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市場調查報告書
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1784176

全球供應鏈數位雙胞胎市場

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個工作天內

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簡介目錄

到 2030 年,全球供應鏈數位雙胞胎市場規模將達到 64 億美元

全球供應鏈數位雙胞胎市場規模預計在2024年達到34億美元,預計2024年至2030年期間的複合年成長率為11.2%,到2030年將達到64億美元。硬體是本報告分析的細分市場之一,預計其複合年成長率為10.3%,到分析期結束時規模將達到38億美元。軟體細分市場在分析期間內的複合年成長率預計為12.2%。

美國市場規模估計為 8.866 億美元,中國市場預計複合年成長率為 10.5%

美國供應鏈數位雙胞胎市場規模預計在2024年達到8.866億美元。作為世界第二大經濟體,中國預計在2030年市場規模將達到9.971億美元,在分析期間(2024-2030年)的複合年成長率為10.5%。其他值得關注的區域市場包括日本和加拿大,預計在分析期間的複合年成長率分別為10.2%和9.7%。在歐洲,預計德國的複合年成長率約為8.3%。

全球供應鏈數位雙胞胎市場—主要趨勢與促進因素摘要

為什麼數位雙胞胎將改變供應鏈可視性和彈性的未來

隨著全球供應鏈日益複雜且相互依存,對增強可視性、即時決策和降低風險的需求正在推動數位雙胞胎技術的應用。供應鏈數位雙胞胎是端到端供應網路(包括資產、物流、庫存、需求和生產流程)的虛擬複製品,它即時反映實體系統的行為和效能。透過整合來自物聯網感測器、ERP系統、運輸管理和供應商網路的數據,數位雙胞胎使組織能夠模擬場景、預測中斷並動態響應不斷變化的條件。後疫情時代凸顯了對更具彈性和敏捷性的供應鏈的需求,這使得數位雙胞胎成為識別瓶頸、評估供應商風險、最佳化路線規劃和改進需求預測的策略工具。製造商、物流和物流供應商現在正在利用這些數位生態系統,不僅提高業務效率,還要與永續性目標保持一致,減少廢棄物並實現預測性維護。在充滿不確定性的商業環境中,數位孿生對於主動規劃、效能基準化分析和持續供應鏈最佳化至關重要。

新興技術如何增強供應鏈數位雙胞胎的能力?

人工智慧、機器學習、雲端運算和邊緣分析日益強大,顯著擴展了供應鏈數位雙胞胎的功能。人工智慧增強了數位雙胞胎的預測能力,支援場景建模、自動異常處理和指示性分析,從而指導採購、生產和庫存的即時決策。同時,物聯網和邊緣設備持續提供有關溫度、位置、振動、前置作業時間等方面的詳細數據,提高了數位雙胞胎模型的保真度和及時性。雲端平台支援跨全球分散式營運連接資料所需的可擴展性和整合性,而區塊鏈則增加了一個不可變的透明度和信任層,用於跨多層供應商網路追蹤商品、交易和合規性指標。擴增實境(AR) 和 3D 視覺化工具也被引入,使供應鏈規劃人員和管理人員能夠透過身臨其境型儀表板與複雜的數位模型進行互動。這些進步正在創建強大的、可適應每個新資料點的動態系統,使供應鏈能夠從被動響應轉變為預測,再轉變為自主響應。隨著組織數位化的成熟,這些技術的整合正在推動數位孿生從先導計畫走向涵蓋採購、物流、物流和履約等整個企業範圍的部署。

為什麼各行各業的企業都爭相採用數位雙胞胎模型?

數位雙胞胎因其在簡化業務、降低成本和創造競爭優勢方面的潛力,正在被汽車、航太、零售、製藥、食品飲料和消費品等各行各業迅速採用。在製造業,數位雙胞胎有助於最佳化工廠營運、平衡供需計劃,並透過同步生產網路縮短時間。在速度和客戶經驗至關重要的零售和電子商務領域,數位雙胞胎被用於改善最後一英里物流、管理退貨以及物流實體和數位管道之間的庫存。在精確性、合規性和可追溯性至關重要的製藥領域,數位雙胞胎被用於確保對溫度敏感的低溫運輸的端到端可視性。同樣,食品和飲料公司正在使用數位雙胞胎來追蹤運輸中的生鮮產品,減少損耗並提高交貨的可靠性。高階主管們認知到,數位雙胞胎不僅支持業務效益,還支持更廣泛的策略目標,例如 ESG 合規性、碳足跡追蹤和供應商多元化。隨著地緣政治緊張局勢、氣候變遷和需求波動加劇全球供應網路的不確定性,數位雙胞胎的採用已不再僅僅是一項IT舉措,而是成為負責人的必要事項。這些模型正在釋放策略洞察力,不僅可以降低成本,還能推動敏捷性和創新。

是什麼推動了全球供應鏈數位雙胞胎市場的快速成長?

供應鏈數位雙胞胎市場的成長受到多種相互關聯因素的驅動,這些因素源自於技術成熟度、策略要務和不斷變化的企業優先事項。物聯網設備、人工智慧分析平台和可互通的雲端基礎架構的激增,為建立準確、可擴展的數位雙胞胎模型創造了必要的基礎設施。新冠疫情的後果暴露了全球供應鏈中普遍存在的漏洞,促使企業投資於可增強可見度、應對力和業務永續營運的工具。對全通路履約和即時庫存模型的依賴程度的提高,進一步加速了對即時預測性供應鏈監控的需求。法規永續性也是一個促進因素,因為數位雙胞胎有助於維持可追溯性、監控供應商標準並確保產品完整性,尤其是在製藥、食品和電子等領域。此外,對永續性和 ESG 報告的關注正在激勵企業使用數位雙胞胎來模擬低碳物流策略、追蹤排放並減少廢棄物。從競爭角度來看,早期採用者已透過縮短前置作業時間、最佳化倉庫營運和減少缺貨實現了可衡量的投資回報率,並激勵其他企業效仿。經濟壓力、技術可行性和戰略價值的結合,正在推動全球供應鏈數位雙胞胎市場強勁持續的成長,使其成為下一代供應鏈管理的基本支柱。

部分

按組件(硬體、軟體、服務)、部署(本地、雲端)、產業(製造、汽車、航太和國防、零售、製藥、消費品、其他)

受訪公司範例

  • 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

人工智慧整合

全球產業分析師利用可操作的專家內容和人工智慧工具改變市場和競爭情報。

Global Industry Analysts 沒有查詢通用的 LLM 或特定產業的SLM,而是建立了一個來自世界各地專家的精選內容庫,其中包括影片錄像、BLOG、搜尋引擎研究以及大量的公司、產品/服務和市場數據。

關稅影響係數

全球產業分析師根據公司總部所在國家、製造地和進出口(成品和原始設備製造商)情況預測其競爭地位的變化。這種複雜而多面的市場動態預計將以多種方式影響競爭對手,包括銷貨成本(COGS) 上升、盈利下降、供應鏈重組以及其他微觀和宏觀市場動態。

目錄

第1章調查方法

第2章執行摘要

  • 市場概覽
  • 主要企業
  • 市場趨勢和促進因素
  • 全球市場展望

第3章市場分析

  • 美國
  • 加拿大
  • 日本
  • 中國
  • 歐洲
  • 法國
  • 德國
  • 義大利
  • 英國
  • 其他歐洲國家
  • 亞太地區
  • 其他地區

第4章 比賽

簡介目錄
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