정밀 농업 시장 : 2030년까지의 세계 예측

출판 : MarketsandMarkets(마켓츠앤드마켓츠)출판년월 : 2022년03월

기술(가이던스, 원격 감지, 가변 속도 기술), 오퍼링, 애플리케이션, 지역(미국, 유럽, 아시아 태평양 및 기타 지역) – 2030년까지의 세계 예측

Precision Farming Market with COVID-19 Impact Analysis by Technology (Guidance, Remote Sensing and Variable Rate Technology), Offering, Application, and Region (Americas, Europe, Asia Pacific, Rest of the World) – Global Forecast to 2030

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The precision farming market is expected to grow from USD 8.5 billion in 2022 to USD 15.6 billion by 2030, at a CAGR of 7.9%. The most significant factor driving the growth of the precision farming market is the Rapid adoption of advanced technologies in precision farming to reduce labor cost, Increased adoption of Internet of Things (IoT) devices in agricultural fields, Substantial cost savings associated with precision farming, Climate change and need to meet rising demand for food and Increasing promotion of precision farming techniques by governments worldwide. However, the high upfront cost of modern agricultural equipment and limited technical knowledge and skills of farmers are expected to restrain the market growth.

MarketsandMarkets「정밀 농업 시장 : 기술 (가이던스, 원격 감지, 가변 속도 기술), 오퍼링, 용도, 지역 (미국, 유럽, 아시아 태평양 및 기타 지역) – 2030 년까지의 세계 예측 – Precision Farming Market with COVID-19 Impact Analysis by Technology (Guidance, Remote Sensing and Variable Rate Technology), Offering, Application, and Region (Americas, Europe, Asia Pacific, Rest of the World) – Global Forecast to 2030」는 세계 정밀 농업 시장을 조사하고 주요 세그먼트별 분석 및 예측 결과를 제공합니다。

 

 

주요 게시물

    • 시장 개요
    • 오퍼링별 정밀농업시장
      • 하드웨어
        • 자동화 및 제어 시스템
        • 센싱 및 모니터링 장비
      • 소프트웨어
        • 로컬/웹 기반
        • 클라우드 기반
      • 서비스
        • 시스템 통합 및 컨설팅 서비스
        • 관리 서비스
        • 연결 서비스
        • 어시스트 프로페셔널 서비스
    • 기술별 정밀농업시장
      • 유도 기술
      • 원격 감지 기술
      • 가변 속도 기술
    • 용도별 정밀농업시장
      • 수율 모니터링
      • 작물 정찰
      • 필드 매핑
      • 가변 속도
      • 기후 추적 및 예보
      • 인벤토리 관리
      • 농장 노동
      • 재무 관리
      • 기타
    • 지역별 정밀농업시장
      • 남북미
      • 유럽
      • 아시아 태평양 지역
      • 기타 지역(RoW)
    • 경쟁 환경
    • 기업 정보
    • 부록

“Variable Rate Technology To Exhibit Highest CAGR in precision farming market between 2022-2030 ”
The Variable Rate Technology is projected to grow at the highest CAGR from 2022 to 2030 for Precision farming market, by technology. The scope of the variable rate technology market includes both standalone VRT and variable rate technologies. These technologies can be integrated into GPS/GNSS devices. Major components of the VRT technology-based farming solution include a handheld computer, software, controller, and global positioning system (GPS). Variable rate technology (VRT) enables the variable application of inputs and allows farmers to control the number of inputs they apply in a specific location. Key components of the VRT technology-based tool include a computer, software, a controller, and a differential global positioning system (DGPS). VRT can be used as a standalone, or it can be integrated with GPS/GNSS. VRT mounted on equipment allows the input application rates to be varied across fields for site-specific management of field variability. This strategy could reduce input usage and environmental impact, as well as could increase efficiency and provide economic benefits. This technology also assists in management decisions, such as machinery investment, drainage system implementation, paddock layouts, and fertilizer investment, to improve the overall productivity and profitability
“Weather Tracking and Forecasting application to grow at highest CAGR from 2022 to 2030 ”
The weather tracking and forecasting application to grow at highest CAGR from 2022-2030, Weather tracking is one of the important parameters in precision farming as it facilitates up-to-date information on prevailing climatic conditions, such as temperature, rain, wind speed and direction, and solar radiation. Different kinds of devices such as handheld instruments and on-field weather stations are used in this application. Weather tracking helps make decisions before the occurrence of severe and potentially dangerous conditions, thereby protecting a farmer’s family or business.
“APAC to register highest CAGR from 2022-2030”
APAC is projected to grow at the highest CAGR for precision farming market during the forecast period. The region has witnessed a high demand for automation since farming is one of the important sectors in Asian countries, including China, Japan, India, Vietnam, and South Korea. The adoption of precision farming technologies, especially drones, is expected to grow at a high rate in APAC as this region comprises technologically advanced countries such as China, South Korea, and Thailand. Developed countries in APAC, for instance, Japan, are focusing more on using driverless tractors. The rapidly increasing population, availability of arable farms, and government support through subsidies are the major factors fueling the adoption of precision farming in APAC. Government initiatives to support the adoption of automation in agriculture has fueled the growth of the precision farming market in the region
Breakdown of profiles of primary participants:
• By Company: Tier 1 = 35%, Tier 2 = 40%, and Tier 3 = 25%
• By Designation: C-level Executives = 30%, Directors = 40%, and Others (sales, marketing, and product managers, as well as members of various organizations) = 30%
• By Region: Americas = 40%, Europe=32%, APAC = 23%, and ROW=5%
Major players profiled in this report:
The precision farming market is dominated by established players such as Deere & Company (John Deere) (US), Trimble (US), AGCO Corporation (US), AgJunction (US), Raven Industries (US), AG Leader Technology (US), Teejet Technologies (US), Topcon Positioning Systems (US), Taranis (Israel), AgEagle Aerial Systems (US), ec2ce (Spain), Descartes Labs (US), Granular (US), Autonomous Tractor Corporation (US), Hexagon Agriculture (Brazil), The Climate Corporation (US), and CropX Technologies (Israel).

Research coverage
This report offers detailed insights into the precision farming market based on Technology (Guidance, Remote Sensing and Variable Rate Technology), Application (Yield Monitoring, Crop Scouting, Field Mapping, Variable Rate Application, Weather tracking and Forecasting, Inventory Management, Farm Labor Management, and Financial Management ), Offering (Hardware, Software and Services) and Geography (Americas, Europe, APAC, and rest of the world).
The report also provides a comprehensive review of market drivers, restraints, opportunities, and challenges in the precision farming market. The report also covers qualitative aspects in addition to the quantitative aspects of these markets.
Key Benefits of Buying the Report
The 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 precision farming market and provides them information on key market drivers, restraints, challenges, and opportunities.


목차

TABLE OF CONTENTS

1 INTRODUCTION (Page No. – 23)
    1.1 STUDY OBJECTIVES
1.2 MARKET DEFINITION
1.3 STUDY SCOPE
1.3.1 MARKET SEGMENTATION
1.3.2 GEOGRAPHIC SCOPE
1.3.3 INCLUSIONS AND EXCLUSIONS
1.3.4 YEARS CONSIDERED FOR STUDY
1.4 CURRENCY
1.5 STAKEHOLDERS
1.6 SUMMARY OF CHANGES

2 RESEARCH METHODOLOGY (Page No. – 28)
    2.1 RESEARCH DATA
FIGURE 1 PRECISION FARMING MARKET: RESEARCH DESIGN
2.1.1 SECONDARY DATA
2.1.1.1 Secondary sources
2.1.2 PRIMARY DATA
2.1.2.1 Primary interviews with experts
2.1.2.2 Breakdown of primary interviews
2.1.2.3 Key data from primary sources
2.1.2.4 Key industry insights
2.2 MARKET SIZE ESTIMATION
FIGURE 2 PRECISION FARMING MARKET: PROCESS FLOW OF MARKET SIZE ESTIMATION
2.2.1 TOP-DOWN APPROACH
2.2.1.1 Approach for capturing market size by top-down analysis (supply side)
FIGURE 3 TOP-DOWN APPROACH: MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 1 SUPPLY SIDE
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 2 – SUPPLY SIDE
2.2.2 BOTTOM-UP APPROACH
2.2.2.1 Approach for capturing market share by bottom-up analysis (demand side)
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 2 – DEMAND SIDE
2.3 MARKET PROJECTIONS
2.4 MARKET BREAKDOWN AND DATA TRIANGULATION
FIGURE 6 DATA TRIANGULATION
2.5 RESEARCH ASSUMPTIONS
TABLE 1 ASSUMPTIONS FOR RESEARCH STUDY
2.6 LIMITATIONS
2.7 RISK FACTORS

3 EXECUTIVE SUMMARY (Page No. – 40)
    FIGURE 7 PRECISION FARMING MARKET, 2018–2030 (USD BILLION)
FIGURE 8 GROWTH PROJECTIONS FOR MARKET IN REALISTIC, OPTIMISTIC, AND PESSIMISTIC SCENARIOS
FIGURE 9 HARDWARE SEGMENT TO HOLD LARGEST SHARE OF MARKET, BY OFFERING, DURING FORECAST PERIOD
FIGURE 10 VARIABLE RATE TECHNOLOGY SEGMENT TO REGISTER HIGHEST CAGR IN PRECISION FARMING MARKET DURING FORECAST PERIOD
FIGURE 11 YIELD MONITORING SEGMENT HELD LARGEST SHARE, BY APPLICATION, OF PRECISION FARMING MARKET IN 2021
FIGURE 12 APAC TO EXHIBIT HIGHEST CAGR IN GLOBAL PRECISION FARMING MARKET DURING FORECAST PERIOD

4 PREMIUM INSIGHTS (Page No. – 45)
    4.1 ATTRACTIVE OPPORTUNITIES IN PRECISION FARMING MARKET
FIGURE 13 RISING PREFERENCE FOR PRECISION FARMING AMONG FARMERS/GROWERS TO CREATE GROWTH OPPORTUNITIES FOR MARKET
4.2 PRECISION FARMING MARKET, BY OFFERING
FIGURE 14 SERVICES SEGMENT TO GROW AT HIGHEST CAGR IN MARKET DURING FORECAST PERIOD
4.3 MARKET, BY APPLICATION
FIGURE 15 YIELD MONITORING SEGMENT HELD LARGEST SHARE OF MARKET IN 2021
4.4 MARKET, BY TECHNOLOGY
FIGURE 16 GUIDANCE TECHNOLOGY SEGMENT HELD LARGEST SHARE OF MARKET IN 2021
4.5 COUNTRY-WISE PRECISION FARMING MARKET GROWTH
FIGURE 17 PRECISION FARMING MARKET IN INDIA TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD

5 MARKET OVERVIEW (Page No. – 48)
    5.1 INTRODUCTION
5.2 MARKET DYNAMICS
FIGURE 18 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
5.2.1 DRIVERS
5.2.1.1 Rapid adoption of advanced technologies in precision farming to reduce labor cost
5.2.1.2 Increased adoption of Internet of Things (IoT) devices in agricultural fields
5.2.1.3 Substantial cost savings associated with precision farming
5.2.1.4 Climate change and need to meet rising demand for food
5.2.1.5 Increasing promotion of precision farming techniques by governments worldwide
5.2.2 RESTRAINTS
5.2.2.1 High costs of precision farming equipment
5.2.2.2 Small size of landholdings and limited availability of skilled labor
5.2.3 OPPORTUNITY
5.2.3.1 Growing adoption of technologically advanced equipment and tools in agriculture industry
5.2.3.2 Integration of smartphone applications with precision farming equipment
5.2.3.3 Rising use of AI-based solutions in precision farming
5.2.4 CHALLENGES
5.2.4.1 Difficulty in collecting and analyzing multiple farm data
5.2.4.2 Lack of standardization in precision farming industry
5.3 TRENDS/DISRUPTIONS IMPACTING CUSTOMER’S BUSINESS
FIGURE 19 TRENDS/DISRUPTIONS IMPACTING CUSTOMER’S BUSINESS RELATED TO PRECISION FARMING MARKET
5.4 ECOSYSTEM/MARKET MAP
TABLE 2 PRECISION FARMING MARKET: ECOSYSTEM
FIGURE 20 KEY PLAYERS IN PRECISION FARMING ECOSYSTEM
5.5 TECHNOLOGY ANALYSIS
5.5.1 ARTIFICIAL INTELLIGENCE
5.5.2 IOT
5.5.3 AGRICULTURAL DRONES/UNMANNED AERIAL VEHICLES (UAVS)
5.6 VALUE CHAIN ANALYSIS
FIGURE 21 VALUE CHAIN: PRECISION FARMING MARKET
5.7 PATENT ANALYSIS
TABLE 3 NOTABLE PATENTS PERTAINING TO PRECISION FARMING MARKET
TABLE 4 NUMBER OF PATENTS REGISTERED RELATED TO PRECISION FARMING MARKET IN LAST 10 YEARS
FIGURE 22 TOP 10 COMPANIES WITH HIGHEST NO. OF PATENT APPLICATIONS IN LAST 10 YEARS
FIGURE 23 NO. OF PATENTS GRANTED PER YEAR, 2012–2021
5.8 REGULATORY LANDSCAPE
5.8.1 NORTH AMERICA
5.8.2 EUROPE
5.8.3 GLOBAL
5.9 TRADE DATA
5.9.1 IMPORT DATA
FIGURE 24 IMPORT DATA FOR HS CODE 8433, BY COUNTRY, 2016–2020 (USD BILLION)
TABLE 5 IMPORT DATA FOR HS CODE 8433, BY COUNTRY, 2016–2020 (USD BILLION)
5.9.2 EXPORT DATA
FIGURE 25 EXPORT DATA FOR HS CODE 8433, BY COUNTRY, 2016–2020 (USD BILLION)
TABLE 6 EXPORT DATA FOR HS CODE 8433, BY COUNTRY, 2016–2020 (USD BILLION)
5.10 CASE STUDY ANALYSIS
5.10.1 ACCENTURE HELPED PROAGRICA TO GATHER WIDE RANGE OF AGRICULTURAL DATA INSIGHTS
5.10.2 SMART AGRICULTURE BY AGCO USING INTERNET OF THINGS TECHNOLOGY
5.10.3 AGJUNCTION HELPED EFARMER TO DEVELOP AFFORDABLE AUTOSTEER FOR FARMERS
5.10.4 USE OF IOT IN PRECISION FARMING
5.10.5 SCALING UP DATA SCIENCE TO POWER PRECISION FARMING
5.11 KEY CONFERENCES & EVENTS IN 2022-2023
TABLE 7 PRECISION FARMING MARKET: DETAILED LIST OF CONFERENCES & EVENTS
5.12 PORTER’S FIVE FORCE ANALYSIS
TABLE 8 PORTER’S FIVE FORCES IMPACT ON MARKET
FIGURE 26 PRECISION FARMING MARKET: PORTER’S FIVE FORCES ANALYSIS
5.12.1 INTENSITY OF COMPETITIVE RIVALRY
5.12.2 THREAT OF SUBSTITUTES
5.12.3 BARGAINING POWER OF BUYERS
5.12.4 BARGAINING POWER OF SUPPLIERS
5.12.5 THREAT OF NEW ENTRANTS
5.13 AVERAGE SELLING PRICE (ASP) ANALYSIS
FIGURE 27 ASP ANALYSIS OF PRECISION FARMING MARKET

6 PRECISION FARMING MARKET, BY OFFERING (Page No. – 73)
    6.1 INTRODUCTION
FIGURE 28 SERVICES SEGMENT TO RECORD HIGHEST CAGR IN PRECISION FARMING MARKET DURING FORECAST PERIOD
TABLE 9 PRECISION FARMING MARKET, BY OFFERING, 2018–2021 (USD MILLION)
TABLE 10 PRECISION FARMING MARKET, BY OFFERING, 2022–2030 (USD MILLION)
6.2 HARDWARE
TABLE 11 PRECISION FARMING MARKET, BY HARDWARE, 2018–2021 (USD MILLION)
TABLE 12 MARKET, BY HARDWARE, 2022–2030 (USD MILLION)
TABLE 13 MARKET FOR HARDWARE, BY REGION, 2018–2021 (USD MILLION)
TABLE 14 MARKET FOR HARDWARE, BY REGION, 2022–2030 (USD MILLION)
TABLE 15 MARKET FOR HARDWARE, BY TECHNOLOGY, 2018–2021 (USD MILLION)
TABLE 16 MARKET FOR HARDWARE, BY TECHNOLOGY, 2022–2030 (USD MILLION)
6.2.1 AUTOMATION AND CONTROL SYSTEMS
TABLE 17 PRECISION FARMING MARKET FOR AUTOMATION AND CONTROL SYSTEMS, BY DEVICE TYPE, 2018–2021 (USD MILLION)
TABLE 18 MARKET FOR AUTOMATION AND CONTROL SYSTEMS, BY DEVICE TYPE, 2022–2030 (USD MILLION)
TABLE 19 MARKET FOR AUTOMATION AND CONTROL SYSTEMS, BY REGION, 2018–2021 (USD MILLION)
TABLE 20 MARKET FOR AUTOMATION AND CONTROL SYSTEMS, BY REGION, 2022–2030 (USD MILLION)
6.2.1.1 Display
6.2.1.1.1 Integration of display devices into precision farming systems to drive growth of display market
6.2.1.2 Guidance and steering systems
6.2.1.2.1 Growing adoption of automated guidance and steering systems in tractors and agriculture robots to drive market growth
6.2.1.3 GPS/GNSS devices
6.2.1.3.1 High demand for GPS/GNSS devices in variable rate applications
6.2.1.4 Drones/UAVs
6.2.1.4.1 Increasing implementation of drones for identification of pests and weeds to propel market growth
TABLE 21 PRECISION FARMING MARKET FOR DRONES/UAVS, BY VALUE, 2018–2021 (USD MILLION)
TABLE 22 MARKET FOR DRONES/UAVS, BY VALUE, 2022–2030 (USD MILLION)
TABLE 23 MARKET FOR DRONES/UAVS, BY VOLUME, 2018–2021 (MILLION UNITS)
TABLE 24 MARKET FOR DRONES/UAVS, BY VOLUME, 2022–2030 (MILLION UNITS)
6.2.1.5 Irrigation controllers
6.2.1.5.1 Concerns regarding efficient use of water to fuel demand for irrigation controllers
6.2.1.6 Handheld mobile devices/handheld computers
6.2.1.6.1 Operational flexibility and ease of operation are factors for increasing adoption of handheld mobile devices/handheld computers
6.2.1.7 Flow and application control devices
6.2.1.7.1 Increasing demand for flow and application control devices to facilitate growth of precision farming market for variable rate application
6.2.1.8 Others
6.2.2 SENSING AND MONITORING DEVICES
TABLE 25 PRECISION FARMING MARKET FOR SENSING AND MONITORING DEVICES, BY DEVICE TYPE, 2018–2021 (USD MILLION)
TABLE 26 MARKET FOR SENSING AND MONITORING DEVICES, BY DEVICE TYPE, 2022–2030 (USD MILLION)
TABLE 27 MARKET FOR SENSING AND MONITORING DEVICES, BY REGION, 2018–2021 (USD MILLION)
TABLE 28 MARKET FOR SENSING AND MONITORING DEVICES, BY REGION, 2022–2030 (USD MILLION)
6.2.2.1 Yield monitors
6.2.2.1.1 Yield monitors to hold largest market share from 2022 to 2030
6.2.2.2 Soil sensors
6.2.2.2.1 Feature of soil sensors to provide real-time soil information for analysis to fuel their demand
TABLE 29 PRECISION FARMING MARKET FOR SOIL SENSORS, BY SENSOR TYPE, 2018–2021 (USD MILLION)
TABLE 30 MARKET FOR SOIL SENSORS, BY SENSOR TYPE, 2022–2030 (USD MILLION)
6.2.2.2.2 Moisture sensors
6.2.2.2.2.1 High adoption of moisture sensors for efficient irrigation management to drive market growth
6.2.2.2.3 Temperature sensors
6.2.2.2.3.1 Growing adoption of temperature sensors for sowing and checking suitability of soil for planting to drive market growth
6.2.2.2.4 Nutrient sensors
6.2.2.2.4.1 Nutrient sensors sub-segment to witness highest growth during forecast period
6.2.2.3 Water sensors
6.2.2.3.1 Need to focus on effective control on irrigation to fuel use of water sensors
6.2.2.4 Climate sensors
6.2.2.4.1 Uncertainties related to weather and climate to propel demand for climate sensors
6.3 SOFTWARE
TABLE 31 PRECISION FARMING MARKET FOR SOFTWARE, BY DEPLOYMENT TYPE, 2018–2021 (USD MILLION)
TABLE 32 MARKET FOR SOFTWARE, BY DEPLOYMENT TYPE, 2022–2030 (USD MILLION)
TABLE 33 MARKET FOR SOFTWARE, BY REGION, 2018–2021 (USD MILLION)
TABLE 34 MARKET FOR SOFTWARE, BY REGION, 2022–2030 (USD MILLION)
TABLE 35 MARKET FOR SOFTWARE, BY TECHNOLOGY, 2018–2021 (USD MILLION)
TABLE 36 MARKET FOR SOFTWARE, BY TECHNOLOGY, 2022–2030 (USD MILLION)
6.3.1 LOCAL/WEB BASED
6.3.1.1 Web-based delivery model sub-segment held larger share of precision farming software market in 2021
TABLE 37 PRECISION FARMING MARKET FOR LOCAL/WEB-BASED SOFTWARE, BY REGION, 2018–2021 (USD MILLION)
TABLE 38 MARKET FOR LOCAL/WEB-BASED SOFTWARE, BY REGION, 2022–2030 (USD MILLION)
6.3.2 CLOUD BASED
6.3.2.1 Growing popularity of software-as-a-service model to fuel demand for cloud technology to ensure remote access to crucial data
TABLE 39 PRECISION FARMING MARKET FOR CLOUD-BASED SOFTWARE, BY REGION, 2018–2021 (USD MILLION)
TABLE 40 MARKET FOR CLOUD-BASED SOFTWARE, BY REGION, 2022–2030 (USD MILLION)
6.4 SERVICES
TABLE 41 PRECISION FARMING MARKET FOR SERVICES, BY SERVICE TYPE, 2018–2021 (USD MILLION)
TABLE 42 MARKET FOR SERVICES, BY SERVICE TYPE, 2022–2030 (USD MILLION)
TABLE 43 MARKET FOR SERVICES, BY REGION, 2018–2021 (USD MILLION)
TABLE 44 MARKET FOR SERVICES, BY REGION, 2022–2030 (USD MILLION)
TABLE 45 MARKET FOR SERVICES, BY TECHNOLOGY, 2018–2021 (USD MILLION)
TABLE 46 MARKET FOR SERVICES, BY TECHNOLOGY, 2022–2030 (USD MILLION)
6.4.1 SYSTEM INTEGRATION AND CONSULTING SERVICES
6.4.1.1 High demand for integration of software and hardware equipment to propel market growth
TABLE 47 PRECISION FARMING MARKET FOR SYSTEM INTEGRATION AND CONSULTING SERVICES, BY REGION, 2018–2021 (USD MILLION)
TABLE 48 MARKET FOR SYSTEM INTEGRATION AND CONSULTING SERVICES, BY REGION, 2022–2030 (USD MILLION)
6.4.2 MANAGED SERVICES
6.4.2.1 Increasing demand for cloud-based software and platforms to drive growth of precision farming market for managed services
TABLE 49 PRECISION FARMING MARKET FOR MANAGED SERVICES, BY SERVICE TYPE, 2018–2021 (USD MILLION)
TABLE 50 MARKET FOR MANAGED SERVICES, BY SERVICE TYPE, 2022–2030 (USD MILLION)
TABLE 51 MARKET FOR MANAGED SERVICES, BY REGION, 2018–2021 (USD MILLION)
TABLE 52 MARKET FOR MANAGED SERVICES, BY REGION, 2022–2030 (USD MILLION)
6.4.2.2 Farm operation services
6.4.2.3 Data services
6.4.2.4 Analytics services
6.4.3 CONNECTIVITY SERVICES
6.4.3.1 Americas to hold major share of connectivity services market during forecast period
TABLE 53 PRECISION FARMING MARKET FOR CONNECTIVITY SERVICES, BY REGION, 2018–2021 (USD MILLION)
TABLE 54 MARKET FOR CONNECTIVITY SERVICES, BY REGION, 2022–2030 (USD MILLION)
6.4.4 ASSISTED PROFESSIONAL SERVICES
TABLE 55 PRECISION FARMING MARKET FOR ASSISTED PROFESSIONAL SERVICES, BY REGION, 2018–2021 (USD MILLION)
TABLE 56 MARKET FOR ASSISTED PROFESSIONAL SERVICES, BY REGION, 2022–2030 (USD MILLION)
6.4.4.1 Supply chain management services
6.4.4.2 Climate information services
6.4.4.3 Others
6.4.5 MAINTAINANCE AND SUPPORT SERVICES
6.4.5.1 Growing demand for maintenance and support services to build long-term relationships with customers and reduce expenses for maintaining precision farming solutions to drive market growth
TABLE 57 PRECISION FARMING MARKET FOR MAINTAINANCE AND SUPPORT SERVICES, BY REGION, 2018–2021 (USD MILLION)
TABLE 58 MARKET FOR MAINTAINANCE AND SUPPORT SERVICES, BY REGION, 2022–2030 (USD MILLION)

7 PRECISION FARMING MARKET, BY TECHNOLOGY (Page No. – 99)
    7.1 INTRODUCTION
FIGURE 29 VARIABLE RATE TECHNOLOGY TO EXHIBIT HIGHEST CAGR IN PRECISION FARMING MARKET DURING FORECAST PERIOD
TABLE 59 PRECISION FARMING MARKET, BY TECHNOLOGY, 2018–2021 (USD MILLION)
TABLE 60 PRECISION FARMING MARKET, BY TECHNOLOGY, 2022–2030 (USD MILLION)
7.2 GUIDANCE TECHNOLOGY
TABLE 61 PRECISION FARMING MARKET FOR GUIDANCE TECHNOLOGY, BY REGION, 2018–2021 (USD MILLION)
TABLE 62 MARKET FOR GUIDANCE TECHNOLOGY, BY REGION, 2022–2030 (USD MILLION)
TABLE 63 MARKET FOR GUIDANCE TECHNOLOGY, BY OFFERING, 2018–2021 (USD MILLION)
TABLE 64 MARKET FOR GUIDANCE TECHNOLOGY, BY OFFERING, 2022–2030 (USD MILLION)
TABLE 65 MARKET FOR GUIDANCE TECHNOLOGY, BY TYPE, 2018–2021 (USD MILLION)
TABLE 66 MARKET FOR GUIDANCE TECHNOLOGY, BY TYPE, 2022–2030 (USD MILLION)
7.2.1 GPS/GNSS-BASED GUIDANCE TECHNOLOGY
7.2.1.1 Rising preference for using advanced technologies in agriculture industry to boost demand for GPS/GNSS-based guidance technology
7.2.2 GIS-BASED GUIDANCE TECHNOLOGY
7.3 REMOTE SENSING TECHNOLOGY
TABLE 67 PRECISION FARMING MARKET FOR REMOTE SENSING TECHNOLOGY, BY REGION, 2018–2021 (USD MILLION)
TABLE 68 MARKET FOR REMOTE SENSING TECHNOLOGY, BY REGION, 2022–2030 (USD MILLION)
TABLE 69 MARKET FOR REMOTE SENSING TECHNOLOGY, BY OFFERING, 2018–2021 (USD MILLION)
TABLE 70 MARKET FOR REMOTE SENSING TECHNOLOGY, BY OFFERING, 2022–2030 (USD MILLION)
TABLE 71 MARKET FOR REMOTE SENSING TECHNOLOGY, BY TYPE, 2018–2021 (USD MILLION)
TABLE 72 MARKET FOR REMOTE SENSING TECHNOLOGY, BY TYPE, 2022–2030 (USD MILLION)
7.3.1 HANDHELD OR GROUND-BASED SENSING
7.3.1.1 Growing demand for handheld sensors and easy availability to drive market growth
7.3.2 SATELLITE OR AERIAL SENSING
TABLE 73 TYPES OF SATELLITE REMOTE SENSING IMAGE RESOLUTION
7.4 VARIABLE RATE TECHNOLOGY
TABLE 74 PRECISION FARMING MARKET FOR VARIABLE RATE TECHNOLOGY, BY REGION, 2018–2021 (USD MILLION)
TABLE 75 MARKET FOR VARIABLE RATE TECHNOLOGY, BY REGION, 2022–2030 (USD MILLION)
TABLE 76 MARKET FOR VARIABLE RATE TECHNOLOGY, BY OFFERING, 2018–2021 (USD MILLION)
TABLE 77 MARKET FOR VARIABLE RATE TECHNOLOGY, BY OFFERING, 2022–2030 (USD MILLION)
TABLE 78 MARKET FOR VARIABLE RATE TECHNOLOGY, BY TYPE, 2018–2021 (USD MILLION)
TABLE 79 MARKET FOR VARIABLE RATE TECHNOLOGY, BY TYPE, 2022–2030 (USD MILLION)
7.4.1 MAP-BASED VRT
7.4.1.1 Map-based VRT segment held largest market share in 2021
7.4.2 SENSOR-BASED VRT

8 PRECISION FARMING MARKET, BY APPLICATION (Page No. – 111)
    8.1 INTRODUCTION
FIGURE 30 PRECISION FARMING MARKET WEATHER TRACKING AND FORECASTING APPLICATION TO GROW AT HIGHEST CAGR FROM 2022 TO 2030
TABLE 80 PRECISION FARMING MARKET, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 81 PRECISION FARMING MARKET, BY APPLICATION, 2022–2030 (USD MILLION)
8.2 YIELD MONITORING
8.2.1 ON-FARM YIELD MONITORING SUB-SEGMENT HELD LARGEST SHARE OF YIELD MONITORING APPLICATION SEGMENT IN 2021
TABLE 82 BENEFITS OF YIELD MONITORING
TABLE 83 PRECISION FARMING MARKET FOR YIELD MONITORING APPLICATION, BY REGION, 2018–2021 (USD MILLION)
TABLE 84 MARKET FOR YIELD MONITORING APPLICATION, BY REGION, 2022–2030 (USD MILLION)
TABLE 85 MARKET FOR YIELD MONITORING APPLICATION, BY TYPE, 2018–2021 (USD MILLION)
TABLE 86 MARKET FOR YIELD MONITORING APPLICATION, BY TYPE, 2022–2030 (USD MILLION)
8.2.2 ON-FARM YIELD MONITORING
8.2.3 OFF-FARM YIELD MONITORING
8.3 CROP SCOUTING
8.3.1 RISING NEED FOR CROP MANAGEMENT TO PROPEL GROWTH OF CROP SCOUTING APPLICATION SEGMENT
TABLE 87 PRECISION FARMING MARKET FOR CROP SCOUTING APPLICATION, BY REGION, 2018–2021 (USD MILLION)
TABLE 88 MARKET FOR CROP SCOUTING APPLICATION, BY REGION, 2022–2030 (USD MILLION)
8.3.2 PRE-SEEDING CROP SCOUTING
8.3.3 POST-SEEDING CROP SCOUTING
8.3.4 CROP MONITORING
8.4 FIELD MAPPING
8.4.1 DRAINAGE MAPPING SUB-SEGMENT TO REGISTER HIGHEST CAGR AMONG OTHER FIELD MAPPING SUB-SEGMENTS FROM 2022 TO 2030
TABLE 89 PRECISION FARMING MARKET FOR FIELD MAPPING APPLICATION, BY REGION, 2018–2021 (USD MILLION)
TABLE 90 MARKET FOR FIELD MAPPING APPLICATION, BY REGION, 2022–2030 (USD MILLION)
TABLE 91 MARKET FOR FIELD MAPPING APPLICATION, BY TYPE, 2018–2021 (USD MILLION)
TABLE 92 MARKET FOR FIELD MAPPING APPLICATION, BY TYPE, 2022–2030 (USD MILLION)
8.4.2 BOUNDARY MAPPING
8.4.3 DRAINAGE MAPPING
8.5 VARIABLE RATE APPLICATION
8.5.1 VARIABLE RATE APPLICATION SEGMENT TO WITNESS STEADY GROWTH IN PRECISION FARMING MARKET DURING FORECAST PERIOD
TABLE 93 PRECISION FARMING MARKET FOR VARIABLE RATE APPLICATION, BY REGION, 2018–2021 (USD MILLION)
TABLE 94 MARKET FOR VARIABLE RATE APPLICATION, BY REGION, 2022–2030 (USD MILLION)
TABLE 95 MARKET FOR VRA APPLICATION, BY TYPE, 2018–2021 (USD MILLION)
TABLE 96 MARKET FOR VRA APPLICATION, BY TYPE, 2022–2030 (USD MILLION)
8.5.2 PRECISION IRRIGATION
8.5.3 PRECISION SEEDING
8.5.4 PRECISION FERTILIZATION
8.5.4.1 Nitrogen VRA
8.5.4.2 Phosphorous VRA
8.5.4.3 Lime VRA
8.5.5 PESTICIDE VRA
8.6 WEATHER TRACKING AND FORECASTING
8.6.1 WEATHER TRACKING AND FORECASTING APPLICATION SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
TABLE 97 PRECISION FARMING MARKET FOR WEATHER TRACKING AND FORECASTING APPLICATION, BY REGION, 2018–2021 (USD MILLION)
TABLE 98 MARKET FOR WEATHER TRACKING AND FORECASTING APPLICATION, BY REGION, 2022–2030 (USD MILLION)
8.7 INVENTORY MANAGEMENT
8.7.1 GROWING DEMAND FOR GPS FOR INVENTORY MANAGEMENT TO PROPEL MARKET GROWTH
TABLE 99 PRECISION FARMING MARKET FOR INVENTORY MANAGEMENT APPLICATION, BY REGION, 2018–2021 (USD MILLION)
TABLE 100 MARKET FOR INVENTORY MANAGEMENT APPLICATION, BY REGION, 2022–2030 (USD MILLION)
8.8 FARM LABOR MANAGEMENT
8.8.1 INCREASING NEED FOR EFFECTIVE HANDLING OF LABOR TO DRIVE DEMAND FOR FARM LABOR MANAGEMENT SEGMENT
TABLE 101 MARKET FOR FARM LABOR MANAGEMENT APPLICATION, BY REGION, 2018–2021 (USD MILLION)
TABLE 102 MARKET FOR FARM LABOR MANAGEMENT APPLICATION, BY REGION, 2022–2030 (USD MILLION)
8.9 FINANCIAL MANAGEMENT
8.9.1 RISING USE OF FINANCIAL MANAGEMENT BY FARMERS OR GROWERS TO MAKE STRATEGIC DECISIONS TO DRIVE MARKET GROWTH
TABLE 103 MARKET FOR FINANCIAL MANAGEMENT APPLICATION, BY REGION, 2018–2021 (USD MILLION)
TABLE 104 MARKET FOR FINANCIAL MANAGEMENT APPLICATION, BY REGION, 2022–2030 (USD MILLION)
8.10 OTHERS
TABLE 105 PRECISION FARMING MARKET FOR OTHERS, BY REGION, 2018–2021 (USD MILLION)
TABLE 106 MARKET FOR OTHERS, BY REGION, 2022–2030 (USD MILLION)

9 PRECISION FARMING MARKET, BY GEOGRAPHY (Page No. – 129)
    9.1 INTRODUCTION
FIGURE 31 APAC TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
TABLE 107 PRECISION FARMING MARKET, BY REGION, 2018–2021 (USD MILLION)
TABLE 108 PRECISION FARMING MARKET, BY REGION, 2022–2030 (USD MILLION)
9.2 AMERICAS
FIGURE 32 SNAPSHOT: PRECISION FARMING MARKET IN AMERICAS
TABLE 109 PRECISION FARMING MARKET IN AMERICAS, BY REGION, 2018–2021 (USD MILLION)
TABLE 110 MARKET IN AMERICAS, BY REGION, 2022–2030 (USD MILLION)
TABLE 111 MARKET IN AMERICAS, BY OFFERING, 2018–2021 (USD MILLION)
TABLE 112 MARKET IN AMERICAS, BY OFFERING, 2022–2030 (USD MILLION)
TABLE 113 MARKET IN AMERICAS, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 114 MARKET IN AMERICAS, BY APPLICATION, 2022–2030 (USD MILLION)
TABLE 115 MARKET IN AMERICAS, BY TECHNOLOGY, 2018–2021 (USD MILLION)
TABLE 116 MARKET IN AMERICAS, BY TECHNOLOGY, 2022–2030 (USD MILLION)
9.2.1 NORTH AMERICA
TABLE 117 PRECISION FARMING MARKET IN NORTH AMERICA, BY COUNTRY, 2018–2021 (USD MILLION)
TABLE 118 MARKET IN NORTH AMERICA, BY COUNTRY, 2022–2030 (USD MILLION)
9.2.1.1 US
9.2.1.1.1 US is one of the largest markets in North America
9.2.1.2 Canada
9.2.1.2.1 Growing use of precision farming equipment in Canada for agricultural applications
9.2.1.3 Mexico
9.2.1.3.1 Rising popularity of crop mapping using precision farming in Mexico
9.2.2 SOUTH AMERICA
TABLE 119 MARKET IN SOUTH AMERICA, BY COUNTRY, 2018–2021 (USD MILLION)
TABLE 120 MARKET IN SOUTH AMERICA, BY COUNTRY, 2022–2030 (USD MILLION)
9.2.2.1 Brazil
9.2.2.1.1 Rapid adoption of precision farming technologies by farmers to fuel market growth
9.2.2.2 Argentina
9.2.2.2.1 High agricultural production is boosting market growth
9.2.2.3 Rest of South America
9.3 EUROPE
FIGURE 33 SNAPSHOT: PRECISION FARMING MARKET IN EUROPE
TABLE 121 PRECISION FARMING MARKET IN EUROPE, BY COUNTRY, 2018–2021 (USD MILLION)
TABLE 122 MARKET IN EUROPE, BY COUNTRY, 2022–2030 (USD MILLION)
TABLE 123 MARKET IN EUROPE, BY OFFERING, 2018–2021 (USD MILLION)
TABLE 124 MARKET IN EUROPE, BY OFFERING, 2022–2030 (USD MILLION)
TABLE 125 MARKET IN EUROPE, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 126 MARKET IN EUROPE, BY APPLICATION, 2022–2030 (USD MILLION)
TABLE 127 MARKET IN EUROPE, BY TECHNOLOGY, 2018–2021 (USD MILLION)
TABLE 128 MARKET IN EUROPE, BY TECHNOLOGY, 2022–2030 (USD MILLION)
9.3.1 UK
9.3.1.1 Increasing development of various precision farming equipment by universities in UK to drive market growth
9.3.2 GERMANY
9.3.2.1 Germany held largest share of precision farming market in Europe in 2021
9.3.3 FRANCE
9.3.3.1 Increasing start-ups in agriculture technology sector to drive growth of precision farming market in France
9.3.4 ITALY
9.3.4.1 Increase in agricultural activities to boost demand for precision farming equipment
9.3.5 NETHERLANDS
9.3.5.1 Netherlands to be one of largest markets for precision farming equipment
9.3.6 REST OF EUROPE
9.4 APAC
FIGURE 34 SNAPSHOT: PRECISION FARMING MARKET IN APAC
TABLE 129 PRECISION FARMING MARKET IN APAC, BY COUNTRY, 2018–2021 (USD MILLION)
TABLE 130 MARKET IN APAC, BY COUNTRY, 2022–2030 (USD MILLION)
TABLE 131 MARKET IN APAC, BY OFFERING, 2018–2021 (USD MILLION)
TABLE 132 MARKET IN APAC, BY OFFERING, 2022–2030 (USD MILLION)
TABLE 133 MARKET IN APAC, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 134 MARKET IN APAC, BY APPLICATION, 2022–2030 (USD MILLION)
TABLE 135 MARKET IN APAC, BY TECHNOLOGY, 2018–2021 (USD MILLION)
TABLE 136 PRECISION FARMING MARKET IN APAC, BY TECHNOLOGY, 2022–2030 (USD MILLION)
9.4.1 CHINA
9.4.1.1 China held largest share of precision farming market in APAC in 2021
9.4.2 JAPAN
9.4.2.1 Japan is one of first markets to adopt precision farming equipment
9.4.3 AUSTRALIA
9.4.3.1 Australia to witness significant growth in demand for precision farming equipment compared to other countries in APAC
9.4.4 INDIA
9.4.4.1 India to provide attractive growth opportunities for market between 2022 and 2030
9.4.5 SOUTH KOREA
9.4.5.1 South Korea to witness robust growth in market during forecast period
9.4.6 REST OF APAC
9.5 ROW
TABLE 137 PRECISION FARMING MARKET IN ROW, BY COUNTRY, 2018–2021 (USD MILLION)
TABLE 138 MARKET IN ROW, BY COUNTRY, 2022–2030 (USD MILLION)
TABLE 139 MARKET IN ROW, BY OFFERING, 2018–2021 (USD MILLION)
TABLE 140 MARKET IN ROW, BY OFFERING, 2022–2030 (USD MILLION)
TABLE 141 MARKET IN ROW, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 142 MARKET IN ROW, BY APPLICATION, 2022–2030 (USD MILLION)
TABLE 143 MARKET IN ROW, BY TECHNOLOGY, 2018–2021 (USD MILLION)
TABLE 144 PRECISION FARMING MARKET IN ROW, BY TECHNOLOGY, 2022–2030 (USD MILLION)
9.5.1 MIDDLE EAST
9.5.1.1 Increasing adoption of remote sensing technology to propel the growth of precision farming market from 2022 and 2030
9.5.2 AFRICA
9.5.2.1 Growing awareness regarding benefits associated with precision farming techniques among growers in Africa to boost market growth
9.5.3 RUSSIA
9.5.3.1 Presence of large-sized farms to create attractive opportunities for precision farming technology providers in Russia

10 COMPETITIVE LANDSCAPE (Page No. – 156)
     10.1 OVERVIEW
10.2 KEY PLAYER STRATEGIES/RIGHT TO WIN
TABLE 145 OVERVIEW OF STRATEGIES DEPLOYED BY KEY MARKET PLAYERS
10.2.1 PRODUCT PORTFOLIO
10.2.2 REGIONAL FOCUS
10.2.3 MANUFACTURING FOOTPRINT
10.2.4 ORGANIC/INORGANIC GROWTH STRATEGIES
10.3 MARKET SHARE ANALYSIS: PRECISION FARMING MARKET, 2021
TABLE 146 PRECISION FARMING MARKET: DEGREE OF COMPETITION, 2021
10.4 5-YEAR COMPANY REVENUE ANALYSIS
FIGURE 35 5-YEAR REVENUE ANALYSIS OF TOP FIVE PLAYERS IN PRECISION FARMING MARKET
10.5 COMPANY EVALUATION QUADRANT
10.5.1 STAR
10.5.2 EMERGING LEADER
10.5.3 PERVASIVE
10.5.4 PARTICIPANT
FIGURE 36 PRECISION FARMING COMPANY EVALUATION QUADRANT, 2021
10.5.5 COMPANY FOOTPRINT
TABLE 147 OVERALL COMPANY FOOTPRINT
TABLE 148 FOOTPRINT OF DIFFERENT COMPANIES FOR VARIOUS OFFERINGS
TABLE 149 FOOTPRINT OF DIFFERENT COMPANIES FOR VARIOUS APPLICATIONS
TABLE 150 FOOTPRINT OF DIFFERENT COMPANIES FOR VARIOUS REGIONS
10.6 START-UP/SME EVALUATION MATRIX
TABLE 151 LIST OF START-UPS IN PRECISION FARMING MARKET
10.6.1 PROGRESSIVE COMPANY
10.6.2 RESPONSIVE COMPANY
10.6.3 DYNAMIC COMPANIES
10.6.4 STARTING BLOCKS
FIGURE 37 PRECISION FARMING MARKET, STARTUP/SME EVALUATION MATRIX, 2021
10.7 COMPETITIVE SITUATIONS AND TRENDS
10.7.1 PRODUCT LAUNCHES
TABLE 152 PRODUCT LAUNCHES, 2020–2021
10.7.2 DEALS
TABLE 153 DEALS, 2020–2021

11 COMPANY PROFILES (Page No. – 173)
     11.1 INTRODUCTION
11.2 KEY PLAYERS
(Business Overview, Products, Solutions & Services, Key Insights, Recent Developments, MnM View)*
11.2.1 DEERE & COMPANY
TABLE 154 DEERE & COMPANY: COMPANY SNAPSHOT
FIGURE 38 DEERE & COMPANY: COMPANY SNAPSHOT
11.2.2 TRIMBLE
TABLE 155 TRIMBLE: COMPANY SNAPSHOT
FIGURE 39 TRIMBLE: COMPANY SNAPSHOT
11.2.3 AGCO CORPORATION
TABLE 156 AGCO CORPORATION: COMPANY SNAPSHOT
FIGURE 40 AGCO CORPORATION: COMPANY SNAPSHOT
11.2.4 RAVEN INDUSTRIES
TABLE 157 RAVEN INDUSTRIES: COMPANY SNAPSHOT
FIGURE 41 RAVEN INDUSTRIES: COMPANY SNAPSHOT
11.2.5 AGJUNCTION
TABLE 158 AGJUNCTION: COMPANY SNAPSHOT
FIGURE 42 AGJUNCTION: COMPANY SNAPSHOT
11.2.6 AG LEADER TECHNOLOGY
TABLE 159 AG LEADER TECHNOLOGY: COMPANY SNAPSHOT
11.2.7 AGEAGLE AERIAL SYSTEMS
TABLE 160 AGEAGLE AERIAL SYSTEMS: COMPANY SNAPSHOT
11.2.8 TOPCON POSITIONING SYSTEMS
TABLE 161 TOPCON POSITIONING SYSTEMS: COMPANY SNAPSHOT
11.2.9 THE CLIMATE CORPORATION
TABLE 162 THE CLIMATE CORPORATION: COMPANY SNAPSHOT
11.2.10 TEEJET TECHNOLOGIES
TABLE 163 TEEJET TECHNOLOGIES: COMPANY SNAPSHOT
*Details on Business Overview, Products, Solutions & Services, Key Insights, Recent Developments, MnM View might not be captured in case of unlisted companies.
11.3 OTHER PLAYERS
11.3.1 HEXAGON AGRICULTURE
TABLE 164 HEXAGON AGRICULTURE: COMPANY SNAPSHOT
11.3.2 AUTONOMOUS TRACTOR CORPORATION
TABLE 165 AUTONOMOUS TRACTOR CORPORATION: COMPANY SNAPSHOT
11.3.3 PRECISION HAWK
TABLE 166 PRECISION HAWK: COMPANY SNAPSHOT
11.3.4 EC2CE
TABLE 167 EC2CE: COMPANY SNAPSHOT
11.3.5 DESCARTES LABS
TABLE 168 DESCARTES LABS: COMPANY SNAPSHOT
11.3.6 CROPX TECHNOLOGIES
TABLE 169 CROPX TECHNOLOGIES: COMPANY SNAPSHOT
11.3.7 FARMERS EDGE
TABLE 170 FARMERSEDGE: COMPANY SNAPSHOT
11.3.8 GROWNETICS
TABLE 171 GROWNETICS: COMPANY SNAPSHOT
11.3.9 CROPIN TECHNOLOGY
TABLE 172 CROPIN TECHNOLOGY: COMPANY SNAPSHOT
11.3.10 GAMAYA
TABLE 173 GAMAYA: COMPANY SNAPSHOT
11.3.11 KUBOTA
TABLE 174 KUBOTA: COMPANY SNAPSHOT
11.3.12 CNH INDUSTRIAL
TABLE 175 CNH INDUSTRIAL: COMPANY SNAPSHOT
11.3.13 DICKEY-JOHN
TABLE 176 DICKEY-JOHN: COMPANY SNAPSHOT
11.3.14 TELUS AGRICULTURE
TABLE 177 TELUS AGRICULTURE: COMPANY SNAPSHOT
11.3.15 THE YIELD TECHNOLOGY SOLUTION
TABLE 178 THE YIELD TECHNOLOGY SOLUTION: COMPANY SNAPSHOT

12 APPENDIX (Page No. – 225)
     12.1 DISCUSSION GUIDE
12.2 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
12.3 AVAILABLE CUSTOMIZATION
12.4 RELATED REPORTS
12.5 AUTHOR DETAILS


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