Need help finding what you are looking for?
Contact Us
PUBLISHER: Grand View Research | PRODUCT CODE: 1363526
PUBLISHER: Grand View Research | PRODUCT CODE: 1363526
Supply Chain Digital Twin Market Size, Share & Trends Analysis Report By Component, By Deployment Mode (On-premise, Cloud), By Enterprise Size, By Industry Vertical, By Region, And Segment Forecasts, 2023 - 2030
PUBLISHED:
PAGES: 110 Pages
DELIVERY TIME: 2-10 business days
SELECT AN OPTION
Supply Chain Digital Twin Market Growth & Trends:
The global supply chain digital twin market size is expected to reach USD 5.98 billion by 2030, registering a CAGR of 12.0% from 2023 to 2030, according to a new report by Grand View Research, Inc.. Digital twin adoption has been fueled by the industry's rapid growth and the demand for cutting-edge technology. This technology enables better monitoring, analysis, and operation optimization by providing a complete and real-time picture of the whole supply chain.
A digital twin is the creation of a digital replica of the complete supply chain or certain components within it. This replica contains physical assets such as manufacturing facilities, storage facilities, transportation vehicles, processes, data flows, and relationships between different pieces. Furthermore, the digital twin incorporates IoT devices, sensors, and other data sources. Temperature, humidity, location, and production parameters are all collected in real time by these devices at various points in the supply chain. This information is then input into the digital twin, which allows for a dynamic and accurate simulation.
Unforeseen operational halts pose significant disruptions and financial burdens for industrial manufacturers, amounting to more than 15 hours of lost time per week and exceeding USD 50 billion annually, even before the pandemic. A substantial portion of these interruptions, nearly half, stem from equipment malfunctions. To counteract these challenges, the strategy of predictive maintenance, involving the anticipation and preemptive repair of assets before they malfunction, has emerged as a compelling approach. Its implementation promises substantial cost reductions and heightened productivity, benefiting both manufacturers and logistics providers.
The potency of digital twins in furnishing real-time insights into the status of physical objects positions them as an optimal solution for predictive maintenance. For instance, in 2022, Kraft Heinz joined forces with Microsoft to develop digital twins for all 34 manufacturing facilities in North America. Among the primary aims was the curtailment of mechanical downtime across each establishment.
Beyond just comprehensive warehouses, digital twins can also be effectively deployed for individual assets, even on a smaller scale. Forward-thinking logistics entities and equipment service providers are crafting digital replicas of items such as singular robots, trucks, and tools. This emulation approach enables consistent monitoring of their conditions, identifying wear and tear that necessitates timely attention to avert breakdowns. Employing digital twins to facilitate predictive maintenance yields substantial benefits for logistics providers, including the potential to diminish reactive maintenance by around 40% within a given year. This not only amplifies operational throughput but also substantially reduces operational expenditure.
Supply Chain Digital Twin Market Report Highlights:
- Based on component, the hardware segment dominated the overall market, accounting for a market share of 42.0% in 2022. The segment is expected to be driven by the gathering, transfer, and processing of real-world data to produce accurate and dynamic virtual representations
- Based on deployment mode, the on-premise segment dominated the overall market, accounting for a market share of 52.1% in 2022. With on-premises implementation, the firm keeps full control of its data and can install its security measures to protect sensitive supply chain information
- Based on enterprise size, the large enterprises segment is anticipated to grow at a CAGR of over 12.5% from 2023 to 2030. Large corporations can use supply chain digital twins to improve operational efficiency, lower costs, and improve decision-making across the whole supply chain
- Based on industrial vertical, the automotive segment is anticipated to witness strong growth with a CAGR of nearly 13.3% over the forecast period, owing to the optimization of inventory levels by taking into account real-time demand variations, production plans, and lead
- North America dominated the industry, contributing to over 29.3% of the global revenue in 2022. The region is home to many leading technology companies, research institutions, and universities that have been actively developing and advancing digital twin technology for supply chain
Product Code: GVR-4-68040-128-5
Table of Contents
Chapter 1. Methodology and Scope
- 1.1. Market Segmentation & Scope
- 1.2. Market Definitions
- 1.3. Information Procurement
- 1.3.1. Information analysis
- 1.3.2. Market formulation & data visualization
- 1.3.3. Data validation & publishing
- 1.4. Research Scope and Assumptions
- 1.4.1. List of Data Sources
Chapter 2. Executive Summary
- 2.1. Market Summary
- 2.2. Market Snapshot
- 2.3. Segment Snapshot
- 2.4. Competitive Landscape Snapshot
Chapter 3. Market Variables, Trends, & Scope Outlook
- 3.1. Market Lineage Outlook
- 3.2. Supply Chain Digital Twin Market - Value Chain Analysis
- 3.3. Supply Chain Digital Twin Market Dynamics
- 3.3.1. Market Driver Analysis
- 3.3.2. Market Restraint Analysis
- 3.3.3. Market Opportunity Analysis
- 3.4. Industry Analysis - Porter's Five Forces Analysis
- 3.4.1. Supplier power
- 3.4.2. Buyer power
- 3.4.3. Substitution threat
- 3.4.4. Threat from new entrant
- 3.4.5. Competitive rivalry
- 3.5. Industry Analysis - PESTEL Analysis
- 3.5.1. Political landscape
- 3.5.2. Economic landscape
- 3.5.3. Social landscape
- 3.5.4. Technology landscape
- 3.5.5. Environmental landscape
- 3.5.6. Legal landscape
- 3.6. COVID-19 Impact Analysis
Chapter 4. Supply Chain Digital Twin Market Component Outlook
- 4.1. Supply Chain Digital Twin market, By Component Analysis & Market Share, 2022 & 2030
- 4.2. Hardware
- 4.2.1. Market estimates and forecasts, 2017 - 2030 (USD Million)
- 4.2.2. Market estimates and forecasts, By Region, 2017 - 2030 (USD Million)
- 4.3. Software
- 4.3.1. Market estimates and forecasts, 2017 - 2030 (USD Million)
- 4.3.2. Market estimates and forecasts, By Region, 2017 - 2030 (USD Million)
- 4.4. Services
- 4.4.1. Market estimates and forecasts, 2017 - 2030 (USD Million)
- 4.4.2. Market estimates and forecasts, By Region, 2017 - 2030 (USD Million)
Chapter 5. Supply Chain Digital Twin Market Deployment Mode Outlook
- 5.1. Supply Chain Digital Twin market, By Deployment Mode Analysis & Market Share, 2022 & 2030
- 5.2. On-premise
- 5.2.1. Market estimates and forecasts, 2017 - 2030 (USD Million)
- 5.2.2. Market estimates and forecasts, By Region, 2017 - 2030 (USD Million)
- 5.3. Cloud
- 5.3.1. Market estimates and forecasts, 2017 - 2030 (USD Million)
- 5.3.2. Market estimates and forecasts, By Region, 2017 - 2030 (USD Million)
Chapter 6. Supply Chain Digital Twin Market Enterprise Size Outlook
- 6.1. Supply Chain Digital Twin market, By Enterprise Size Analysis & Market Share, 2022 & 2030
- 6.2. Large Enterprise
- 6.2.1. Market estimates and forecasts, 2017 - 2030 (USD Million)
- 6.2.2. Market estimates and forecasts, By Region, 2017 - 2030 (USD Million)
- 6.3. Small and medium enterprises
- 6.3.1. Market estimates and forecasts, 2017 - 2030 (USD Million)
- 6.3.2. Market estimates and forecasts, By Region, 2017 - 2030 (USD Million)
Chapter 7. Supply Chain Digital Twin Market Industry Vertical Outlook
- 7.1. Supply Chain Digital Twin market, By Industry Vertical Analysis & Market Share, 2022 & 2030
- 7.2. Manufacturing
- 7.2.1. Market estimates and forecasts, 2017 - 2030 (USD Million)
- 7.2.2. Market estimates and forecasts, By Region, 2017 - 2030 (USD Million)
- 7.3. Automotive
- 7.3.1. Market estimates and forecasts, 2017 - 2030 (USD Million)
- 7.3.2. Market estimates and forecasts, By Region, 2017 - 2030 (USD Million)
- 7.4. Aerospace & Defense
- 7.4.1. Market estimates and forecasts, 2017 - 2030 (USD Million)
- 7.4.2. Market estimates and forecasts, By Region, 2017 - 2030 (USD Million)
- 7.5. Retail
- 7.5.1. Market estimates and forecasts, 2017 - 2030 (USD Million)
- 7.5.2. Market estimates and forecasts, By Region, 2017 - 2030 (USD Million)
- 7.6. Pharmaceuticals
- 7.6.1. Market estimates and forecasts, 2017 - 2030 (USD Million)
- 7.6.2. Market estimates and forecasts, By Region, 2017 - 2030 (USD Million)
- 7.7. Consumer Goods
- 7.7.1. Market estimates and forecasts, 2017 - 2030 (USD Million)
- 7.7.2. Market estimates and forecasts, By Region, 2017 - 2030 (USD Million)
- 7.8. Others
- 7.8.1. Market estimates and forecasts, 2017 - 2030 (USD Million)
- 7.8.2. Market estimates and forecasts, By Region, 2017 - 2030 (USD Million)
Chapter 8. Supply Chain Digital Twin market: Regional Estimates & Trend Analysis
- 8.1. Supply Chain Digital Twin Market Share by Region, 2022 & 2030
- 8.2. North America
- 8.2.1. Market estimates and forecasts, 2017 - 2030
- 8.2.2. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.2.3. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.2.4. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.2.5. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
- 8.2.6. U.S.
- 8.2.6.1. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.2.6.2. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.2.6.3. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.2.6.4. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
- 8.2.7. Canada
- 8.2.7.1. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.2.7.2. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.2.7.3. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.2.7.4. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
- 8.3. Europe
- 8.3.1. Market estimates and forecasts, 2017 - 2030
- 8.3.2. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.3.3. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.3.4. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.3.5. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
- 8.3.6. Germany
- 8.3.6.1. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.3.6.2. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.3.6.3. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.3.6.4. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
- 8.3.7. UK
- 8.3.7.1. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.3.7.2. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.3.7.3. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.3.7.4. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
- 8.3.8. France
- 8.3.8.1. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.3.8.2. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.3.8.3. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.3.8.4. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
- 8.4. Asia-Pacific
- 8.4.1. Market estimates and forecasts, 2017 - 2030
- 8.4.2. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.4.3. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.4.4. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.4.5. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
- 8.4.6. China
- 8.4.6.1. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.4.6.2. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.4.6.3. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.4.6.4. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
- 8.4.7. Japan
- 8.4.7.1. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.4.7.2. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.4.7.3. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.4.7.4. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
- 8.4.8. India
- 8.4.8.1. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.4.8.2. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.4.8.3. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.4.8.4. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
- 8.5. Latin America
- 8.5.1. Market estimates and forecasts, 2017 - 2030
- 8.5.2. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.5.3. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.5.4. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.5.5. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
- 8.5.6. Brazil
- 8.5.6.1. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.5.6.2. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.5.6.3. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.5.6.4. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
- 8.5.7. Mexico
- 8.5.7.1. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.5.7.2. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.5.7.3. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.5.7.4. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
- 8.6. Middle East & Africa
- 8.6.1. Market estimates and forecasts, 2017 - 2030
- 8.6.2. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.6.3. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.6.4. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.6.5. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
- 8.6.6. United Arab Emirates (UAE)
- 8.6.6.1. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.6.6.2. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.6.6.3. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.6.6.4. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
- 8.6.7. Kingdom of Saudi Arabia(KSA)
- 8.6.7.1. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.6.7.2. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.6.7.3. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.6.7.4. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
- 8.6.8. South Africa
- 8.6.8.1. Market estimates and forecasts, By Component, 2017 - 2030 (USD Million)
- 8.6.8.2. Market estimates and forecasts, By Deployment Mode, 2017 - 2030 (USD Million)
- 8.6.8.3. Market estimates and forecasts, By Enterprise Size, 2017 - 2030 (USD Million)
- 8.6.8.4. Market estimates and forecasts, By Industry Vertical, 2017 - 2030 (USD Million)
Chapter 9. Supply Chain Digital Twin Market Competitive Landscape
- 9.1. Key Market Participants
- 9.1.1. IBM
- 9.1.2. Oracle
- 9.1.3. SAP
- 9.1.4. Dassault Systemes
- 9.1.5. AVEVA
- 9.1.6. Siemens Digital Industries Software
- 9.1.7. Kinaxis
- 9.1.8. The AnyLogic Company
- 9.1.9. Simio
- 9.1.10. Logivations
- 9.2. Key Company Market Share Analysis, 2022
- 9.3. Company Categorization/Position Analysis, 2022
- 9.4. Strategic Mapping
- 9.4.1. Expansion
- 9.4.2. Mergers & Acquisition
- 9.4.3. Partnership & Collaborations
- 9.4.4. Product/service launch
- 9.4.5. Others
Product Code: GVR-4-68040-128-5
List of Tables
- Table 1 Supply Chain Digital Twin market, by component, 2017 - 2030 (USD Million)
- Table 2 Supply Chain Digital Twin market, by deployment mode, 2017 - 2030 (USD Million)
- Table 3 Supply Chain Digital Twin market, by enterprise size, 2017 - 2030 (USD Million)
- Table 4 Supply Chain Digital Twin market, by industry vertical, 2017 - 2030 (USD Million)
- Table 5 Participant's Overview
- Table 6 Financial Performance
- Table 7 Product benchmarking
- Table 8 Company Heat Map Analysis
- Table 9 Key Companies undergoing expansions.
- Table 10 Key Companies involved in M&As
- Table 11 Key Companies undergoing partnerships & collaborations.
List of Figures
- Fig. 1 Supply Chain Digital Twin Market Segmentation
- Fig. 2 Supply Chain Digital Twin Market - Regional Scope
- Fig. 3 Information Procurement
- Fig. 4 Data Analysis Models
- Fig. 5 Market Formulation and Validation
- Fig. 6 Data Validating & Publishing
- Fig. 7 Supply Chain Digital Twin Market Snapshot, 2022 & 2030
- Fig. 8 Supply Chain Digital Twin Market -Segment Snapshot, by Enterprise Size & Industry Vertical, 2022 & 2030
- Fig. 9 Supply Chain Digital Twin Market - Competitive Landscape Snapshot
- Fig. 10 Supply Chain Digital Twin Market Value, 2022 (USD Billion)
- Fig. 11 Value chain analysis
- Fig. 12 Supply Chain Digital Twin Market Trends
- Fig. 13 Supply Chain Digital Twin market - Porter's five forces analysis
- Fig. 14 Supply Chain Digital Twin market - PESTEL analysis
- Fig. 15 Supply Chain Digital Twin Market, by Component: Key Takeaways
- Fig. 16 Supply Chain Digital Twin Market, by Component: Market Share, 2022 & 2030
- Fig. 17 Supply Chain Digital Twin Market Estimates and Forecasts, by Hardware, 2017 - 2030 (USD Million)
- Fig. 18 Supply Chain Digital Twin Market Estimates and Forecasts, by Software, 2017 - 2030 (USD Million)
- Fig. 19 Supply Chain Digital Twin Market Estimates and Forecasts, by Services, 2017 - 2030 (USD Million)
- Fig. 20 Supply Chain Digital Twin Market, by Deployment Mode: Key Takeaways
- Fig. 21 Supply Chain Digital Twin Market, by Deployment Mode: Market Share, 2022 & 2030
- Fig. 22 Supply Chain Digital Twin Market Estimates and Forecasts, by On-premise, 2017 - 2030 (USD Million)
- Fig. 23 Supply Chain Digital Twin Market Estimates and Forecasts, by Cloud, 2017 - 2030 (USD Million)
- Fig. 24 Supply Chain Digital Twin Market, by Enterprise Size: Key Takeaways
- Fig. 25 Supply Chain Digital Twin Market, by Enterprise Size: Market Share, 2022 & 2030
- Fig. 26 Supply Chain Digital Twin Market Estimates and Forecasts, by Large Enterprises, 2017 - 2030 (USD Million)
- Fig. 27 Supply Chain Digital Twin Market Estimates and Forecasts, by Small and medium enterprises, 2017 - 2030 (USD Million)
- Fig. 28 Supply Chain Digital Twin Market, by Industry Vertical: Key Takeaways
- Fig. 29 Supply Chain Digital Twin Market, by Industry Vertical: Market Share, 2022 & 2030
- Fig. 30 Supply Chain Digital Twin Market Estimates and Forecasts, By Manufacturing, 2017 - 2030 (USD Million)
- Fig. 31 Supply Chain Digital Twin Market Estimates and Forecasts, by Automotive, 2017 - 2030 (USD Million)
- Fig. 32 Supply Chain Digital Twin Market Estimates and Forecasts, by Aerospace & Defense, 2017 - 2030 (USD Million)
- Fig. 33 Supply Chain Digital Twin Market Estimates and Forecasts, by Retail, 2017 - 2030 (USD Million)
- Fig. 34 Supply Chain Digital Twin Market Estimates and Forecasts, By Pharmaceuticals, 2017 - 2030 (USD Million)
- Fig. 35 Supply Chain Digital Twin Market Estimates and Forecasts, by Consumer Goods, 2017 - 2030 (USD Million)
- Fig. 36 Supply Chain Digital Twin Market Estimates and Forecasts, by Others, 2017 - 2030 (USD Million)
- Fig. 37 Supply Chain Digital Twin Market revenue- by region, 2022 & 2030 (USD Million)
- Fig. 38 Regional Marketplace (North America & Europe)- Key Takeaways
- Fig. 39 Regional Marketplace (Asia Pacific and Latin America) - Key Takeaways
- Fig. 40 Regional Marketplace (MEA)- Key Takeaways
- Fig. 41 North America Supply Chain Digital Twin Market estimates & forecast, 2017 - 2030 (USD Million)
- Fig. 42 U.S. Supply Chain Digital Twin Market Estimates & Forecast, 2017 - 2030 (USD Million)
- Fig. 43 Canada Supply Chain Digital Twin Market Estimates & Forecast, 2017 - 2030 (USD Million)
- Fig. 44 Europe Supply Chain Digital Twin Market Estimates & Forecast, 2017 - 2030 (USD Million)
- Fig. 45 UK Supply Chain Digital Twin Market Estimates & Forecast, 2017 - 2030 (USD Million)
- Fig. 46 Germany Supply Chain Digital Twin Market Estimates & Forecast, 2017 - 2030 (USD Million)
- Fig. 47 France Supply Chain Digital Twin Market Estimates & Forecast, 2017 - 2030 (USD Million)
- Fig. 48 Asia Pacific Supply Chain Digital Twin Market Estimates & Forecast, 2017 - 2030 (USD Million)
- Fig. 49 China Supply Chain Digital Twin Market Estimates & Forecast, 2017 - 2030 (USD Million)
- Fig. 50 India Supply Chain Digital Twin Market Estimates & Forecast, 2017 - 2030 (USD Million)
- Fig. 51 Japan Supply Chain Digital Twin Market Estimates & Forecast, 2017 - 2030 (USD Million)
- Fig. 52 Latin America Supply Chain Digital Twin Market Estimates & Forecast, 2017 - 2030 (USD Million)
- Fig. 53 Brazil Supply Chain Digital Twin Market Estimates & Forecast, 2017 - 2030 (USD Million)
- Fig. 54 Mexico Supply Chain Digital Twin Market Estimates & Forecast, 2017 - 2030 (USD Million)
- Fig. 55 Middle East & Africa (MEA) Supply Chain Digital Twin Market Estimates & Forecast, 2017 - 2030 (USD Million)
- Fig. 56 United Arab Emirates (UAE) Supply Chain Digital Twin Market Estimates & Forecast, 2017 - 2030 (USD Million)
- Fig. 57 Kingdom of Saudi Arabia (KSA) Supply Chain Digital Twin Market Estimates & Forecast, 2017 - 2030 (USD Million)
- Fig. 58 South Africa Supply Chain Digital Twin Market Estimates & Forecast, 2017 - 2030 (USD Million)
- Fig. 59 Key Company Categorization
- Fig. 60 Company Market Share Analysis, 2022
- Fig. 61 Strategic framework
Have a question?
SELECT AN OPTION
Have a question?
Questions? Please give us a call or visit the contact form.