Smart Crop Monitoring Market – A Global and Regional Analysis: Focus on Product and Application, Supply Chain Analysis, and Country Analysis – Analysis and Forecast, 2022-2027

Table of Contents

1 Market 1.1 Industry Outlook 1.1.1 Market Definition 1.1.2 Ongoing Trends 1.1.2.1 Internet of Things (IoT) and Artificial Intelligence (AI)-Based Transformation in Agricultural Value Chain 1.1.2.2 Demand for Farm Operation Optimization 1.1.3 Ecosystem/Ongoing Programs 1.1.3.1 Consortiums and Associations 1.1.3.2 Regulatory Bodies 1.1.3.3 Government Initiatives 1.2 Business Dynamics 1.2.1 Business Drivers 1.2.1.1 Need to Reduce Crop Losses 1.2.1.2 Higher Yields as Compared to Conventional farming 1.2.1.3 Government Support and Initiatives for Smart Crop Monitoring Equipment 1.2.2 Business Challenges 1.2.2.1 Cyber and Online Data Security 1.2.2.2 Lack of Connectivity and Technical Awareness 1.2.2.3 High Set-Up Costs 1.2.3 Market Strategies and Developments 1.2.3.1 Business Strategies 1.2.3.1.1 Product Development and Innovation 1.2.3.1.2 Business Expansion 1.2.3.2 Corporate Strategies 1.2.3.2.1 Merger and Acquisition 1.2.3.2.2 Partnership, Collaboration, Joint Venture, and Alliance 1.2.3.2.3 Investment 1.2.4 Business Opportunities 1.2.4.1 Increasing Investments in the Smart Agriculture Sector 1.2.4.2 Increased Market Opportunity in Developing Countries 1.2.4.3 Integration with Emerging Technologies 1.2.5 Impact of COVID-19 on the Global Smart Crop Monitoring Market 1.3 Startup Landscape 1.3.1 Key Startups in the Ecosystem 1.3.2 Funding Analysis 1.3.2.1 Major Investors 1.3.2.2 Top Innovations 2 Application 2.1 Global Smart Crop Monitoring Market (by Application) 2.1.1 Weather Forecasting 2.1.2 Yield Monitoring 2.1.3 Soil Monitoring 2.1.4 Crop Protection 2.1.5 Others 2.2 Demand Analysis of Smart Crop Monitoring (by Application) 3 Product 3.1 Global Smart Crop Monitoring Market (by Product) 3.1.1 Global Smart Crop Monitoring Market (by Type) 3.1.1.1 Hardware 3.1.1.1.1 Sensors 3.1.1.1.2 Equipment 3.1.1.1.3 Robots and Drones 3.1.1.2 Software 3.1.1.2.1 On-Cloud Solutions 3.1.1.2.2 On-Premises Solutions 3.1.1.3 Services 3.1.1.3.1 Software-as-a-Service 3.1.1.3.2 Equipment-as-a-Service 3.1.1.3.3 General Advisory and Consultation 3.1.1.3.4 Crop-Specific Services 3.1.2 Global Smart Crop Monitoring Market (by Technology) 3.1.2.1 Sensing and Imagery 3.1.2.2 Variable-Rate Technology (VRT) 3.1.2.3 Automation and Robotics 3.1.2.4 Guidance Technology 3.2 Demand Analysis of Smart Crop Monitoring (by Product) 3.2.1 Global Smart Crop Monitoring Market (by Type) 3.2.2 Global Smart Crop Monitoring Market (by Technology) 3.3 Supply Chain Analysis 3.4 Patent Analysis 3.4.1 Patent Analysis (by Status) 3.4.2 Patent Analysis (by Inventor Type) 3.4.3 Patents Analysis (by Patent Office) 4 Region 4.1 North America 4.1.1 Markets 4.1.1.1 Key Smart Crop Monitoring Operators in North America 4.1.1.2 Business Drivers 4.1.1.3 Business Challenges 4.1.2 Application 4.1.2.1 North America Smart Crop Monitoring Market (by Application) 4.1.3 Product 4.1.3.1 North America Smart Crop Monitoring Market (by Type) 4.1.3.1.1 North America Smart Crop Monitoring Market (by Hardware) 4.1.3.1.2 North America Smart Crop Monitoring Market (by Software) 4.1.3.1.3 North America Smart Crop Monitoring Market (by Service) 4.1.3.2 North America Smart Crop Monitoring Market (by Technology) 4.1.4 North America (by Country) 4.1.4.1 The U.S. 4.1.4.1.1 Markets 4.1.4.1.1.1 Buyer Attributes 4.1.4.1.1.2 Key Smart Crop Monitoring Operators in the U.S. 4.1.4.1.1.3 Business Challenges 4.1.4.1.1.4 Business Drivers 4.1.4.1.2 Product 4.1.4.1.2.1 U.S. Smart Crop Monitoring Market (by Type) 4.1.4.2 Canada 4.1.4.2.1 Markets 4.1.4.2.1.1 Buyer Attributes 4.1.4.2.1.2 Key Smart Crop Monitoring Operators in Canada 4.1.4.2.1.3 Business Challenges 4.1.4.2.1.4 Business Drivers 4.1.4.2.2 Product 4.1.4.2.2.1 Canada Smart Crop Monitoring Market (by Type) 4.1.4.3 Mexico 4.1.4.3.1 Markets 4.1.4.3.1.1 Buyer Attributes 4.1.4.3.1.2 Key Smart Crop Monitoring Operators in Mexico 4.1.4.3.1.3 Business Challenges 4.1.4.3.1.4 Business Drivers 4.1.4.3.2 Product 4.1.4.3.2.1 Mexico Smart Crop Monitoring Market (by Type) 4.2 South America 4.2.1 Markets 4.2.1.1 Key Smart Crop Monitoring Operators in South America 4.2.1.2 Business Drivers 4.2.1.3 Business Challenges 4.2.2 Application 4.2.2.1 South America Smart Crop Monitoring Market (by Application) 4.2.3 Product 4.2.3.1 South America Smart Crop Monitoring Market (by Type) 4.2.3.1.1 South America Smart Crop Monitoring Market (by Hardware) 4.2.3.1.2 South America Smart Crop Monitoring Market (by Software) 4.2.3.1.3 South America Smart Crop Monitoring Market (by Service) 4.2.3.2 South America Smart Crop Monitoring Market (by Technology) 4.2.4 South America (by Country) 4.2.4.1 Brazil 4.2.4.1.1 Market 4.2.4.1.1.1 Buyer Attributes 4.2.4.1.1.2 Key Smart Crop Monitoring Operators in Brazil 4.2.4.1.1.3 Business Challenges 4.2.4.1.1.4 Business Drivers 4.2.4.1.2 Product 4.2.4.1.2.1 Brazil Smart Crop Monitoring Market (by Type) 4.2.4.2 Argentina 4.2.4.2.1 Market 4.2.4.2.1.1 Buyer Attributes 4.2.4.2.1.2 Key Smart Crop Monitoring Operators in Argentina 4.2.4.2.1.3 Business Challenges 4.2.4.2.1.4 Business Drivers 4.2.4.2.2 Product 4.2.4.2.2.1 Argentina Smart Crop Monitoring Market (by Type) 4.2.4.3 Rest-of-South America 4.2.4.3.1 Market 4.2.4.3.1.1 Buyer Attributes 4.2.4.3.1.2 Key Smart Crop Monitoring Operators in Rest-of-South America 4.2.4.3.1.3 Business Challenges 4.2.4.3.1.4 Business Drivers 4.2.4.3.2 Product 4.2.4.3.2.1 Rest-of-South America Smart Crop Monitoring Market (by Type) 4.3 Europe 4.3.1 Markets 4.3.1.1 Key Smart Crop Monitoring Operators in Europe 4.3.1.2 Business Drivers 4.3.1.3 Business Challenges 4.3.2 Application 4.3.2.1 Europe Smart Crop Monitoring Market (by Application) 4.3.3 Product 4.3.3.1 Europe Smart Crop Monitoring Market (by Type) 4.3.3.1.1 Europe Smart Crop Monitoring Market (by Hardware) 4.3.3.1.2 Europe Smart Crop Monitoring Market (by Software) 4.3.3.1.3 Europe Smart Crop Monitoring Market (by Service) 4.3.3.2 Europe Smart Crop Monitoring Market (by Technology) 4.3.4 Europe (by Country) 4.3.4.1 Germany 4.3.4.1.1 Markets 4.3.4.1.1.1 Buyer Attributes 4.3.4.1.1.2 Key Smart Crop Monitoring Operators in Germany 4.3.4.1.1.3 Business Challenges 4.3.4.1.1.4 Business Drivers 4.3.4.1.2 Product 4.3.4.1.2.1 Germany Smart Crop Monitoring Market (by Type) 4.3.4.2 France 4.3.4.2.1 Markets 4.3.4.2.1.1 Buyer Attributes 4.3.4.2.1.2 Key Smart Crop Monitoring Operators in France 4.3.4.2.1.3 Business Challenges 4.3.4.2.1.4 Business Drivers 4.3.4.2.2 Product 4.3.4.2.2.1 France Smart Crop Monitoring Market (by Type) 4.3.4.3 Spain 4.3.4.3.1 Markets 4.3.4.3.1.1 Buyer Attributes 4.3.4.3.1.2 Key Smart Crop Monitoring Operators in Spain 4.3.4.3.1.3 Business Challenges 4.3.4.3.1.4 Business Drivers 4.3.4.3.2 Product 4.3.4.3.2.1 Spain Smart Crop Monitoring Market (by Type) 4.3.4.4 Italy 4.3.4.4.1 Market 4.3.4.4.1.1 Buyer Attributes 4.3.4.4.1.2 Key Smart Crop Monitoring Operators in Italy 4.3.4.4.1.3 Business Challenges 4.3.4.4.1.4 Business Drivers 4.3.4.4.2 Product 4.3.4.4.2.1 Italy Smart Crop Monitoring Market (by Type) 4.3.4.5 Rest-of-Europe 4.3.4.5.1 Market 4.3.4.5.1.1 Buyer Attributes 4.3.4.5.1.2 Key Smart Crop Monitoring Operators in Rest-of-Europe 4.3.4.5.1.3 Business Challenges 4.3.4.5.1.4 Business Drivers 4.3.4.5.2 Product 4.3.4.5.2.1 Rest-of-Europe Smart Crop Monitoring Market (by Type) 4.4 U.K. 4.4.1 Markets 4.4.1.1 Buyer Attributes 4.4.1.2 Key Smart Crop Monitoring Operators in the U.K. 4.4.1.3 Business Challenges 4.4.1.4 Business Drivers 4.4.2 Application 4.4.2.1 U.K. Smart Crop Monitoring Market (by Application) 4.4.3 Product 4.4.3.1 U.K. Smart Crop Monitoring Market (by Type) 4.4.3.2 U.K. Smart Crop Monitoring Market (by Technology) 4.5 Middle East and Africa 4.5.1 Markets 4.5.1.1 Key Smart Crop Monitoring Operators in the Middle East and Africa 4.5.1.2 Business Drivers 4.5.1.3 Business Challenges 4.5.2 Application 4.5.2.1 Middle East and Africa Smart Crop Monitoring Market (by Application) 4.5.3 Product 4.5.3.1 Middle East and Africa Smart Crop Monitoring Market (by Type) 4.5.3.1.1 Middle East and Africa Smart Crop Monitoring Market (by Hardware) 4.5.3.1.2 Middle East and Africa Smart Crop Monitoring Market (by Software) 4.5.3.1.3 Middle East and Africa Smart Crop Monitoring Market (by Service) 4.5.3.2 Middle East and Africa Smart Crop Monitoring Market (by Technology) 4.5.4 Middle East and Africa (by Country) 4.5.4.1 Middle East 4.5.4.1.1 Saudi Arabia 4.5.4.1.1.1 Market 4.5.4.1.1.1.1 Buyer Attributes 4.5.4.1.1.1.2 Key Smart Crop Monitoring Operators in Saudi Arabia 4.5.4.1.1.1.3 Business Drivers 4.5.4.1.1.1.4 Business Challenges 4.5.4.1.1.2 Product 4.5.4.1.1.2.1 Middle East Smart Crop Monitoring Market (by Type) 4.5.4.2 Africa 4.5.4.2.1 South Africa 4.5.4.2.1.1 Market 4.5.4.2.1.1.1 Buyer Attributes 4.5.4.2.1.1.2 Key Smart Crop Monitoring Operators in South Africa 4.5.4.2.1.1.3 Business Challenges 4.5.4.2.1.1.4 Business Drivers 4.5.4.2.1.2 Product 4.5.4.2.1.2.1 Africa Smart Crop Monitoring Market (by Type) 4.6 China 4.6.1 Markets 4.6.1.1 Buyer Attributes 4.6.1.2 Key Smart Crop Monitoring Operators in China 4.6.1.3 Business Challenges 4.6.1.4 Business Drivers 4.6.2 Application 4.6.2.1 China Smart Crop Monitoring Market (by Application) 4.6.3 Product 4.6.3.1 China Smart Crop Monitoring Market (by Type) 4.6.3.2 China Smart Crop Monitoring Market (by Technology) 4.7 Asia-Pacific 4.7.1 Markets 4.7.1.1 Key Smart Crop Monitoring Operators in Asia-Pacific 4.7.1.2 Business Drivers 4.7.1.3 Business Challenges 4.7.2 Application 4.7.2.1 Asia-Pacific Smart Crop Monitoring Market (by Application) 4.7.3 Product 4.7.3.1 Asia-Pacific Smart Crop Monitoring Market (by Type) 4.7.3.1.1 Asia-Pacific Smart Crop Monitoring Market (by Hardware) 4.7.3.1.2 Asia-Pacific Smart Crop Monitoring Market (by Software) 4.7.3.1.3 Asia-Pacific Smart Crop Monitoring Market (by Service) 4.7.3.2 Asia-Pacific Smart Crop Monitoring Market (by Technology) 4.7.4 Asia-Pacific (by Country) 4.7.4.1 Japan 4.7.4.1.1 Markets 4.7.4.1.1.1 Buyer Attributes 4.7.4.1.1.2 Key Smart Crop Monitoring Operators in Japan 4.7.4.1.1.3 Business Challenges 4.7.4.1.1.4 Business Drivers 4.7.4.1.2 Product 4.7.4.1.2.1 Japan Smart Crop Monitoring Market (by Type) 4.7.4.2 India 4.7.4.2.1 Markets 4.7.4.2.1.1 Buyer Attributes 4.7.4.2.1.2 Key Smart Crop Monitoring Operators in India 4.7.4.2.1.3 Business Challenges 4.7.4.2.1.4 Business Drivers 4.7.4.2.2 Product 4.7.4.2.2.1 India Smart Crop Monitoring Market (by Type) 4.7.4.3 Australia 4.7.4.3.1 Markets 4.7.4.3.1.1 Buyer Attributes 4.7.4.3.1.2 Key Smart Crop Monitoring Operators in Australia 4.7.4.3.1.3 Business Challenges 4.7.4.3.1.4 Business Drivers 4.7.4.3.2 Product 4.7.4.3.2.1 Australia Smart Crop Monitoring Market (by Type) 4.7.4.4 Rest-of-Asia-Pacific 4.7.4.4.1 Markets 4.7.4.4.1.1 Buyer Attributes 4.7.4.4.1.2 Key Smart Crop Monitoring Operators in Rest-of-Asia-Pacific 4.7.4.4.1.3 Business Challenges 4.7.4.4.1.4 Business Drivers 4.7.4.4.2 Product 4.7.4.4.2.1 Rest-of-Asia-Pacific Smart Crop Monitoring Market (by Type) 5 Market - Competitive Benchmarking & Company Profiles 5.1 Competitive Benchmarking 5.2 Company Profiles 5.2.1 Sensing and Imagery 5.2.1.1 Ceres Imaging 5.2.1.1.1 Company Overview 5.2.1.1.1.1 Role of Ceres Imaging in the Global Smart Crop Monitoring Market 5.2.1.1.1.2 Service Portfolio 5.2.1.1.2 Business Strategies 5.2.1.1.2.1 Market Development 5.2.1.1.2.2 Product Development 5.2.1.1.3 Corporate Strategies 5.2.1.1.3.1 Partnerships, Collaborations, Joint Ventures, and Alliances 5.2.1.1.4 Analyst View 5.2.1.2 CNH Industrial N.V. 5.2.1.2.1 Company Overview 5.2.1.2.1.1 Role of CNH Industrial N.V. in the Global Smart Crop Monitoring Market 5.2.1.2.1.2 Service Portfolio 5.2.1.2.2 Business Strategies 5.2.1.2.2.1 Market Development 5.2.1.2.2.2 Product Development 5.2.1.2.3 Corporate Strategies 5.2.1.2.3.1 Partnerships, Collaborations, Joint Ventures, and Alliances 5.2.1.2.3.2 Merger and Acquisition 5.2.1.2.4 Analyst View 5.2.1.3 CropIn Technology Solutions Private Limited 5.2.1.3.1 Company Overview 5.2.1.3.1.1 Role of CropIn Technology Solutions Private Limited in the Global Smart Crop Monitoring Market 5.2.1.3.1.2 Service Portfolio 5.2.1.3.2 Business Strategies 5.2.1.3.2.1 Market Development 5.2.1.3.3 Corporate Strategies 5.2.1.3.3.1 Partnerships, Collaborations, Joint Ventures, and Alliances 5.2.1.3.4 Analyst View 5.2.1.4 Deere & Company 5.2.1.4.1 Company Overview 5.2.1.4.1.1 Role of Deere & Company in the Global Smart Crop Monitoring Market 5.2.1.4.1.2 Product Portfolio 5.2.1.4.2 Business Strategies 5.2.1.4.2.1 Market Development 5.2.1.4.2.2 Product Development 5.2.1.4.3 Corporate Strategies 5.2.1.4.3.1 Partnerships, Collaborations, Joint Ventures, and Alliances 5.2.1.4.3.2 Merger and Acquisition 5.2.1.4.4 Analyst View 5.2.1.5 PrecisionHawk, Inc. 5.2.1.5.1 Company Overview 5.2.1.5.1.1 Role of PrecisionHawk, Inc. in the Global Smart Crop Monitoring Market 5.2.1.5.1.2 Service Portfolio 5.2.1.5.2 Corporate Strategies 5.2.1.5.2.1 Partnerships, Collaborations, Joint Ventures, and Alliances 5.2.1.5.3 Analyst View 5.2.1.6 Prospera Technologies 5.2.1.6.1 Company Overview 5.2.1.6.1.1 Role of Prospera Technologies in the Global Smart Crop Monitoring Market 5.2.1.6.1.2 Service Portfolio 5.2.1.6.1.3 Corporate Strategies 5.2.1.6.2 Analyst View 5.2.1.7 Climate LLC 5.2.1.7.1 Company Overview 5.2.1.7.1.1 Role of Climate LLC in the Global Smart Crop Monitoring Market 5.2.1.7.1.2 Service Portfolio 5.2.1.7.2 Corporate Strategies 5.2.1.7.2.1 Partnerships, Collaborations, Joint Ventures, and Alliances 5.2.1.7.3 Analyst View 5.2.2 Guidance 5.2.2.1 AGRIVI 5.2.2.1.1 Company Overview 5.2.2.1.1.1 Role of AGRIVI in the Global Smart Crop Monitoring Market 5.2.2.1.1.2 Service Portfolio 5.2.2.1.2 Business Strategies 5.2.2.1.2.1 Market Development 5.2.2.1.2.2 Product Development 5.2.2.1.3 Corporate Strategies 5.2.2.1.3.1 Partnership, Collaborations, Joint Ventures, and Alliances 5.2.2.1.3.2 Merger and Acquisition 5.2.2.1.4 Analyst View 5.2.2.2 Airbus 5.2.2.2.1 Company Overview 5.2.2.2.1.1 Role of Airbus in Global Smart Crop Monitoring Market 5.2.2.2.2 Service portfolio 5.2.2.2.3 Business Strategies 5.2.2.2.3.1 Product Development 5.2.2.2.4 Corporate Strategies 5.2.2.2.4.1 Partnerships, Collaborations, Joint Ventures, and Alliances 5.2.2.2.5 Analyst View 5.2.2.3 Alibaba Group Holding Limited 5.2.2.3.1 Company Overview 5.2.2.3.1.1 Role of Alibaba Group Holding Limited in the Global Smart Crop Monitoring Market 5.2.2.3.1.2 Service Portfolio 5.2.2.3.2 Corporate Strategies 5.2.2.3.2.1 Partnerships, Collaborations, Joint Ventures, and Alliances 5.2.2.3.3 Analyst View 5.2.2.4 IBM Corporation 5.2.2.4.1 Company Overview 5.2.2.4.1.1 Role of IBM Corporation in the Global Smart Crop Monitoring Market 5.2.2.4.1.2 Service Portfolio 5.2.2.4.2 Business Strategies 5.2.2.4.2.1 Product Development 5.2.2.4.3 Corporate Strategies 5.2.2.4.3.1 Partnerships, Collaborations, Joint Ventures, and Alliances 5.2.2.4.4 Analyst View 5.2.2.5 Microsoft Corporation 5.2.2.5.1 Company Overview 5.2.2.5.1.1 Role of Microsoft Corporation in the Global Smart Crop Monitoring Market 5.2.2.5.1.2 Service Portfolio 5.2.2.5.2 Business Strategies 5.2.2.5.2.1 Market Development 5.2.2.5.2.2 Product Development 5.2.2.5.3 Corporate Strategies 5.2.2.5.3.1 Partnerships, Collaborations, Joint Ventures, and Alliances 5.2.2.5.4 Analyst View 5.2.3 Automation and Robotics 5.2.3.1 Kubota Corporation 5.2.3.1.1 Company Overview 5.2.3.1.1.1 Role of Kubota Corporation in the Global Smart Crop Monitoring Market 5.2.3.1.1.2 Service portfolio 5.2.3.1.2 Business Strategies 5.2.3.1.2.1 Market Development 5.2.3.1.3 Corporate Strategies 5.2.3.1.3.1 Partnerships, Collaborations, Joint Ventures, and Alliances 5.2.3.1.3.2 Merger and Acquisition 5.2.3.1.4 Analyst View 5.2.3.2 Raven Industries Inc. 5.2.3.2.1 Company Overview 5.2.3.2.1.1 Role of Raven Industries Inc. on the Global Smart Crop Monitoring Market 5.2.3.2.1.2 Service Portfolio 5.2.3.2.2 Business Strategies 5.2.3.2.2.1 Market Development 5.2.3.2.2.2 Product Development 5.2.3.2.3 Corporate Strategies 5.2.3.2.3.1 Merger and Acquisition 5.2.3.2.4 Analyst View 5.2.3.3 Robert Bosch GmbH 5.2.3.3.1 Company Overview 5.2.3.3.1.1 Role of Robert Bosch GmbH in the Global Smart Crop Monitoring Market 5.2.3.3.1.2 Service Portfolio 5.2.3.3.2 Business Strategies 5.2.3.3.2.1 Product Development 5.2.3.3.3 Corporate Strategies 5.2.3.3.3.1 Partnerships, Collaborations, Joint Ventures, and Alliances 5.2.3.3.4 Analyst View 5.2.3.4 Small Robot Company 5.2.3.4.1 Company Overview 5.2.3.4.1.1 Role of Small Robot Company in the Global Smart Crop Monitoring Market 5.2.3.4.1.2 Service Portfolio 5.2.3.4.2 Business Strategies 5.2.3.4.2.1 Product Development 5.2.3.4.3 Analyst View 5.2.3.5 Trimble Inc. 5.2.3.5.1 Company Overview 5.2.3.5.1.1 Role of Trimble Inc. on the Global Smart Crop Monitoring Market 5.2.3.5.1.2 Service Portfolio 5.2.3.5.2 Business Strategies 5.2.3.5.2.1 Market Development 5.2.3.5.2.2 Product Development 5.2.3.5.3 Corporate Strategies 5.2.3.5.3.1 Partnerships, Collaborations, Joint Ventures, and Alliances 5.2.3.5.3.2 Merger and Acquisition 5.2.3.5.4 Analyst View 5.2.4 Variable-Rate Technology (VRT) 5.2.4.1 AGCO Corporation 5.2.4.1.1 Company Overview 5.2.4.1.1.1 Role of AGCO Corporation in the Global Smart Crop Monitoring Market 5.2.4.1.1.2 Product Portfolio 5.2.4.1.2 Business Strategies 5.2.4.1.2.1 Market Development 5.2.4.1.2.2 Product Development 5.2.4.1.3 Corporate Strategies 5.2.4.1.3.1 Partnerships, Collaborations, Joint Ventures, and Alliances 5.2.4.1.3.2 Merger and Acquisition 5.2.4.1.4 Analyst View 5.2.4.2 CLAAS KGaA mbH 5.2.4.2.1 Company Overview 5.2.4.2.1.1 Role of CLAAS KGaA mbH in the Global Smart Crop Monitoring Market 5.2.4.2.1.2 Service Portfolio 5.2.4.2.2 Business Strategies 5.2.4.2.2.1 Market Development 5.2.4.2.2.2 Product Development 5.2.4.2.3 Corporate Strategies 5.2.4.2.3.1 Partnerships, Collaborations, Joint Ventures, and Alliances 5.2.4.2.4 Analyst View 5.2.4.3 Granular, Inc. 5.2.4.3.1 Company Overview 5.2.4.3.1.1 Role of Granular, Inc. in the Global Smart Crop Monitoring Market 5.2.4.3.1.2 Service Portfolio 5.2.4.3.2 Corporate Strategies 5.2.4.3.2.1 Partnerships, Collaborations, Joint Ventures, and Alliances 5.2.4.3.3 Analyst View 6 Research Methodology 6.1 Data Sources 6.1.1 Primary Data Sources 6.1.2 Secondary Data Sources 6.1.3 Data Triangulation 6.2 Market Estimation and Forecast 6.2.1 Factors for Data Prediction and Modeling List of Figures Figure 1: Global Smart Crop Monitoring Market, $Billion, 2021-2027 Figure 2: Market Dynamics for Smart Crop Monitoring Market Figure 3: Smart Crop Monitoring Market (by Application) Figure 4: Smart Crop Monitoring Market (by Product Technology) Figure 5: Smart Crop Monitoring Market (by Product Type) Figure 6: Global Smart Crop Monitoring Market (by Region), $Million, 2021 Figure 7: Global Smart Crop Monitoring Market Coverage Figure 8: Smart Crop Monitoring Trend Figure 9: Smart Crop Monitoring Market, Business Dynamics Figure 10: Crop Yield Losses in India, 2019 Figure 11: Economic Losses to Major Crops Produced in India, 2019 Figure 12: Percentage of Population in Various Countries Affected by Cyber Crime and Data Breach (2020-2021) Figure 13: Share of Key Market Strategies and Developments, 2018-2022 Figure 14: Product Development and Innovation (by Company), 2018-2022 Figure 15: Business Expansion (by Company), 2018-2022 Figure 16: Merger and Acquisition (by Company), 2018-2022 Figure 17: Partnerships, Collaborations, and Joint Ventures (by Company), 2018-2022 Figure 18: Investments Raised by Various Agri-Tech Startups in India (2010-2019) Figure 19: Global Smart Crop Monitoring Market (by Application) Figure 20: Global Smart Crop Monitoring Market (by Product) Figure 21: Supply Chain Analysis of Global Smart Crop Monitoring Market Figure 22: Smart Crop Monitoring Patent Trend, 2018-2022 Figure 23: Patent Analysis (by Status), January 2018-May 2022 Figure 24: Patent Analysis (by Status), January 2018-May 2022 Figure 25: Patent Analysis (by Inventor Type), January 2018-May 2022 Figure 26: Patents Analysis (by Patent Office), January 2018-May 2022 Figure 27: Competitive Benchmarking Matrix Figure 28: Data Triangulation Figure 29: Top-Down and Bottom-Up Approach Figure 30: Assumptions and Limitations List of Tables Table 1: Key Consortiums and Associations in the Global Smart Crop Monitoring Market Table 2: Key Regulatory Bodies on the Global Smart Crop Monitoring Market Table 3: Global Access to Basic Infrastructure Table 4: Top Investors in Smart Crop Monitoring Market Table 5: Top Innovations by Key Companies in the Global Smart Crop Monitoring Market Table 6: Key Weather Forecasting Systems and their Applications Table 7: Key Yield Monitoring Systems and their Applications Table 8: Types of Soil Monitoring Systems and their Applications Table 9: Key Crop Protection Products in Global Smart Crop Monitoring Market Table 10: Global Smart Crop Monitoring Market (by Application), $Million, 2021-2027 Table 11: Products Pertaining to Smart Crop Monitoring Market Table 12: Global Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 13: Global Smart Crop Monitoring Market (by Hardware), $Million, 2021-2027 Table 14: Global Smart Crop Monitoring Market (by Software), $Million, 2021-2027 Table 15: Global Smart Crop Monitoring Market (by Service), $Million, 2021-2027 Table 16: Global Smart Crop Monitoring Market (by Technology), $Million, 2021-2027 Table 17: Global Smart Crop Monitoring Market (by Region), $Million, 2021-2027 Table 18: North America Smart Crop Monitoring Market (by Application), $Million, 2021-2027 Table 19: North America Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 20: North America Smart Crop Monitoring Market (by Hardware), $Million, 2021-2027 Table 21: North America Smart Crop Monitoring Market (by Software), $Million, 2021-2027 Table 22: North America Smart Crop Monitoring Market (by Service), $Million, 2021-2027 Table 23: North America Smart Crop Monitoring Market (by Technology), $Million, 2021-2027 Table 24: U.S. Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 25: Canada Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 26: Mexico Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 27: South America Smart Crop Monitoring Market (by Application), $Million, 2021-2027 Table 28: South America Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 29: South America Smart Crop Monitoring Market (by Hardware), $Million, 2021-2027 Table 30: South America Smart Crop Monitoring Market (by Software), $Million, 2021-2027 Table 31: South America Smart Crop Monitoring Market (by Service), $Million, 2021-2027 Table 32: South America Smart Crop Monitoring Market (by Technology), $Million, 2021-2027 Table 33: Brazil Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 34: Argentina Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 35: Rest-of-South America Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 36: Europe Smart Crop Monitoring Market (by Application), $Million, 2021-2027 Table 37: Europe Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 38: Europe Smart Crop Monitoring Market (by Hardware), $Million, 2021-2027 Table 39: Europe Smart Crop Monitoring Market (by Software), $Million, 2021-2027 Table 40: Europe Smart Crop Monitoring Market (by Service), $Million, 2021-2027 Table 41: Europe Smart Crop Monitoring Market (by Technology), $Million, 2021-2027 Table 42: Germany Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 43: France Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 44: Spain Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 45: Italy Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 46: Rest-of-Europe Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 47: U.K. Smart Crop Monitoring Market (by Application), $Million, 2021-2027 Table 48: U.K. Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 49: U.K. Smart Crop Monitoring Market (by Technology), $Million, 2021-2027 Table 50: Middle East and Africa Smart Crop Monitoring Market (by Application), $Million, 2021-2027 Table 51: Middle East and Africa Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 52: Middle East and Africa Smart Crop Monitoring Market (by Hardware), $Million, 2021-2027 Table 53: Middle East and Africa Smart Crop Monitoring Market (by Software), $Million, 2021-2027 Table 54: Middle East and Africa Smart Crop Monitoring Market (by Service), $Million, 2021-2027 Table 55: Middle East and Africa Smart Crop Monitoring Market (by Technology), $Million, 2021-2027 Table 56: Middle East Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 57: Africa Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 58: China Smart Crop Monitoring Market (by Application), $Million, 2021-2027 Table 59: China Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 60: China Smart Crop Monitoring Market (by Technology), $Million, 2021-2027 Table 61: Asia-Pacific Smart Crop Monitoring Market (by Application), $Million, 2021-2027 Table 62: Asia-Pacific Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 63: Asia-Pacific Smart Crop Monitoring Market (by Hardware), $Million, 2021-2027 Table 64: Asia-Pacific Smart Crop Monitoring Market (by Software), $Million, 2021-2027 Table 65: Asia-Pacific Smart Crop Monitoring Market (by Service), $Million, 2021-2027 Table 66: Asia-Pacific Smart Crop Monitoring Market (by Technology), $Million, 2021-2027 Table 67: Japan Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 68: India Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 69: Australia Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 70: Rest-of-Asia-Pacific Smart Crop Monitoring Market (by Type), $Million, 2021-2027 Table 71: Ceres Imaging: Service Portfolio Table 72: Ceres Imaging: Market Development Table 73: Ceres Imaging: Product Development Table 74: Ceres Imaging: Partnerships, Collaborations, Joint Ventures, and Alliances Table 75: CNH Industrial N.V.: Service Portfolio Table 76: CNH Industrial N.V.: Market Development Table 77: CNH Industrial N.V.: Product Development Table 78: CNH Industrial N.V.: Partnerships, Collaborations, Joint Ventures, and Alliances Table 79: CNH Industrial N.V.: Merger and Acquisition Table 80: CropIn Technology Solutions Private Limited: Service Portfolio Table 81: CropIn Technology Solutions Private Limited: Market Development Table 82: CropIn Technology Solutions Private Limited.: Partnerships, Collaborations, Joint Ventures, and Alliances Table 83: Deere & Company: Product Portfolio Table 84: Deere & Company: Market Development Table 85: Deere & Company: Product Development Table 86: Deere & Company: Partnerships, Collaborations, Joint Ventures, and Alliances Table 87: Deere & Company: Merger and Acquisition Table 88: PrecisionHawk, Inc.: Service Portfolio Table 89: PrecisionHawk, Inc.: Partnerships, Joint Ventures, Collaborations, and Alliances Table 90: Prospera Technologies: Service Portfolio Table 91: Partnerships, Collaborations, Joint Ventures, and Alliances Table 92: Climate LLC: Service Portfolio Table 93: Climate LLC: Partnerships, Collaborations, Joint Ventures, and Alliances Table 94: AGRIVI: Service Portfolio Table 95: AGRIVI: Market Development Table 96: AGRIVI: Product Development Table 97: AGRIVI: Partnership, Collaboration, Joint Ventures, and Alliances Table 98: AGRIVI: Merger and Acquisition Table 99: Airbus: Service portfolio Table 100: Airbus: Product Development Table 101: Airbus: Partnerships, Collaborations, Joint Ventures, and Alliances Table 102: Alibaba Group Holding Limited: Service Portfolio Table 103: Alibaba Group Holding Limited: Partnerships, Collaborations, Joint Ventures, and Alliances Table 104: IBM Corporation: Service Portfolio Table 105: IBM Corporation: Product Development Table 106: IBM Corporation: Partnerships, Joint Ventures, Collaborations, and Alliances Table 107: Microsoft Corporation: Service Portfolio Table 108: Microsoft Corporation: Market Development Table 109: Microsoft Corporation: Product Development Table 110: Microsoft Corporation: Partnerships, Joint Ventures, Collaborations, and Alliances Table 111: Kubota Corporation: Service portfolio Table 112: Kubota Corporation: Market Development Table 113: Kubota Corporation: Partnerships, Collaborations, Joint Ventures, and Alliances Table 114: Kubota Corporation: Merger and Acquisition Table 115: Raven Industries Inc.: Service Portfolio Table 116: Raven Industries Inc.: Market Development Table 117: Raven Industries Inc.: Product Development Table 118: Raven Industries Inc.: Merger and Acquisition Table 119: Robert Bosch GmbH: Service Portfolio Table 120: Robert Bosch GmbH: Product Development Table 121: Robert Bosch GmbH: Partnerships, Joint Ventures, Collaborations, and Alliances Table 122: Small Robot Company: Service Portfolio Table 123: Small Robot Company: Product Development Table 124: Trimble Inc.: Service Portfolio Table 125: Trimble Inc.: Market Development Table 126: Trimble Inc.: Product Development Table 127: Trimble Inc.: Partnerships, Collaborations, Joint Ventures, and Alliances Table 128: Trimble Inc.: Merger and Acquisition Table 129: AGCO Corporation: Product Portfolio Table 130: AGCO Corporation: Market Development Table 131: AGCO Corporation: Product Development Table 132: AGCO Corporation: Partnerships, Collaborations, Joint Ventures, and Alliances Table 133: AGCO Corporation: Merger and Acquisition Table 134: CLAAS KGaA mbH: Service Portfolio Table 135: CLAAS KGaA mbH: Market Development Table 136: CLAAS KGaA mbH: Product Development Table 137: CLAAS KGaA mbH: Partnerships, Collaborations, Joint Ventures, and Alliances Table 138: Granular, Inc.: Service Portfolio Table 139: Granular, Inc.: Partnerships, Collaborations, Joint Ventures, and Alliances