Insights into the Industry
The commercial drones industry has been witnessing optimal growth in recent years and is likely to continue even in upcoming years. The growth of commercial drones ’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 commercial drones market in foreseeable future. An increase in the spending capacity of customers with the rise in disposable income will further contribute towards commercial drones 's market proceeds.
This market research report is a comprehensive overview of the events taking place in the commercial drones industry and impacting its growth. Our report divides the commercial drones market into various segments or categories based on products, applications, region, etc. Additionally, our research analysts have listed the key players of the global commercial drones 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 “Commercial Drones Market research report which is segmented by Products (Fixed Wing Drones, Rotary Blade Drones, Hybrid Drones), by Applications (Field Mapping, Variable Rate Application, Crop Scouting), by Key Players/Companies SenseFly, Parrot SA, Ehang Inc, Yuneec International Co. Ltd, Aeryon Labs, Parrot, 3D Robotics, Airobotics, Airware, DroneDeploy, SZ DJI Technology, PrecisionHawk, Bae Systems, Trimble Navigation Ltd, Amazon Prime Air, Hoverfly Technologies, Cyberhawk Innovations Ltd., Insitu Inc, Intel Corporation, Yuneec International, Leptron Unmanned Aircraft Systems, AeroVironment”. In 2020, the global commercial drones 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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| Report Attributes | Report Details |
|---|---|
| Report Title | Commercial Drones Market Research Report |
| By Products | Fixed Wing Drones, Rotary Blade Drones, Hybrid Drones |
| By Applications | Field Mapping, Variable Rate Application, Crop Scouting |
| By Key Players | SenseFly, Parrot SA, Ehang Inc, Yuneec International Co. Ltd, Aeryon Labs, Parrot, 3D Robotics, Airobotics, Airware, DroneDeploy, SZ DJI Technology, PrecisionHawk, Bae Systems, Trimble Navigation Ltd, Amazon Prime Air, Hoverfly Technologies, Cyberhawk Innovations Ltd., Insitu Inc, Intel Corporation, Yuneec International, Leptron Unmanned Aircraft Systems, AeroVironment |
| 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 | 108 |
| Customization Available | Yes, the report can be tailored to meet your specific requirements. |
Based on these findings, the global commercial drones 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, commercial drones industry study report has included all major manufacturers and distributors operating in the commercial drones market across all major regions.
Commercial Drones 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 commercial drones 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.
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.
Commercial Drones Market Key Trends Analysis
The key factors influencing the growth of the commercial drones 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.
Commercial Drones Market Key Segment Analysis
The report delivers a critical assessment on the commercial drones market by segmenting it based on Products, Applications, and region. All the segments and categories of the commercial drones 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 commercial drones market is segmented into Fixed Wing Drones, Rotary Blade Drones, Hybrid Drones. Comprehensive qualitative and quantitative this segment analysis will be provided in the report from 2016 to 2028.
Based on Applications, market is divided into Field Mapping, Variable Rate Application, Crop Scouting. 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 commercial drones 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.
Commercial Drones 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 commercial drones 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.
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 commercial drones market.
Some of the leading players profiled in the global commercial drones market are,
- SenseFly
- Parrot SA
- Ehang Inc
- Yuneec International Co. Ltd
- Aeryon Labs
- Parrot
- 3D Robotics
- Airobotics
- Airware
- DroneDeploy
- SZ DJI Technology
- PrecisionHawk
- Bae Systems
- Trimble Navigation Ltd
- Amazon Prime Air
- Hoverfly Technologies
- Cyberhawk Innovations Ltd.
- Insitu Inc
- Intel Corporation
- Yuneec International
- Leptron Unmanned Aircraft Systems
- AeroVironment
The Key Audiences for Commercial Drones Market Report
- Research Institutes & consulting firms
- Industry Leaders, as well as companies, aspiring to enter the commercial drones 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 commercial drones market are as follows:
Global Commercial Drones Market: By Products
- Fixed Wing Drones
- Rotary Blade Drones
- Hybrid Drones
Global Commercial Drones Market: By Applications
- Field Mapping
- Variable Rate Application
- Crop Scouting
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 commercial drones . We interviewed them to get qualitative and quantitative data.
The following are the justifications for purchasing the global Commercial Drones 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
- SenseFly
- Parrot SA
- Ehang Inc
- Yuneec International Co. Ltd
- Aeryon Labs
- Parrot
- 3D Robotics
- Airobotics
- Airware
- DroneDeploy
- SZ DJI Technology
- PrecisionHawk
- Bae Systems
- Trimble Navigation Ltd
- Amazon Prime Air
- Hoverfly Technologies
- Cyberhawk Innovations Ltd.
- Insitu Inc
- Intel Corporation
- Yuneec International
- Leptron Unmanned Aircraft Systems
- AeroVironment
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 Commercial Drones Market Share by Type (2020-2026) 1.5.2 Fixed Wing Drones 1.5.3 Rotary Blade Drones 1.5.4 Hybrid Drones 1.6 Market by Application 1.6.1 Global Commercial Drones Market Share by Application (2020-2026) 1.6.2 Field Mapping 1.6.3 Variable Rate Application 1.6.4 Crop Scouting 1.7 Commercial Drones Industry Development Trends under COVID-19 Outbreak 1.7.1 Global COVID-19 Status Overview 1.7.2 Influence of COVID-19 Outbreak on Commercial Drones 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 Commercial Drones Market 3.1 Value Chain Status 3.2 Commercial Drones Manufacturing Cost Structure Analysis 3.2.1 Production Process Analysis 3.2.2 Manufacturing Cost Structure of Commercial Drones 3.2.3 Labor Cost of Commercial Drones 3.2.3.1 Labor Cost of Commercial Drones 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 SenseFly 4.1.1 SenseFly Basic Information 4.1.2 Commercial Drones Product Profiles, Application and Specification 4.1.3 SenseFly Commercial Drones Market Performance (2015-2020) 4.1.4 SenseFly Business Overview 4.2 Parrot SA 4.2.1 Parrot SA Basic Information 4.2.2 Commercial Drones Product Profiles, Application and Specification 4.2.3 Parrot SA Commercial Drones Market Performance (2015-2020) 4.2.4 Parrot SA Business Overview 4.3 Ehang Inc 4.3.1 Ehang Inc Basic Information 4.3.2 Commercial Drones Product Profiles, Application and Specification 4.3.3 Ehang Inc Commercial Drones Market Performance (2015-2020) 4.3.4 Ehang Inc Business Overview 4.4 Yuneec International Co. Ltd 4.4.1 Yuneec International Co. Ltd Basic Information 4.4.2 Commercial Drones Product Profiles, Application and Specification 4.4.3 Yuneec International Co. Ltd Commercial Drones Market Performance (2015-2020) 4.4.4 Yuneec International Co. Ltd Business Overview 4.5 Aeryon Labs 4.5.1 Aeryon Labs Basic Information 4.5.2 Commercial Drones Product Profiles, Application and Specification 4.5.3 Aeryon Labs Commercial Drones Market Performance (2015-2020) 4.5.4 Aeryon Labs Business Overview 4.6 Parrot 4.6.1 Parrot Basic Information 4.6.2 Commercial Drones Product Profiles, Application and Specification 4.6.3 Parrot Commercial Drones Market Performance (2015-2020) 4.6.4 Parrot Business Overview 4.7 3D Robotics 4.7.1 3D Robotics Basic Information 4.7.2 Commercial Drones Product Profiles, Application and Specification 4.7.3 3D Robotics Commercial Drones Market Performance (2015-2020) 4.7.4 3D Robotics Business Overview 4.8 Airobotics 4.8.1 Airobotics Basic Information 4.8.2 Commercial Drones Product Profiles, Application and Specification 4.8.3 Airobotics Commercial Drones Market Performance (2015-2020) 4.8.4 Airobotics Business Overview 4.9 Airware 4.9.1 Airware Basic Information 4.9.2 Commercial Drones Product Profiles, Application and Specification 4.9.3 Airware Commercial Drones Market Performance (2015-2020) 4.9.4 Airware Business Overview 4.10 DroneDeploy 4.10.1 DroneDeploy Basic Information 4.10.2 Commercial Drones Product Profiles, Application and Specification 4.10.3 DroneDeploy Commercial Drones Market Performance (2015-2020) 4.10.4 DroneDeploy Business Overview 4.11 SZ DJI Technology 4.11.1 SZ DJI Technology Basic Information 4.11.2 Commercial Drones Product Profiles, Application and Specification 4.11.3 SZ DJI Technology Commercial Drones Market Performance (2015-2020) 4.11.4 SZ DJI Technology Business Overview 4.12 PrecisionHawk 4.12.1 PrecisionHawk Basic Information 4.12.2 Commercial Drones Product Profiles, Application and Specification 4.12.3 PrecisionHawk Commercial Drones Market Performance (2015-2020) 4.12.4 PrecisionHawk Business Overview 4.13 Bae Systems 4.13.1 Bae Systems Basic Information 4.13.2 Commercial Drones Product Profiles, Application and Specification 4.13.3 Bae Systems Commercial Drones Market Performance (2015-2020) 4.13.4 Bae Systems Business Overview 4.14 Trimble Navigation Ltd 4.14.1 Trimble Navigation Ltd Basic Information 4.14.2 Commercial Drones Product Profiles, Application and Specification 4.14.3 Trimble Navigation Ltd Commercial Drones Market Performance (2015-2020) 4.14.4 Trimble Navigation Ltd Business Overview 4.15 Amazon Prime Air 4.15.1 Amazon Prime Air Basic Information 4.15.2 Commercial Drones Product Profiles, Application and Specification 4.15.3 Amazon Prime Air Commercial Drones Market Performance (2015-2020) 4.15.4 Amazon Prime Air Business Overview 4.16 Hoverfly Technologies 4.16.1 Hoverfly Technologies Basic Information 4.16.2 Commercial Drones Product Profiles, Application and Specification 4.16.3 Hoverfly Technologies Commercial Drones Market Performance (2015-2020) 4.16.4 Hoverfly Technologies Business Overview 4.17 Cyberhawk Innovations Ltd. 4.17.1 Cyberhawk Innovations Ltd. Basic Information 4.17.2 Commercial Drones Product Profiles, Application and Specification 4.17.3 Cyberhawk Innovations Ltd. Commercial Drones Market Performance (2015-2020) 4.17.4 Cyberhawk Innovations Ltd. Business Overview 4.18 Insitu Inc 4.18.1 Insitu Inc Basic Information 4.18.2 Commercial Drones Product Profiles, Application and Specification 4.18.3 Insitu Inc Commercial Drones Market Performance (2015-2020) 4.18.4 Insitu Inc Business Overview 4.19 Intel Corporation 4.19.1 Intel Corporation Basic Information 4.19.2 Commercial Drones Product Profiles, Application and Specification 4.19.3 Intel Corporation Commercial Drones Market Performance (2015-2020) 4.19.4 Intel Corporation Business Overview 4.20 Yuneec International 4.20.1 Yuneec International Basic Information 4.20.2 Commercial Drones Product Profiles, Application and Specification 4.20.3 Yuneec International Commercial Drones Market Performance (2015-2020) 4.20.4 Yuneec International Business Overview 4.21 Leptron Unmanned Aircraft Systems 4.21.1 Leptron Unmanned Aircraft Systems Basic Information 4.21.2 Commercial Drones Product Profiles, Application and Specification 4.21.3 Leptron Unmanned Aircraft Systems Commercial Drones Market Performance (2015-2020) 4.21.4 Leptron Unmanned Aircraft Systems Business Overview 4.22 AeroVironment 4.22.1 AeroVironment Basic Information 4.22.2 Commercial Drones Product Profiles, Application and Specification 4.22.3 AeroVironment Commercial Drones Market Performance (2015-2020) 4.22.4 AeroVironment Business Overview 5 Global Commercial Drones Market Analysis by Regions 5.1 Global Commercial Drones Sales, Revenue and Market Share by Regions 5.1.1 Global Commercial Drones Sales by Regions (2015-2020) 5.1.2 Global Commercial Drones Revenue by Regions (2015-2020) 5.2 North America Commercial Drones Sales and Growth Rate (2015-2020) 5.3 Europe Commercial Drones Sales and Growth Rate (2015-2020) 5.4 Asia-Pacific Commercial Drones Sales and Growth Rate (2015-2020) 5.5 Middle East and Africa Commercial Drones Sales and Growth Rate (2015-2020) 5.6 South America Commercial Drones Sales and Growth Rate (2015-2020) 6 North America Commercial Drones Market Analysis by Countries 6.1 North America Commercial Drones Sales, Revenue and Market Share by Countries 6.1.1 North America Commercial Drones Sales by Countries (2015-2020) 6.1.2 North America Commercial Drones Revenue by Countries (2015-2020) 6.1.3 North America Commercial Drones Market Under COVID-19 6.2 United States Commercial Drones Sales and Growth Rate (2015-2020) 6.2.1 United States Commercial Drones Market Under COVID-19 6.3 Canada Commercial Drones Sales and Growth Rate (2015-2020) 6.4 Mexico Commercial Drones Sales and Growth Rate (2015-2020) 7 Europe Commercial Drones Market Analysis by Countries 7.1 Europe Commercial Drones Sales, Revenue and Market Share by Countries 7.1.1 Europe Commercial Drones Sales by Countries (2015-2020) 7.1.2 Europe Commercial Drones Revenue by Countries (2015-2020) 7.1.3 Europe Commercial Drones Market Under COVID-19 7.2 Germany Commercial Drones Sales and Growth Rate (2015-2020) 7.2.1 Germany Commercial Drones Market Under COVID-19 7.3 UK Commercial Drones Sales and Growth Rate (2015-2020) 7.3.1 UK Commercial Drones Market Under COVID-19 7.4 France Commercial Drones Sales and Growth Rate (2015-2020) 7.4.1 France Commercial Drones Market Under COVID-19 7.5 Italy Commercial Drones Sales and Growth Rate (2015-2020) 7.5.1 Italy Commercial Drones Market Under COVID-19 7.6 Spain Commercial Drones Sales and Growth Rate (2015-2020) 7.6.1 Spain Commercial Drones Market Under COVID-19 7.7 Russia Commercial Drones Sales and Growth Rate (2015-2020) 7.7.1 Russia Commercial Drones Market Under COVID-19 8 Asia-Pacific Commercial Drones Market Analysis by Countries 8.1 Asia-Pacific Commercial Drones Sales, Revenue and Market Share by Countries 8.1.1 Asia-Pacific Commercial Drones Sales by Countries (2015-2020) 8.1.2 Asia-Pacific Commercial Drones Revenue by Countries (2015-2020) 8.1.3 Asia-Pacific Commercial Drones Market Under COVID-19 8.2 China Commercial Drones Sales and Growth Rate (2015-2020) 8.2.1 China Commercial Drones Market Under COVID-19 8.3 Japan Commercial Drones Sales and Growth Rate (2015-2020) 8.3.1 Japan Commercial Drones Market Under COVID-19 8.4 South Korea Commercial Drones Sales and Growth Rate (2015-2020) 8.4.1 South Korea Commercial Drones Market Under COVID-19 8.5 Australia Commercial Drones Sales and Growth Rate (2015-2020) 8.6 India Commercial Drones Sales and Growth Rate (2015-2020) 8.6.1 India Commercial Drones Market Under COVID-19 8.7 Southeast Asia Commercial Drones Sales and Growth Rate (2015-2020) 8.7.1 Southeast Asia Commercial Drones Market Under COVID-19 9 Middle East and Africa Commercial Drones Market Analysis by Countries 9.1 Middle East and Africa Commercial Drones Sales, Revenue and Market Share by Countries 9.1.1 Middle East and Africa Commercial Drones Sales by Countries (2015-2020) 9.1.2 Middle East and Africa Commercial Drones Revenue by Countries (2015-2020) 9.1.3 Middle East and Africa Commercial Drones Market Under COVID-19 9.2 Saudi Arabia Commercial Drones Sales and Growth Rate (2015-2020) 9.3 UAE Commercial Drones Sales and Growth Rate (2015-2020) 9.4 Egypt Commercial Drones Sales and Growth Rate (2015-2020) 9.5 Nigeria Commercial Drones Sales and Growth Rate (2015-2020) 9.6 South Africa Commercial Drones Sales and Growth Rate (2015-2020) 10 South America Commercial Drones Market Analysis by Countries 10.1 South America Commercial Drones Sales, Revenue and Market Share by Countries 10.1.1 South America Commercial Drones Sales by Countries (2015-2020) 10.1.2 South America Commercial Drones Revenue by Countries (2015-2020) 10.1.3 South America Commercial Drones Market Under COVID-19 10.2 Brazil Commercial Drones Sales and Growth Rate (2015-2020) 10.2.1 Brazil Commercial Drones Market Under COVID-19 10.3 Argentina Commercial Drones Sales and Growth Rate (2015-2020) 10.4 Columbia Commercial Drones Sales and Growth Rate (2015-2020) 10.5 Chile Commercial Drones Sales and Growth Rate (2015-2020) 11 Global Commercial Drones Market Segment by Types 11.1 Global Commercial Drones Sales, Revenue and Market Share by Types (2015-2020) 11.1.1 Global Commercial Drones Sales and Market Share by Types (2015-2020) 11.1.2 Global Commercial Drones Revenue and Market Share by Types (2015-2020) 11.2 Fixed Wing Drones Sales and Price (2015-2020) 11.3 Rotary Blade Drones Sales and Price (2015-2020) 11.4 Hybrid Drones Sales and Price (2015-2020) 12 Global Commercial Drones Market Segment by Applications 12.1 Global Commercial Drones Sales, Revenue and Market Share by Applications (2015-2020) 12.1.1 Global Commercial Drones Sales and Market Share by Applications (2015-2020) 12.1.2 Global Commercial Drones Revenue and Market Share by Applications (2015-2020) 12.2 Field Mapping Sales, Revenue and Growth Rate (2015-2020) 12.3 Variable Rate Application Sales, Revenue and Growth Rate (2015-2020) 12.4 Crop Scouting Sales, Revenue and Growth Rate (2015-2020) 13 Commercial Drones Market Forecast by Regions (2020-2026) 13.1 Global Commercial Drones Sales, Revenue and Growth Rate (2020-2026) 13.2 Commercial Drones Market Forecast by Regions (2020-2026) 13.2.1 North America Commercial Drones Market Forecast (2020-2026) 13.2.2 Europe Commercial Drones Market Forecast (2020-2026) 13.2.3 Asia-Pacific Commercial Drones Market Forecast (2020-2026) 13.2.4 Middle East and Africa Commercial Drones Market Forecast (2020-2026) 13.2.5 South America Commercial Drones Market Forecast (2020-2026) 13.3 Commercial Drones Market Forecast by Types (2020-2026) 13.4 Commercial Drones Market Forecast by Applications (2020-2026) 13.5 Commercial Drones Market Forecast Under COVID-19 14 Appendix 14.1 Methodology 14.2 Research Data Source
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