Insights into the Industry

The farm management software and services industry has been witnessing optimal growth in recent years and is likely to continue even in upcoming years. The growth of farm management software and services ’s industry size can be attributed to rising investments in research & development activities, entry of new players, product innovation, technological breakthroughs, effective allocation of resources, and growing competition among business rivals to expand its regional as well as customer base. Supportive government policies and incentives, as well as favorable laws, are projected to determine the growth of the farm management software and services market in foreseeable future. An increase in the spending capacity of customers with the rise in disposable income will further contribute towards farm management software and services 's market proceeds.

This market research report is a comprehensive overview of the events taking place in the farm management software and services industry and impacting its growth. Our report divides the farm management software and services market into various segments or categories based on products, applications, region, etc.  Additionally, our research analysts have listed the key players of the global farm management software and services market and compared them based on metrics such as market revenue, Y-O-Y sales, shipments volume, historical data, and successful implementation of business strategies such as strategic alliances, mergers & acquisitions, joint ventures, product development, and partnerships & collaborations.

Market Research Store (MRS) published a brand new report titled “Farm Management Software and Services Market research report which is segmented by Products (On-Cloud Delivery Model, On-Premise Delivery Model), by Applications (Precision Crop Farming, Livestock Monitoring and Management, Indoor Farming, Aquaculture, Others), by Key Players/Companies Conservis Corporation, Agrivi, DeLaval, AKVA Group ASA, Hexagon Agriculture, The Climate Corporation, Trimble Inc., Iteris Inc., 365FarmNet GmbH, GEA Group, Boumatic LLC, DeLaval, Deere & Company, Agroptima S.L., Fullwood Ltd., AG Leader Technology”. In 2020, the global farm management software and services market value was registered at XX (USD Million/Billion) and is predicted to reach XX (USD Million/Billion) at a CAGR of XX% by 2028.

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Scope of the report

Report Attributes Report Details
Report Title Farm Management Software and Services Market Research Report
By Products On-Cloud Delivery Model, On-Premise Delivery Model
By Applications Precision Crop Farming, Livestock Monitoring and Management, Indoor Farming, Aquaculture, Others
By Key Players Conservis Corporation, Agrivi, DeLaval, AKVA Group ASA, Hexagon Agriculture, The Climate Corporation, Trimble Inc., Iteris Inc., 365FarmNet GmbH, GEA Group, Boumatic LLC, DeLaval, Deere & Company, Agroptima S.L., Fullwood Ltd., AG Leader Technology
Regions Covered North America, Europe, Asia Pacific (APAC), Latin America, Middle East And Africa (MEA)
Countries Covered North America : U.S and Canada
Europe : U.K, Spain, Germany, Italy, Russia, France, Rest of Europe
APAC : Japan, India, China, Australia, South Korea, South East Asia, Rest of Asia Pacific
Latin America : Mexico, Brazil
The Middle East And Africa : South Africa, UAE, Saudi Arab, Rest of MEA
Base Year 2020
Historical Year 2016to 2020 (Depending on availability, data from 2010 can be offered)
Forecast Year 2028
Number of Pages 104
Customization Available Yes, the report can be tailored to meet your specific requirements.

Based on these findings, the global farm management software and services industry study suggests strategies to existing market participants as to how they can improve & reinforce their market position. In addition to this, the study also recommends successful market penetrating strategies for new entrants. Furthermore, farm management software and services industry study report has included all major manufacturers and distributors operating in the farm management software and services market across all major regions.

Farm Management Software and Services Market Strategic Analysis

Various analytical methods such as Porter’s Five Force Analysis, SWOT analysis, Market Share Analysis, Competitive Analysis, PESTEL Analysis, Market Attractiveness Analysis, and Value Chain Analysis have been used to analyze the market in the research report. These assessments help users of the report in examining and evaluating farm management software and services market on the basis of different metrics such as switching costs, economies of scale, current sales, brand loyalty, brand equity, capital investments, production rights, research & development activities, copyrights & patents, legislations, effects of promotional activities, and consumer preferences.

Global Farm Management Software and Services  Market Y-O-Y Forecast 2016 - 2028

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The information provided in our market research report is anticipated to help the industry stakeholders in the effective decision-making process and successful business outcomes. Moreover, we have been using Ansoff Matrix to help firms analyze and plan their business growth strategies.

Additionally, our report contains a growth-share matrix that aids firms’ business decisions for prioritizing their myriad businesses. We have also included GE Nine Cell Matrix that is helpful in making strategic planning and can help firms in determining their position in the market along with analyzing their growth strategies.

Our researchers also make use of the perceptual map to demonstrate how to target consumers feel about a given brand and form perception about it. We have also included the Customer-Based Brand Equity (CBBE) Model for helping firms effectively position their brands.

Farm Management Software and Services Market Key Trends Analysis

The key factors influencing the growth of the farm management software and services market have been assessed in the report. Factors having a huge influence on market demand and restraining factors that impact the development of the market are both addressed rigorously & in-depth in our global market research report.

Furthermore, trends that play a key role in market’s growth are discussed comprehensively in the report. Moreover, a large number of qualitative factors or measurements are included in the report and this includes operating risks and major obstacles encountered by players in the industry.

Farm Management Software and Services Market Key Segment Analysis

The report delivers a critical assessment on the farm management software and services market by segmenting it based on Products, Applications, and region. All the segments and categories of the farm management software and services market have been evaluated based on past, present and future trends and are key parameters determining & defining the growth of the market.

The data for the market and its segments and categories are provided from 2016 to 2028. The report has identified the key segments and categories contributing substantially towards overall market growth in terms of revenue & volume.

Based on Products, the global farm management software and services market is segmented into On-Cloud Delivery Model, On-Premise Delivery Model. Comprehensive qualitative and quantitative this segment analysis will be provided in the report from 2016 to 2028.

Based on Applications, market is divided into Precision Crop Farming, Livestock Monitoring and Management, Indoor Farming, Aquaculture, Others. A slew of business growth opportunities and dynamics affecting the different segments are analyzed and discussed in the report.

Impact Assessment of COVID-19

The COVID-19 outbreak has wreaked havoc on worldwide economic and social systems. The disease has entered several industries' value and supply chains, including the farm management software and services market. The government imposed lockdowns in various locations. We will examine the impact of the COVID-19 pandemic on the global market, looking at both demand and supply.

The COVID-19 pandemic's short- and long-term impacts would be explored to provide a summary. This would help build business plans for all market participants, including manufacturers, vendors, suppliers, distributors, and end-users, during and after the epidemic.

Farm Management Software and Services Market Regional Trends and Market Player’s Analysis

On the basis of region, the market is segregated into North America, Latin America, Asia Pacific, Europe, and the Middle East & Africa.

The major players holding a huge chunk of market share in the global farm management software and services market and impacting market profitability are evaluated after considering their product & services revenue, sales, business plans, innovations, and growth rate. The final position of a player in the market depends on market events or market happenings, new product launches, mergers & acquisitions, benchmarking, regional expansions, and technical innovations.

Global Farm Management Software and Services  Market Regional Segmentation

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For all the key stakeholders of the market, value chain and technology ecosystem, as well as the information provided in this market research report, will prove beneficial. The study offers an outline of the company’s market share and an extensive summary of the major players in the farm management software and services market.

Some of the leading players profiled in the global farm management software and services market are,

  • Conservis Corporation
  • Agrivi
  • DeLaval
  • AKVA Group ASA
  • Hexagon Agriculture
  • The Climate Corporation
  • Trimble Inc.
  • Iteris Inc.
  • 365FarmNet GmbH
  • GEA Group
  • Boumatic LLC
  • DeLaval
  • Deere & Company
  • Agroptima S.L.
  • Fullwood Ltd.
  • AG Leader Technology

The Key Audiences for Farm Management Software and Services Market Report

  • Research Institutes & consulting firms
  • Industry Leaders, as well as companies, aspiring to enter the farm management software and services market
  • Student and universities
  • Solution Providers, product providers, service providers, and other players in the industry
  • Associated private firms and government bodies
  • Individuals interested to learn about market

The report segments of the global farm management software and services market are as follows:

Global Farm Management Software and Services Market: By Products

  • On-Cloud Delivery Model
  • On-Premise Delivery Model

Global Farm Management Software and Services Market: By Applications

  • Precision Crop Farming
  • Livestock Monitoring and Management
  • Indoor Farming
  • Aquaculture
  • Others

The Most Important Research Methodologies

Primary sources include industry experts from management corporations, processing organizations, and analytical service providers who serve businesses across the sector's value chain. We interviewed key sources to acquire qualitative and quantitative data and analyse future prospects.

Primary research undertaken for this report comprised interviews with industry professionals such as CEOs, Vice Presidents, Marketing Directors and Technology Directors of strong core organizations and institutions in major farm management software and services . We interviewed them to get qualitative and quantitative data.

The following are the justifications for purchasing the global Farm Management Software and Services market report:

  • Statistical data is well-referenced, and the source is a significant resource for directing interested companies.
  • Market development trends and marketing channels that are cutting-edge are discussed.
  • The feasibility and growth rate of the market as a whole over the foreseeable future are determined.
  • The competitive landscape and demographic research provide a clear picture of the current state of the market on an international scale.
  • A thorough examination of development policies and plans, manufacturing processes, and costing provides a more accurate picture of import/export consumption, supply and demand, pricing, revenue, and gross margins, among other things.
  • Customization is possible based on the client's requirements.

Frequently Asked Questions

These dominant industry players use well planned strategies to occupied highest market share in this market. Some of the top players in Farm Management Software and Services business includes.

  • Conservis Corporation
  • Agrivi
  • DeLaval
  • AKVA Group ASA
  • Hexagon Agriculture
  • The Climate Corporation
  • Trimble Inc.
  • Iteris Inc.
  • 365FarmNet GmbH
  • GEA Group
  • Boumatic LLC
  • DeLaval
  • Deere & Company
  • Agroptima S.L.
  • Fullwood Ltd.
  • AG Leader Technology

As per Farm Management Software and Services market analysis, North America is forecasted to occupied major share in the Farm Management Software and Services market.

The statistical data of the dominant industry player of Farm Management Software and Services market can be acquired from the company profile segment described in the report. This segment come up with analysis of major player’s in the Farm Management Software and Services market, also their last five-year revenue, segmental, product offerings, key strategies adopted and geographical revenue produced.

The report come up with a segment of the Farm Management Software and Services market based on Type, Region, and Application, Also offer a determined view on the Farm Management Software and Services market.

The report offers a nitty-gritty estimation of the market by providing data on various viewpoints that incorporate, restraints, drivers, and opportunities threats. This data can help in making suitable decisions for stakeholders before investing.

The sample report for Farm Management Software and Services market can be received after the apply from the website.

Table Of Content

Table of Content 1 Report Overview 1.1 Study Scope 1.2 Key Market Segments 1.3 Regulatory Scenario by Region/Country 1.4 Market Investment Scenario Strategic 1.5 Market Analysis by Type 1.5.1 Global Farm Management Software and Services Market Share by Type (2020-2026) 1.5.2 On-Cloud Delivery Model 1.5.3 On-Premise Delivery Model 1.6 Market by Application 1.6.1 Global Farm Management Software and Services Market Share by Application (2020-2026) 1.6.2 Precision Crop Farming 1.6.3 Livestock Monitoring and Management 1.6.4 Indoor Farming 1.6.5 Aquaculture 1.6.6 Others 1.7 Farm Management Software and Services Industry Development Trends under COVID-19 Outbreak 1.7.1 Global COVID-19 Status Overview 1.7.2 Influence of COVID-19 Outbreak on Farm Management Software and Services Industry Development 2. Global Market Growth Trends 2.1 Industry Trends 2.1.1 SWOT Analysis 2.1.2 Porter’s Five Forces Analysis 2.2 Potential Market and Growth Potential Analysis 2.3 Industry News and Policies by Regions 2.3.1 Industry News 2.3.2 Industry Policies 2.4 Industry Trends Under COVID-19 3 Value Chain of Farm Management Software and Services Market 3.1 Value Chain Status 3.2 Farm Management Software and Services Manufacturing Cost Structure Analysis 3.2.1 Production Process Analysis 3.2.2 Manufacturing Cost Structure of Farm Management Software and Services 3.2.3 Labor Cost of Farm Management Software and Services 3.2.3.1 Labor Cost of Farm Management Software and Services Under COVID-19 3.3 Sales and Marketing Model Analysis 3.4 Downstream Major Customer Analysis (by Region) 3.5 Value Chain Status Under COVID-19 4 Players Profiles 4.1 Conservis Corporation 4.1.1 Conservis Corporation Basic Information 4.1.2 Farm Management Software and Services Product Profiles, Application and Specification 4.1.3 Conservis Corporation Farm Management Software and Services Market Performance (2015-2020) 4.1.4 Conservis Corporation Business Overview 4.2 Agrivi 4.2.1 Agrivi Basic Information 4.2.2 Farm Management Software and Services Product Profiles, Application and Specification 4.2.3 Agrivi Farm Management Software and Services Market Performance (2015-2020) 4.2.4 Agrivi Business Overview 4.3 DeLaval 4.3.1 DeLaval Basic Information 4.3.2 Farm Management Software and Services Product Profiles, Application and Specification 4.3.3 DeLaval Farm Management Software and Services Market Performance (2015-2020) 4.3.4 DeLaval Business Overview 4.4 AKVA Group ASA 4.4.1 AKVA Group ASA Basic Information 4.4.2 Farm Management Software and Services Product Profiles, Application and Specification 4.4.3 AKVA Group ASA Farm Management Software and Services Market Performance (2015-2020) 4.4.4 AKVA Group ASA Business Overview 4.5 Hexagon Agriculture 4.5.1 Hexagon Agriculture Basic Information 4.5.2 Farm Management Software and Services Product Profiles, Application and Specification 4.5.3 Hexagon Agriculture Farm Management Software and Services Market Performance (2015-2020) 4.5.4 Hexagon Agriculture Business Overview 4.6 The Climate Corporation 4.6.1 The Climate Corporation Basic Information 4.6.2 Farm Management Software and Services Product Profiles, Application and Specification 4.6.3 The Climate Corporation Farm Management Software and Services Market Performance (2015-2020) 4.6.4 The Climate Corporation Business Overview 4.7 Trimble Inc. 4.7.1 Trimble Inc. Basic Information 4.7.2 Farm Management Software and Services Product Profiles, Application and Specification 4.7.3 Trimble Inc. Farm Management Software and Services Market Performance (2015-2020) 4.7.4 Trimble Inc. Business Overview 4.8 Iteris Inc. 4.8.1 Iteris Inc. Basic Information 4.8.2 Farm Management Software and Services Product Profiles, Application and Specification 4.8.3 Iteris Inc. Farm Management Software and Services Market Performance (2015-2020) 4.8.4 Iteris Inc. Business Overview 4.9 365FarmNet GmbH 4.9.1 365FarmNet GmbH Basic Information 4.9.2 Farm Management Software and Services Product Profiles, Application and Specification 4.9.3 365FarmNet GmbH Farm Management Software and Services Market Performance (2015-2020) 4.9.4 365FarmNet GmbH Business Overview 4.10 GEA Group 4.10.1 GEA Group Basic Information 4.10.2 Farm Management Software and Services Product Profiles, Application and Specification 4.10.3 GEA Group Farm Management Software and Services Market Performance (2015-2020) 4.10.4 GEA Group Business Overview 4.11 Boumatic LLC 4.11.1 Boumatic LLC Basic Information 4.11.2 Farm Management Software and Services Product Profiles, Application and Specification 4.11.3 Boumatic LLC Farm Management Software and Services Market Performance (2015-2020) 4.11.4 Boumatic LLC Business Overview 4.12 DeLaval 4.12.1 DeLaval Basic Information 4.12.2 Farm Management Software and Services Product Profiles, Application and Specification 4.12.3 DeLaval Farm Management Software and Services Market Performance (2015-2020) 4.12.4 DeLaval Business Overview 4.13 Deere & Company 4.13.1 Deere & Company Basic Information 4.13.2 Farm Management Software and Services Product Profiles, Application and Specification 4.13.3 Deere & Company Farm Management Software and Services Market Performance (2015-2020) 4.13.4 Deere & Company Business Overview 4.14 Agroptima S.L. 4.14.1 Agroptima S.L. Basic Information 4.14.2 Farm Management Software and Services Product Profiles, Application and Specification 4.14.3 Agroptima S.L. Farm Management Software and Services Market Performance (2015-2020) 4.14.4 Agroptima S.L. Business Overview 4.15 Fullwood Ltd. 4.15.1 Fullwood Ltd. Basic Information 4.15.2 Farm Management Software and Services Product Profiles, Application and Specification 4.15.3 Fullwood Ltd. Farm Management Software and Services Market Performance (2015-2020) 4.15.4 Fullwood Ltd. Business Overview 4.16 AG Leader Technology 4.16.1 AG Leader Technology Basic Information 4.16.2 Farm Management Software and Services Product Profiles, Application and Specification 4.16.3 AG Leader Technology Farm Management Software and Services Market Performance (2015-2020) 4.16.4 AG Leader Technology Business Overview 5 Global Farm Management Software and Services Market Analysis by Regions 5.1 Global Farm Management Software and Services Sales, Revenue and Market Share by Regions 5.1.1 Global Farm Management Software and Services Sales by Regions (2015-2020) 5.1.2 Global Farm Management Software and Services Revenue by Regions (2015-2020) 5.2 North America Farm Management Software and Services Sales and Growth Rate (2015-2020) 5.3 Europe Farm Management Software and Services Sales and Growth Rate (2015-2020) 5.4 Asia-Pacific Farm Management Software and Services Sales and Growth Rate (2015-2020) 5.5 Middle East and Africa Farm Management Software and Services Sales and Growth Rate (2015-2020) 5.6 South America Farm Management Software and Services Sales and Growth Rate (2015-2020) 6 North America Farm Management Software and Services Market Analysis by Countries 6.1 North America Farm Management Software and Services Sales, Revenue and Market Share by Countries 6.1.1 North America Farm Management Software and Services Sales by Countries (2015-2020) 6.1.2 North America Farm Management Software and Services Revenue by Countries (2015-2020) 6.1.3 North America Farm Management Software and Services Market Under COVID-19 6.2 United States Farm Management Software and Services Sales and Growth Rate (2015-2020) 6.2.1 United States Farm Management Software and Services Market Under COVID-19 6.3 Canada Farm Management Software and Services Sales and Growth Rate (2015-2020) 6.4 Mexico Farm Management Software and Services Sales and Growth Rate (2015-2020) 7 Europe Farm Management Software and Services Market Analysis by Countries 7.1 Europe Farm Management Software and Services Sales, Revenue and Market Share by Countries 7.1.1 Europe Farm Management Software and Services Sales by Countries (2015-2020) 7.1.2 Europe Farm Management Software and Services Revenue by Countries (2015-2020) 7.1.3 Europe Farm Management Software and Services Market Under COVID-19 7.2 Germany Farm Management Software and Services Sales and Growth Rate (2015-2020) 7.2.1 Germany Farm Management Software and Services Market Under COVID-19 7.3 UK Farm Management Software and Services Sales and Growth Rate (2015-2020) 7.3.1 UK Farm Management Software and Services Market Under COVID-19 7.4 France Farm Management Software and Services Sales and Growth Rate (2015-2020) 7.4.1 France Farm Management Software and Services Market Under COVID-19 7.5 Italy Farm Management Software and Services Sales and Growth Rate (2015-2020) 7.5.1 Italy Farm Management Software and Services Market Under COVID-19 7.6 Spain Farm Management Software and Services Sales and Growth Rate (2015-2020) 7.6.1 Spain Farm Management Software and Services Market Under COVID-19 7.7 Russia Farm Management Software and Services Sales and Growth Rate (2015-2020) 7.7.1 Russia Farm Management Software and Services Market Under COVID-19 8 Asia-Pacific Farm Management Software and Services Market Analysis by Countries 8.1 Asia-Pacific Farm Management Software and Services Sales, Revenue and Market Share by Countries 8.1.1 Asia-Pacific Farm Management Software and Services Sales by Countries (2015-2020) 8.1.2 Asia-Pacific Farm Management Software and Services Revenue by Countries (2015-2020) 8.1.3 Asia-Pacific Farm Management Software and Services Market Under COVID-19 8.2 China Farm Management Software and Services Sales and Growth Rate (2015-2020) 8.2.1 China Farm Management Software and Services Market Under COVID-19 8.3 Japan Farm Management Software and Services Sales and Growth Rate (2015-2020) 8.3.1 Japan Farm Management Software and Services Market Under COVID-19 8.4 South Korea Farm Management Software and Services Sales and Growth Rate (2015-2020) 8.4.1 South Korea Farm Management Software and Services Market Under COVID-19 8.5 Australia Farm Management Software and Services Sales and Growth Rate (2015-2020) 8.6 India Farm Management Software and Services Sales and Growth Rate (2015-2020) 8.6.1 India Farm Management Software and Services Market Under COVID-19 8.7 Southeast Asia Farm Management Software and Services Sales and Growth Rate (2015-2020) 8.7.1 Southeast Asia Farm Management Software and Services Market Under COVID-19 9 Middle East and Africa Farm Management Software and Services Market Analysis by Countries 9.1 Middle East and Africa Farm Management Software and Services Sales, Revenue and Market Share by Countries 9.1.1 Middle East and Africa Farm Management Software and Services Sales by Countries (2015-2020) 9.1.2 Middle East and Africa Farm Management Software and Services Revenue by Countries (2015-2020) 9.1.3 Middle East and Africa Farm Management Software and Services Market Under COVID-19 9.2 Saudi Arabia Farm Management Software and Services Sales and Growth Rate (2015-2020) 9.3 UAE Farm Management Software and Services Sales and Growth Rate (2015-2020) 9.4 Egypt Farm Management Software and Services Sales and Growth Rate (2015-2020) 9.5 Nigeria Farm Management Software and Services Sales and Growth Rate (2015-2020) 9.6 South Africa Farm Management Software and Services Sales and Growth Rate (2015-2020) 10 South America Farm Management Software and Services Market Analysis by Countries 10.1 South America Farm Management Software and Services Sales, Revenue and Market Share by Countries 10.1.1 South America Farm Management Software and Services Sales by Countries (2015-2020) 10.1.2 South America Farm Management Software and Services Revenue by Countries (2015-2020) 10.1.3 South America Farm Management Software and Services Market Under COVID-19 10.2 Brazil Farm Management Software and Services Sales and Growth Rate (2015-2020) 10.2.1 Brazil Farm Management Software and Services Market Under COVID-19 10.3 Argentina Farm Management Software and Services Sales and Growth Rate (2015-2020) 10.4 Columbia Farm Management Software and Services Sales and Growth Rate (2015-2020) 10.5 Chile Farm Management Software and Services Sales and Growth Rate (2015-2020) 11 Global Farm Management Software and Services Market Segment by Types 11.1 Global Farm Management Software and Services Sales, Revenue and Market Share by Types (2015-2020) 11.1.1 Global Farm Management Software and Services Sales and Market Share by Types (2015-2020) 11.1.2 Global Farm Management Software and Services Revenue and Market Share by Types (2015-2020) 11.2 On-Cloud Delivery Model Sales and Price (2015-2020) 11.3 On-Premise Delivery Model Sales and Price (2015-2020) 12 Global Farm Management Software and Services Market Segment by Applications 12.1 Global Farm Management Software and Services Sales, Revenue and Market Share by Applications (2015-2020) 12.1.1 Global Farm Management Software and Services Sales and Market Share by Applications (2015-2020) 12.1.2 Global Farm Management Software and Services Revenue and Market Share by Applications (2015-2020) 12.2 Precision Crop Farming Sales, Revenue and Growth Rate (2015-2020) 12.3 Livestock Monitoring and Management Sales, Revenue and Growth Rate (2015-2020) 12.4 Indoor Farming Sales, Revenue and Growth Rate (2015-2020) 12.5 Aquaculture Sales, Revenue and Growth Rate (2015-2020) 12.6 Others Sales, Revenue and Growth Rate (2015-2020) 13 Farm Management Software and Services Market Forecast by Regions (2020-2026) 13.1 Global Farm Management Software and Services Sales, Revenue and Growth Rate (2020-2026) 13.2 Farm Management Software and Services Market Forecast by Regions (2020-2026) 13.2.1 North America Farm Management Software and Services Market Forecast (2020-2026) 13.2.2 Europe Farm Management Software and Services Market Forecast (2020-2026) 13.2.3 Asia-Pacific Farm Management Software and Services Market Forecast (2020-2026) 13.2.4 Middle East and Africa Farm Management Software and Services Market Forecast (2020-2026) 13.2.5 South America Farm Management Software and Services Market Forecast (2020-2026) 13.3 Farm Management Software and Services Market Forecast by Types (2020-2026) 13.4 Farm Management Software and Services Market Forecast by Applications (2020-2026) 13.5 Farm Management Software and Services Market Forecast Under COVID-19 14 Appendix 14.1 Methodology 14.2 Research Data Source

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