Machine Learning in Supply Chain Management
A Global Strategic Business Report
MCP31947
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HIGHLIGHTS & REPORT INDEX
Global Machine Learning in Supply Chain Management Market to Reach US$8.7 Billion by 2030
The global market for Machine Learning in Supply Chain Management estimated at US$2.1 Billion in the year 2024, is expected to reach US$8.7 Billion by 2030, growing at a CAGR of 26.9% over the analysis period 2024-2030. Software Component, one of the segments analyzed in the report, is expected to record a 23.8% CAGR and reach US$5.1 Billion by the end of the analysis period. Growth in the Services Component segment is estimated at 32.5% CAGR over the analysis period.
The U.S. Market is Estimated at US$549.2 Million While China is Forecast to Grow at 25.7% CAGR
The Machine Learning in Supply Chain Management market in the U.S. is estimated at US$549.2 Million in the year 2024. China, the world`s second largest economy, is forecast to reach a projected market size of US$1.3 Billion by the year 2030 trailing a CAGR of 25.7% over the analysis period 2024-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 24.2% and 23.6% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 18.9% CAGR.
Global Machine Learning in Supply Chain Management Market – Key Trends & Drivers Summarized
Why Is Machine Learning in Supply Chain Management Gaining Popularity?
Supply chain management is becoming increasingly complex due to global disruptions, fluctuating demand, and increasing customer expectations for fast and efficient deliveries. Machine learning is transforming supply chain operations by providing real-time insights, improving demand forecasting, and optimizing inventory levels. With the rise of e-commerce, just-in-time manufacturing, and multi-channel distribution models, businesses are leveraging AI-powered analytics to enhance supply chain visibility and minimize risks.
How Are Innovations Enhancing the Performance of Machine Learning in Supply Chain Management?
Advancements in AI-driven analytics, cloud computing, and automation are making supply chains more resilient and agile. Machine learning algorithms are being used for predictive analytics to anticipate demand fluctuations, detect anomalies, and optimize warehouse inventory levels. AI-driven route optimization tools are improving logistics efficiency, reducing transportation costs, and enhancing last-mile delivery accuracy. Blockchain-integrated AI solutions are also improving supply chain transparency, enabling real-time tracking of goods from manufacturers to end consumers.
What Are the Key Market Drivers?
The increasing complexity of global supply chains, rising consumer expectations for faster deliveries, and the need for improved risk management are key factors driving market growth. The COVID-19 pandemic has further accelerated the adoption of AI-powered supply chain solutions as companies seek to mitigate disruptions and enhance operational efficiency. Additionally, sustainability concerns and regulatory compliance requirements are pushing companies to adopt AI-driven solutions that optimize energy consumption and reduce waste.
What Challenges and Future Opportunities Exist?
Challenges include the high cost of AI implementation, data integration issues across supply chain networks, and cybersecurity risks. However, opportunities exist in the expansion of AI-driven supply chain risk management solutions, the development of self-learning algorithms for automated decision-making, and the adoption of AI-powered sustainability tracking tools. The continued evolution of AI in autonomous warehouse management, robotic supply chain operations, and AI-driven procurement strategies will further revolutionize supply chain management.
SCOPE OF STUDY
The report analyzes the Machine Learning in Supply Chain Management market by the following Segments, and Geographic Regions/Countries:
Segments:
Component (Software Component, Services Component); Deployment (Cloud-based Deployment, On-Premise Deployment); Organization (Large Enterprises, Small & Medium-Sized Enterprises); Application (Demand Forecasting Application, Supplier Relationship Management Application, Risk Management Application, Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications); End-User (Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User, Other End-Users).
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 PLAYERS
Accenture plc; Aera Technology; Amazon Web Services (AWS); Blue Yonder; Coupa Software; DataArt; Flowspace; FourKites; IBM Corporation; Lokad; Microsoft Corporation; Noodle.ai; Oracle Corporation; Osa Commerce; Project44; Samsara; SAP SE; Shipsy; Shipwell; Transmetrics
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 |
| Trade Shocks, Uncertainty, and the Structural Rewiring of the Global Economy |
| How Trump’s Tariffs Impact the Market? The Big Question on Everyone’s Mind |
| Machine Learning in Supply Chain Management – Global Key Competitors Percentage Market Share in 2025 (E) |
| Competitive Market Presence - Strong/Active/Niche/Trivial for 48 Players Worldwide in 2025 (E) |
| 2. FOCUS ON SELECT PLAYERS |
| 3. MARKET TRENDS & DRIVERS |
| Rising Demand for End-to-End Supply Chain Visibility Drives Adoption of Machine Learning Solutions |
| Increased Supply Chain Complexity and Globalization Strengthens the Business Case for ML-Driven Optimization |
| Integration of ML with ERP and SCM Systems Enhances Forecasting Accuracy and Operational Agility |
| Growing Focus on Demand Sensing and Predictive Inventory Planning Spurs ML Deployment Across Retail and Manufacturing |
| Disruption Management and Real-Time Scenario Planning Drive Use of ML in Resilient Supply Chain Strategies |
| Advancements in Natural Language Processing Improve Procurement Intelligence and Supplier Risk Analysis |
| ML-Powered Automation of Procurement Workflows Reduces Costs and Enhances Compliance |
| Real-Time Transportation and Route Optimization Using ML Algorithms Boosts Efficiency in Logistics |
| Use of ML in Predictive Maintenance Minimizes Downtime in Supply Chain Equipment and Infrastructure |
| ML Integration in Cold Chain Management Ensures Quality Control and Real-Time Monitoring |
| Cloud and Edge Computing Convergence Expands ML Scalability Across Global Supply Chain Networks |
| Workforce Shortages and Skill Gaps Drive ML-Based Robotic Process Automation in Warehousing |
| Increased Cybersecurity Concerns Spur Use of ML in Threat Detection and Supply Chain Security |
| 4. GLOBAL MARKET PERSPECTIVE |
| World Machine Learning in Supply Chain Management Market Analysis of Annual Sales in US$ Thousand for Years 2015 through 2030 |
| World Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Machine Learning in Supply Chain Management by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Machine Learning in Supply Chain Management 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 |
| World Recent Past, Current & Future Analysis for Software Component by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Software Component by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Software Component 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 |
| World Recent Past, Current & Future Analysis for Services Component by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Services Component by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Services Component 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 |
| World Recent Past, Current & Future Analysis for Product Lifecycle Management Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Product Lifecycle Management Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Product Lifecycle Management Application 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 |
| World Recent Past, Current & Future Analysis for Sales & Operations Planning Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Sales & Operations Planning Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Sales & Operations Planning Application 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 |
| World Recent Past, Current & Future Analysis for Other Applications by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Other Applications by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Other Applications 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 |
| World Recent Past, Current & Future Analysis for Demand Forecasting Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Demand Forecasting Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Demand Forecasting Application 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 |
| World Recent Past, Current & Future Analysis for Supplier Relationship Management Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Supplier Relationship Management Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Supplier Relationship Management Application 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 |
| World Recent Past, Current & Future Analysis for Risk Management Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Risk Management Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Risk Management Application 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 |
| World Recent Past, Current & Future Analysis for Retail & E-commerce End-User by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Retail & E-commerce End-User by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Retail & E-commerce End-User 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 |
| World Recent Past, Current & Future Analysis for Manufacturing End-User by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Manufacturing End-User by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Manufacturing End-User 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 |
| World Recent Past, Current & Future Analysis for Healthcare End-User by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Healthcare End-User by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Healthcare End-User 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 |
| World Recent Past, Current & Future Analysis for Automotive End-User by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Automotive End-User by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Automotive End-User 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 |
| World Recent Past, Current & Future Analysis for Food & Beverage End-User by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Food & Beverage End-User by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Food & Beverage End-User 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 |
| World Recent Past, Current & Future Analysis for Consumer Goods End-User by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Consumer Goods End-User by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Consumer Goods End-User 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 |
| World Recent Past, Current & Future Analysis for Other End-Users by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Other End-Users by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Other End-Users 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 |
| World Recent Past, Current & Future Analysis for Cloud-based Deployment by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Cloud-based Deployment by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Cloud-based Deployment 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 |
| World Recent Past, Current & Future Analysis for On-Premise Deployment by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for On-Premise Deployment by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for On-Premise Deployment 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 |
| World Recent Past, Current & Future Analysis for Large Enterprises by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Large Enterprises by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Large Enterprises 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 |
| World Recent Past, Current & Future Analysis for Small & Medium-Sized Enterprises by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| World Historic Review for Small & Medium-Sized Enterprises by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| World 15-Year Perspective for Small & Medium-Sized Enterprises 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 |
| Machine Learning in Supply Chain Management Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2025 (E) |
| USA Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| USA Historic Review for Machine Learning in Supply Chain Management by Component - Software Component and Services Component Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| USA 15-Year Perspective for Machine Learning in Supply Chain Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2015, 2025 & 2030 |
| USA Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| USA Historic Review for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| USA 15-Year Perspective for Machine Learning in Supply Chain Management by Application - Percentage Breakdown of Value Sales for Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application for the Years 2015, 2025 & 2030 |
| USA Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| USA Historic Review for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| USA 15-Year Perspective for Machine Learning in Supply Chain Management by End-user - Percentage Breakdown of Value Sales for Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users for the Years 2015, 2025 & 2030 |
| USA Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| USA Historic Review for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| USA 15-Year Perspective for Machine Learning in Supply Chain Management by Deployment - Percentage Breakdown of Value Sales for Cloud-based Deployment and On-Premise Deployment for the Years 2015, 2025 & 2030 |
| USA Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| USA Historic Review for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| USA 15-Year Perspective for Machine Learning in Supply Chain Management by Organization - Percentage Breakdown of Value Sales for Large Enterprises and Small & Medium-Sized Enterprises for the Years 2015, 2025 & 2030 |
| CANADA |
| Canada Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Canada Historic Review for Machine Learning in Supply Chain Management by Component - Software Component and Services Component Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Canada 15-Year Perspective for Machine Learning in Supply Chain Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2015, 2025 & 2030 |
| Canada Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Canada Historic Review for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Canada 15-Year Perspective for Machine Learning in Supply Chain Management by Application - Percentage Breakdown of Value Sales for Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application for the Years 2015, 2025 & 2030 |
| Canada Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Canada Historic Review for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Canada 15-Year Perspective for Machine Learning in Supply Chain Management by End-user - Percentage Breakdown of Value Sales for Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users for the Years 2015, 2025 & 2030 |
| Canada Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Canada Historic Review for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Canada 15-Year Perspective for Machine Learning in Supply Chain Management by Deployment - Percentage Breakdown of Value Sales for Cloud-based Deployment and On-Premise Deployment for the Years 2015, 2025 & 2030 |
| Canada Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Canada Historic Review for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Canada 15-Year Perspective for Machine Learning in Supply Chain Management by Organization - Percentage Breakdown of Value Sales for Large Enterprises and Small & Medium-Sized Enterprises for the Years 2015, 2025 & 2030 |
| JAPAN |
| Machine Learning in Supply Chain Management Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2025 (E) |
| Japan Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Japan Historic Review for Machine Learning in Supply Chain Management by Component - Software Component and Services Component Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Japan 15-Year Perspective for Machine Learning in Supply Chain Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2015, 2025 & 2030 |
| Japan Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Japan Historic Review for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Japan 15-Year Perspective for Machine Learning in Supply Chain Management by Application - Percentage Breakdown of Value Sales for Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application for the Years 2015, 2025 & 2030 |
| Japan Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Japan Historic Review for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Japan 15-Year Perspective for Machine Learning in Supply Chain Management by End-user - Percentage Breakdown of Value Sales for Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users for the Years 2015, 2025 & 2030 |
| Japan Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Japan Historic Review for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Japan 15-Year Perspective for Machine Learning in Supply Chain Management by Deployment - Percentage Breakdown of Value Sales for Cloud-based Deployment and On-Premise Deployment for the Years 2015, 2025 & 2030 |
| Japan Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Japan Historic Review for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Japan 15-Year Perspective for Machine Learning in Supply Chain Management by Organization - Percentage Breakdown of Value Sales for Large Enterprises and Small & Medium-Sized Enterprises for the Years 2015, 2025 & 2030 |
| CHINA |
| Machine Learning in Supply Chain Management Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2025 (E) |
| China Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| China Historic Review for Machine Learning in Supply Chain Management by Component - Software Component and Services Component Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| China 15-Year Perspective for Machine Learning in Supply Chain Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2015, 2025 & 2030 |
| China Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| China Historic Review for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| China 15-Year Perspective for Machine Learning in Supply Chain Management by Application - Percentage Breakdown of Value Sales for Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application for the Years 2015, 2025 & 2030 |
| China Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| China Historic Review for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| China 15-Year Perspective for Machine Learning in Supply Chain Management by End-user - Percentage Breakdown of Value Sales for Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users for the Years 2015, 2025 & 2030 |
| China Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| China Historic Review for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| China 15-Year Perspective for Machine Learning in Supply Chain Management by Deployment - Percentage Breakdown of Value Sales for Cloud-based Deployment and On-Premise Deployment for the Years 2015, 2025 & 2030 |
| China Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| China Historic Review for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| China 15-Year Perspective for Machine Learning in Supply Chain Management by Organization - Percentage Breakdown of Value Sales for Large Enterprises and Small & Medium-Sized Enterprises for the Years 2015, 2025 & 2030 |
| EUROPE |
| Machine Learning in Supply Chain Management Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2025 (E) |
| Europe Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR |
| Europe Historic Review for Machine Learning in Supply Chain Management by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Europe 15-Year Perspective for Machine Learning in Supply Chain Management by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2015, 2025 & 2030 |
| Europe Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Europe Historic Review for Machine Learning in Supply Chain Management by Component - Software Component and Services Component Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Europe 15-Year Perspective for Machine Learning in Supply Chain Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2015, 2025 & 2030 |
| Europe Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Europe Historic Review for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Europe 15-Year Perspective for Machine Learning in Supply Chain Management by Application - Percentage Breakdown of Value Sales for Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application for the Years 2015, 2025 & 2030 |
| Europe Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Europe Historic Review for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Europe 15-Year Perspective for Machine Learning in Supply Chain Management by End-user - Percentage Breakdown of Value Sales for Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users for the Years 2015, 2025 & 2030 |
| Europe Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Europe Historic Review for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Europe 15-Year Perspective for Machine Learning in Supply Chain Management by Deployment - Percentage Breakdown of Value Sales for Cloud-based Deployment and On-Premise Deployment for the Years 2015, 2025 & 2030 |
| Europe Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Europe Historic Review for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Europe 15-Year Perspective for Machine Learning in Supply Chain Management by Organization - Percentage Breakdown of Value Sales for Large Enterprises and Small & Medium-Sized Enterprises for the Years 2015, 2025 & 2030 |
| FRANCE |
| Machine Learning in Supply Chain Management Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2025 (E) |
| France Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| France Historic Review for Machine Learning in Supply Chain Management by Component - Software Component and Services Component Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| France 15-Year Perspective for Machine Learning in Supply Chain Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2015, 2025 & 2030 |
| France Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| France Historic Review for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| France 15-Year Perspective for Machine Learning in Supply Chain Management by Application - Percentage Breakdown of Value Sales for Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application for the Years 2015, 2025 & 2030 |
| France Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| France Historic Review for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| France 15-Year Perspective for Machine Learning in Supply Chain Management by End-user - Percentage Breakdown of Value Sales for Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users for the Years 2015, 2025 & 2030 |
| France Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| France Historic Review for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| France 15-Year Perspective for Machine Learning in Supply Chain Management by Deployment - Percentage Breakdown of Value Sales for Cloud-based Deployment and On-Premise Deployment for the Years 2015, 2025 & 2030 |
| France Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| France Historic Review for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| France 15-Year Perspective for Machine Learning in Supply Chain Management by Organization - Percentage Breakdown of Value Sales for Large Enterprises and Small & Medium-Sized Enterprises for the Years 2015, 2025 & 2030 |
| GERMANY |
| Machine Learning in Supply Chain Management Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2025 (E) |
| Germany Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Germany Historic Review for Machine Learning in Supply Chain Management by Component - Software Component and Services Component Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Germany 15-Year Perspective for Machine Learning in Supply Chain Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2015, 2025 & 2030 |
| Germany Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Germany Historic Review for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Germany 15-Year Perspective for Machine Learning in Supply Chain Management by Application - Percentage Breakdown of Value Sales for Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application for the Years 2015, 2025 & 2030 |
| Germany Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Germany Historic Review for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Germany 15-Year Perspective for Machine Learning in Supply Chain Management by End-user - Percentage Breakdown of Value Sales for Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users for the Years 2015, 2025 & 2030 |
| Germany Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Germany Historic Review for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Germany 15-Year Perspective for Machine Learning in Supply Chain Management by Deployment - Percentage Breakdown of Value Sales for Cloud-based Deployment and On-Premise Deployment for the Years 2015, 2025 & 2030 |
| Germany Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Germany Historic Review for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Germany 15-Year Perspective for Machine Learning in Supply Chain Management by Organization - Percentage Breakdown of Value Sales for Large Enterprises and Small & Medium-Sized Enterprises for the Years 2015, 2025 & 2030 |
| ITALY |
| Italy Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Italy Historic Review for Machine Learning in Supply Chain Management by Component - Software Component and Services Component Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Italy 15-Year Perspective for Machine Learning in Supply Chain Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2015, 2025 & 2030 |
| Italy Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Italy Historic Review for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Italy 15-Year Perspective for Machine Learning in Supply Chain Management by Application - Percentage Breakdown of Value Sales for Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application for the Years 2015, 2025 & 2030 |
| Italy Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Italy Historic Review for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Italy 15-Year Perspective for Machine Learning in Supply Chain Management by End-user - Percentage Breakdown of Value Sales for Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users for the Years 2015, 2025 & 2030 |
| Italy Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Italy Historic Review for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Italy 15-Year Perspective for Machine Learning in Supply Chain Management by Deployment - Percentage Breakdown of Value Sales for Cloud-based Deployment and On-Premise Deployment for the Years 2015, 2025 & 2030 |
| Italy Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Italy Historic Review for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Italy 15-Year Perspective for Machine Learning in Supply Chain Management by Organization - Percentage Breakdown of Value Sales for Large Enterprises and Small & Medium-Sized Enterprises for the Years 2015, 2025 & 2030 |
| UNITED KINGDOM |
| Machine Learning in Supply Chain Management Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2025 (E) |
| UK Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| UK Historic Review for Machine Learning in Supply Chain Management by Component - Software Component and Services Component Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| UK 15-Year Perspective for Machine Learning in Supply Chain Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2015, 2025 & 2030 |
| UK Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| UK Historic Review for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| UK 15-Year Perspective for Machine Learning in Supply Chain Management by Application - Percentage Breakdown of Value Sales for Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application for the Years 2015, 2025 & 2030 |
| UK Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| UK Historic Review for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| UK 15-Year Perspective for Machine Learning in Supply Chain Management by End-user - Percentage Breakdown of Value Sales for Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users for the Years 2015, 2025 & 2030 |
| UK Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| UK Historic Review for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| UK 15-Year Perspective for Machine Learning in Supply Chain Management by Deployment - Percentage Breakdown of Value Sales for Cloud-based Deployment and On-Premise Deployment for the Years 2015, 2025 & 2030 |
| UK Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| UK Historic Review for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| UK 15-Year Perspective for Machine Learning in Supply Chain Management by Organization - Percentage Breakdown of Value Sales for Large Enterprises and Small & Medium-Sized Enterprises for the Years 2015, 2025 & 2030 |
| REST OF EUROPE |
| Rest of Europe Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Rest of Europe Historic Review for Machine Learning in Supply Chain Management by Component - Software Component and Services Component Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Rest of Europe 15-Year Perspective for Machine Learning in Supply Chain Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2015, 2025 & 2030 |
| Rest of Europe Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Rest of Europe Historic Review for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Rest of Europe 15-Year Perspective for Machine Learning in Supply Chain Management by Application - Percentage Breakdown of Value Sales for Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application for the Years 2015, 2025 & 2030 |
| Rest of Europe Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Rest of Europe Historic Review for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Rest of Europe 15-Year Perspective for Machine Learning in Supply Chain Management by End-user - Percentage Breakdown of Value Sales for Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users for the Years 2015, 2025 & 2030 |
| Rest of Europe Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Rest of Europe Historic Review for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Rest of Europe 15-Year Perspective for Machine Learning in Supply Chain Management by Deployment - Percentage Breakdown of Value Sales for Cloud-based Deployment and On-Premise Deployment for the Years 2015, 2025 & 2030 |
| Rest of Europe Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Rest of Europe Historic Review for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Rest of Europe 15-Year Perspective for Machine Learning in Supply Chain Management by Organization - Percentage Breakdown of Value Sales for Large Enterprises and Small & Medium-Sized Enterprises for the Years 2015, 2025 & 2030 |
| ASIA-PACIFIC |
| Machine Learning in Supply Chain Management Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2025 (E) |
| Asia-Pacific Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Asia-Pacific Historic Review for Machine Learning in Supply Chain Management by Component - Software Component and Services Component Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Asia-Pacific 15-Year Perspective for Machine Learning in Supply Chain Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2015, 2025 & 2030 |
| Asia-Pacific Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Asia-Pacific Historic Review for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Asia-Pacific 15-Year Perspective for Machine Learning in Supply Chain Management by Application - Percentage Breakdown of Value Sales for Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application for the Years 2015, 2025 & 2030 |
| Asia-Pacific Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Asia-Pacific Historic Review for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Asia-Pacific 15-Year Perspective for Machine Learning in Supply Chain Management by End-user - Percentage Breakdown of Value Sales for Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users for the Years 2015, 2025 & 2030 |
| Asia-Pacific Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Asia-Pacific Historic Review for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Asia-Pacific 15-Year Perspective for Machine Learning in Supply Chain Management by Deployment - Percentage Breakdown of Value Sales for Cloud-based Deployment and On-Premise Deployment for the Years 2015, 2025 & 2030 |
| Asia-Pacific Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Asia-Pacific Historic Review for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Asia-Pacific 15-Year Perspective for Machine Learning in Supply Chain Management by Organization - Percentage Breakdown of Value Sales for Large Enterprises and Small & Medium-Sized Enterprises for the Years 2015, 2025 & 2030 |
| REST OF WORLD |
| Rest of World Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Component - Software Component and Services Component - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Rest of World Historic Review for Machine Learning in Supply Chain Management by Component - Software Component and Services Component Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Rest of World 15-Year Perspective for Machine Learning in Supply Chain Management by Component - Percentage Breakdown of Value Sales for Software Component and Services Component for the Years 2015, 2025 & 2030 |
| Rest of World Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Rest of World Historic Review for Machine Learning in Supply Chain Management by Application - Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Rest of World 15-Year Perspective for Machine Learning in Supply Chain Management by Application - Percentage Breakdown of Value Sales for Product Lifecycle Management Application, Sales & Operations Planning Application, Other Applications, Demand Forecasting Application, Supplier Relationship Management Application and Risk Management Application for the Years 2015, 2025 & 2030 |
| Rest of World Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Rest of World Historic Review for Machine Learning in Supply Chain Management by End-user - Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Rest of World 15-Year Perspective for Machine Learning in Supply Chain Management by End-user - Percentage Breakdown of Value Sales for Retail & E-commerce End-User, Manufacturing End-User, Healthcare End-User, Automotive End-User, Food & Beverage End-User, Consumer Goods End-User and Other End-Users for the Years 2015, 2025 & 2030 |
| Rest of World Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Rest of World Historic Review for Machine Learning in Supply Chain Management by Deployment - Cloud-based Deployment and On-Premise Deployment Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Rest of World 15-Year Perspective for Machine Learning in Supply Chain Management by Deployment - Percentage Breakdown of Value Sales for Cloud-based Deployment and On-Premise Deployment for the Years 2015, 2025 & 2030 |
| Rest of World Recent Past, Current & Future Analysis for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR |
| Rest of World Historic Review for Machine Learning in Supply Chain Management by Organization - Large Enterprises and Small & Medium-Sized Enterprises Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2015 through 2023 and % CAGR |
| Rest of World 15-Year Perspective for Machine Learning in Supply Chain Management by Organization - Percentage Breakdown of Value Sales for Large Enterprises and Small & Medium-Sized Enterprises for the Years 2015, 2025 & 2030 |
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