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市场调查报告书
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1784176

全球供应链数位双胞胎市场

Supply Chain Digital Twins
出版日期: | 出版商: Global Industry Analysts, Inc. | 英文 228 Pages | 商品交期: 最快1-2个工作天内

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简介目录

到 2030 年，全球供应链数位双胞胎市场规模将达到 64 亿美元

全球供应链数位双胞胎市场规模预计在2024年达到34亿美元，预计2024年至2030年期间的复合年增长率为11.2%，到2030年将达到64亿美元。硬体是本报告分析的细分市场之一，预计其复合年增长率为10.3%，到分析期结束时规模将达到38亿美元。软体细分市场在分析期间内的复合年增长率预计为12.2%。

美国市场规模估计为 8.866 亿美元，中国市场预计复合年增长率为 10.5%

美国供应链数位双胞胎市场规模预计在2024年达到8.866亿美元。作为世界第二大经济体，中国预计在2030年市场规模将达到9.971亿美元，在分析期间（2024-2030年）的复合年增长率为10.5%。其他值得关注的区域市场包括日本和加拿大，预计在分析期间的复合年增长率分别为10.2%和9.7%。在欧洲，预计德国的复合年增长率约为8.3%。

全球供应链数位双胞胎市场—主要趋势与驱动因素摘要

为什么数位双胞胎将改变供应链可视性和弹性的未来

随着全球供应链日益复杂且相互依存，对增强可视性、即时决策和降低风险的需求正在推动数位双胞胎技术的应用。供应链数位双胞胎是端到端供应网路（包括资产、物流、库存、需求和生产流程）的虚拟复製品，它即时反映实体系统的行为和效能。透过整合来自物联网感测器、ERP系统、运输管理和供应商网路的数据，数位双胞胎使组织能够模拟场景、预测中断并动态响应不断变化的条件。后疫情时代凸显了对更具弹性和敏捷性的供应链的需求，这使得数位双胞胎成为识别瓶颈、评估供应商风险、优化路线规划和改进需求预测的策略工具。製造商、物流和物流供应商现在正在利用这些数位生态系统，不仅提高业务效率，还要与永续性目标保持一致，减少废弃物并实现预测性维护。在充满不确定性的商业环境中，数位孪生对于主动规划、效能基准化分析和持续供应链优化至关重要。

新兴技术如何增强供应链数位双胞胎的能力？

人工智慧、机器学习、云端运算和边缘分析日益强大，显着扩展了供应链数位双胞胎的功能。人工智慧增强了数位双胞胎的预测能力，支援场景建模、自动异常处理和指示性分析，从而指导采购、生产和库存的即时决策。同时，物联网和边缘设备持续提供有关温度、位置、振动、前置作业时间等方面的详细数据，提高了数位双胞胎模型的保真度和及时性。云端平台支援跨全球分散式营运连接资料所需的可扩展性和整合性，而区块链则增加了一个不可变的透明度和信任层，用于跨多层供应商网路追踪商品、交易和合规性指标。扩增实境(AR) 和 3D 视觉化工具也被引入，使供应链规划人员和管理人员能够透过身临其境型仪表板与复杂的数位模型进行互动。这些进步正在创建强大的、可适应每个新资料点的动态系统，使供应链能够从被动响应转变为预测，再转变为自主响应。随着组织数位化的成熟，这些技术的整合正在推动数位孪生从先导计画走向涵盖采购、物流、物流和履约等整个企业范围的部署。

为什么各行各业的企业都争相采用数位双胞胎模型？

数位双胞胎因其在简化业务、降低成本和创造竞争优势方面的潜力，正在被汽车、航太、零售、製药、食品饮料和消费品等各行各业迅速采用。在製造业，数位双胞胎有助于优化工厂营运、平衡供需计划，并透过同步生产网路缩短时间。在速度和客户经验至关重要的零售和电子商务领域，数位双胞胎被用于改善最后一英里物流、管理退货以及物流实体和数位管道之间的库存。在精确性、合规性和可追溯性至关重要的製药领域，数位双胞胎被用于确保对温度敏感的低温运输的端到端可视性。同样，食品和饮料公司正在使用数位双胞胎来追踪运输中的生鲜产品，减少损耗并提高交货的可靠性。高阶主管们认识到，数位双胞胎不仅支持业务效益，还支持更广泛的策略目标，例如 ESG 合规性、碳足迹追踪和供应商多元化。随着地缘政治紧张局势、气候变迁和需求波动加剧全球供应网络的不确定性，数位双胞胎的采用已不再仅仅是一项IT倡议，而是成为负责人的必要事项。这些模型正在释放策略洞察力，不仅可以降低成本，还能推动敏捷性和创新。

是什么推动了全球供应链数位双胞胎市场的快速成长？

供应链数位双胞胎市场的成长受到多种相互关联因素的驱动，这些因素源自于技术成熟度、策略要务和不断变化的企业优先事项。物联网设备、人工智慧分析平台和可互通的云端基础架构的激增，为建立准确、可扩展的数位双胞胎模型创造了必要的基础设施。新冠疫情的后果暴露了全球供应链中普遍存在的漏洞，促使企业投资于可增强可见度、应对力和业务永续营运的工具。对全通路履约和即时库存模型的依赖程度的提高，进一步加速了对即时预测性供应链监控的需求。法规永续性也是一个驱动因素，因为数位双胞胎有助于维持可追溯性、监控供应商标准并确保产品完整性，尤其是在製药、食品和电子等领域。此外，对永续性和 ESG 报告的关注正在激励企业使用数位双胞胎来模拟低碳物流策略、追踪排放并减少废弃物。从竞争角度来看，早期采用者已透过缩短前置作业时间、优化仓库营运和减少缺货实现了可衡量的投资回报率，并激励其他企业效仿。经济压力、技术可行性和战略价值的结合，正在推动全球供应链数位双胞胎市场强劲持续的成长，使其成为下一代供应链管理的基本支柱。

部分

按组件（硬体、软体、服务）、部署（本地、云端）、产业（製造、汽车、航太和国防、零售、製药、消费品、其他）

受访公司范例

  • ABB
  • Ansys
  • Autodesk
  • AVEVA
  • Blue Yonder
  • Cognition Factory
  • Coupa
  • Dassault Systemes
  • Dassault Systemes（DELMIA）
  • Datumix
  • Expeditors
  • General Electric（GE）
  • Hexagon AB
  • IBM
  • Kinaxis
  • Logivations
  • Manhattan Associates
  • Microsoft Azure
  • Optilogic
  • Oracle
  • ParkourSC
  • PTC
  • Rockwell Automation
  • SAP
  • SenSat
  • Siemens Digital Industries
  • Siemens Digital Logistics
  • Simio
  • SimWell
  • The AnyLogic Company

人工智慧集成

全球产业分析师利用可操作的专家内容和人工智慧工具改变市场和竞争情报。

Global Industry Analysts 没有查询通用的 LLM 或特定产业的SLM，而是建立了一个来自世界各地专家的精选内容库，其中包括视频录像、博客、搜寻引擎研究以及大量的公司、产品/服务和市场数据。

关税影响係数

全球产业分析师根据公司总部所在国家、製造地和进出口（成品和原始设备製造商）情况预测其竞争地位的变化。这种复杂而多面的市场动态预计将以多种方式影响竞争对手，包括销货成本(COGS) 上升、盈利下降、供应链重组以及其他微观和宏观市场动态。

目录

第一章调查方法

第二章执行摘要

  • 市场概览
  • 主要企业
  • 市场趋势和驱动因素
  • 全球市场展望

第三章市场分析

  • 美国
  • 加拿大
  • 日本
  • 中国
  • 欧洲
  • 法国
  • 德国
  • 义大利
  • 英国
  • 其他欧洲国家
  • 亚太地区
  • 其他地区

第四章 比赛

简介目录
Product Code: MCP33085

Global Supply Chain Digital Twins Market to Reach US$6.4 Billion by 2030

The global market for Supply Chain Digital Twins estimated at US$3.4 Billion in the year 2024, is expected to reach US$6.4 Billion by 2030, growing at a CAGR of 11.2% over the analysis period 2024-2030. Hardware, one of the segments analyzed in the report, is expected to record a 10.3% CAGR and reach US$3.8 Billion by the end of the analysis period. Growth in the Software segment is estimated at 12.2% CAGR over the analysis period.

The U.S. Market is Estimated at US$886.6 Million While China is Forecast to Grow at 10.5% CAGR

The Supply Chain Digital Twins market in the U.S. is estimated at US$886.6 Million in the year 2024. China, the world's second largest economy, is forecast to reach a projected market size of US$997.1 Million by the year 2030 trailing a CAGR of 10.5% over the analysis period 2024-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 10.2% and 9.7% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 8.3% CAGR.

Global Supply Chain Digital Twin Market - Key Trends & Drivers Summarized

Why Are Digital Twins Transforming the Future of Supply Chain Visibility and Resilience?

As global supply chains grow increasingly complex and interdependent, the demand for enhanced visibility, real-time decision-making, and risk mitigation is driving the adoption of digital twin technology. A supply chain digital twin is a virtual replica of the end-to-end supply network-encompassing assets, logistics, inventory, demand, and production flows-which mirrors the behavior and performance of the physical system in real time. By integrating data from IoT sensors, ERP systems, transportation management, and supplier networks, digital twins enable organizations to simulate scenarios, anticipate disruptions, and respond dynamically to shifting conditions. The post-pandemic era has underscored the need for more resilient and agile supply chains, making digital twins a strategic tool to identify bottlenecks, assess supplier risks, optimize route planning, and improve demand forecasting. Manufacturers, retailers, and logistics providers are now leveraging these digital ecosystems not only to improve operational efficiency but also to align with sustainability goals, reduce waste, and enable predictive maintenance. In a business environment shaped by uncertainty, digital twins are becoming essential for proactive planning, performance benchmarking, and continuous supply chain optimization.

How Are Emerging Technologies Powering the Capabilities of Supply Chain Digital Twins?

The increasing power of AI, machine learning, cloud computing, and edge analytics is significantly expanding what supply chain digital twins can deliver. Artificial intelligence enhances the predictive power of digital twins, enabling scenario modeling, automated exception handling, and prescriptive analytics that guide real-time decisions on sourcing, production, and inventory. Meanwhile, IoT and edge devices provide a continuous stream of granular data-on temperature, location, vibration, lead time, and more-which enhances the fidelity and timeliness of the digital twin model. Cloud platforms support the scalability and integration required to connect data across globally distributed operations, while blockchain adds an immutable layer of transparency and trust to track goods, transactions, and compliance metrics across multi-tier supplier networks. Augmented reality (AR) and 3D visualization tools are also being introduced, allowing supply chain planners and executives to interact with complex digital models through immersive dashboards. These advancements are creating powerful, living systems that adapt with every new data point, enabling supply chains to move from reactive to predictive to autonomous. As organizations mature digitally, the convergence of these technologies is propelling digital twins from pilot projects to enterprise-wide deployment across procurement, production, logistics, and customer fulfillment.

Why Are Companies Across Sectors Racing to Adopt Digital Twin Models?

Digital twins are being adopted rapidly across diverse industries-automotive, aerospace, retail, pharmaceuticals, food and beverage, and consumer goods-because of their potential to streamline operations, reduce costs, and create competitive advantage. In manufacturing, digital twins are helping optimize plant operations, balance supply-demand planning, and shorten time-to-market through synchronized production networks. In retail and e-commerce, where speed and customer experience are paramount, digital twins are used to improve last-mile logistics, manage returns, and align inventory across physical and digital channels. The pharmaceutical sector, which demands precision, compliance, and traceability, is leveraging digital twins to ensure end-to-end visibility in temperature-sensitive cold chains. Likewise, food and beverage companies are using digital twins to track perishables in transit, reduce spoilage, and improve delivery reliability. Executive leadership is recognizing that beyond operational gains, digital twins also support broader strategic goals such as ESG compliance, carbon footprint tracking, and supplier diversification. With the increasing volatility of global supply networks-exacerbated by geopolitical tensions, climate events, and fluctuating demand-digital twin adoption is becoming a boardroom imperative rather than just an IT initiative. These models are unlocking not only cost savings, but also strategic insights that fuel agility and innovation.

What’s Fueling the Rapid Growth of the Global Supply Chain Digital Twin Market?

The growth in the supply chain digital twin market is driven by several interconnected factors rooted in technological maturity, strategic need, and evolving enterprise priorities. The proliferation of IoT devices, AI-powered analytics platforms, and interoperable cloud-based architectures has created the infrastructure needed to build accurate and scalable digital twin models. The aftermath of COVID-19 revealed widespread vulnerabilities in global supply chains, prompting organizations to invest in tools that enhance visibility, responsiveness, and business continuity. Increasing reliance on omnichannel fulfillment and just-in-time inventory models further amplifies the need for real-time, predictive supply chain oversight-capabilities digital twins are uniquely suited to provide. Regulatory compliance, especially in sectors like pharma, food, and electronics, is another driver, as digital twins help maintain traceability, monitor supplier standards, and ensure product integrity. Additionally, the focus on sustainability and ESG reporting is motivating companies to use digital twins to simulate low-carbon logistics strategies, track emissions, and reduce waste. From a competitive standpoint, early adopters are demonstrating measurable ROI through reduced lead times, optimized warehouse operations, and fewer stockouts-leading others to follow suit. The combination of economic pressure, technological feasibility, and strategic value is fueling robust, sustained growth in the global supply chain digital twin market, positioning it as a foundational pillar of the next generation of supply chain management.

SCOPE OF STUDY:

The report analyzes the Supply Chain Digital Twins market in terms of units by the following Segments, and Geographic Regions/Countries:

Segments:

Component (Hardware, Software, Services); Deployment (On-Premise, Cloud); Vertical (Manufacturing, Automotive, Aerospace & Defense, Retail, Pharmaceuticals, Consumer Goods, Others)

Geographic Regions/Countries:

World; United States; Canada; Japan; China; Europe (France; Germany; Italy; United Kingdom; and Rest of Europe); Asia-Pacific; Rest of World.

Select Competitors (Total 36 Featured) -

  • ABB
  • Ansys
  • Autodesk
  • AVEVA
  • Blue Yonder
  • Cognition Factory
  • Coupa
  • Dassault Systemes
  • Dassault Systemes (DELMIA)
  • Datumix
  • Expeditors
  • General Electric (GE)
  • Hexagon AB
  • IBM
  • Kinaxis
  • Logivations
  • Manhattan Associates
  • Microsoft Azure
  • Optilogic
  • Oracle
  • ParkourSC
  • PTC
  • Rockwell Automation
  • SAP
  • SenSat
  • Siemens Digital Industries
  • Siemens Digital Logistics
  • Simio
  • SimWell
  • The AnyLogic Company

AI INTEGRATIONS

We're transforming market and competitive intelligence with validated expert content and AI tools.

Instead of following the general norm of querying LLMs and Industry-specific SLMs, we built repositories of content curated from domain experts worldwide including video transcripts, blogs, search engines research, and massive amounts of enterprise, product/service, and market data.

TARIFF IMPACT FACTOR

Our new release incorporates impact of tariffs on geographical markets as we predict a shift in competitiveness of companies based on HQ country, manufacturing base, exports and imports (finished goods and OEM). This intricate and multifaceted market reality will impact competitors by increasing the Cost of Goods Sold (COGS), reducing profitability, reconfiguring supply chains, amongst other micro and macro market dynamics.

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Influencer Market Insights
    • Tariff Impact on Global Supply Chain Patterns
    • Supply Chain Digital Twins - Global Key Competitors Percentage Market Share in 2025 (E)
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2025 (E)
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • Demand for Real-Time Supply Chain Visibility and Resilience Propels Growth of Digital Twin Deployments
    • Rising Complexity of Global Logistics Networks Expands the Addressable Market for Predictive Simulation Models
    • Adoption of AI and IoT in Supply Chain Infrastructure Strengthens the Business Case for Digital Twin Integration
    • Post-Pandemic Supply Chain Disruptions Spur Accelerated Investment in Scenario Planning Capabilities
    • Cloud-Enabled Platforms and Scalable Architecture Drive Adoption Across Mid-Market and Enterprise Segments
    • Predictive Maintenance and Downtime Reduction Opportunities Create Value in Manufacturing Twin Applications
    • Retail and E-Commerce Sectors Leverage Digital Twins to Optimize Fulfillment, Inventory, and Demand Forecasting
    • Integration with ERP and WMS Systems Enhances End-to-End Supply Chain Synchronization
    • Reshoring and Localization Trends Spur Strategic Planning Through Virtual Network Replication
    • Real-Time Data Integration From Sensors and Edge Devices Drives Accuracy in Digital Twin Environments
    • Increased Interest in Supply Chain Risk Mitigation and Disaster Recovery Fuels Simulation-Driven Decision-Making
    • Advances in 3D Visualization and Immersive Analytics Create New User Experiences for Operations Teams
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Supply Chain Digital Twins Market Analysis of Annual Sales in US$ Million for Years 2015 through 2030
    • TABLE 2: World Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 3: World Historic Review for Supply Chain Digital Twins by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 4: World 15-Year Perspective for Supply Chain Digital Twins by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2015, 2025 & 2030
    • TABLE 5: World Recent Past, Current & Future Analysis for Hardware by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 6: World Historic Review for Hardware by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 7: World 15-Year Perspective for Hardware by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 8: World Recent Past, Current & Future Analysis for Software by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 9: World Historic Review for Software by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 10: World 15-Year Perspective for Software by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 11: World Recent Past, Current & Future Analysis for Services by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 12: World Historic Review for Services by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 13: World 15-Year Perspective for Services by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 14: World Recent Past, Current & Future Analysis for Pharmaceuticals by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 15: World Historic Review for Pharmaceuticals by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 16: World 15-Year Perspective for Pharmaceuticals by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 17: World Recent Past, Current & Future Analysis for Consumer Goods by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 18: World Historic Review for Consumer Goods by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 19: World 15-Year Perspective for Consumer Goods by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 20: World Recent Past, Current & Future Analysis for Others by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 21: World Historic Review for Others by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 22: World 15-Year Perspective for Others by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 23: World Recent Past, Current & Future Analysis for Manufacturing by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 24: World Historic Review for Manufacturing by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 25: World 15-Year Perspective for Manufacturing by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 26: World Recent Past, Current & Future Analysis for Automotive by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 27: World Historic Review for Automotive by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 28: World 15-Year Perspective for Automotive by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 29: World Recent Past, Current & Future Analysis for Aerospace & Defense by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 30: World Historic Review for Aerospace & Defense by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 31: World 15-Year Perspective for Aerospace & Defense by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 32: World Recent Past, Current & Future Analysis for Retail by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 33: World Historic Review for Retail by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 34: World 15-Year Perspective for Retail by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 35: World Recent Past, Current & Future Analysis for On-Premise by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 36: World Historic Review for On-Premise by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 37: World 15-Year Perspective for On-Premise by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 38: World Recent Past, Current & Future Analysis for Cloud by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 39: World Historic Review for Cloud by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 40: World 15-Year Perspective for Cloud by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Supply Chain Digital Twins Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2025 (E)
    • TABLE 41: USA Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 42: USA Historic Review for Supply Chain Digital Twins by Component - Hardware, Software and Services Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 43: USA 15-Year Perspective for Supply Chain Digital Twins by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2015, 2025 & 2030
    • TABLE 44: USA Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 45: USA Historic Review for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 46: USA 15-Year Perspective for Supply Chain Digital Twins by Vertical - Percentage Breakdown of Value Sales for Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail for the Years 2015, 2025 & 2030
    • TABLE 47: USA Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 48: USA Historic Review for Supply Chain Digital Twins by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 49: USA 15-Year Perspective for Supply Chain Digital Twins by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030
  • CANADA
    • TABLE 50: Canada Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 51: Canada Historic Review for Supply Chain Digital Twins by Component - Hardware, Software and Services Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 52: Canada 15-Year Perspective for Supply Chain Digital Twins by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2015, 2025 & 2030
    • TABLE 53: Canada Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 54: Canada Historic Review for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 55: Canada 15-Year Perspective for Supply Chain Digital Twins by Vertical - Percentage Breakdown of Value Sales for Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail for the Years 2015, 2025 & 2030
    • TABLE 56: Canada Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 57: Canada Historic Review for Supply Chain Digital Twins by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 58: Canada 15-Year Perspective for Supply Chain Digital Twins by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030
  • JAPAN
    • Supply Chain Digital Twins Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2025 (E)
    • TABLE 59: Japan Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 60: Japan Historic Review for Supply Chain Digital Twins by Component - Hardware, Software and Services Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 61: Japan 15-Year Perspective for Supply Chain Digital Twins by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2015, 2025 & 2030
    • TABLE 62: Japan Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 63: Japan Historic Review for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 64: Japan 15-Year Perspective for Supply Chain Digital Twins by Vertical - Percentage Breakdown of Value Sales for Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail for the Years 2015, 2025 & 2030
    • TABLE 65: Japan Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 66: Japan Historic Review for Supply Chain Digital Twins by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 67: Japan 15-Year Perspective for Supply Chain Digital Twins by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030
  • CHINA
    • Supply Chain Digital Twins Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2025 (E)
    • TABLE 68: China Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 69: China Historic Review for Supply Chain Digital Twins by Component - Hardware, Software and Services Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 70: China 15-Year Perspective for Supply Chain Digital Twins by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2015, 2025 & 2030
    • TABLE 71: China Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 72: China Historic Review for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 73: China 15-Year Perspective for Supply Chain Digital Twins by Vertical - Percentage Breakdown of Value Sales for Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail for the Years 2015, 2025 & 2030
    • TABLE 74: China Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 75: China Historic Review for Supply Chain Digital Twins by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 76: China 15-Year Perspective for Supply Chain Digital Twins by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030
  • EUROPE
    • Supply Chain Digital Twins Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2025 (E)
    • TABLE 77: Europe Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 78: Europe Historic Review for Supply Chain Digital Twins by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 79: Europe 15-Year Perspective for Supply Chain Digital Twins by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2015, 2025 & 2030
    • TABLE 80: Europe Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 81: Europe Historic Review for Supply Chain Digital Twins by Component - Hardware, Software and Services Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 82: Europe 15-Year Perspective for Supply Chain Digital Twins by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2015, 2025 & 2030
    • TABLE 83: Europe Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 84: Europe Historic Review for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 85: Europe 15-Year Perspective for Supply Chain Digital Twins by Vertical - Percentage Breakdown of Value Sales for Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail for the Years 2015, 2025 & 2030
    • TABLE 86: Europe Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 87: Europe Historic Review for Supply Chain Digital Twins by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 88: Europe 15-Year Perspective for Supply Chain Digital Twins by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030
  • FRANCE
    • Supply Chain Digital Twins Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2025 (E)
    • TABLE 89: France Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 90: France Historic Review for Supply Chain Digital Twins by Component - Hardware, Software and Services Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 91: France 15-Year Perspective for Supply Chain Digital Twins by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2015, 2025 & 2030
    • TABLE 92: France Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 93: France Historic Review for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 94: France 15-Year Perspective for Supply Chain Digital Twins by Vertical - Percentage Breakdown of Value Sales for Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail for the Years 2015, 2025 & 2030
    • TABLE 95: France Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 96: France Historic Review for Supply Chain Digital Twins by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 97: France 15-Year Perspective for Supply Chain Digital Twins by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030
  • GERMANY
    • Supply Chain Digital Twins Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2025 (E)
    • TABLE 98: Germany Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 99: Germany Historic Review for Supply Chain Digital Twins by Component - Hardware, Software and Services Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 100: Germany 15-Year Perspective for Supply Chain Digital Twins by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2015, 2025 & 2030
    • TABLE 101: Germany Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 102: Germany Historic Review for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 103: Germany 15-Year Perspective for Supply Chain Digital Twins by Vertical - Percentage Breakdown of Value Sales for Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail for the Years 2015, 2025 & 2030
    • TABLE 104: Germany Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 105: Germany Historic Review for Supply Chain Digital Twins by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 106: Germany 15-Year Perspective for Supply Chain Digital Twins by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030
  • ITALY
    • TABLE 107: Italy Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 108: Italy Historic Review for Supply Chain Digital Twins by Component - Hardware, Software and Services Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 109: Italy 15-Year Perspective for Supply Chain Digital Twins by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2015, 2025 & 2030
    • TABLE 110: Italy Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 111: Italy Historic Review for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 112: Italy 15-Year Perspective for Supply Chain Digital Twins by Vertical - Percentage Breakdown of Value Sales for Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail for the Years 2015, 2025 & 2030
    • TABLE 113: Italy Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 114: Italy Historic Review for Supply Chain Digital Twins by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 115: Italy 15-Year Perspective for Supply Chain Digital Twins by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030
  • UNITED KINGDOM
    • Supply Chain Digital Twins Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2025 (E)
    • TABLE 116: UK Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 117: UK Historic Review for Supply Chain Digital Twins by Component - Hardware, Software and Services Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 118: UK 15-Year Perspective for Supply Chain Digital Twins by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2015, 2025 & 2030
    • TABLE 119: UK Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 120: UK Historic Review for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 121: UK 15-Year Perspective for Supply Chain Digital Twins by Vertical - Percentage Breakdown of Value Sales for Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail for the Years 2015, 2025 & 2030
    • TABLE 122: UK Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 123: UK Historic Review for Supply Chain Digital Twins by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 124: UK 15-Year Perspective for Supply Chain Digital Twins by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030
  • REST OF EUROPE
    • TABLE 125: Rest of Europe Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 126: Rest of Europe Historic Review for Supply Chain Digital Twins by Component - Hardware, Software and Services Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 127: Rest of Europe 15-Year Perspective for Supply Chain Digital Twins by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2015, 2025 & 2030
    • TABLE 128: Rest of Europe Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 129: Rest of Europe Historic Review for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 130: Rest of Europe 15-Year Perspective for Supply Chain Digital Twins by Vertical - Percentage Breakdown of Value Sales for Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail for the Years 2015, 2025 & 2030
    • TABLE 131: Rest of Europe Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 132: Rest of Europe Historic Review for Supply Chain Digital Twins by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 133: Rest of Europe 15-Year Perspective for Supply Chain Digital Twins by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030
  • ASIA-PACIFIC
    • Supply Chain Digital Twins Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2025 (E)
    • TABLE 134: Asia-Pacific Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 135: Asia-Pacific Historic Review for Supply Chain Digital Twins by Component - Hardware, Software and Services Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 136: Asia-Pacific 15-Year Perspective for Supply Chain Digital Twins by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2015, 2025 & 2030
    • TABLE 137: Asia-Pacific Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 138: Asia-Pacific Historic Review for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 139: Asia-Pacific 15-Year Perspective for Supply Chain Digital Twins by Vertical - Percentage Breakdown of Value Sales for Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail for the Years 2015, 2025 & 2030
    • TABLE 140: Asia-Pacific Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 141: Asia-Pacific Historic Review for Supply Chain Digital Twins by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 142: Asia-Pacific 15-Year Perspective for Supply Chain Digital Twins by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030
  • REST OF WORLD
    • TABLE 143: Rest of World Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 144: Rest of World Historic Review for Supply Chain Digital Twins by Component - Hardware, Software and Services Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 145: Rest of World 15-Year Perspective for Supply Chain Digital Twins by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2015, 2025 & 2030
    • TABLE 146: Rest of World Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 147: Rest of World Historic Review for Supply Chain Digital Twins by Vertical - Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 148: Rest of World 15-Year Perspective for Supply Chain Digital Twins by Vertical - Percentage Breakdown of Value Sales for Pharmaceuticals, Consumer Goods, Others, Manufacturing, Automotive, Aerospace & Defense and Retail for the Years 2015, 2025 & 2030
    • TABLE 149: Rest of World Recent Past, Current & Future Analysis for Supply Chain Digital Twins by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 150: Rest of World Historic Review for Supply Chain Digital Twins by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 151: Rest of World 15-Year Perspective for Supply Chain Digital Twins by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030

IV. COMPETITION