6 SUMMARY OF CHANGES 441.7 STAKEHOLDERS 44

2 RESEARCH METHODOLOGY 45

2.1 RESEARCH DATA 45FIGURE 1 AGRICULTURE IOT MARKET: RESEARCH DESIGN 462.1.1 SECONDARY DATA 472.1.1.1 List of major secondary sources 472.1.1.2 Key data from secondary sources 482.1.2 PRIMARY DATA 492.1.2.1 Primary interviews with experts 492.1.2.2 List of key primary interview participants 492.1.2.3 Breakdown of primaries 502.1.2.4 Primary sources 502.1.3 SECONDARY AND PRIMARY RESEARCH 512.1.3.1 Key industry insights 512.2 MARKET SIZE ESTIMATION 522.2.1 BOTTOM-UP APPROACH 522.2.1.1 Approach for capturing market size by bottom-up analysis 52FIGURE 2 BOTTOM-UP APPROACH 522.2.2 TOP-DOWN APPROACH 532.2.2.1 Approach for capturing market size by top-down analysis 53FIGURE 3 TOP-DOWN APPROACH 532.2.3 AGRICULTURE IOT MARKET: DEMAND-SIDE ANALYSIS 54FIGURE 4 DEMAND-SIDE MARKET SIZE ESTIMATION FOR AGRICULTURE IOT MARKET (PRECISION AQUACULTURE VERTICAL) 54FIGURE 5 DEMAND-SIDE MARKET SIZE ESTIMATION FOR AGRICULTURE IOT MARKET (PRECISION LIVESTOCK VERTICAL) 552.2.4 AGRICULTURE IOT MARKET: SUPPLY-SIDE ANALYSIS 56FIGURE 6 SUPPLY-SIDE MARKET SIZE ESTIMATION FOR PRECISION AQUACULTURE 56FIGURE 7 MARKET SIZE ESTIMATION: SUPPLY-SIDE APPROACH FOR PRECISION LIVESTOCK 572.2.5 GROWTH FORECAST ASSUMPTIONS 57TABLE 1 REMOTE SENSING TECHNOLOGY PENETRATION IN MAJOR COUNTRIES 582.3 MARKET BREAKDOWN AND DATA TRIANGULATION 59FIGURE 8 DATA TRIANGULATION 592.4 RESEARCH ASSUMPTIONS 60

3 EXECUTIVE SUMMARY 61

FIGURE 9 AGRICULTURE IOT MARKET: POST-COVID-19 SCENARIO ANALYSIS,2017–2026 (USD MILLION) 623.1 REALISTIC SCENARIO (POST-COVID-19) 623.2 OPTIMISTIC SCENARIO (POST-COVID-19) 623.3 PESSIMISTIC SCENARIO (POST-COVID-19) 63FIGURE 10 AUTOMATION & CONTROL SYSTEM SEGMENT TO GROW AT HIGHER CAGR IN AGRICULTURE IOT MARKET FOR PRECISION FARMING HARDWARE DURING FORECAST PERIOD 63FIGURE 11 PRECISION FARMING APPLICATION TO HOLD LARGEST SHARE OF AGRICULTURE IOT MARKET DURING FORECAST PERIOD 64FIGURE 12 AGRICULTURE IOT MARKET FOR SMALL FARMS TO GROW AT HIGHEST CAGR FROM 2021 TO 2026 65FIGURE 13 PRODUCTION PLANNING SEGMENT TO ACCOUNT FOR LARGEST SIZE OF AGRICULTURE IOT MARKET FROM 2021 TO 2026 65FIGURE 14 AGRICULTURE IOT MARKET IN SOUTH AMERICA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 66

4 PREMIUM INSIGHTS 67

4.1 ATTRACTIVE GROWTH OPPORTUNITIES IN GLOBAL AGRICULTURE IOT MARKET 67FIGURE 15 INCREASING ADOPTION OF IOT TECHNOLOGY BY FARMERS AND GROWERS IS DRIVING AGRICULTURE IOT MARKET GROWTH 674.2 AGRICULTURE IOT MARKET IN APAC, BY APPLICATION AND COUNTRY 68FIGURE 16 PRECISION FARMING AND AUSTRALIA HELD LARGEST SHARE OF AGRICULTURE IOT MARKET IN APAC IN 2020, BY APPLICATION AND COUNTRY, RESPECTIVELY 684.3 AGRICULTURE IOT MARKET, BY HARDWARE TYPE 68FIGURE 17 SENSORS TO HOLD LARGEST SIZE OF AGRICULTURE IOT MARKET FOR PRECISION AQUACULTURE DURING FORECAST PERIOD 684.4 AGRICULTURE IOT MARKET, BY APPLICATION 69FIGURE 18 PRECISION FARMING TO HOLD LARGEST SIZE OF AGRICULTURE IOT MARKET DURING FORECAST PERIOD 694.5 AGRICULTURE IOT MARKET, BY FARM SIZE 69FIGURE 19 AGRICULTURE IOT MARKET FOR SMALL FARMS TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 694.6 AGRICULTURE IOT MARKET, BY PRODUCTION PLANNING STAGE 70FIGURE 20 PRODUCTION STAGE TO HOLD LARGEST SIZE OF AGRICULTURE IOT MARKET DURING FORECAST PERIOD 704.7 REGIONAL ANALYSIS OF AGRICULTURE IOT MARKET 70FIGURE 21 AMERICAS TO BE LARGEST SHAREHOLDER IN AGRICULTURE IOT MARKET FROM 2021 TO 2026 70

5 MARKET OVERVIEW 71

5.1 INTRODUCTION 715.2 MARKET DYNAMICS 72FIGURE 22 AGRICULTURE IOT MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 725.2.1 DRIVERS 735.2.1.1 Strong government support for promoting use of precision farming techniques 735.2.1.2 Increasing adoption of IoT and AI for various agricultural applications 73FIGURE 23 LIVESTOCK RFID TAGS INSTALLED BASE, 2018–2032 (MILLION UNITS) 745.2.1.3 Rise in number of industrial-scale indoor farms to meet increasing demand for food, as well as lack of arable land 74FIGURE 24 POPULATION VS. ARABLE LAND STATISTICS, 1950–2050 755.2.1.4 Surging adoption of aquaculture monitoring and feed optimization devices in developing countries 755.2.1.5 Increased adoption of VRT, remote sensing, and guidance technologies by farmers worldwide 765.2.1.6 Increasing focus on real-time monitoring and early disease detection 77FIGURE 25 IMPACT ANALYSIS OF DRIVERS ON AGRICULTURE IOT MARKET 785.2.2 RESTRAINTS 795.2.2.1 High upfront cost for deployment of modern agricultural equipment 79FIGURE 26 PRICE TREND OF AUTOMATED MILKING ROBOTS, (USD THOUSAND),2017–2025 795.2.2.2 Lack of technical knowledge and skills among farmers 795.2.2.3 Fragmented agriculture industry 80FIGURE 27 IMPACT ANALYSIS OF RESTRAINTS ON AGRICULTURE IOT MARKET 805.2.3 OPPORTUNITIES 815.2.3.1 Growing adoption of UAVs or drones in agricultural farms 815.2.3.2 Rising adoption of livestock monitoring solutions in developing countries 81TABLE 2 GLOBAL TECHNOLOGY ADOPTION 82FIGURE 28 GLOBAL MILKING ROBOTS INSTALLED BASE, 2017–2030 (UNITS) 825.2.3.3 Growing popularity of poultry robots and BSC smart cameras 825.2.3.4 Increasing number of cage-based farms in developing regions such as India, China, and South East Asian countries 83FIGURE 29 SHARE OF MAJOR CAGE-BASED AQUACULTURE-PRODUCING COUNTRIES, 2018 83FIGURE 30 AQUACULTURE PRODUCTION EXPECTED TO SURPASS WILD-CAUGHT FISH PRODUCTION BY 2024 845.2.3.5 Introduction of agriculture-specific smartphone applications 84FIGURE 31 IMPACT ANALYSIS OF OPPORTUNITIES ON AGRICULTURE IOT MARKET 855.2.4 CHALLENGES 865.2.4.1 Unavailability of simple and standardized data management and data aggregation tools 865.2.4.2 Emergence and re-emergence of diseases and environmental concerns 86FIGURE 32 IMPACT ANALYSIS OF CHALLENGES ON AGRICULTURE IOT MARKET 875.3 TRENDS/DISRUPTIONS IMPACTING CUSTOMER’S BUSINESS 875.3.1 REVENUE SHIFT & NEW REVENUE POCKETS FOR AGRICULTURE IOT HARDWARE MANUFACTURERS 87FIGURE 33 REVENUE SHIFT FOR AGRICULTURE IOT MARKET 88

6 INDUSTRY TRENDS 89

6.1 INTRODUCTION 896.2 VALUE CHAIN ANALYSIS 89FIGURE 34 VALUE CHAIN ANALYSIS: AGRICULTURE IOT MARKET 896.2.1 MAJOR STAKEHOLDERS IN AGRICULTURE IOT MARKET 906.2.2 SUPPLY CHAIN ANALYSIS 91FIGURE 35 SUPPLY CHAIN: AGRICULTURE IOT MARKET 91TABLE 3 AGRICULTURE IOT MARKET: SUPPLY CHAIN 916.3 TECHNOLOGY TRENDS 936.3.1 INTERNET OF THINGS (IOT) SHAPING AGRICULTURE IOT MARKET 936.3.2 DRONES/UAVS 936.3.3 AI, AR/VR, AND BLOCKCHAIN IN AQUACULTURE TO ACCELERATE MARKET GROWTH 936.3.4 USE OF FARM AUTOMATION SOLUTIONS, REMOTELY OPERATED VEHICLES, AND FEEDING ROBOTS TO REDUCE LABOR COSTS 946.3.5 ADOPTION OF ROBOTIC CAGES AND UNDERWATER DRONES IN AQUACULTURE FARMS 946.3.6 AI AND BLOCKCHAIN IN LIVESTOCK FARMING 94FIGURE 36 BLOCKCHAIN AND AI IN PRECISION LIVESTOCK FARMING 956.3.7 BODY CONDITIONING SCORING (BCS) SYSTEMS 95TABLE 4 BODY CONDITIONING SCORING PARAMETERS FOR DAIRY COWS 95TABLE 5 BODY CONDITIONING SCORING SYSTEMS: MAJOR ADVANTAGES 966.3.8 TECHNOLOGY ADOPTION IN DAIRY FARMS 97FIGURE 37 MAJOR TECHNOLOGY TRENDS IN DAIRY FARMS 976.3.9 TECHNOLOGY ADOPTION IN POULTRY FARMS 97TABLE 6 MAJOR TECHNOLOGY TRENDS IN POULTRY FARMS 986.3.10 INTEGRATION OF TELEMATICS WITH FOREST MECHANIZATION IN PRECISION FORESTRY 986.3.11 ADVENT OF LIDAR-FITTED UAVS IN PRECISION FORESTRY 986.4 AVERAGE SELLING PRICE ANALYSIS 99TABLE 7 MILKING ROBOTS: AVERAGE SELLING PRICE ANALYSIS, 2019 VS 2025 99FIGURE 38 MILKING ROBOTS: AVERAGE SELLING PRICE ANALYSIS, 2016–2025 99TABLE 8 RFID TAGS & READERS: AVERAGE SELLING PRICE ANALYSIS, 2019 VS 2025 996.4.1 PRICING ANALYSIS: AVERAGE SELLING PRICE (ASP) TREND FOR SENSORS IN PRECISION AQUACULTURE 100FIGURE 39 AVERAGE SELLING PRICES OF PRECISION AQUACULTURE SENSORS (IN USD) 100TABLE 9 PRICING ANALYSIS FOR ROV SYSTEM COMPONENTS 100FIGURE 40 AVERAGE PRECISION FARMING DATA ANALYTICS SERVICE COST PER HECTARE FOR DIFFERENT FARM SIZES IN 2019 1016.5 LIST OF KEY PATENTS AND INNOVATIONS IN AGRICULTURE IOT MARKET, 2015–2020 101FIGURE 41 NUMBER OF PATENTS APPROVED FOR AQUACULTURE TECHNOLOGIES WORLDWIDE, 2015–2020 106FIGURE 42 TOP 10 PATENT-HOLDING COMPANIES FOR SMART FARMING, 2015–2020 107FIGURE 43 NUMBER OF PATENTS APPROVED FOR AGRICULTURE ANALYTICS WORLDWIDE, 2016–2020 107FIGURE 44 REGION-WISE ANALYSIS OF PATENTS FILED BY PLAYERS IN PRECISION FARMING, 2015–2020 108FIGURE 45 REGION-WISE ANALYSIS OF PATENTS FILED BY PLAYERS IN PRECISION LIVESTOCK, 2015–2020 1086.6 TRADE DATA 109TABLE 10 IMPORT DATA FOR VACUUM PUMPS AND FILTRATION SYSTEMS UNDER HS CODE: 8414, 2015–2019 (USD MILLION) 109FIGURE 46 IMPORT VALUES OF VACUUM PUMPS AND FILTRATION SYSTEMS IN MAJOR COUNTRIES, 2015–2019 109TABLE 11 EXPORT DATA OF VACUUM PUMPS AND FILTRATION SYSTEMS UNDER HS CODE: 8414, 2015–2019 (USD MILLION) 110FIGURE 47 EXPORT VALUES OF VACUUM PUMPS AND FILTRATION SYSTEMS IN MAJOR COUNTRIES, 2015–2019 1106.7 TARIFF AND REGULATORY LANDSCAPE 1116.7.1 CARBON POLICY TRENDS IN AGRICULTURE 1116.7.2 GROWING CLIMATE SOLUTIONS ACT 1116.7.3 TARIFF AND REGULATIONS RELATED TO PRECISION FARMING AND SMART GREENHOUSES 111TABLE 12 TARIFF REGULATIONS: PRECISION FARMING AND SMART GREENHOUSES 1116.7.4 TARIFF AND REGULATIONS RELATED TO PRECISION AQUACULTURE 112TABLE 13 TARIFF REGULATIONS: PRECISION AQUACULTURE 1126.8 CASE STUDIES: AGRICULTURE IOT MARKET 1146.8.1 INTRODUCTION 1146.8.2 OPEN BLUE 114TABLE 14 INNOVASEA HELPS OPEN BLUE BECOME LARGEST OPEN-OCEAN FISH FARM IN WORLD 1146.8.3 EARTH OCEAN FARMS 115TABLE 15 INNOVASEA ENABLES EARTH OCEAN FARMS TO EXPAND PRODUCTION WITH RUGGED EVOLUTION PENS 1156.8.4 ERKO SEAFOOD AS 116TABLE 16 WITH AKVA GROUP’S EXPERTISE AND QUICK SERVICE, ERKO SEAFOOD AS FOUND REAL DEAL 1166.8.5 ALLFLEX: LIVESTOCK MONITORING SOLUTION IMPROVING BREEDING RATE IN DAIRY COWS 117TABLE 17 ALLFLEX SOLUTIONS FOR DAIRY COW HEALTH MONITORING 1176.8.6 LATIUM: RANCHERS IN GHANA REMOTELY MONITORING THEIR LIVESTOCK 117TABLE 18 LATIUM: LIVESTOCK MONITORING SOLUTION 1176.8.7 ONNECTERRA: AI-BASED SOLUTION IMPROVING FARM PRODUCTIVITY 118TABLE 19 CONNECTERRA INTELLIGENT DAIRY FARM SOLUTIONS 1186.8.8 WHITESIDES 118TABLE 20 WHITESIDES USED AGWORLD SOFTWARE PLATFORM FOR RECORD-KEEPING AND CUSTOM FERTILIZER APPLICATION 1186.8.9 ANNA BINNA FARMS 119TABLE 21 ANNA BINNA FARMS USED AGWORLD SOFTWARE PLATFORM FOR FARM RECORD KEEPING SYSTEM AND FOR PRE-EMERGENT HERBICIDES 1196.8.10 MURDOCH FAMILY 119TABLE 22 WITH AGWORLD SOFTWARE PLATFORM, MURDOCH FAMILY DIGITIZED THEIR FARM MANAGEMENT FOR IMPROVED ACCURACY AND PROFITABILITY 1196.8.11 LILLIPUT AG 120TABLE 23 LILLIPUT AG AIMS TO IMPROVE PLANNING BY CAPTURING DATA WITH AGWORLD PLATFORM 1206.9 PORTER’S FIVE FORCES ANALYSIS 121FIGURE 48 AGRICULTURE IOT MARKET: PORTER’S FIVE FORCES ANALYSIS 121TABLE 24 AGRICULTURE IOT MARKET: PORTER’S FIVE FORCES ANALYSIS 1216.9.1 THREAT OF NEW ENTRANTS 1216.9.2 THREAT OF SUBSTITUTES 1226.9.3 BARGAINING POWER OF SUPPLIERS 1226.9.4 BARGAINING POWER OF BUYERS 1226.9.5 INTENSITY OF COMPETITIVE RIVALRY 1226.10 AGRICULTURE IOT MARKET ECOSYSTEM 123FIGURE 49 AGRICULTURE IOT ECOSYSTEM 123

7 AGRICULTURE IOT MARKET, BY HARDWARE TYPE 124

7.1 INTRODUCTION 1257.2 PRECISION FARMING HARDWARE 125TABLE 25 PRECISION FARMING HARDWARE MARKET, BY HARDWARE TYPE,2017–2020 (USD MILLION) 125TABLE 26 PRECISION FARMING HARDWARE MARKET, BY HARDWARE TYPE,2021–2026 (USD MILLION) 1267.2.1 AUTOMATION AND CONTROL SYSTEMS 126FIGURE 50 DRONES/UAVS SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 126TABLE 27 PRECISION FARMING HARDWARE MARKET FOR AUTOMATION & CONTROL SYSTEMS, BY DEVICE TYPE, 2017–2020 (USD MILLION) 127TABLE 28 PRECISION FARMING HARDWARE MARKET FOR AUTOMATION & CONTROL SYSTEMS, BY DEVICE TYPE, 2021–2026 (USD MILLION) 127TABLE 29 PRECISION FARMING HARDWARE MARKET FOR AUTOMATION & CONTROL SYSTEMS, BY REGION, 2017–2020 (USD MILLION) 128TABLE 30 PRECISION FARMING HARDWARE MARKET FOR AUTOMATION & CONTROL SYSTEMS, BY REGION, 2021–2026 (USD MILLION) 1287.2.1.1 Drones/UAVs 1287.2.1.1.1 Drones are being widely implemented for identification of pests and weeds 128TABLE 31 PRECISION FARMING HARDWARE MARKET FOR DRONES/UAVS, BY REGION, 2017–2020 (USD MILLION) 129TABLE 32 PRECISION FARMING HARDWARE MARKET FOR DRONES/UAVS, BY REGION, 2021–2026 (USD MILLION) 1307.2.1.2 Irrigation controllers 1307.2.1.2.1 Concerns pertaining to efficient use of water to propel demand for irrigation controllers 130TABLE 33 PRECISION FARMING HARDWARE MARKET FOR IRRIGATION CONTROLLERS, BY REGION, 2017–2020 (USD MILLION) 131TABLE 34 PRECISION FARMING HARDWARE MARKET FOR IRRIGATION CONTROLLER, BY REGION, 2021–2026 (USD MILLION) 1317.2.1.3 Global Positioning System (GPS)/GNSS devices 1317.2.1.3.1 GPS/GNSS devices are being extensively used for variable rate applications 131TABLE 35 PRECISION FARMING HARDWARE MARKET FOR GPS/GNSS DEVICES,BY REGION, 2017–2020 (USD MILLION) 132TABLE 36 PRECISION FARMING HARDWARE MARKET FOR GPS/GNSS DEVICES,BY REGION, 2021–2026 (USD MILLION) 1327.2.1.4 Flow and application control devices 1337.2.1.4.1 Flow and application control devices facilitate even application of agricultural chemicals 133TABLE 37 PRECISION FARMING HARDWARE MARKET FOR FLOW & APPLICATION CONTROL DEVICES, BY REGION, 2017–2020 (USD MILLION) 133TABLE 38 PRECISION FARMING HARDWARE MARKET FOR FLOW & APPLICATION CONTROL DEVICES, BY REGION, 2021–2026 (USD MILLION) 1337.2.1.5 Guidance and steering systems 1347.2.1.5.1 Automated guidance and steering systems are used in tractors and agriculture robots 134TABLE 39 PRECISION FARMING HARDWARE MARKET FOR GUIDANCE & STEERING SYSTEMS, BY REGION, 2017–2020 (USD MILLION) 134TABLE 40 PRECISION FARMING HARDWARE MARKET FOR GUIDANCE AND STEERING SYSTEMS, BY REGION, 2021–2026 (USD MILLION) 1347.2.1.6 Handheld mobile devices/handheld computers 1357.2.1.6.1 Handheld mobile devices and computers can perform variety of functions and offer operational flexibility 135TABLE 41 PRECISION FARMING HARDWARE MARKET FOR HANDHELD MOBILE DEVICES /HANDHELD COMPUTERS, BY REGION, 2017–2020 (USD MILLION) 135TABLE 42 PRECISION FARMING HARDWARE MARKET FOR HANDHELD MOBILE DEVICES/HANDHELD COMPUTERS, BY REGION, 2021–2026 (USD MILLION) 1357.2.1.7 Displays 1367.2.1.7.1 Display devices provide user interface to operators and farmers 136TABLE 43 PRECISION FARMING HARDWARE MARKET FOR DISPLAYS, BY REGION, 2017–2020 (USD MILLION) 136TABLE 44 PRECISION FARMING HARDWARE MARKET FOR DISPLAYS, BY REGION, 2021–2026 (USD MILLION) 1367.2.1.8 Others 137TABLE 45 PRECISION FARMING HARDWARE MARKET FOR OTHER AUTOMATION & CONTROL SYSTEMS, BY REGION, 2017–2020 (USD MILLION) 137TABLE 46 PRECISION FARMING HARDWARE MARKET FOR OTHER AUTOMATION & CONTROL SYSTEMS, BY REGION, 2021–2026 (USD MILLION) 1377.2.2 SENSING AND MONITORING DEVICES 138FIGURE 51 YIELD MONITORS TO HOLD LARGEST SIZE OF SENSING & MONITORING DEVICES MARKET IN 2026 138TABLE 47 PRECISION FARMING HARDWARE MARKET FOR SENSING & MONITORING DEVICES, BY DEVICE TYPE, 2017–2020 (USD MILLION) 138TABLE 48 PRECISION FARMING HARDWARE MARKET FOR SENSING & MONITORING DEVICES, BY DEVICE TYPE, 2021–2026 (USD MILLION) 139TABLE 49 PRECISION FARMING HARDWARE MARKET FOR SENSING & MONITORING DEVICES , BY REGION, 2017–2020 (USD MILLION) 139TABLE 50 PRECISION FARMING HARDWARE MARKET FOR SENSING & MONITORING DEVICES , BY REGION, 2021–2026 (USD MILLION) 1407.2.2.1 Yield monitors 1407.2.2.1.1 Yield monitors to continue to hold largest market share from 2021 to 2026 140TABLE 51 PRECISION FARMING AGRICULTURE IOT MARKET FOR YIELD MONITORS,BY REGION, 2017–2020 (USD MILLION) 140TABLE 52 PRECISION FARMING AGRICULTURE IOT MARKET FOR YIELD MONITORS,BY REGION, 2021–2026 (USD MILLION) 1417.2.2.2 Soil sensors 1417.2.2.2.1 Soil sensors provide real-time data on various soil properties 141TABLE 53 PRECISION FARMING AGRICULTURE IOT MARKET FOR SOIL SENSORS,BY REGION, 2017–2020 (USD MILLION) 142TABLE 54 PRECISION FARMING AGRICULTURE IOT MARKET FOR SOIL SENSORS,BY REGION, 2021–2026 (USD MILLION) 1427.2.2.3 Water sensors 1427.2.2.3.1 Scarcity of water to increase demand for water sensors in coming years 142TABLE 55 PRECISION FARMING AGRICULTURE IOT MARKET FOR WATER SENSORS,BY REGION, 2017–2020 (USD MILLION) 143TABLE 56 PRECISION FARMING AGRICULTURE IOT MARKET FOR WATER SENSORS,BY REGION, 2021–2026 (USD MILLION) 1437.2.2.4 Climate sensors 1437.2.2.4.1 Uncertainties related to weather and climate to propel demand for climate sensors 143TABLE 57 PRECISION FARMING AGRICULTURE IOT MARKET FOR CLIMATE SENSORS,BY REGION, 2017–2020 (USD MILLION) 144TABLE 58 PRECISION FARMING AGRICULTURE IOT MARKET FOR CLIMATE SENSORS,BY REGION, 2021–2026 (USD MILLION) 1447.2.2.5 Others 144TABLE 59 PRECISION FARMING AGRICULTURE IOT MARKET FOR OTHERS, BY REGION, 2017–2020 (USD MILLION) 144TABLE 60 PRECISION FARMING AGRICULTURE IOT MARKET FOR OTHERS, BY REGION, 2021–2026 (USD MILLION) 1457.3 PRECISION FORESTRY HARDWARE 145TABLE 61 PRECISION FORESTRY HARDWARE MARKET, BY HARDWARE TYPE,2017–2020 (USD MILLION) 145FIGURE 52 UAVS/DRONES TO REGISTER HIGHEST CAGR IN PRECISION FORESTRY HARDWARE MARKET FROM 2021 TO 2026 146TABLE 62 PRECISION FORESTRY HARDWARE MARKET, BY HARDWARE TYPE,2021–2026 (USD MILLION) 1467.3.1 HARVESTERS AND FORWARDERS 1477.3.1.1 Harvesters and forwarders held largest market share in 2020 1477.3.2 UAVS/DRONES 1477.3.2.1 UAVs/drones to register highest CAGR during forecast period 1477.3.3 GPS 1477.3.3.1 GPS is predominantly used for fire prevention, boundary determination, and aerial spraying in precision forestry 1477.3.4 CAMERAS 1487.3.4.1 Video cameras are used in surveillance of forests for prevention of fires and illegal logging 1487.3.5 RADIO-FREQUENCY IDENTIFICATION (RFID) AND SENSORS 1487.3.5.1 RFID tags and sensors play a major role in prevention of illegal cutting and smuggling of precious trees 1487.3.6 VARIABLE RATE CONTROLLERS 1487.3.6.1 Increasing adoption of site-specific vegetation management expected to fuel demand for variable rate controllers 1487.3.7 OTHERS 1487.4 LIVESTOCK MONITORING HARDWARE 148TABLE 63 PRECISION LIVESTOCK MONITORING HARDWARE MARKET, BY HARDWARE TYPE, 2017–2020 (USD MILLION) 149FIGURE 53 SENSORS TO GROW AT HIGHEST CAGR IN PRECISION LIVESTOCK FARMING AGRICULTURE IOT MARKET DURING FORECAST PERIOD 149TABLE 64 LIVESTOCK MONITORING HARDWARE MARKET, BY HARDWARE TYPE,2021–2026 (USD MILLION) 150TABLE 65 LIVESTOCK MONITORING HARDWARE MARKET, BY REGION,2017–2020 (USD MILLION) 150TABLE 66 LIVESTOCK MONITORING HARDWARE MARKET, BY REGION,2021–2026 (USD MILLION) 1517.4.1 ROBOTIC HARDWARE 1517.4.1.1 Increasing herd size of dairy farms and rising labor costs expected to propel growth of robotics hardware component 151TABLE 67 LIVESTOCK MONITORING HARDWARE MARKET FOR ROBOTIC HARDWARE,BY REGION, 2017–2020 (USD MILLION) 151TABLE 68 LIVESTOCK MONITORING HARDWARE MARKET FOR ROBOTIC HARDWARE,BY REGION, 2021–2026 (USD MILLION) 1527.4.2 RFID TAGS AND READERS 1527.4.2.1 Rising adoption of low-frequency RFID tags for identification and tracking of livestock to drive market growth 152TABLE 69 LIVESTOCK MONITORING HARDWARE MARKET FOR RFID TAGS & READERS, BY REGION, 2017–2020 (USD MILLION) 152TABLE 70 LIVESTOCK MONITORING HARDWARE MARKET FOR RFID TAGS & READERS, BY REGION, 2021–2026 (USD MILLION) 1537.4.3 SENSORS 1537.4.3.1 Rising popularity of sensors among small farmers to drive market growth 153TABLE 71 LIVESTOCK MONITORING MARKET FOR SENSORS, BY REGION,2017–2020 (USD MILLION) 153TABLE 72 LIVESTOCK MONITORING MARKET FOR SENSORS, BY REGION,2021–2026 (USD MILLION) 1547.4.4 CAMERAS 1547.4.4.1 Growing awareness among ranchers for remote monitoring of livestock expected to propel adoption of cameras 154TABLE 73 LIVESTOCK MONITORING MARKET FOR CAMERAS, BY REGION,2017–2020 (USD MILLION) 154TABLE 74 LIVESTOCK MONITORING MARKET FOR CAMERAS, BY REGION,2021–2026 (USD MILLION) 1557.4.5 GPS 1557.4.5.1 Surging demand for livestock location tracking is major factor driving growth of GPS market 155TABLE 75 LIVESTOCK MONITORING MARKET FOR GPS, BY REGION,2017–2020 (USD MILLION) 155TABLE 76 LIVESTOCK MONITORING MARKET FOR GPS, BY REGION,2021–2026 (USD MILLION) 1567.4.6 OTHERS 156TABLE 77 LIVESTOCK MONITORING MARKET FOR OTHERS, BY REGION,2017–2020 (USD MILLION) 156TABLE 78 LIVESTOCK MONITORING MARKET FOR OTHERS, BY REGION,2021–2026 (USD MILLION) 1567.5 PRECISION AQUACULTURE HARDWARE 157TABLE 79 PRECISION AQUACULTURE HARDWARE MARKET, BY HARDWARE TYPE, 2017–2020 (USD MILLION) 157FIGURE 54 SENSORS TO HOLD LARGEST SIZE OF PRECISION AQUACULTURE HARDWARE MARKET IN 2021 157TABLE 80 PRECISION AQUACULTURE HARDWARE MARKET, BY HARDWARE TYPE, 2021–2026 (USD MILLION) 158TABLE 81 PRECISION AQUACULTURE HARDWARE MARKET, BY SENSOR TYPE,2017–2020 (USD MILLION) 158TABLE 82 PRECISION AQUACULTURE HARDWARE MARKET, BY SENSOR TYPE,2021–2026 (USD MILLION) 159TABLE 83 PRECISION AQUACULTURE HARDWARE MARKET, BY SENSOR TYPE,2017–2020 (MILLION UNITS) 159TABLE 84 PRECISION AQUACULTURE HARDWARE MARKET, BY SENSOR TYPE,2021–2026 (MILLION UNITS) 1597.5.1 SENSORS 1607.5.1.1 Temperature and environmental sensors 1607.5.1.1.1 Increasing demand for temperature and environmental sensors for monitoring fish pens and cages in widely varying sea conditions likely to foster market growth 1607.5.1.2 pH and dissolved oxygen sensors 1607.5.1.2.1 Growing need to monitor dissolved oxygen content to boost deployment of pH and dissolved oxygen sensors in aquaculture farms 1607.5.1.3 Electrical Conductivity (EC) sensors 1607.5.1.3.1 EC sensors to witness increased adoption in RAS and pond-based aquaculture farms 1607.5.1.4 Others 1617.5.2 CAMERA SYSTEMS 1617.5.2.1 Rising adoption of smart HD and 4K camera systems in aquaculture farms to augment market growth 1617.5.3 CONTROL SYSTEMS 1617.5.3.1 Adoption of various automated devices in aquaculture farming to raise demand for control systems in coming years 1617.5.4 OTHERS 1617.6 SMART GREENHOUSE HARDWARE 162TABLE 85 SMART GREENHOUSE HARDWARE MARKET, BY HARDWARE TYPE,2017–2020 (USD MILLION) 162FIGURE 55 LED GROW LIGHTS TO GROW AT HIGHEST RATE FROM 2020 TO 2026 162TABLE 86 SMART GREENHOUSE HARDWARE MARKET, BY HARDWARE TYPE,2021–2026 (USD MILLION) 1637.6.1 HVAC SYSTEMS 1637.6.1.1 HVAC systems provide improved indoor environment in smart greenhouses 1637.6.2 LED GROW LIGHTS 1647.6.2.1 LED grow lights enhance operational efficiency and reduce energy consumption in smart greenhouses 1647.6.3 IRRIGATION SYSTEMS 1647.6.3.1 Irrigation systems ensure optimum, timely watering of each zone in greenhouses 1647.6.4 MATERIAL HANDLING EQUIPMENT 1647.6.4.1 Material handling equipment help in reducing plant handling costs 1647.6.5 VALVES AND PUMPS 1647.6.5.1 Valves and pumps help in proper distribution of water in various zones of greenhouses 1647.6.6 CONTROL SYSTEMS 1657.6.6.1 Control systems in smart greenhouses make operations easy 1657.6.7 SENSORS AND CAMERAS 1657.6.7.1 Sensors provide quantitative information to guide cultivators and enable automated decision-making related to crop cultivation 1657.7 OTHER AGRICULTURE HARDWARE 165

8 AGRICULTURE IOT MARKET, BY FARM PRODUCTION PLANNING STAGE 166

8.1 INTRODUCTION 167TABLE 87 AGRICULTURE IOT MARKET, BY FARM PRODUCTION PLANNING STAGE, 2017–2020 (USD MILLION) 167FIGURE 56 PRODUCTION PLANNING STAGE TO HOLD LARGEST SIZE OF AGRICULTURE IOT MARKET DURING FORECAST PERIOD 167TABLE 88 AGRICULTURE IOT MARKET, BY FARM PRODUCTION PLANNING STAGE, 2021–2026 (USD MILLION) 1688.2 PRE-PRODUCTION PLANNING 1688.2.1 IN PRE-PRODUCTION PLANNING, AGRICULTURE IOT HARDWARE DEVICES ARE USED TO IDENTIFY AREAS IN FARMS SUITABLE FOR CULTIVATION 168TABLE 89 AGRICULTURE IOT MARKET FOR PRE-PRODUCTION PLANNING, BY REGION, 2017–2020 (USD MILLION) 169FIGURE 57 AMERICAS TO HOLD LARGEST SIZE OF AGRICULTURE IOT MARKET FOR PRE-PRODUCTION PLANNING DURING FORECAST PERIOD 169TABLE 90 AGRICULTURE IOT MARKET FOR PRE-PRODUCTION PLANNING, BY REGION, 2021–2026 (USD MILLION) 1698.3 PRODUCTION PLANNING 1708.3.1 IN PRODUCTION STAGE, AGRICULTURE IOT HARDWARE DEVICES ARE USED TO MONITOR CROPS AND PRODUCTION PROCESSES TO IMPROVE PRODUCTIVITY AND REDUCE COSTS 170TABLE 91 AGRICULTURE IOT MARKET FOR PRODUCTION PLANNING, BY REGION,2017–2020 (USD MILLION) 170FIGURE 58 AGRICULTURE IOT MARKET FOR PRODUCTION PLANNING TO REGISTER HIGHEST CAGR IN APAC DURING FORECAST PERIOD 171TABLE 92 AGRICULTURE IOT MARKET PRODUCTION PLANNING, BY REGION,2021–2026 (USD MILLION) 1718.4 POST-PRODUCTION PLANNING 1718.4.1 AGRICULTURE IOT HARDWARE DEVICES REDUCE MANUAL ERROR AND ASSIST FARM OWNERS IN STRATEGIC POST-PRODUCTION PLANNING 171TABLE 93 AGRICULTURE IOT MARKET FOR POST-PRODUCTION PLANNING, BY REGION, 2017–2020 (USD MILLION) 172FIGURE 59 AGRICULTURE IOT MARKET FOR POST-PRODUCTION PLANNING TO CAPTURE HIGHEST CAGR IN APAC DURING FORECAST PERIOD 172TABLE 94 AGRICULTURE IOT MARKET FOR POST-PRODUCTION PLANNING, BY REGION, 2021–2026 (USD MILLION) 173

9 AGRICULTURE IOT MARKET, BY FARM SIZE 174

9.1 INTRODUCTION 175TABLE 95 AGRICULTURE IOT MARKET, BY FARM SIZE, 2017–2020 (USD MILLION) 175FIGURE 60 MID-SIZED FARMS TO HOLD LARGEST SIZE OF AGRICULTURE IOT MARKET FROM 2021 TO 2026 175TABLE 96 AGRICULTURE IOT MARKET, BY FARM SIZE, 2021–2026 (USD MILLION) 175TABLE 97 AGRICULTURE IOT MARKET FOR PRECISION FARMING, BY FARM SIZE,2017–2020 (USD MILLION) 176FIGURE 61 MID-SIZED FARMS TO HOLD LARGEST SIZE OF PRECISION FARMING AGRICULTURE IOT MARKET FROM 2021 TO 2026 176TABLE 98 AGRICULTURE IOT MARKET FOR PRECISION FARMING, BY FARM SIZE,2021–2026 (USD MILLION) 177TABLE 99 AGRICULTURE IOT MARKET FOR LIVESTOCK MONITORING, BY FARM SIZE, 2017–2020 (USD MILLION) 177FIGURE 62 LIVESTOCK MONITORING AGRICULTURE IOT MARKET FOR SMALL FARMS TO GROW AT HIGHEST CAGR FROM 2021 TO 2026 177TABLE 100 AGRICULTURE IOT MARKET FOR LIVESTOCK MONITORING, BY FARM SIZE, 2021–2026 (USD MILLION) 178TABLE 101 AGRICULTURE IOT MARKET FOR AQUACULTURE, BY FARM SIZE,2017–2020 (USD MILLION) 178FIGURE 63 PRECISION AQUACULTURE AGRICULTURE IOT MARKET FOR LARGE FARMS TO GROW AT HIGHEST CAGR FROM 2021 TO 2026 179TABLE 102 AGRICULTURE IOT MARKET FOR AQUACULTURE, BY FARM SIZE,2021–2026 (USD MILLION) 179TABLE 103 AGRICULTURE IOT MARKET FOR SMART GREENHOUSES, BY FARM SIZE, 2017–2020 (USD MILLION) 179FIGURE 64 SMART GREENHOUSE AGRICULTURE IOT MARKET FOR SMALL FARMS TO GROW AT HIGHEST CAGR FROM 2021 TO 2026 180TABLE 104 AGRICULTURE IOT MARKET FOR SMART GREENHOUSES, BY FARM SIZE, 2021–2026 (USD MILLION) 180TABLE 105 AGRICULTURE IOT MARKET FOR FORESTRY, BY FARM SIZE,2017–2020 (USD MILLION) 180FIGURE 65 PRECISION FORESTRY AGRICULTURE IOT MARKET FOR SMALL FARMS TO GROW AT HIGHEST CAGR FROM 2021 TO 2026 181TABLE 106 AGRICULTURE IOT MARKET FOR FORESTRY, BY FARM SIZE,2021–2026 (USD MILLION) 181TABLE 107 AGRICULTURE IOT MARKET FOR OTHERS, BY FARM SIZE,2017–2020 (USD MILLION) 181TABLE 108 AGRICULTURE IOT MARKET FOR OTHERS, BY FARM SIZE,2021–2026 (USD MILLION) 1829.2 SMALL FARMS 1829.2.1 SMALL FARMS TO WITNESS HIGHEST GROWTH RATE IN AGRICULTURE IOT MARKET DURING FORECAST PERIOD 1829.3 MID-SIZED FARMS 1829.3.1 MID-SIZED FARMS ARE CONSTANTLY ADOPTING MONITORING SOLUTIONS 1829.4 LARGE FARMS 1839.4.1 LARGE FARMS TO GROW SIGNIFICANTLY FROM 2021 TO 2026 183

10 AGRICULTURE IOT MARKET, BY APPLICATION 184

10.1 INTRODUCTION 185FIGURE 66 PRECISION FARMING APPLICATIONS TO ACCOUNT FOR LARGEST SIZE OF AGRICULTURE IOT MARKET DURING FORECAST PERIOD 185TABLE 109 AGRICULTURE IOT MARKET, BY APPLICATION, 2017–2020 (USD MILLION) 185TABLE 110 AGRICULTURE IOT MARKET, BY APPLICATION, 2021–2026 (USD MILLION) 18610.2 PRECISION FARMING 186TABLE 111 AGRICULTURE IOT MARKET FOR PRECISION FARMING, BY APPLICATION, 2017–2020 (USD MILLION) 187TABLE 112 AGRICULTURE IOT MARKET FOR PRECISION FARMING, BY APPLICATION, 2021–2026 (USD MILLION) 187TABLE 113 AGRICULTURE IOT MARKET FOR PRECISION FARMING, BY REGION,2017–2020 (USD MILLION) 188TABLE 114 AGRICULTURE IOT MARKET FOR PRECISION FARMING, BY REGION,2021–2026 (USD MILLION) 18810.2.1 YIELD MONITORING AND HARVESTING 18810.2.1.1 Yield monitoring and harvesting facilitate allocation of resources according to specific needs of plants 18810.2.2 SOIL AND CROP MONITORING 18910.2.2.1 Soil and crop monitoring enable farmers to collect data pertaining to soil moisture content, crop image analytics, and plant stress level and predict crop yield on per hectare basis 18910.2.3 FIELD MAPPING 18910.2.3.1 Filed mapping helps farmers attain objectives related to crop productivity 18910.2.3.1.1 Boundary mapping 18910.2.3.1.2 Drainage mapping 19010.2.4 VARIABLE RATE APPLICATION 19010.2.4.1 Variable rate application helps in optimizing crop inputs 19010.2.5 IRRIGATION AND WEATHER FORECASTING 19010.2.5.1 Weather forecasting and real-time irrigation scheduling help farmers in undertaking precautionary measures for protecting farms from natural calamities 19010.2.6 INVENTORY MANAGEMENT 19110.2.6.1 Inventory management includes keeping details of all inventory movements to ensure a proper mix of inventory 19110.2.7 FARM LABOR MANAGEMENT 19110.2.7.1 Farm labor management facilitates effective handling of labor 19110.2.8 EQUIPMENT MONITORING AND TELEMATICS 19210.2.8.1 Agriculture IoT hardware devices/solutions can help to schedule various maintenance activities and automate multiple processes that incur costs 19210.2.9 OTHERS 19210.3 PRECISION FORESTRY 192TABLE 115 AGRICULTURE IOT MARKET FOR PRECISION FORESTRY, BY APPLICATION, 2017–2020 (USD MILLION) 192TABLE 116 AGRICULTURE IOT MARKET FOR PRECISION FORESTRY, BY APPLICATION, 2021–2026 (USD MILLION) 19310.3.1 GENETICS AND NURSERIES 19310.3.1.1 UAVs/drones are increasingly being used for tree plantation 19310.3.2 SILVICULTURE AND FIRE MANAGEMENT 19310.3.2.1 High adoption of wireless sensor network-based forest fire detection systems to propel market growth for silviculture and fire management applications 19310.3.3 HARVESTING MANAGEMENT 19410.3.3.1 Harvesting management applications to hold largest market share during forecast period 19410.3.4 INVENTORY AND LOGISTICS MANAGEMENT 19410.3.4.1 Inventory and logistics management enable quick reporting and data processing 194TABLE 117 AGRICULTURE IOT MARKET FOR PRECISION FORESTRY, BY REGION,2017–2020 (USD MILLION) 194TABLE 118 AGRICULTURE IOT MARKET FOR PRECISION FORESTRY, BY REGION,2021–2026 (USD MILLION) 19510.4 LIVESTOCK MONITORING 195TABLE 119 AGRICULTURE IOT MARKET FOR LIVESTOCK MONITORING, BY APPLICATION, 2017–2020 (USD MILLION) 195TABLE 120 AGRICULTURE IOT MARKET FOR LIVESTOCK MONITORING, BY APPLICATION, 2021–2026 (USD MILLION) 19610.4.1 MILK HARVESTING 19610.4.1.1 Rising demand for milking robots on dairy farms to propel growth of market for milk harvesting application 19610.4.2 FEEDING MANAGEMENT 19710.4.2.1 Increasing awareness among dairy farm owners for accurate diet formulation to fuel demand for IoT-based feeding management solutions 19710.4.3 LIVESTOCK BEHAVIOR AND HEALTH MONITORING 19710.4.3.1 Increasing awareness among ranchers and dairy farm owners about animal health to boost adoption of behavior and health monitoring applications 19710.4.4 OTHERS 19810.5 PRECISION AQUACULTURE 198TABLE 121 AGRICULTURE IOT MARKET FOR PRECISION AQUACULTURE, BY APPLICATION, 2017–2020 (USD MILLION) 198TABLE 122 AGRICULTURE IOT MARKET FOR PRECISION AQUACULTURE, BY APPLICATION, 2021–2026 (USD MILLION) 199TABLE 123 AGRICULTURE IOT MARKET FOR PRECISION AQUACULTURE, BY FARM TYPE, 2017–2020 (USD MILLION) 199TABLE 124 AGRICULTURE IOT MARKET FOR PRECISION AQUACULTURE, BY FARM TYPE, 2021–2026 (USD MILLION) 20010.5.1 FEED MANAGEMENT 20010.5.1.1 Feed management application held largest share of agriculture IoT market for precision aquaculture in 2020 20010.5.2 FARM MONITORING, CONTROL, AND SURVEILLANCE 20010.5.2.1 Growing focus on increasing farm productivity and early detection of diseases among aquatic species to propel adoption of IoT hardware devices 20010.5.3 YIELD ANALYSIS AND MEASUREMENT 20110.5.3.1 Increasing focus on higher yields and ROI to drive demand forIoT-based yield analysis and measurement tools 20110.5.4 OTHERS 20110.6 SMART GREENHOUSE 202TABLE 125 AGRICULTURE IOT MARKET FOR SMART GREENHOUSE, BY APPLICATION, 2017–2020 (USD MILLION) 202TABLE 126 AGRICULTURE IOT MARKET FOR SMART GREENHOUSE, BY APPLICATION, 2021–2026 (USD MILLION) 20210.6.1 HVAC MANAGEMENT 20310.6.1.1 HVAC management helps to improve indoor environment in smart greenhouses 20310.6.2 YIELD MONITORING AND HARVESTING 20310.6.2.1 Agriculture IoT hardware devices help in crop health and yield monitoring for undertaking strategic decisions 20310.6.3 WATER & FERTILIZER MANAGEMENT 20310.6.3.1 IoT-based hardware devices facilitate controlled release of fertilizers 20310.6.4 OTHERS 20410.7 OTHER APPLICATIONS 204TABLE 127 AGRICULTURE IOT MARKET FOR OTHER APPLICATIONS, BY APPLICATION, 2017–2020 (USD MILLION) 204TABLE 128 AGRICULTURE IOT MARKET FOR OTHER APPLICATIONS, BY APPLICATION, 2021–2026 (USD MILLION) 204TABLE 129 AGRICULTURE IOT MARKET FOR OTHER APPLICATIONS, BY REGION,2017–2020 (USD MILLION) 205TABLE 130 AGRICULTURE IOT MARKET FOR OTHER APPLICATIONS, BY REGION,2021–2026 (USD MILLION) 205

11 AGRICULTURE IOT MARKET, BY GEOGRAPHY 206

11.1 INTRODUCTION 207FIGURE 67 AGRICULTURE IOT MARKET TO REGISTER SIGNIFICANTLY HIGH CAGR IN COUNTRIES IN APAC DURING FORECAST PERIOD 207TABLE 131 AGRICULTURE IOT MARKET, BY REGION, 2017–2020 (USD MILLION) 207TABLE 132 AGRICULTURE IOT MARKET, BY REGION, 2021–2026 (USD MILLION) 20811.2 AMERICAS 208TABLE 133 AGRICULTURE IOT MARKET IN AMERICAS, BY APPLICATION,2017–2020 (USD MILLION) 209TABLE 134 AGRICULTURE IOT MARKET IN AMERICAS, BY APPLICATION,2021–2026 (USD MILLION) 209TABLE 135 AGRICULTURE IOT MARKET IN AMERICAS, BY PRODUCTION PLANNING STAGE, 2017–2020 (USD MILLION) 209TABLE 136 AGRICULTURE IOT MARKET IN AMERICAS, BY PRODUCTION PLANNING STAGE, 2021–2026 (USD MILLION) 210TABLE 137 AGRICULTURE IOT MARKET IN AMERICAS, BY REGION,2017–2020 (USD MILLION) 210TABLE 138 AGRICULTURE IOT MARKET IN AMERICAS, BY REGION,2021–2026 (USD MILLION) 21011.2.1 NORTH AMERICA 211FIGURE 68 SNAPSHOT: AGRICULTURE IOT MARKET IN NORTH AMERICA 212TABLE 139 AGRICULTURE IOT MARKET IN NORTH AMERICA, BY APPLICATION,2017–2020 (USD MILLION) 213TABLE 140 AGRICULTURE IOT MARKET IN NORTH AMERICA, BY APPLICATION,2021–2026 (USD MILLION) 213TABLE 141 AGRICULTURE IOT MARKET IN NORTH AMERICA, BY PRODUCTION PLANNING STAGE, 2017–2020 (USD MILLION) 213TABLE 142 AGRICULTURE IOT MARKET IN NORTH AMERICA, BY PRODUCTION PLANNING STAGE, 2021–2026 (USD MILLION) 214TABLE 143 AGRICULTURE IOT MARKET IN NORTH AMERICA, BY COUNTRY,2017–2020 (USD MILLION) 214TABLE 144 AGRICULTURE IOT MARKET IN NORTH AMERICA, BY COUNTRY,2021–2026 (USD MILLION) 21411.2.1.1 US 21511.2.1.1.1 Higher adoption of advanced technologies and presence of prominent market players are fostering growth of agriculture IoT market in US 21511.2.1.2 Canada 21611.2.1.2.1 Canada to register highest CAGR in agriculture IoT market in North America during forecast period 21611.2.1.3 Mexico 21611.2.1.3.1 Support from government and growing cattle industry in Mexico to support agriculture IoT market growth 21611.2.2 SOUTH AMERICA 217FIGURE 69 SNAPSHOT: AGRICULTURE IOT MARKET IN SOUTH AMERICA 218TABLE 145 AGRICULTURE IOT MARKET IN SOUTH AMERICA, BY APPLICATION,2017–2020 (USD MILLION) 218TABLE 146 AGRICULTURE IOT MARKET IN SOUTH AMERICA, BY APPLICATION,2021–2026 (USD MILLION) 219TABLE 147 AGRICULTURE IOT MARKET IN SOUTH AMERICA, BY PRODUCTION PLANNING STAGE, 2017–2020 (USD MILLION) 219TABLE 148 AGRICULTURE IOT MARKET IN SOUTH AMERICA, BY PRODUCTION PLANNING STAGE, 2021–2026 (USD MILLION) 219TABLE 149 AGRICULTURE IOT MARKET IN SOUTH AMERICA, BY COUNTRY,2017–2020 (USD MILLION) 220TABLE 150 AGRICULTURE IOT MARKET IN SOUTH AMERICA, BY COUNTRY,2021–2026 (USD MILLION) 22011.2.2.1 Brazil 22011.2.2.1.1 Rapid adoption of precision farming technologyby commercial farmers to provide opportunities for market growth in Brazil 22011.2.2.2 Argentina 22111.2.2.2.1 Established agricultural machinery market in Argentina is conducive to growth of agriculture IoT market 22111.2.2.3 Rest of South America 22211.3 EUROPE 222FIGURE 70 SNAPSHOT: AGRICULTURE IOT MARKET IN EUROPE 223TABLE 151 AGRICULTURE IOT MARKET IN EUROPE, BY APPLICATION,2017–2020 (USD MILLION) 224TABLE 152 AGRICULTURE IOT MARKET IN EUROPE, BY APPLICATION,2021–2026 (USD MILLION) 224TABLE 153 AGRICULTURE IOT MARKET IN EUROPE, BY PRODUCTION PLANNING STAGE, 2017–2020 (USD MILLION) 224TABLE 154 AGRICULTURE IOT MARKET IN EUROPE, BY PRODUCTION PLANNING STAGE, 2021–2026 (USD MILLION) 225TABLE 155 AGRICULTURE IOT MARKET IN EUROPE, BY COUNTRY,2017–2020 (USD MILLION) 225TABLE 156 AGRICULTURE IOT MARKET IN EUROPE, BY COUNTRY,2021–2026 (USD MILLION) 22511.3.1 GERMANY 22611.3.1.1 Germany to hold largest size of agriculture IoT market in Europe during forecast period 22611.3.2 UK 22611.3.2.1 Reduced technology cost in UK is leading to high adoption of agriculture IoT technologies 22611.3.3 FRANCE 22711.3.3.1 Growing number of livestock farms to drive growth ofagriculture IoT market in France 22711.3.4 ITALY 22711.3.4.1 Increasing popularity of precision farming techniques in Italy to propel growth of agriculture IoT market 22711.3.5 NETHERLANDS 22811.3.5.1 Agriculture IoT market in Netherlands expected to grow at highest CAGR in Europe during forecast period 22811.3.6 REST OF EUROPE 22811.4 APAC 228FIGURE 71 SNAPSHOT: AGRICULTURE IOT MARKET IN APAC 229TABLE 157 AGRICULTURE IOT MARKET IN APAC, BY APPLICATION, 2017–2020 (USD MILLION) 230TABLE 158 AGRICULTURE IOT MARKET IN APAC, BY APPLICATION, 2021–2026 (USD MILLION) 230TABLE 159 AGRICULTURE IOT MARKET IN APAC, BY PRODUCTION PLANNING STAGE, 2017–2020 (USD MILLION) 230TABLE 160 AGRICULTURE IOT MARKET IN APAC, BY PRODUCTION PLANNING STAGE, 2021–2026 (USD MILLION) 231TABLE 161 AGRICULTURE IOT MARKET IN APAC, BY COUNTRY, 2017–2020 (USD MILLION) 231TABLE 162 AGRICULTURE IOT MARKET IN APAC, BY COUNTRY, 2021–2026 (USD MILLION) 23111.4.1 CHINA 23211.4.1.1 Population growth in China to boost adoption of agriculture IoT devices 23211.4.2 JAPAN 23311.4.2.1 Rise in urban farming practices to favor growth of agriculture IoT market 23311.4.3 AUSTRALIA 23311.4.3.1 Australia held largest size of agriculture IoT market in APAC in 2020 23311.4.4 INDIA 23411.4.4.1 India to be fastest-growing agriculture IoT market in APACfrom 2021 to 2026 23411.4.5 SOUTH KOREA 23511.4.5.1 Significant investments in aquaculture industry to drive agriculture IoT market growth 23511.4.6 REST OF APAC 23511.5 REST OF THE WORLD 236TABLE 163 AGRICULTURE IOT MARKET IN ROW, BY APPLICATION, 2017–2020 (USD MILLION) 236TABLE 164 AGRICULTURE IOT MARKET IN ROW, BY APPLICATION, 2021–2026 (USD MILLION) 236TABLE 165 AGRICULTURE IOT MARKET IN ROW, BY PRODUCTION PLANNING STAGE, 2017–2020 (USD MILLION) 237TABLE 166 AGRICULTURE IOT MARKET IN ROW, BY PRODUCTION PLANNING STAGE, 2021–2026 (USD MILLION) 237TABLE 167 AGRICULTURE IOT MARKET IN ROW, BY REGION, 2017–2020 (USD MILLION) 237TABLE 168 AGRICULTURE IOT MARKET IN ROW, BY REGION, 2021–2026 (USD MILLION) 23711.5.1 AFRICA 23811.5.1.1 Livestock monitoring application in Africa expected to grow at significant rate 23811.5.2 MIDDLE EAST 23811.5.2.1 Focus on water conservation is supporting adoption ofagriculture IoT technologies in Middle East 238

12 COMPETITIVE LANDSCAPE 240

12.1 OVERVIEW 240FIGURE 72 PRODUCT LAUNCHES: KEY STRATEGIES ADOPTED BY MAJOR PLAYERS FROM 2017 TO 2020 24112.2 MARKET SHARE ANALYSIS 242TABLE 169 AGRICULTURE IOT MARKET: DEGREE OF COMPETITION (2020) 24212.3 REVENUE ANALYSIS 245FIGURE 73 HISTORICAL REVENUE ANALYSIS (PRECISION FARMING SEGMENT) OF MAJOR COMPANIES OFFERING AGRICULTURE IOT DEVICES & EQUIPMENT,2015–2019 (USD MILLION) 245FIGURE 74 HISTORICAL REVENUE ANALYSIS (AQUACULTURE SEGMENT) OF MAJOR COMPANIES OFFERING AGRICULTURE IOT DEVICES & EQUIPMENT,2015–2019 (USD MILLION) 24512.4 COMPANY EVALUATION MATRIX 24612.4.1 STAR 24612.4.2 PERVASIVE 24612.4.3 EMERGING LEADER 24612.4.4 PARTICIPANT 246FIGURE 75 AGRICULTURE IOT MARKET (GLOBAL) COMPETITIVE LEADERSHIPMAPPING, 2020 24712.5 SME EVALUATION MATRIX FOR AGRICULTURE IOT MARKET, 2020 24712.5.1 PROGRESSIVE COMPANY 24712.5.2 RESPONSIVE COMPANY 24812.5.3 DYNAMIC COMPANY 24812.5.4 STARTING BLOCK 248FIGURE 76 AGRICULTURE IOT MARKET (GLOBAL) COMPETITIVE LEADERSHIPMAPPING, SME/START-UP ECOSYSTEM, 2020 248TABLE 170 COMPANY FOOTPRINT 249TABLE 171 COMPANY APPLICATION FOOTPRINT 250TABLE 172 COMPANY PRODUCT FOOTPRINT 251TABLE 173 COMPANY REGION FOOTPRINT 25312.6 COMPETITIVE SITUATION AND TRENDS 25512.6.1 PRODUCT LAUNCHES AND DEVELOPMENTS 255TABLE 174 PRODUCT LAUNCHES & DEVELOPMENTS, 2017–2020 25512.6.2 DEALS 261TABLE 175 AGRICULTURE IOT MARKET: DEALS, JANUARY 2017–DECEMBER 2020 261

13 COMPANY PROFILES 267

(Business Overview, Products/solutions/services Offered, Recent Developments, and MnM View (Key strengths/Right to Win, Strategic Choices Made, and Weaknesses and Competitive Threats))*13.1 INTRODUCTION 26713.2 KEY PLAYERS 26713.2.1 DEERE & COMPANY 267TABLE 176 DEERE & COMPANY: COMPANY OVERVIEW 267FIGURE 77 DEERE & COMPANY: COMPANY SNAPSHOT 268TABLE 177 DEERE & COMPANY: PRODUCT LAUNCHES 269TABLE 178 DEERE & COMPANY: DEALS 27113.2.2 TRIMBLE INC. 273TABLE 179 TRIMBLE INC.: COMPANY OVERVIEW 273FIGURE 78 TRIMBLE INC.: COMPANY SNAPSHOT 274TABLE 180 TRIMBLE: PRODUCT LAUNCHES 276TABLE 181 TRIMBLE: DEALS 27713.2.3 RAVEN INDUSTRIES 279TABLE 182 RAVEN INDUSTRIES: COMPANY OVERVIEW 279FIGURE 79 RAVEN INDUSTRIES: COMPANY SNAPSHOT 280TABLE 183 RAVEN INDUSTRIES: PRODUCT LAUNCHES 281TABLE 184 RAVEN INDUSTRIES: DEALS 283TABLE 185 RAVEN INDUSTRIES: OTHERS 28413.2.4 AKVA GROUP 286TABLE 186 AKVA GROUP: COMPANY OVERVIEW 286FIGURE 80 AKVA GROUP: COMPANY SNAPSHOT 287TABLE 187 AKVA GROUP: PRODUCT LAUNCHES 289TABLE 188 AKVA GROUP: DEALS 28913.2.5 DELAVAL (SUBSIDIARY OF TETRA LAVAL INTERNATIONAL, S.A.) 293TABLE 189 DELAVAL: COMPANY OVERVIEW 293FIGURE 81 DELAVAL: COMPANY SNAPSHOT 294TABLE 190 DELAVAL: PRODUCT LAUNCHES 295TABLE 191 DELAVAL : DEALS 29513.2.6 AGJUNCTION 297TABLE 192 AGJUNCTION: COMPANY OVERVIEW 297FIGURE 82 AGJUNCTION: COMPANY SNAPSHOT 297TABLE 193 AGJUNCTION: PRODUCT LAUNCHES 298TABLE 194 AGJUNCTION: DEALS 29913.2.7 TOPCON POSITIONING SYSTEMS 301TABLE 195 TOPCON POSITIONING SYSTEMS: COMPANY OVERVIEW 301TABLE 196 TOPCON: PRODUCT LAUNCHES 302TABLE 197 TOPCON: DEALS 30313.2.8 ALLFLEX (SUBSIDIARY OF MERCK & CO., INC.) 305TABLE 198 ALLFLEX (SUBSIDIARY OF MERCK & CO., INC.): COMPANY OVERVIEW 305TABLE 199 ALLFLEX: PRODUCT LAUNCHES 306TABLE 200 ALLFLEX: DEALS 306TABLE 201 ALLFLEX: OTHERS 30713.2.9 PONSSE 308TABLE 202 PONSSE: COMPANY OVERVIEW 308FIGURE 83 PONSSE: COMPANY SNAPSHOT 309TABLE 203 PONSSE: PRODUCT LAUNCHES 310TABLE 204 PONSSE: DEALS 311TABLE 205 PONSSE: OTHERS 31213.2.10 KOMATSU FOREST 313TABLE 206 KOMATSU FOREST: COMPANY OVERVIEW 313TABLE 207 KOMATSU FOREST: PRODUCT LAUNCHES 314TABLE 208 KOMATSU FOREST: DEALS 315TABLE 209 KOMATSU FOREST: OTHERS 31513.2.11 INNOVASEA SYSTEMS 316TABLE 210 INNOVASEA SYSTEMS: COMPANY OVERVIEW 316TABLE 211 INNOVASEA SYSTEMS: PRODUCT LAUNCHES 318TABLE 212 INNOVASEA SYSTEMS: DEALS 318TABLE 213 INNOVASEA SYSTEMS: OTHERS 31913.2.12 STEINSVIK (PART OF SCALE AQ) 320TABLE 214 STEINSVIK (SCALEAQ): COMPANY OVERVIEW 320TABLE 215 STEINSVIK: PRODUCT LAUNCHES 322TABLE 216 STEINSVIK: DEALS 32213.3 OTHER KEY PLAYERS 32313.3.1 TEEJET TECHNOLOGIES 323TABLE 217 TEEJET TECHNOLOGIES: COMPANY OVERVIEW 32313.3.2 AG LEADER TECHNOLOGY 324TABLE 218 AG LEADER TECHNOLOGY: COMPANY OVERVIEW 32413.3.3 AFIMILK 325TABLE 219 AFIMILK: COMPANY OVERVIEW 32513.3.4 DICKEY-JOHN 326TABLE 220 DICKEY-JOHN: COMPANY OVERVIEW 32613.3.5 DJI 327TABLE 221 DJI: COMPANY OVERVIEW 32713.3.6 AGEAGLE 328TABLE 222 AGEAGLE: COMPANY OVERVIEW 32813.3.7 PRECISIONHAWK 329TABLE 223 PRECISIONHAWK: COMPANY OVERVIEW 32913.3.8 HEXAGON AGRICULTURE (SUBSIDIARY OF HEXAGON GROUP) 330TABLE 224 HEXAGON AGRICULTURE: COMPANY OVERVIEW 33013.3.9 FARMERS EDGE 331TABLE 225 FARMERS EDGE: COMPANY OVERVIEW 33113.3.10 TIGERCAT 332TABLE 226 TIGERCAT: COMPANY OVERVIEW 33213.3.11 THE CLIMATE CORPORATION 333TABLE 227 THE CLIMATE CORPORATION: COMPANY OVERVIEW 33313.3.12 DESCARTES LABS 334TABLE 228 DESCARTES LABS: COMPANY OVERVIEW 33413.3.13 CROPX 335TABLE 229 CROPX: COMPANY OVERVIEW 33513.3.14 ERUVAKA TECHNOLOGIES 336TABLE 230 ERUVAKA TECHNOLOGIES: COMPANY OVERVIEW 33613.3.15 EC2CE 337TABLE 231 EC2CE: COMPANY OVERVIEW 33713.3.16 GAMAYA 338TABLE 232 GAMAYA: COMPANY OVERVIEW 33813.3.17 AKUAKARE 339TABLE 233 AKUAKARE: COMPANY OVERVIEW 33913.3.18 IN-SITU, INC. 340TABLE 234 IN-SITU: COMPANY OVERVIEW 340*Details on Business Overview, Products/solutions/services Offered, Recent Developments, and MnM View (Key strengths/Right to Win, Strategic Choices Made, and Weaknesses and Competitive Threats) might not be captured in case of unlisted companies.

14 APPENDIX 341

14.1 INSIGHTS FROM INDUSTRY EXPERTS 34114.2 DISCUSSION GUIDE 34214.3 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 34514.4 AVAILABLE CUSTOMIZATIONS 34714.5 RELATED REPORTS 34714.6 AUTHOR DETAILS 348″

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