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Big Data Analytics in Smart Manufacturing Market Size, Share & Trends Analysis Report By Component (Software and Services), By Deployment, By Organization Size, By Technology, By Industry Vertical, By Application, By Regional Outlook and Forecast, 2024 - 2031

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    Report

  • 623 Pages
  • October 2024
  • Region: Global
  • Marqual IT Solutions Pvt. Ltd (KBV Research)
  • ID: 6020420
The Global Big Data Analytics in Smart Manufacturing Market size is expected to reach $356.9 billion by 2031, rising at a market growth of 19.7% CAGR during the forecast period.

Cloud computing enables manufacturers to store and analyze vast amounts of data without extensive on-premises infrastructure. By utilizing cloud-based solutions, manufacturers can reduce costs, improve data accessibility, and enhance their ability to innovate, further driving the growth of cloud computing within the smart manufacturing landscape. Therefore, the cloud computing segment held 14% revenue share in the market in 2023. This flexibility and scalability make it easier for organizations to leverage advanced analytics tools and collaborate across geographically dispersed teams.



The major strategies followed by the market participants are Partnerships as the key developmental strategy to keep pace with the changing demands of end users. For instance, In June, 2024, IBM Corporation teamed up with Telefónica Tech, an IT service management company to enhance AI, analytics, and data management solutions. This collaboration will deploy SHARK.X, a multi-cloud platform, and establish a use case office for client pilots. Additionally, In August, 2024, GE Vernova and Systems With Intelligence (SWI) signed an agreement at the CIGRE event in Paris to develop advanced substation monitoring solutions. This aims to integrate technologies like gas sensing and infrared thermography, aiming to enhance grid asset management and improve reliability for utilities and Transmission System Operators.

KBV Cardinal Matrix - Market Competition Analysis

Based on the Analysis presented in the KBV Cardinal matrix; Microsoft Corporation is the forerunner in the Big Data Analytics in Smart Manufacturing Market. In June, 2022, Microsoft Corporation teamed up with Procter & Gamble (P&G) to enhance P&G's digital manufacturing using Microsoft Cloud. Companies such as IBM Corporation, Siemens AG, and General Electric Company are some of the key innovators in Big Data Analytics in Smart Manufacturing Market.



Market Growth Factors

Reactive or scheduled upkeep is frequently employed in conventional maintenance strategies, which can be costly and inefficient. Reactive maintenance addresses issues only after a failure occurs, leading to unexpected downtime and potential damage to equipment. Scheduled maintenance, while better, can still be inefficient as it does not account for the actual condition of the equipment. On the other hand, predictive maintenance uses big data analytics to continuously monitor the condition of machinery and predict failures before they happen. This capability reduces unplanned downtime, enhances operational efficiency, and drives the adoption of predictive maintenance solutions in the smart manufacturing. Hence, an enhanced focus on predictive maintenance to reduce operational downtime propels the market's growth.

Industry 4.0 emphasizes the digitization and automation of manufacturing processes, leading to the generation of vast amounts of data from various sources such as sensors, machines, and production lines. Big data analytics tools are essential for processing and analyzing this data to uncover insights, optimize workflows, and enhance automation, ultimately improving productivity and reducing operational costs. This competitive advantage is fuelling the growth of the big data analytics in smart manufacturing market as manufacturers seek to leverage these insights to enhance their offerings. Thus, the increasing adoption of Industry 4.0 technologies in manufacturing drives the market's growth.

Market Restraining Factors

Implementing smart manufacturing technologies typically requires substantial investment in advanced hardware and infrastructure. This includes installing IoT devices, sensors, robotics, advanced machinery, and other smart equipment. These components are often costly, and the expenses can quickly increase, especially for large-scale manufacturing operations. The need for robust and high-performance infrastructure to support the integration of these technologies further escalates the initial investment requirements, posing a financial challenge for many manufacturers. Even though the long-term advantages are evident, the initial expenses may be beyond their financial capacity, which limits their capacity to implement these sophisticated technologies and impedes the overall market expansion. Thus, high initial investment costs are hampering the growth of the market.



The leading players in the market are competing with diverse innovative offerings to remain competitive in the market. The above illustration shows the percentage of revenue shared by some of the leading companies in the market. The leading players of the market are adopting various strategies in order to cater demand coming from the different industries. The key developmental strategies in the market are Partnerships, Collaborations & Agreements.

Driving and Restraining Factors

Drivers
  • Enhanced Focus on Predictive Maintenance to Reduce Operational Downtime
  • Increasing Adoption of Industry 4.0 Technologies in Manufacturing
  • Increasing Government Support and Initiatives for Smart Manufacturing
Restraints
  • High Initial Investment Costs of Implementing Smart Manufacturing Technologies
  • Data Privacy and Security Concerns in Smart Manufacturing
Opportunities
  • Growing Emphasis on Energy Management and Sustainability
  • Growing Need for Quality Improvement and Defect Reduction
Challenges
  • Lack of Skilled Workforce and Training Requirements
  • Complexity and Integration Challenges with Existing Systems

Component Outlook

Based on component, the market is divided into software and services. The services segment procured 39% revenue share in the market in 2023. This segment plays a crucial role in enhancing the overall effectiveness of big data analytics by providing manufacturers with the necessary expertise and support to leverage these technologies effectively. As organizations increasingly adopt big data analytics solutions, the demand for related services continues to rise, highlighting the importance of a well-rounded data management and analysis approach.

Deployment Outlook

On the basis of deployment mode, the market is segmented into on-premises and cloud-based. The cloud-based segment recorded 57% revenue share in the big data analytics in smart manufacturing market in 2023. This shift toward cloud-based analytics highlights the growing preference among manufacturers for solutions that offer flexibility, scalability, and cost efficiency. As companies increasingly adopt digital transformation strategies, the ability to access and analyze vast amounts of data in real-time from anywhere has become essential, driving the demand for cloud-based analytics in the smart manufacturing sector.



Cloud-based Outlook

The cloud-based segment is further subdivided into public cloud, private cloud, and hybrid cloud. In 2023, the public cloud segment attained 44% revenue share in the big data analytics in smart manufacturing market. Public cloud solutions enabled manufacturers to leverage vast amounts of data for real-time analytics, enhancing operational efficiency and decision-making. This trend facilitated advanced analytics capabilities, fostering innovation and competitive advantages within the industry.

Organization Size Outlook

On the basis of organization size, the market is segmented into large enterprises and small & medium-sized enterprises (SMEs). In 2023, the small & medium-sized enterprises (SMEs) segment attained 44% revenue share in the market. SMEs, although smaller in scale compared to large enterprises, are increasingly recognizing the value of big data analytics in enhancing their competitive edge. These enterprises are leveraging big data analytics to improve their manufacturing processes, reduce operational costs, and drive innovation.

Application Outlook

Based on application, the market is categorized into predictive maintenance, supply chain optimization, quality management, production optimization, asset management, and others. In 2023, the predictive maintenance segment registered 25% revenue share in the market. This significant growth can be attributed to manufacturers’ increasing focus on minimizing downtime and enhancing operational efficiency. Predictive maintenance leverages data analytics to forecast equipment failures and proactively schedule maintenance, reducing costs and improving productivity.

Industry Vertical Outlook

By industry vertical, the market is divided into automotive, electronics, aerospace & defense, healthcare & pharmaceuticals, energy & utilities, food & beverages, and others. In 2023, the electronics segment registered 19% revenue share in the market. This performance can be attributed to the rapid technological advancements within the electronics industry, where manufacturers are increasingly leveraging big data analytics to enhance product quality, streamline production processes, and optimize supply chain management. Integrating smart manufacturing practices in this sector has made analytics an indispensable tool for innovation and efficiency.

Technology Outlook

Based on technology, the market is divided into artificial intelligence (AI), machine learning, internet of things (IoT), cloud computing, and others. The artificial intelligence (AI) segment attained 34% revenue share in the big data analytics in smart manufacturing market in 2023. AI is critical in processing large datasets, identifying patterns, and generating actionable insights that enhance decision-making processes. By integrating AI into their operations, manufacturers can optimize production schedules, improve quality control, and reduce operational costs, making it a pivotal component of smart manufacturing strategies.

Market Competition and Attributes



The Big Data Analytics in Smart Manufacturing Market is marked by intense competition, driven by the adoption of Industry 4.0, IoT, and automation technologies. Key players are focused on developing advanced data analytics tools that offer real-time insights, predictive maintenance, and operational optimization. The competitive landscape is shaped by the demand for AI-driven analytics, cloud computing integration, and seamless connectivity, which help manufacturers enhance efficiency and reduce costs. Additionally, companies are competing by offering customizable solutions that cater to specific industry needs and regulatory requirements. As smart factories become more prevalent, the market is expected to see further growth in innovation and strategic partnerships.

By Regional Analysis

Region-wise, the market is analyzed across North America, Europe, Asia Pacific, and LAMEA. The North America region witnessed 39% revenue share in the market in 2023. This can be attributed to a robust manufacturing sector, advanced technological infrastructure, and a high level of investment in research and development. North American manufacturers are increasingly adopting big data analytics solutions to enhance operational efficiency, optimize supply chains, and improve product quality.

Recent Strategies Deployed in the Market

  • Sep-2024: Rockwell Automation, Inc. unveiled its connected worker solution from Plex to enhance productivity, quality, and safety in manufacturing. This solution addresses workforce challenges by providing real-time guidance and multimedia content, improving skills retention, and reducing errors. It streamlines applications, lowers costs, and mitigates cybersecurity risks, supporting the Future of Industrial Work.
  • Jun-2024: Honeywell International Inc. unveiled Honeywell Batch Historian, a software solution that enables manufacturers to easily capture and analyze contextualized data for improved reporting and analytics. This user-friendly tool simplifies batch data visualization without requiring advanced programming skills, enhancing product quality, regulatory compliance, and operational efficiency in digital manufacturing.
  • Jun-2024: Oracle Corporation unveiled Oracle Fusion Cloud SCM customers will have access to Smart Operations, aimed at enhancing performance and decision-making for Oracle Cloud Manufacturing and Maintenance users. Key features include automated data capture workbenches for on-site workers and AI-driven anomaly detection with actionable recommendations.
  • May-2024: Siemens AG announced the partnership with Sight Machine Inc., a streaming platform to integrate manufacturing AI into on-premises automation networks. Sight Machine's Manufacturing Data Platform enhances production by analyzing various manufacturing data, while Siemens Industrial Edge facilitates centralized management of connected devices and applications, improving shop-floor productivity, data efficiency, and business decision-making.
  • Apr-2024: SAP SE unveiled new AI advancements in its supply chain solutions aimed at boosting productivity and efficiency in manufacturing. Real-time AI-driven insights will help companies optimize decisions, improve logistics, and enhance inventory management, addressing current disruptions. Future innovations, particularly generative AI, promise to transform supply chain operations significantly.

List of Key Companies Profiled

  • IBM Corporation
  • Siemens AG
  • General Electric Company
  • SAP SE
  • Microsoft Corporation
  • Honeywell International Inc.
  • Oracle Corporation
  • Rockwell Automation, Inc.
  • PTC Inc.
  • Cisco Systems, Inc.

Market Report Segmentation

By Component
  • Software
    • Data Analytics & Visualization Tools
    • Data Integration & Management Tools
    • Reporting & Monitoring Tools
  • Services
    • Consulting
    • Implementation
    • Support & Maintenance
By Deployment Mode
  • Cloud
    • Public Cloud
    • Hybrid Cloud
    • Private Cloud
  • On-premises
By Organization Size
  • Large Enterprises
  • Small & Medium-sized Enterprises (SMEs)
By Technology
  • Artificial Intelligence (AI)
  • Internet of Things (IoT)
  • Machine Learning
  • Cloud Computing
  • Other Technology
By Industry Vertical
  • Automotive
  • Electronics
  • Healthcare & Pharmaceuticals
  • Aerospace & Defense
  • Energy & Utilities
  • Food & Beverages
  • Other Industry Vertical
By Application
  • Predictive Maintenance
  • Supply Chain Optimization
  • Production Optimization
  • Quality Management
  • Asset Management
  • Other Application
By Geography
  • North America
    • US
    • Canada
    • Mexico
    • Rest of North America
  • Europe
    • Germany
    • UK
    • France
    • Russia
    • Spain
    • Italy
    • Rest of Europe
  • Asia Pacific
    • China
    • Japan
    • India
    • South Korea
    • Singapore
    • Malaysia
    • Rest of Asia Pacific
  • LAMEA
    • Brazil
    • Argentina
    • UAE
    • Saudi Arabia
    • South Africa
    • Nigeria
    • Rest of LAMEA

Table of Contents

Chapter 1. Market Scope & Methodology
1.1 Market Definition
1.2 Objectives
1.3 Market Scope
1.4 Segmentation
1.4.1 Global Big Data Analytics in Smart Manufacturing Market, by Component
1.4.2 Global Big Data Analytics in Smart Manufacturing Market, by Deployment Mode
1.4.3 Global Big Data Analytics in Smart Manufacturing Market, by Organization Size
1.4.4 Global Big Data Analytics in Smart Manufacturing Market, by Technology
1.4.5 Global Big Data Analytics in Smart Manufacturing Market, by Industry Vertical
1.4.6 Global Big Data Analytics in Smart Manufacturing Market, by Application
1.4.7 Global Big Data Analytics in Smart Manufacturing Market, by Geography
1.5 Methodology for the research
Chapter 2. Market at a Glance
2.1 Key Highlights
Chapter 3. Market Overview
3.1 Introduction
3.1.1 Overview
3.1.1.1 Market Composition and Scenario
3.2 Key Factors Impacting the Market
3.2.1 Market Drivers
3.2.2 Market Restraints
3.2.3 Market Opportunities
3.2.4 Market Challenges
Chapter 4. Competition Analysis - Global
4.1 KBV Cardinal Matrix
4.2 Recent Industry Wide Strategic Developments
4.2.1 Partnerships, Collaborations and Agreements
4.2.2 Product Launches and Product Expansions
4.2.3 Acquisition and Mergers
4.3 Market Share Analysis, 2023
4.4 Top Winning Strategies
4.4.1 Key Leading Strategies: Percentage Distribution (2020-2024)
4.4.2 Key Strategic Move: (Partnerships, Collaborations & Agreements: 2020, Jun - 2024, Aug) Leading Players
4.5 Porter Five Forces Analysis
Chapter 5. Global Big Data Analytics in Smart Manufacturing Market by Component
5.1 Global Software Market by Region
5.2 Global Big Data Analytics in Smart Manufacturing Market by Software Type
5.2.1 Global Data Analytics & Visualization Tools Market by Region
5.2.2 Global Data Integration & Management Tools Market by Region
5.2.3 Global Reporting & Monitoring Tools Market by Region
5.3 Global Services Market by Region
5.4 Global Big Data Analytics in Smart Manufacturing Market by Services Type
5.4.1 Global Consulting Market by Region
5.4.2 Global Implementation Market by Region
5.4.3 Global Support & Maintenance Market by Region
Chapter 6. Global Big Data Analytics in Smart Manufacturing Market by Deployment Mode
6.1 Global Cloud Market by Region
6.2 Global Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
6.2.1 Global Public Cloud Market by Region
6.2.2 Global Hybrid Cloud Market by Region
6.2.3 Global Private Cloud Market by Region
6.3 Global On-premises Market by Region
Chapter 7. Global Big Data Analytics in Smart Manufacturing Market by Organization Size
7.1 Global Large Enterprises Market by Region
7.2 Global Small & Medium-sized Enterprises (SMEs) Market by Region
Chapter 8. Global Big Data Analytics in Smart Manufacturing Market by Technology
8.1 Global Artificial Intelligence (AI) Market by Region
8.2 Global Internet of Things (IoT) Market by Region
8.3 Global Machine Learning Market by Region
8.4 Global Cloud Computing Market by Region
8.5 Global Other Technology Market by Region
Chapter 9. Global Big Data Analytics in Smart Manufacturing Market by Industry Vertical
9.1 Global Automotive Market by Region
9.2 Global Electronics Market by Region
9.3 Global Healthcare & Pharmaceuticals Market by Region
9.4 Global Aerospace & Defense Market by Region
9.5 Global Energy & Utilities Market by Region
9.6 Global Food & Beverages Market by Region
9.7 Global Other Industry Vertical Market by Region
Chapter 10. Global Big Data Analytics in Smart Manufacturing Market by Application
10.1 Global Predictive Maintenance Market by Region
10.2 Global Supply Chain Optimization Market by Region
10.3 Global Production Optimization Market by Region
10.4 Global Quality Management Market by Region
10.5 Global Asset Management Market by Region
10.6 Global Other Application Market by Region
Chapter 11. Global Big Data Analytics in Smart Manufacturing Market by Region
11.1 North America Big Data Analytics in Smart Manufacturing Market
11.1.1 North America Big Data Analytics in Smart Manufacturing Market by Component
11.1.1.1 North America Software Market by Region
11.1.1.2 North America Big Data Analytics in Smart Manufacturing Market by Software Type
11.1.1.2.1 North America Data Analytics & Visualization Tools Market by Country
11.1.1.2.2 North America Data Integration & Management Tools Market by Country
11.1.1.2.3 North America Reporting & Monitoring Tools Market by Country
11.1.1.3 North America Services Market by Region
11.1.1.4 North America Big Data Analytics in Smart Manufacturing Market by Services Type
11.1.1.4.1 North America Consulting Market by Country
11.1.1.4.2 North America Implementation Market by Country
11.1.1.4.3 North America Support & Maintenance Market by Country
11.1.2 North America Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.1.2.1 North America Cloud Market by Region
11.1.2.2 North America Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.1.2.2.1 North America Public Cloud Market by Country
11.1.2.2.2 North America Hybrid Cloud Market by Country
11.1.2.2.3 North America Private Cloud Market by Country
11.1.2.3 North America On-premises Market by Region
11.1.3 North America Big Data Analytics in Smart Manufacturing Market by Organization Size
11.1.3.1 North America Large Enterprises Market by Country
11.1.3.2 North America Small & Medium-sized Enterprises (SMEs) Market by Country
11.1.4 North America Big Data Analytics in Smart Manufacturing Market by Technology
11.1.4.1 North America Artificial Intelligence (AI) Market by Country
11.1.4.2 North America Internet of Things (IoT) Market by Country
11.1.4.3 North America Machine Learning Market by Country
11.1.4.4 North America Cloud Computing Market by Country
11.1.4.5 North America Other Technology Market by Country
11.1.5 North America Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.1.5.1 North America Automotive Market by Country
11.1.5.2 North America Electronics Market by Country
11.1.5.3 North America Healthcare & Pharmaceuticals Market by Country
11.1.5.4 North America Aerospace & Defense Market by Country
11.1.5.5 North America Energy & Utilities Market by Country
11.1.5.6 North America Food & Beverages Market by Country
11.1.5.7 North America Other Industry Vertical Market by Country
11.1.6 North America Big Data Analytics in Smart Manufacturing Market by Application
11.1.6.1 North America Predictive Maintenance Market by Country
11.1.6.2 North America Supply Chain Optimization Market by Country
11.1.6.3 North America Production Optimization Market by Country
11.1.6.4 North America Quality Management Market by Country
11.1.6.5 North America Asset Management Market by Country
11.1.6.6 North America Other Application Market by Country
11.1.7 North America Big Data Analytics in Smart Manufacturing Market by Country
11.1.7.1 US Big Data Analytics in Smart Manufacturing Market
11.1.7.1.1 US Big Data Analytics in Smart Manufacturing Market by Component
11.1.7.1.1.1 US Big Data Analytics in Smart Manufacturing Market by Software Type
11.1.7.1.1.2 US Big Data Analytics in Smart Manufacturing Market by Services Type
11.1.7.1.2 US Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.1.7.1.2.1 US Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.1.7.1.3 US Big Data Analytics in Smart Manufacturing Market by Organization Size
11.1.7.1.4 US Big Data Analytics in Smart Manufacturing Market by Technology
11.1.7.1.5 US Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.1.7.1.6 US Big Data Analytics in Smart Manufacturing Market by Application
11.1.7.2 Canada Big Data Analytics in Smart Manufacturing Market
11.1.7.2.1 Canada Big Data Analytics in Smart Manufacturing Market by Component
11.1.7.2.1.1 Canada Big Data Analytics in Smart Manufacturing Market by Software Type
11.1.7.2.1.2 Canada Big Data Analytics in Smart Manufacturing Market by Services Type
11.1.7.2.2 Canada Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.1.7.2.2.1 Canada Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.1.7.2.3 Canada Big Data Analytics in Smart Manufacturing Market by Organization Size
11.1.7.2.4 Canada Big Data Analytics in Smart Manufacturing Market by Technology
11.1.7.2.5 Canada Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.1.7.2.6 Canada Big Data Analytics in Smart Manufacturing Market by Application
11.1.7.3 Mexico Big Data Analytics in Smart Manufacturing Market
11.1.7.3.1 Mexico Big Data Analytics in Smart Manufacturing Market by Component
11.1.7.3.1.1 Mexico Big Data Analytics in Smart Manufacturing Market by Software Type
11.1.7.3.1.2 Mexico Big Data Analytics in Smart Manufacturing Market by Services Type
11.1.7.3.2 Mexico Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.1.7.3.2.1 Mexico Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.1.7.3.3 Mexico Big Data Analytics in Smart Manufacturing Market by Organization Size
11.1.7.3.4 Mexico Big Data Analytics in Smart Manufacturing Market by Technology
11.1.7.3.5 Mexico Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.1.7.3.6 Mexico Big Data Analytics in Smart Manufacturing Market by Application
11.1.7.4 Rest of North America Big Data Analytics in Smart Manufacturing Market
11.1.7.4.1 Rest of North America Big Data Analytics in Smart Manufacturing Market by Component
11.1.7.4.1.1 Rest of North America Big Data Analytics in Smart Manufacturing Market by Software Type
11.1.7.4.1.2 Rest of North America Big Data Analytics in Smart Manufacturing Market by Services Type
11.1.7.4.2 Rest of North America Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.1.7.4.2.1 Rest of North America Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.1.7.4.3 Rest of North America Big Data Analytics in Smart Manufacturing Market by Organization Size
11.1.7.4.4 Rest of North America Big Data Analytics in Smart Manufacturing Market by Technology
11.1.7.4.5 Rest of North America Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.1.7.4.6 Rest of North America Big Data Analytics in Smart Manufacturing Market by Application
11.2 Europe Big Data Analytics in Smart Manufacturing Market
11.2.1 Europe Big Data Analytics in Smart Manufacturing Market by Component
11.2.1.1 Europe Software Market by Country
11.2.1.2 Europe Big Data Analytics in Smart Manufacturing Market by Software Type
11.2.1.2.1 Europe Data Analytics & Visualization Tools Market by Country
11.2.1.2.2 Europe Data Integration & Management Tools Market by Country
11.2.1.2.3 Europe Reporting & Monitoring Tools Market by Country
11.2.1.3 Europe Services Market by Country
11.2.1.4 Europe Big Data Analytics in Smart Manufacturing Market by Services Type
11.2.1.4.1 Europe Consulting Market by Country
11.2.1.4.2 Europe Implementation Market by Country
11.2.1.4.3 Europe Support & Maintenance Market by Country
11.2.2 Europe Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.2.2.1 Europe Cloud Market by Country
11.2.2.2 Europe Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.2.2.2.1 Europe Public Cloud Market by Country
11.2.2.2.2 Europe Hybrid Cloud Market by Country
11.2.2.2.3 Europe Private Cloud Market by Country
11.2.2.3 Europe On-premises Market by Country
11.2.3 Europe Big Data Analytics in Smart Manufacturing Market by Organization Size
11.2.3.1 Europe Large Enterprises Market by Country
11.2.3.2 Europe Small & Medium-sized Enterprises (SMEs) Market by Country
11.2.4 Europe Big Data Analytics in Smart Manufacturing Market by Technology
11.2.4.1 Europe Artificial Intelligence (AI) Market by Country
11.2.4.2 Europe Internet of Things (IoT) Market by Country
11.2.4.3 Europe Machine Learning Market by Country
11.2.4.4 Europe Cloud Computing Market by Country
11.2.4.5 Europe Other Technology Market by Country
11.2.5 Europe Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.2.5.1 Europe Automotive Market by Country
11.2.5.2 Europe Electronics Market by Country
11.2.5.3 Europe Healthcare & Pharmaceuticals Market by Country
11.2.5.4 Europe Aerospace & Defense Market by Country
11.2.5.5 Europe Energy & Utilities Market by Country
11.2.5.6 Europe Food & Beverages Market by Country
11.2.5.7 Europe Other Industry Vertical Market by Country
11.2.6 Europe Big Data Analytics in Smart Manufacturing Market by Application
11.2.6.1 Europe Predictive Maintenance Market by Country
11.2.6.2 Europe Supply Chain Optimization Market by Country
11.2.6.3 Europe Production Optimization Market by Country
11.2.6.4 Europe Quality Management Market by Country
11.2.6.5 Europe Asset Management Market by Country
11.2.6.6 Europe Other Application Market by Country
11.2.7 Europe Big Data Analytics in Smart Manufacturing Market by Country
11.2.7.1 Germany Big Data Analytics in Smart Manufacturing Market
11.2.7.1.1 Germany Big Data Analytics in Smart Manufacturing Market by Component
11.2.7.1.1.1 Germany Big Data Analytics in Smart Manufacturing Market by Software Type
11.2.7.1.1.2 Germany Big Data Analytics in Smart Manufacturing Market by Services Type
11.2.7.1.2 Germany Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.2.7.1.2.1 Germany Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.2.7.1.3 Germany Big Data Analytics in Smart Manufacturing Market by Organization Size
11.2.7.1.4 Germany Big Data Analytics in Smart Manufacturing Market by Technology
11.2.7.1.5 Germany Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.2.7.1.6 Germany Big Data Analytics in Smart Manufacturing Market by Application
11.2.7.2 UK Big Data Analytics in Smart Manufacturing Market
11.2.7.2.1 UK Big Data Analytics in Smart Manufacturing Market by Component
11.2.7.2.1.1 UK Big Data Analytics in Smart Manufacturing Market by Software Type
11.2.7.2.1.2 UK Big Data Analytics in Smart Manufacturing Market by Services Type
11.2.7.2.2 UK Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.2.7.2.2.1 UK Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.2.7.2.3 UK Big Data Analytics in Smart Manufacturing Market by Organization Size
11.2.7.2.4 UK Big Data Analytics in Smart Manufacturing Market by Technology
11.2.7.2.5 UK Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.2.7.2.6 UK Big Data Analytics in Smart Manufacturing Market by Application
11.2.7.3 France Big Data Analytics in Smart Manufacturing Market
11.2.7.3.1 France Big Data Analytics in Smart Manufacturing Market by Component
11.2.7.3.1.1 France Big Data Analytics in Smart Manufacturing Market by Software Type
11.2.7.3.1.2 France Big Data Analytics in Smart Manufacturing Market by Services Type
11.2.7.3.2 France Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.2.7.3.2.1 France Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.2.7.3.3 France Big Data Analytics in Smart Manufacturing Market by Organization Size
11.2.7.3.4 France Big Data Analytics in Smart Manufacturing Market by Technology
11.2.7.3.5 France Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.2.7.3.6 France Big Data Analytics in Smart Manufacturing Market by Application
11.2.7.4 Russia Big Data Analytics in Smart Manufacturing Market
11.2.7.4.1 Russia Big Data Analytics in Smart Manufacturing Market by Component
11.2.7.4.1.1 Russia Big Data Analytics in Smart Manufacturing Market by Software Type
11.2.7.4.1.2 Russia Big Data Analytics in Smart Manufacturing Market by Services Type
11.2.7.4.2 Russia Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.2.7.4.2.1 Russia Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.2.7.4.3 Russia Big Data Analytics in Smart Manufacturing Market by Organization Size
11.2.7.4.4 Russia Big Data Analytics in Smart Manufacturing Market by Technology
11.2.7.4.5 Russia Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.2.7.4.6 Russia Big Data Analytics in Smart Manufacturing Market by Application
11.2.7.5 Spain Big Data Analytics in Smart Manufacturing Market
11.2.7.5.1 Spain Big Data Analytics in Smart Manufacturing Market by Component
11.2.7.5.1.1 Spain Big Data Analytics in Smart Manufacturing Market by Software Type
11.2.7.5.1.2 Spain Big Data Analytics in Smart Manufacturing Market by Services Type
11.2.7.5.2 Spain Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.2.7.5.2.1 Spain Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.2.7.5.3 Spain Big Data Analytics in Smart Manufacturing Market by Organization Size
11.2.7.5.4 Spain Big Data Analytics in Smart Manufacturing Market by Technology
11.2.7.5.5 Spain Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.2.7.5.6 Spain Big Data Analytics in Smart Manufacturing Market by Application
11.2.7.6 Italy Big Data Analytics in Smart Manufacturing Market
11.2.7.6.1 Italy Big Data Analytics in Smart Manufacturing Market by Component
11.2.7.6.1.1 Italy Big Data Analytics in Smart Manufacturing Market by Software Type
11.2.7.6.1.2 Italy Big Data Analytics in Smart Manufacturing Market by Services Type
11.2.7.6.2 Italy Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.2.7.6.2.1 Italy Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.2.7.6.3 Italy Big Data Analytics in Smart Manufacturing Market by Organization Size
11.2.7.6.4 Italy Big Data Analytics in Smart Manufacturing Market by Technology
11.2.7.6.5 Italy Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.2.7.6.6 Italy Big Data Analytics in Smart Manufacturing Market by Application
11.2.7.7 Rest of Europe Big Data Analytics in Smart Manufacturing Market
11.2.7.7.1 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Component
11.2.7.7.1.1 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Software Type
11.2.7.7.1.2 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Services Type
11.2.7.7.2 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.2.7.7.2.1 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.2.7.7.3 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Organization Size
11.2.7.7.4 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Technology
11.2.7.7.5 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.2.7.7.6 Rest of Europe Big Data Analytics in Smart Manufacturing Market by Application
11.3 Asia Pacific Big Data Analytics in Smart Manufacturing Market
11.3.1 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Component
11.3.1.1 Asia Pacific Software Market by Country
11.3.1.2 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Software Type
11.3.1.2.1 Asia Pacific Data Analytics & Visualization Tools Market by Country
11.3.1.2.2 Asia Pacific Data Integration & Management Tools Market by Country
11.3.1.2.3 Asia Pacific Reporting & Monitoring Tools Market by Country
11.3.1.3 Asia Pacific Services Market by Country
11.3.1.4 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Services Type
11.3.1.4.1 Asia Pacific Consulting Market by Country
11.3.1.4.2 Asia Pacific Implementation Market by Country
11.3.1.4.3 Asia Pacific Support & Maintenance Market by Country
11.3.2 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.3.2.1 Asia Pacific Cloud Market by Country
11.3.2.2 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.3.2.2.1 Asia Pacific Public Cloud Market by Country
11.3.2.2.2 Asia Pacific Hybrid Cloud Market by Country
11.3.2.2.3 Asia Pacific Private Cloud Market by Country
11.3.2.3 Asia Pacific On-premises Market by Country
11.3.3 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Organization Size
11.3.3.1 Asia Pacific Large Enterprises Market by Country
11.3.3.2 Asia Pacific Small & Medium-sized Enterprises (SMEs) Market by Country
11.3.4 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Technology
11.3.4.1 Asia Pacific Artificial Intelligence (AI) Market by Country
11.3.4.2 Asia Pacific Internet of Things (IoT) Market by Country
11.3.4.3 Asia Pacific Machine Learning Market by Country
11.3.4.4 Asia Pacific Cloud Computing Market by Country
11.3.4.5 Asia Pacific Other Technology Market by Country
11.3.5 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.3.5.1 Asia Pacific Automotive Market by Country
11.3.5.2 Asia Pacific Electronics Market by Country
11.3.5.3 Asia Pacific Healthcare & Pharmaceuticals Market by Country
11.3.5.4 Asia Pacific Aerospace & Defense Market by Country
11.3.5.5 Asia Pacific Energy & Utilities Market by Country
11.3.5.6 Asia Pacific Food & Beverages Market by Country
11.3.5.7 Asia Pacific Other Industry Vertical Market by Country
11.3.6 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Application
11.3.6.1 Asia Pacific Predictive Maintenance Market by Country
11.3.6.2 Asia Pacific Supply Chain Optimization Market by Country
11.3.6.3 Asia Pacific Production Optimization Market by Country
11.3.6.4 Asia Pacific Quality Management Market by Country
11.3.6.5 Asia Pacific Asset Management Market by Country
11.3.6.6 Asia Pacific Other Application Market by Country
11.3.7 Asia Pacific Big Data Analytics in Smart Manufacturing Market by Country
11.3.7.1 China Big Data Analytics in Smart Manufacturing Market
11.3.7.1.1 China Big Data Analytics in Smart Manufacturing Market by Component
11.3.7.1.1.1 China Big Data Analytics in Smart Manufacturing Market by Software Type
11.3.7.1.1.2 China Big Data Analytics in Smart Manufacturing Market by Services Type
11.3.7.1.2 China Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.3.7.1.2.1 China Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.3.7.1.3 China Big Data Analytics in Smart Manufacturing Market by Organization Size
11.3.7.1.4 China Big Data Analytics in Smart Manufacturing Market by Technology
11.3.7.1.5 China Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.3.7.1.6 China Big Data Analytics in Smart Manufacturing Market by Application
11.3.7.2 Japan Big Data Analytics in Smart Manufacturing Market
11.3.7.2.1 Japan Big Data Analytics in Smart Manufacturing Market by Component
11.3.7.2.1.1 Japan Big Data Analytics in Smart Manufacturing Market by Software Type
11.3.7.2.1.2 Japan Big Data Analytics in Smart Manufacturing Market by Services Type
11.3.7.2.2 Japan Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.3.7.2.2.1 Japan Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.3.7.2.3 Japan Big Data Analytics in Smart Manufacturing Market by Organization Size
11.3.7.2.4 Japan Big Data Analytics in Smart Manufacturing Market by Technology
11.3.7.2.5 Japan Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.3.7.2.6 Japan Big Data Analytics in Smart Manufacturing Market by Application
11.3.7.3 India Big Data Analytics in Smart Manufacturing Market
11.3.7.3.1 India Big Data Analytics in Smart Manufacturing Market by Component
11.3.7.3.1.1 India Big Data Analytics in Smart Manufacturing Market by Software Type
11.3.7.3.1.2 India Big Data Analytics in Smart Manufacturing Market by Services Type
11.3.7.3.2 India Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.3.7.3.2.1 India Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.3.7.3.3 India Big Data Analytics in Smart Manufacturing Market by Organization Size
11.3.7.3.4 India Big Data Analytics in Smart Manufacturing Market by Technology
11.3.7.3.5 India Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.3.7.3.6 India Big Data Analytics in Smart Manufacturing Market by Application
11.3.7.4 South Korea Big Data Analytics in Smart Manufacturing Market
11.3.7.4.1 South Korea Big Data Analytics in Smart Manufacturing Market by Component
11.3.7.4.1.1 South Korea Big Data Analytics in Smart Manufacturing Market by Software Type
11.3.7.4.1.2 South Korea Big Data Analytics in Smart Manufacturing Market by Services Type
11.3.7.4.2 South Korea Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.3.7.4.2.1 South Korea Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.3.7.4.3 South Korea Big Data Analytics in Smart Manufacturing Market by Organization Size
11.3.7.4.4 South Korea Big Data Analytics in Smart Manufacturing Market by Technology
11.3.7.4.5 South Korea Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.3.7.4.6 South Korea Big Data Analytics in Smart Manufacturing Market by Application
11.3.7.5 Singapore Big Data Analytics in Smart Manufacturing Market
11.3.7.5.1 Singapore Big Data Analytics in Smart Manufacturing Market by Component
11.3.7.5.1.1 Singapore Big Data Analytics in Smart Manufacturing Market by Software Type
11.3.7.5.1.2 Singapore Big Data Analytics in Smart Manufacturing Market by Services Type
11.3.7.5.2 Singapore Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.3.7.5.2.1 Singapore Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.3.7.5.3 Singapore Big Data Analytics in Smart Manufacturing Market by Organization Size
11.3.7.5.4 Singapore Big Data Analytics in Smart Manufacturing Market by Technology
11.3.7.5.5 Singapore Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.3.7.5.6 Singapore Big Data Analytics in Smart Manufacturing Market by Application
11.3.7.6 Malaysia Big Data Analytics in Smart Manufacturing Market
11.3.7.6.1 Malaysia Big Data Analytics in Smart Manufacturing Market by Component
11.3.7.6.1.1 Malaysia Big Data Analytics in Smart Manufacturing Market by Software Type
11.3.7.6.1.2 Malaysia Big Data Analytics in Smart Manufacturing Market by Services Type
11.3.7.6.2 Malaysia Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.3.7.6.2.1 Malaysia Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.3.7.6.3 Malaysia Big Data Analytics in Smart Manufacturing Market by Organization Size
11.3.7.6.4 Malaysia Big Data Analytics in Smart Manufacturing Market by Technology
11.3.7.6.5 Malaysia Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.3.7.6.6 Malaysia Big Data Analytics in Smart Manufacturing Market by Application
11.3.7.7 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market
11.3.7.7.1 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Component
11.3.7.7.1.1 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Software Type
11.3.7.7.1.2 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Services Type
11.3.7.7.2 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.3.7.7.2.1 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.3.7.7.3 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Organization Size
11.3.7.7.4 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Technology
11.3.7.7.5 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.3.7.7.6 Rest of Asia Pacific Big Data Analytics in Smart Manufacturing Market by Application
11.4 LAMEA Big Data Analytics in Smart Manufacturing Market
11.4.1 LAMEA Big Data Analytics in Smart Manufacturing Market by Component
11.4.1.1 LAMEA Software Market by Country
11.4.1.2 LAMEA Big Data Analytics in Smart Manufacturing Market by Software Type
11.4.1.2.1 LAMEA Data Analytics & Visualization Tools Market by Country
11.4.1.2.2 LAMEA Data Integration & Management Tools Market by Country
11.4.1.2.3 LAMEA Reporting & Monitoring Tools Market by Country
11.4.1.3 LAMEA Services Market by Country
11.4.1.4 LAMEA Big Data Analytics in Smart Manufacturing Market by Services Type
11.4.1.4.1 LAMEA Consulting Market by Country
11.4.1.4.2 LAMEA Implementation Market by Country
11.4.1.4.3 LAMEA Support & Maintenance Market by Country
11.4.2 LAMEA Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.4.2.1 LAMEA Cloud Market by Country
11.4.2.2 LAMEA Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.4.2.2.1 LAMEA Public Cloud Market by Country
11.4.2.2.2 LAMEA Hybrid Cloud Market by Country
11.4.2.2.3 LAMEA Private Cloud Market by Country
11.4.2.3 LAMEA On-premises Market by Country
11.4.3 LAMEA Big Data Analytics in Smart Manufacturing Market by Organization Size
11.4.3.1 LAMEA Large Enterprises Market by Country
11.4.3.2 LAMEA Small & Medium-sized Enterprises (SMEs) Market by Country
11.4.4 LAMEA Big Data Analytics in Smart Manufacturing Market by Technology
11.4.4.1 LAMEA Artificial Intelligence (AI) Market by Country
11.4.4.2 LAMEA Internet of Things (IoT) Market by Country
11.4.4.3 LAMEA Machine Learning Market by Country
11.4.4.4 LAMEA Cloud Computing Market by Country
11.4.4.5 LAMEA Other Technology Market by Country
11.4.5 LAMEA Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.4.5.1 LAMEA Automotive Market by Country
11.4.5.2 LAMEA Electronics Market by Country
11.4.5.3 LAMEA Healthcare & Pharmaceuticals Market by Country
11.4.5.4 LAMEA Aerospace & Defense Market by Country
11.4.5.5 LAMEA Energy & Utilities Market by Country
11.4.5.6 LAMEA Food & Beverages Market by Country
11.4.5.7 LAMEA Other Industry Vertical Market by Country
11.4.6 LAMEA Big Data Analytics in Smart Manufacturing Market by Application
11.4.6.1 LAMEA Predictive Maintenance Market by Country
11.4.6.2 LAMEA Supply Chain Optimization Market by Country
11.4.6.3 LAMEA Production Optimization Market by Country
11.4.6.4 LAMEA Quality Management Market by Country
11.4.6.5 LAMEA Asset Management Market by Country
11.4.6.6 LAMEA Other Application Market by Country
11.4.7 LAMEA Big Data Analytics in Smart Manufacturing Market by Country
11.4.7.1 Brazil Big Data Analytics in Smart Manufacturing Market
11.4.7.1.1 Brazil Big Data Analytics in Smart Manufacturing Market by Component
11.4.7.1.1.1 Brazil Big Data Analytics in Smart Manufacturing Market by Software Type
11.4.7.1.1.2 Brazil Big Data Analytics in Smart Manufacturing Market by Services Type
11.4.7.1.2 Brazil Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.4.7.1.2.1 Brazil Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.4.7.1.3 Brazil Big Data Analytics in Smart Manufacturing Market by Organization Size
11.4.7.1.4 Brazil Big Data Analytics in Smart Manufacturing Market by Technology
11.4.7.1.5 Brazil Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.4.7.1.6 Brazil Big Data Analytics in Smart Manufacturing Market by Application
11.4.7.2 Argentina Big Data Analytics in Smart Manufacturing Market
11.4.7.2.1 Argentina Big Data Analytics in Smart Manufacturing Market by Component
11.4.7.2.1.1 Argentina Big Data Analytics in Smart Manufacturing Market by Software Type
11.4.7.2.1.2 Argentina Big Data Analytics in Smart Manufacturing Market by Services Type
11.4.7.2.2 Argentina Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.4.7.2.2.1 Argentina Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.4.7.2.3 Argentina Big Data Analytics in Smart Manufacturing Market by Organization Size
11.4.7.2.4 Argentina Big Data Analytics in Smart Manufacturing Market by Technology
11.4.7.2.5 Argentina Big Data Analytics in Smart Manufacturing Market by Industry Vertical
11.4.7.2.6 Argentina Big Data Analytics in Smart Manufacturing Market by Application
11.4.7.3 UAE Big Data Analytics in Smart Manufacturing Market
11.4.7.3.1 UAE Big Data Analytics in Smart Manufacturing Market by Component
11.4.7.3.1.1 UAE Big Data Analytics in Smart Manufacturing Market by Software Type
11.4.7.3.1.2 UAE Big Data Analytics in Smart Manufacturing Market by Services Type
11.4.7.3.2 UAE Big Data Analytics in Smart Manufacturing Market by Deployment Mode
11.4.7.3.2.1 UAE Big Data Analytics in Smart Manufacturing Market by Cloud-based Type
11.4.7.3.3 UAE Big Data Analytics in Smart Manufacturing Market by Organization Size
11.4.7.3.4 UAE Big Data Analytics in Smart Manufacturing Market by Technology
11.4.7.3.5

Companies Mentioned

Some of the key companies profiled in this Big Data Analytics in Smart Manufacturing Market include:
  • IBM Corporation
  • Siemens AG
  • General Electric Company
  • SAP SE
  • Microsoft Corporation
  • Honeywell International Inc.
  • Oracle Corporation
  • Rockwell Automation, Inc.
  • PTC Inc.
  • Cisco Systems, Inc.

Methodology

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