Abstract
Summary
The edge computing market size is expected to grow from USD 53.6 billion in 2023 to USD 111.3 billion by 2028, at a Compound Annual Growth Rate (CAGR) of 15.7% during the forecast period. The requirement of companies to collect and analyze data at the very source from where it is generated, growth of IoT networks, increased bandwidth, reduced latency, cost effectiveness, emergence of edge native cloud platforms have made connecting edge devices and sensors the need of the hour, hence compelling enterprises to adopt and harness the power of edge computing.
By component, services segment to exhibit significant growth during the forecast period
The services segment plays a crucial role in the edge computing market, providing a range of essential functions and support to ensure the successful implementation and operation of edge computing solutions. Services in the edge computing market encompass a variety of offerings that cater to the unique requirements and complexities of edge deployments. Consulting and advisory services form a significant part of the services segment. These services assist organizations in understanding the potential benefits of edge computing, assessing their specific needs, and devising an appropriate strategy for implementation. Consultants guide businesses in identifying the optimal edge infrastructure, network architecture, and edge device placement to achieve their desired outcomes. Next, the integration and deployment services are also vital in the edge computing ecosystem. These services aid organizations in seamlessly integrating edge computing solutions into their existing IT infrastructure. They involve activities such as hardware and software installation, configuration, testing, and system integration. By leveraging these services, businesses can effectively bridge the gap between their current infrastructure and the edge environment. Furthermore, managed services play a significant role in ensuring the ongoing smooth operation of edge computing deployments. These services encompass monitoring, maintenance, and support for the edge infrastructure, as well as managing software updates, security patches, and performance optimization. Managed services relieve organizations of the complexities associated with managing distributed edge environments and enable them to focus on their core competencies. And then the training and education services contribute to the growth of the edge computing market. These services provide organizations with the knowledge and skills required to operate and manage edge computing solutions effectively. Training programs may cover topics such as edge architecture, edge analytics, security practices, and data governance, empowering businesses to derive maximum value from their edge deployments.
Summarily, the services segment in the edge computing market is vital for supporting organizations throughout their edge computing journey, encompassing consulting, integration, deployment, managed services, and training. These services enable businesses to overcome implementation challenges, optimize performance, and achieve the desired business outcomes from their edge computing initiatives.
By application, AR & VR segment to exhibit decent growth during the forecast period
AR is more common and has more practical applications. The technology behind AR requires devices to process visual data and represent visual elements in real time. Without the edge technology, these visual elements need to send back to the centralized data centers, where these elements can be added before sending it back to that device. This arrangement will offer significant latency. Edge technology will enable IoT devices to integrate AR displays instantly, enabling users to look and take in new AR details without much loading time. AR devices have applications beyond entertaining applications, such as retail, where it is being utilized to display product information. Thus, edge architecture will play a vital role in providing these applications with minimal latency. AR is an extremely complex technology. The device must understand data from multiple sensors to react in a real-time environment. Edge infrastructure enables these devices to react in real-time immediately, without delay in data transfer speed. Thus, edge technology will introduce speed and accuracy to make these devices more accurate across applications.
By vertical, government and defense vertical to grow significantly during the forecast period
Growing expectations from citizens and dropping budgets during the global financial crisis are limiting the ability of policymakers, administrators, and key decision-makers to meet the citizens’ needs. To aptly serve the needs of citizens, government agencies must advance and expand the deployment of advanced technologies for the development of infrastructure for smart cities, such as traffic monitoring, parking management, and waste management. Government agencies are increasingly infusing edge computing in their IT infrastructure to gain greater data visibility in far-flung locations and achieve faster data analysis. This enables them to identify assets at greater risk and explore new mission scenarios for minimizing loss and optimizing efficiency. For instance, the US Air Force deployed Dell and Microsoft’s cloud and edge computing solutions and saved USD 1 million in weekly tanker refuelling costs. US Marine and other special forces also use such applications to achieve situational awareness.
Latin American region is showing promising growth in the edge computing market during the forecast period in 2023
Companies in the region are focusing on providing better services and establishing communications with
their customers. Owing to low-cost software requirements and various cloud computing benefits, such as easy adaptability, multitenancy, and a high degree of abstraction, various companies across Latin America have adopted cloud computing technology. However, with the peaking data volumes, Latin American companies are expected to adopt edge computing to eliminate network congestion issues and data loss risks. Cloud computing addresses inefficiencies by flattening peak loads and optimizing data centers, and edge computing add to the benefits by providing low latency connectivity and high bandwidth for data transmission. Owing to the proliferation of 5G, data-driven enterprises would demand quick and real-time access to data; hence, edge computing is expected to grow in this region.
In the process of determining and verifying the market size for several segments and subsegments gathered through secondary research, extensive primary interviews were conducted with the key people. The breakup of the profiles of the primary participants is as follows:
• By Company Type: Tier I: 35%, Tier II: 25%, and Tier III: 40%
• By Designation: C-Level: 25%, D-Level: 30%, and Others: 45%
• By Region: North America: 42%, Europe: 25%, APAC: 18%, Row: 15%
The report profiles the following key vendors:
Cisco (US), AWS (US), Dell Technologies (US), Google (US), HPE (US), Huawei (China), IBM (US), Intel (US), Litmus Automation (US), Microsoft (US), Nokia (Finland), ADLINK (Taiwan), Axellio (US), Capgemini (France), ClearBlade (US), Digi International (US), Fastly (US), StackPath (US), Vapor IO (US), GE Digital (US), Moxa (Taiwan), Sierra Wireless (Canada), Juniper Networks (US), EdgeConnex (US), Belden (US), Saguna Networks (Israel), Edge Intelligence (US), Edgeworx (US), Sunlight.io (UK), Mutable (US), Hivecell (US), Section (US), EdgeIQ (US).
Research Coverage
The report segments the edge computing market by the component segment which includes software, hardware, and services.
Based on the application, the market is segmented into smart cities, Industrial Internet of Things (IIoT), remote monitoring, content delivery, Augmented Reality (AR) and Virtual Reality (VR), and other applications (autonomous vehicles, drones, and gaming).
The market is also segmented based on organization sizes as small and medium-sized enterprises and large enterprises.
Different verticals using edge computing solutions include manufacturing, energy and utilities, government and defense, healthcare and life sciences, media and entertainment, retail and consumer goods, telecommunications, transportation and logistics, and other verticals (education and BFSI).
The geographic analysis of the edge computing market is spread across five major regions: North America, Europe, Asia Pacific, Middle East and Africa, and Latin America.
Key Benefits of Buying the Report
• The report will help the market leaders/new entrants in the edge computing market with information on the closest approximations of the revenue numbers for the overall edge computing market and the subsegments across regions.
• The report provides the impact of recession on the aforesaid market, among top vendors worldwide, along with figures which are the closest approximations, estimated and projected.
• The report will help stakeholders understand the competitive landscape and gain more insights to better position their businesses and to plan suitable go-to-market strategies.
• The report also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities. It would help stakeholders understand the market dynamics better, their competitors better and gain more insights to uplift their positions in the market.
• The competitive landscape section includes a competitor ecosystem, market diversification parameters such as new product launch, product enhancement, partnerships, agreement, integration, collaborations, and acquisitions.
• The Market quadrant of edge computing vendors have been precisely incorporated as a figure which helps readers understand market players categorization and their performance.
• In-depth exhaustive assessment of market shares, growth strategies and service offerings of leading players in the edge computing market strategies.
• The report also helps stakeholders understand the competitive analysis by these market players via competitive benchmarking tables.
Table of Contents
1 INTRODUCTION 38
1.1 STUDY OBJECTIVES 38
1.2 MARKET DEFINITION 38
1.2.1 INCLUSIONS AND EXCLUSIONS 38
1.3 MARKET SCOPE 39
1.3.1 MARKET SEGMENTATION 39
1.3.2 REGIONS COVERED 40
1.3.3 YEARS CONSIDERED 40
1.4 CURRENCY CONSIDERED 41
1.5 STAKEHOLDERS 41
1.6 SUMMARY OF CHANGES 41
2 RESEARCH METHODOLOGY 43
2.1 RESEARCH DATA 43
2.1.1 SECONDARY DATA 44
2.1.2 PRIMARY DATA 44
- 2.1.2.1 Breakup of primary profiles 45
- 2.1.2.2 Primary respondents 45
- 2.1.2.3 Key industry insights 46
2.2 MARKET BREAKUP AND DATA TRIANGULATION 47
2.3 MARKET SIZE ESTIMATION 48
2.4 MARKET FORECAST 51
2.4.1 RECESSION IMPACT ANALYSIS 52
2.5 ASSUMPTIONS 52
2.6 LIMITATIONS 53
3 EXECUTIVE SUMMARY 54
3.1 EDGE COMPUTING MARKET: OVERVIEW OF RECESSION IMPACT 55
4 PREMIUM INSIGHTS 60
4.1 ATTRACTIVE OPPORTUNITIES FOR COMPANIES IN EDGE COMPUTING MARKET 60
4.2 EDGE COMPUTING MARKET, BY COMPONENT, 2023 VS. 2028 60
4.3 EDGE COMPUTING MARKET, BY APPLICATION, 2023 VS. 2028 61
4.4 EDGE COMPUTING MARKET, BY ORGANIZATION SIZE, 2023 VS. 2028 61
4.5 EDGE COMPUTING MARKET, BY VERTICAL, 2023 VS. 2028 62
4.6 EDGE COMPUTING MARKET: REGIONAL SCENARIO, 2023-2028 62
5 MARKET OVERVIEW AND INDUSTRY TRENDS 63
5.1 INTRODUCTION 63
5.2 MARKET DYNAMICS 63
5.2.1 DRIVERS 64
- 5.2.1.1 Growing adoption of IoT across industries 64
- 5.2.1.2 Exponentially increasing data volume and network traffic 64
- 5.2.1.3 Rising demand for low-latency processing and real-time, automated decision-making solutions 65
- 5.2.1.4 Surge in data traffic to drive enhanced solutions innovation and implementation in edge computing 65
5.2.2 RESTRAINTS 65
- 5.2.2.1 Initial CAPEX for infrastructure 65
5.2.3 OPPORTUNITIES 66
- 5.2.3.1 Emergence of autonomous vehicles and connected car infrastructure 66
- 5.2.3.2 Advent of 5G network to deliver instant communication experiences 66
5.2.4 CHALLENGES 67
- 5.2.4.1 Complexity in integrating with existing cloud architecture 67
- 5.2.4.2 Cyberattacks and limited authentication capabilities at the edge 67
5.3 CASE STUDY ANALYSIS 68
5.3.1 CASE STUDY 1: UNPRECEDENTED VISIBILITY INTO PHARMACEUTICAL SUPPLY CHAINS 68
5.3.2 CASE STUDY 2: REAL-TIME QUALITY INSPECTION FOR SMART FACTORY 68
5.3.3 CASE STUDY 3: OPTIMIZED DATA MIGRATION 69
5.3.4 CASE STUDY 4: PREDICTIVE EQUIPMENT MAINTENANCE TO IMPROVE SERVICE EFFICIENCY AND PROFITABILITY 69
5.3.5 CASE STUDY 5: QUICK PROCESSING IN GEOGRAPHICALLY DISPERSED DATA CENTERS 70
5.3.6 CASE STUDY 6: HPE SOLUTION AS AID FOR FOOL-PROOF ORBIT SPACE SYSTEM 70
5.3.7 CASE STUDY 7: ENHANCING CUSTOMER EXPERIENCE WITH EDGE DNS 71
5.3.8 CASE STUDY 8: UPGRADES IN TELECOM INDUSTRY 71
5.3.9 CASE STUDY 9: MICROSOFT’S AZURE TO AID ESPN’S POPULAR OFFERINGS 72
5.4 ECOSYSTEM 73
5.5 PRICING ANALYSIS 77
5.6 AVERAGE SELLING PRICE TREND 78
5.7 BUSINESS MODEL ANALYSIS 79
5.7.1 BUSINESS MODEL FOR HARDWARE VENDORS 79
5.7.2 BUSINESS MODEL FOR SOFTWARE PROVIDERS 80
5.7.3 BUSINESS MODEL FOR SERVICE PROVIDERS 80
5.8 PATENT ANALYSIS 81
5.9 TECHNOLOGY ANALYSIS 82
5.9.1 AI AND ML 82
5.9.2 5G 83
5.9.3 IOT 83
5.9.4 AR AND VR 83
5.10 SUPPLY CHAIN ANALYSIS 84
5.11 KEY CONFERENCES AND EVENTS IN 2023-2024 85
5.12 PORTER’S FIVE FORCES ANALYSIS 86
5.12.1 THREAT OF NEW ENTRANTS 87
5.12.2 THREAT OF SUBSTITUTES 87
5.12.3 BARGAINING POWER OF SUPPLIERS 87
5.12.4 BARGAINING POWER OF BUYERS 87
5.12.5 INTENSITY OF COMPETITIVE RIVALRY 87
5.13 KEY STAKEHOLDERS AND BUYING CRITERIA 88
5.13.1 KEY STAKEHOLDERS IN BUYING PROCESS 88
5.13.2 BUYING CRITERIA 89
5.14 REGULATIONS 91
5.14.1 NORTH AMERICA 91
5.14.2 EUROPE 92
5.14.3 ASIA PACIFIC 92
5.14.4 MIDDLE EAST AND SOUTH AFRICA 93
5.14.5 LATIN AMERICA 93
5.15 EMERGING TRENDS IN EDGE COMPUTING MARKET 93
5.16 EDGE COMPUTING MARKET - EDGE SERVER SHIPMENT ANALYSIS 94
6 EDGE COMPUTING MARKET, BY COMPONENT 95
6.1 INTRODUCTION 96
6.1.1 COMPONENTS: EDGE COMPUTING MARKET DRIVERS 97
6.2 HARDWARE 97
6.2.1 NEAR REAL-TIME ACTIONABLE INSIGHTS AT DATA SOURCE TO DRIVE GROWTH OF DATA GENERATED AND COLLECTED 97
6.3 SOFTWARE 98
6.3.1 EDGE COMPUTING SOFTWARE PROVIDES COMPREHENSIVE VISIBILITY AND CONTROL OVER REMOTE EDGE ENVIRONMENT 98
6.4 SERVICES 99
6.4.1 EDGE COMPUTING SERVICES PROVIDE ASSISTANCE, UPGRADE, AND REPAIR FOR INTEGRATED EDGE DEVICES AND SOLUTIONS 99
7 EDGE COMPUTING MARKET, BY APPLICATION 101
7.1 INTRODUCTION 102
7.1.1 APPLICATIONS: EDGE COMPUTING MARKET DRIVERS 103
7.2 SMART CITIES 104
7.2.1 EDGE COMPUTING SOLUTIONS TO AID INNOVATIONS IN SMART CITY DIGITAL CONNECTIVITY 104
7.3 INDUSTRIAL INTERNET OF THINGS 105
7.3.1 INFUSING EDGE COMPUTING IN IIOT PROCESSES HELPS COMPANIES IMPROVE NETWORK COMMUNICATION AND COOPERATIVE COORDINATION 105
7.4 REMOTE MONITORING 106
7.4.1 EDGE COMPUTING FUNCTIONALITIES DELIVER FASTER, RELIABLE, AND CHEAPER DATA PROCESSING USING REMOTE MONITORING SERVICES 106
7.5 CONTENT DELIVERY 107
7.5.1 CONTENT DELIVERY MANAGES HEAVY WORKLOADS AND MAINTAINS QUALITY OF EXPERIENCE BY IMPROVING DELIVERY TIME 107
7.6 AUGMENTED REALITY AND VIRTUAL REALITY 108
7.6.1 EDGE INFRASTRUCTURE ENABLES AR AND VR DEVICES TO RESPOND IN REAL TIME 108
7.7 OTHER APPLICATIONS 109
8 EDGE COMPUTING MARKET, BY ORGANIZATION SIZE 110
8.1 INTRODUCTION 111
8.1.1 ORGANIZATION SIZE: EDGE COMPUTING MARKET DRIVERS 112
8.2 SMALL AND MEDIUM-SIZED ENTERPRISES 112
8.2.1 EDGE COMPUTING OFFERS CUTTING-EDGE TECHNOLOGIES BY REDUCING OVERALL IT EXPENSES 112
8.3 LARGE ENTERPRISES 113
8.3.1 ADOPTION OF EDGE COMPUTING SOLUTIONS ENHANCES OPERATIONAL EFFICIENCY 113
9 EDGE COMPUTING MARKET, BY VERTICAL 115
9.1 INTRODUCTION 116
9.1.1 VERTICALS: EDGE COMPUTING MARKET DRIVERS 117
9.2 MANUFACTURING 119
9.2.1 EDGE COMPUTING OFFERS COST-EFFECTIVE WAYS OF ACHIEVING REMOTE MONITORING IN MANUFACTURING INDUSTRIES 119
9.3 ENERGY & UTILITIES 120
9.3.1 EDGE COMPUTING DEVICES HELP ADDRESS ISSUES IN MIDSTREAM SECTOR RELATED TO CRUDE OIL STORAGE AND TRANSPORTATION 120
9.4 GOVERNMENT & DEFENSE 121
9.4.1 GOVERNMENT AGENCIES INFUSE EDGE COMPUTING IN IT INFRASTRUCTURE FOR FASTER DATA ANALYSIS 121
9.5 TELECOMMUNICATIONS 122
9.5.1 EDGE COMPUTING HELPS TELECOM PROVIDERS EXPAND NETWORK REACH WITH LOWER LATENCY 122
9.6 MEDIA & ENTERTAINMENT 123
9.6.1 EDGE COMPUTING PROVIDES INSTANTANEOUS CONNECTION AND BETTER SCALABILITY FOR CONTENT CREATION AND DISTRIBUTION 123
9.7 RETAIL & CONSUMER GOODS 124
9.7.1 EDGE COMPUTING LEVERAGES NEW TECHNOLOGIES TO GATHER INSIGHTS ON PURCHASING PREFERENCES OF CONSUMERS 124
9.8 TRANSPORTATION & LOGISTICS 125
9.8.1 EDGE COMPUTING REDUCES DATA SHARING AND LATENCY, FACILITATING EFFECTIVE AND EFFICIENT CONNECTION WITH DEVICES AND SENSORS IN VEHICLES AND DATABASES 125
9.9 HEALTHCARE & LIFE SCIENCES 126
9.9.1 IOT AND SMART WEARABLE EDGE DEVICES RECORD REAL-TIME VITAL INFORMATION 126
9.10 OTHER VERTICALS 127
10 EDGE COMPUTING MARKET, BY REGION 129
10.1 INTRODUCTION 130
10.2 NORTH AMERICA 131
10.2.1 NORTH AMERICA: EDGE COMPUTING MARKET DRIVERS 131
10.2.2 NORTH AMERICA: RECESSION IMPACT 132
10.2.3 US 137
- 10.2.3.1 Convergence of edge computing with IIoT encourages manufacturers to move toward connected factories 137
10.2.4 CANADA 138
- 10.2.4.1 Startups provide platforms to develop edge-enabled solutions 138
10.3 EUROPE 139
10.3.1 EUROPE: EDGE COMPUTING MARKET DRIVERS 140
10.3.2 EUROPE: RECESSION IMPACT 140
10.3.3 UK 144
- 10.3.3.1 Companies adopt edge computing solutions to enhance operational efficiency 144
10.3.4 GERMANY 145
- 10.3.4.1 German edge computing and telecom companies collaborate to build robust edge computing solutions 145
10.3.5 FRANCE 146
- 10.3.5.1 Huge investments by global edge computing providers to cater to changing customer behavior 146
10.3.6 REST OF EUROPE 147
10.4 ASIA PACIFIC 149
10.4.1 ASIA PACIFIC: EDGE COMPUTING MARKET DRIVERS 149
10.4.2 ASIA PACIFIC: RECESSION IMPACT 150
10.4.3 CHINA 155
- 10.4.3.1 Adoption of edge computing to achieve resiliency and scalability 155
10.4.4 JAPAN 156
- 10.4.4.1 Technology providers introduce cutting-edge edge computing technologies 156
10.4.5 AUSTRALIA 157
- 10.4.5.1 Cloud-enhancing capabilities provide attractive opportunities for edge computing 157
10.4.6 REST OF ASIA PACIFIC 159
10.5 MIDDLE EAST AND AFRICA 160
10.5.1 MIDDLE EAST AND AFRICA: EDGE COMPUTING MARKET DRIVERS 160
10.5.2 MIDDLE EAST AND AFRICA: RECESSION IMPACT 161
10.5.3 KINGDOM OF SAUDI ARABIA 165
- 10.5.3.1 Increase in purchasing power and inclination toward advanced technologies to propel market 165
10.5.4 UAE 167
- 10.5.4.1 IT resource deployment, intelligent storage services, and remote monitoring capabilities to drive adoption of edge computing 167
10.5.5 SOUTH AFRICA 168
- 10.5.5.1 Increasing investment by edge computing vendors to boost market 168
10.5.6 REST OF MIDDLE EAST AND AFRICA 170
10.6 LATIN AMERICA 171
10.6.1 LATIN AMERICA: EDGE COMPUTING MARKET DRIVERS 171
10.6.2 LATIN AMERICA: RECESSION IMPACT 172
10.6.3 BRAZIL 175
- 10.6.3.1 Rising technology assimilation among enterprises and consumers presents significant opportunity for market 175
10.6.4 MEXICO 176
- 10.6.4.1 Migration of applications and IT infrastructure to cloud to drive demand for edge computing solutions 176
10.6.5 REST OF LATIN AMERICA 177
11 COMPETITIVE LANDSCAPE 179
11.1 INTRODUCTION 179
11.2 MARKET SHARE OF TOP VENDORS 179
11.3 KEY PLAYER STRATEGIES/RIGHT TO WIN 180
11.3.1 OVERVIEW OF STRATEGIES BY KEY EDGE COMPUTING VENDORS 180
11.4 REVENUE ANALYSIS OF TOP FIVE VENDORS 181
11.5 COMPANY EVALUATION QUADRANT, 2022 181
11.5.1 DEFINITIONS AND METHODOLOGY 181
11.5.2 STARS 182
11.5.3 EMERGING LEADERS 182
11.5.4 PERVASIVE PLAYERS 182
11.5.5 PARTICIPANTS 183
11.5.6 COMPANY FOOTPRINT ANALYSIS 184
11.6 COMPANY EVALUATION QUADRANT FOR STARTUPS/SMES, 2022 185
11.6.1 PROGRESSIVE COMPANIES 186
11.6.2 RESPONSIVE COMPANIES 186
11.6.3 DYNAMIC COMPANIES 186
11.6.4 STARTING BLOCKS 186
11.6.5 COMPETITIVE BENCHMARKING FOR STARTUPS/SMES 187
11.7 SME/STARTUP PRODUCT FOOTPRINT ANALYSIS 188
11.8 COMPANY FINANCIAL METRICS 189
11.9 GLOBAL SNAPSHOT OF KEY MARKET PARTICIPANTS 190
11.10 COMPETITIVE SCENARIO 190
11.10.1 PRODUCT LAUNCHES AND ENHANCEMENTS 190
11.10.2 DEALS 192
12 COMPANY PROFILES 195
12.1 INTRODUCTION 195
12.2 KEY PLAYERS 195
12.2.1 CISCO 195
12.2.2 HEWLETT PACKARD ENTERPRISE 200
12.2.3 HUAWEI TECHNOLOGIES 206
12.2.4 IBM 210
12.2.5 DELL TECHNOLOGIES 216
12.2.6 NOKIA 221
12.2.7 LITMUS AUTOMATION 226
12.2.8 AMAZON WEB SERVICES 229
12.2.9 INTEL 232
12.2.10 GOOGLE 236
12.2.11 MICROSOFT 239
12.2.12 VMWARE 244
12.2.13 SIXSQ 249
12.3 OTHER KEY COMPANIES 251
12.3.1 FASTLY 251
12.3.2 STACKPATH 252
12.3.3 VAPOR IO 253
12.3.4 ADLINK 254
12.3.5 CAPGEMINI 255
12.3.6 GE DIGITAL 255
12.3.7 MOXA 256
12.3.8 SIERRA WIRELESS 257
12.3.9 DIGI INTERNATIONAL 258
12.3.10 JUNIPER NETWORKS 259
12.3.11 EDGECONNEX 260
12.3.12 BELDEN 261
12.4 SMES/OTHER PLAYERS 262
12.4.1 AXELLIO 262
12.4.2 SAGUNA NETWORKS 262
12.4.3 CLEARBLADE 263
12.4.4 EDGE INTELLIGENCE 263
12.4.5 EDGEWORX 264
12.4.6 SUNLIGHT.IO 264
12.4.7 MUTABLE 265
12.4.8 HIVECELL 265
12.4.9 SECTION 266
12.4.10 EDGEIQ 266
13 ADJACENT AND RELATED MARKETS 267
13.1 INTRODUCTION 267
13.1.1 RELATED MARKETS 267
13.2 CLOUD COMPUTING MARKET 267
13.3 EDGE AI SOFTWARE MARKET 273
14 APPENDIX 277
14.1 DISCUSSION GUIDE 277
14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 282
14.3 CUSTOMIZATION OPTIONS 284
14.4 RELATED REPORTS 284
14.5 AUTHOR DETAILS 285