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市场调查报告书
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1744547

2032 年组装自动化市场预测:按产品类型、技术、公司规模、最终用户和地区进行的全球分析

Assembly Automation Market Forecasts to 2032 - Global Analysis By Product Type, Technology, Enterprise Size, End User and By Geography

出版日期: | 出版商: Stratistics Market Research Consulting | 英文 200+ Pages | 商品交期: 2-3个工作天内

价格

根据 Stratistics MRC 的预测,全球组装自动化市场规模预计在 2025 年达到 366.6 亿美元,到 2032 年将达到 765.9 亿美元,预测期内的复合年增长率为 11.1%。

组装自动化是透过使用自动化机器和系统执行诸如组装零件或产品等任务来减少人工干预的过程。这些系统广泛应用于精度、速度和可重复性至关重要的领域,例如消费品、电子产品、汽车和医疗设备。透过结合机器人、输送机、感测器和可程式逻辑控制器 (PLC) 等技术,组装自动化可以提高生产效率、改善产品品质并降低人事费用。此外,随着製造流程的变化,对灵活智慧的自动化解决方案的需求也日益增长,使製造商能够快速回应消费者需求和产品设计的变化。

印度工业联合会 (CII) 表示,印度製造商认识到技术应用对盈利和竞争力至关重要。然而,目前大多数製造商用于此类投资的预算不到 10%。根据 CII 的製造业竞争力调查,预计未来两年这一比例将上升至 11-15%,尤其是在物联网 (IoT)、机器人和巨量资料等领域。

对一致性和大批量生产的需求日益增加

国际市场对产量和交货时间的要求越来越高,这迫使製造商在不牺牲品质的前提下提高产量。组装自动化能够实现一致、连续的作业,显着缩短週期时间并减少人为错误。此外,自动化系统每天可以组装数千个零件,且几乎不会出现任何偏差,例如在电子和汽车製造行业,从而确保大批量产品的一致性。

实施成本及初始投资成本高

儘管自动化可以带来长期营运成本的节省,但购买机器人系统、感测器、控制器和整合服务所需的初始投资可能很高。这不仅包括设备成本,还包括系统设计、安装、员工培训和基础设施升级的成本。此外,这些高昂的前期成本可能会对中小企业 (SME) 造成重大阻碍,尤其是在投资报酬率 (ROI) 不明显或难以衡量的情况下。

电池和电动车(EV)製造业的成长

电动汽车产业的爆炸性成长为组装自动化带来了巨大的机会。由于电池、电力电子装置和轻质材料的组装复杂,电动车的製造对精度和安全性要求极高。相较于人工操作,这类重复且精细的任务较适合自动化系统。此外,为了满足产量和品质需求,电动车电池超级工厂的全球扩张也推动了对机器人和自动化解决方案的投资。

技术快速淘汰

快速的技术变革正在对组装自动化市场产生重大影响。新型控制系统、人工智慧演算法和机器人平台的开发正在如火如荼地进行中。投资自动化设备的公司面临着系统在几年后过时的风险,需要投入更多资金进行维修和更换。此外,由于未来的相容性和效能寿命尚不可知,这种威胁阻碍了一些公司(尤其是小型製造商)全面实施自动化。

COVID-19的影响:

新冠疫情对组装自动化市场产生了许多影响。全球封锁、供应链中断以及劳动力短缺最初推迟了自动化计划,并阻碍了新系统的采用,尤其是在航太和汽车等行业。然而,这场危机加速了对稳健、非接触式和高效製造技术的需求,促使许多公司重新思考对人工的依赖。因此,自动化技术在持续生产至关重要的产业(例如家用电器、製药和医疗设备)的应用得到了扩展。

预计工业机器人领域将成为预测期内最大的领域。

预计工业机器人领域将在预测期内占据最大的市场占有率。这些机器人凭藉其卓越的精度、速度以及能够连续运动而不疲劳的能力,已成为现代製造流程中不可或缺的一部分。工业机器人广泛应用于消费品、电子和汽车等各行各业。它们能够优化复杂的组装流程,减少人为错误,并提高整体生产力。此外,对自适应製造系统日益增长的需求以及机器人技术与人工智慧/物联网的结合,进一步增强了它们的能力。

预计人工智慧 (AI) 产业在预测期内将以最高复合年增长率成长

预计人工智慧 (AI) 领域将在预测期内实现最高成长率。人工智慧正在透过实现自适应过程控制、预测性维护和即时决策来彻底改变传统的组装。借助机器学习演算法和数据主导的洞察,人工智慧系统可以改善工作流程、减少停机时间并提高生产力。结合机器人技术和视觉系统,人工智慧系统可以动态地回应不断变化的材料和条件,并提供精确的品管。

比最大的地区

预计亚太地区将在预测期内占据最大的市场占有率,这主要得益于印度、韩国、日本和中国等国家强大的製造业。强大的工业基础、低廉的劳动力以及对工厂自动化技术的大量投资,都促进了该地区的繁荣发展。中国在消费品、电子和汽车产业的自动化系统和工业机器人应用方面处于世界领先地位。此外,由于智慧工厂的快速崛起以及人工智慧和物联网在製造过程中的应用,亚太地区的组装自动化市场正在迅速扩张。

复合年增长率最高的地区:

在预测期内,北美预计将呈现最高的复合年增长率,这得益于其对智慧製造的大力推动和新技术的快速发展。该地区拥有领先的自动化公司和创新中心,它们正越来越多地将机器人、人工智慧和物联网融入生产系统。产业采用自动化组装组装方案的动力源于人事费用上升、製造业回流以及对高品质和客製化产品的需求。此外,政府对技术纯熟劳工和先进製造业的支持也进一步提升了北美的成长潜力。

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目录

第一章执行摘要

第二章 前言

  • 概述
  • 相关利益者
  • 研究范围
  • 调查方法
    • 资料探勘
    • 数据分析
    • 数据检验
    • 研究途径
  • 研究材料
    • 主要研究资料
    • 次级研究资讯来源
    • 先决条件

第三章市场走势分析

  • 驱动程式
  • 限制因素
  • 机会
  • 威胁
  • 产品分析
  • 技术分析
  • 最终用户分析
  • 新兴市场
  • COVID-19的影响

第四章 波特五力分析

  • 供应商的议价能力
  • 买家的议价能力
  • 替代品的威胁
  • 新进入者的威胁
  • 竞争对手之间的竞争

5. 全球组装自动化市场(依产品类型)

  • 自动导引运输车(AGV)
  • 输送机系统
  • 工业机器人
  • 可程式逻辑控制器(PLC)
  • 视觉检测系统
  • 中央控制系统
  • 物料输送系统
  • 检验和测试解决方案
  • 其他产品类型

6. 全球组装自动化市场(按技术)

  • 人工智慧(AI)
  • 物联网 (IoT)
  • 机器视觉
  • 机器人集成
  • 云端运算

第七章全球组装自动化市场(依公司规模)

  • 大公司
  • 小型企业

第八章全球组装自动化市场(按最终用户)

  • 航太
  • 电子和半导体
  • 食品/饮料
  • 医疗保健
  • 金属
  • 包裹
  • 其他最终用户

第九章全球组装自动化市场(按地区)

  • 北美洲
    • 美国
    • 加拿大
    • 墨西哥
  • 欧洲
    • 德国
    • 英国
    • 义大利
    • 法国
    • 西班牙
    • 其他欧洲国家
  • 亚太地区
    • 日本
    • 中国
    • 印度
    • 澳洲
    • 纽西兰
    • 韩国
    • 其他亚太地区
  • 南美洲
    • 阿根廷
    • 巴西
    • 智利
    • 南美洲其他地区
  • 中东和非洲
    • 沙乌地阿拉伯
    • 阿拉伯聯合大公国
    • 卡达
    • 南非
    • 其他中东和非洲地区

第十章 重大进展

  • 协议、伙伴关係、合作和合资企业
  • 收购与合併
  • 新产品发布
  • 业务扩展
  • 其他关键策略

第十一章 公司概况

  • Epson
  • Rockwell Automation, Inc.
  • Yaskawa Electric Corporation
  • Schneider Electric SE
  • ABB Ltd
  • Siemens
  • Durr Group
  • Yokogawa Electric
  • Omron Corporation
  • Fanuc Corporation
  • Emerson
  • Mitsubishi Electric Corporation
  • Kuka AG
  • Staubli International
  • Kawasaki Heavy Industries Ltd
Product Code: SMRC29595

According to Stratistics MRC, the Global Assembly Automation Market is accounted for $36.66 billion in 2025 and is expected to reach $76.59 billion by 2032 growing at a CAGR of 11.1% during the forecast period. Assembly automation is the process of reducing the need for human intervention by using automated machinery and systems to carry out tasks related to assembling parts or products. These systems are widely used in sectors where accuracy, speed, and repeatability are crucial, including consumer goods, electronics, automotive, and medical devices. Assembly automation increases production efficiency, improves product quality, and lowers labor costs by combining technologies like robotics, conveyors, sensors, and programmable logic controllers (PLCs). Moreover, flexible and intelligent automation solutions are becoming more and more necessary as manufacturing processes change, allowing manufacturers to quickly adjust to shifting consumer demands and product designs.

According to the Confederation of Indian Industry (CII), manufacturers in India recognize technology adoption as crucial for profitability and competitiveness. However, most currently allocate less than 10% of their budgets to such investments. The CII's Manufacturing Competitiveness Study indicates that this allocation is expected to rise to 11-15% over the next two years, particularly in areas like the Internet of Things (IoT), robotics, and Big Data.

Market Dynamics:

Driver:

Growing need for consistency and mass production

Manufacturers are under pressure to increase production without sacrificing quality because international markets are requesting larger volumes and faster delivery. By enabling consistent and continuous operations, assembly automation drastically lowers cycle times and human error. Additionally, automated systems, for instance, can assemble thousands of components every day with little variation in the electronics and automotive manufacturing industries, guaranteeing consistency across large product batches.

Restraint:

High implementation and initial investment costs

The initial investment needed to buy robotic systems, sensors, controllers, and integration services can be high, even though automation can result in long-term operational savings. This covers not only the cost of the equipment but also the costs of the system design, installation, staff training, and infrastructure upgrades. Furthermore, these high initial costs can be a major turnoff for small and medium-sized businesses (SMEs), especially if the ROI is not immediately apparent or easily measured.

Opportunity:

Growth in battery and electric vehicle (EV) manufacturing

The electric vehicle industry's explosive growth offers assembly automation a significant opportunity. The production of EVs requires a high level of precision and safety due to the intricate assembly of batteries, power electronics, and lightweight materials. These repetitive and delicate tasks are better handled by automation systems than by human labor. Additionally, in order to meet demands for both volume and quality, investments in robotic and automated solutions are being driven by the global expansion of EV battery gigafactories.

Threat:

Quick obsolescence of technology

Rapid technological innovation has a big impact on the assembly automation market. The development of new control systems, AI algorithms, and robotic platforms is ongoing. Businesses that spend money on automation equipment run the risk of their systems becoming antiquated in a few years, necessitating further funding for repair or replacement. Moreover, some businesses are deterred from committing to full-scale automation by this threat because they are unsure of future compatibility and performance longevity, particularly smaller manufacturers.

Covid-19 Impact:

The COVID-19 pandemic affected the assembly automation market in a variety of ways. Global lockdowns, supply chain interruptions, and labour shortages initially caused automation projects to be delayed and new system deployment to be impeded, especially in sectors like aerospace and automotive. The crisis did, however, also hasten the demand for robust, touch less, and effective manufacturing techniques, leading many businesses to reconsider their reliance on heavy lifting. This resulted in a greater use of automation technologies in industries where continuous production was essential, like consumer electronics, pharmaceuticals, and medical devices.

The industrial robots segment is expected to be the largest during the forecast period

The industrial robots segment is expected to account for the largest market share during the forecast period. These robots are essential to contemporary manufacturing processes because of their great accuracy, speed, and capacity for continuous, fatigue-free operation. Industrial robots are widely used in a variety of industries, including consumer goods, electronics, and automotive. They optimize complicated assembly processes, lower human error, and boost overall productivity. Moreover, the growing need for adaptable manufacturing systems and the combination of robotics and AI/IoT have further improved their capabilities.

The artificial intelligence (AI) segment is expected to have the highest CAGR during the forecast period

Over the forecast period, the artificial intelligence (AI) segment is predicted to witness the highest growth rate. AI is revolutionizing conventional assembly lines by making adaptive process control, predictive maintenance, and real-time decision-making possible. Machine learning algorithms and data-driven insights enable AI-powered systems to improve workflows, decrease downtime, and increase productivity. Its incorporation with robotics and vision systems enables dynamic response to changes in materials or conditions and accurate quality control.

Region with largest share:

During the forecast period, the Asia Pacific region is expected to hold the largest market share, driven mostly by strong manufacturing in nations like India, South Korea, Japan, and China. A robust industrial base, reasonably priced labor, and large investments in factory automation technologies all contribute to the region's prosperity. China leads the world in the use of automated systems and industrial robots in the consumer goods, electronics, and automotive industries. Additionally, Asia-Pacific's assembly automation market is expanding at a faster rate due to the quick rise of smart factories and the incorporation of AI and IoT into manufacturing processes.

Region with highest CAGR:

Over the forecast period, the North America region is anticipated to exhibit the highest CAGR, driven by the strong push for smart manufacturing and the quick development of new technologies. Leading automation firms and innovation hubs advancing the incorporation of robotics, AI, and IoT into production systems are based in the region. Industry adoption of automated assembly solutions is being driven by rising labor costs, a focus on reshoring manufacturing, and the desire for high-quality, customized products. Furthermore, North America's potential for growth is further enhanced by government support for skilled labor and advanced manufacturing.

Key players in the market

Some of the key players in Assembly Automation Market include Epson, Rockwell Automation, Inc., Yaskawa Electric Corporation, Schneider Electric SE, ABB Ltd, Siemens, Durr Group, Yokogawa Electric, Omron Corporation, Fanuc Corporation, Emerson, Mitsubishi Electric Corporation, Kuka AG, Staubli International and Kawasaki Heavy Industries Ltd.

Key Developments:

In May 2025, Rockwell Automation, Inc. has announced the successful execution of a $500 million senior unsecured 364-day term loan credit agreement. This strategic financial arrangement, involves several prominent financial institutions, including Bank of America, N.A. as the Administrative Agent, U.S. Bank National Association as the Syndication Agent, and The Toronto-Dominion Bank, New York Branch and Wells Fargo Bank, National Association as Documentation Agents.

In March 2025, Yaskawa Electric Corporation and Astellas Pharma Inc signed a definitive agreement to establish a joint venture for the development of a cell therapy product manufacturing platform utilizing the dual-arm robot "Maholo." In addition, the joint venture will offer platform access to startups and academic institutions, fostering collaboration and innovation in the field of cell therapy.

In September 2024, Epson is set to acquire digital front-end developer Fiery in a mega deal worth around USD 591-million. The acquisition is expected to close within 2024, subject to necessary regulatory approvals and other customary closing conditions. The transaction has been valued at approximately USD 591-m. After the acquisition, Fiery will become part of the Epson group, but retain its current name and organisational structure, and continue to operate from its existing offices.

Product Types Covered:

  • Automated Guided Vehicles (AGVs)
  • Conveyor Systems
  • Industrial Robots
  • Programmable Logic Controllers (PLCs)
  • Vision Inspection Systems
  • Central Control Systems
  • Material Handling Systems
  • Inspection & Testing Solutions
  • Other Product Types

Technologies Covered:

  • Artificial Intelligence (AI)
  • Internet of Things (IoT)
  • Machine Vision
  • Robotics Integration
  • Cloud Computing

Enterprise Sizes Covered:

  • Large Enterprises
  • Small & Medium Enterprises (SMEs)

End Users Covered:

  • Automotive
  • Aerospace
  • Electronics & Semiconductor
  • Food & Beverage
  • Medical
  • Metal
  • Packaging
  • Other End Users

Regions Covered:

  • North America
    • US
    • Canada
    • Mexico
  • Europe
    • Germany
    • UK
    • Italy
    • France
    • Spain
    • Rest of Europe
  • Asia Pacific
    • Japan
    • China
    • India
    • Australia
    • New Zealand
    • South Korea
    • Rest of Asia Pacific
  • South America
    • Argentina
    • Brazil
    • Chile
    • Rest of South America
  • Middle East & Africa
    • Saudi Arabia
    • UAE
    • Qatar
    • South Africa
    • Rest of Middle East & Africa

What our report offers:

  • Market share assessments for the regional and country-level segments
  • Strategic recommendations for the new entrants
  • Covers Market data for the years 2024, 2025, 2026, 2028, and 2032
  • Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
  • Strategic recommendations in key business segments based on the market estimations
  • Competitive landscaping mapping the key common trends
  • Company profiling with detailed strategies, financials, and recent developments
  • Supply chain trends mapping the latest technological advancements

Free Customization Offerings:

All the customers of this report will be entitled to receive one of the following free customization options:

  • Company Profiling
    • Comprehensive profiling of additional market players (up to 3)
    • SWOT Analysis of key players (up to 3)
  • Regional Segmentation
    • Market estimations, Forecasts and CAGR of any prominent country as per the client's interest (Note: Depends on feasibility check)
  • Competitive Benchmarking
    • Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances

Table of Contents

1 Executive Summary

2 Preface

  • 2.1 Abstract
  • 2.2 Stake Holders
  • 2.3 Research Scope
  • 2.4 Research Methodology
    • 2.4.1 Data Mining
    • 2.4.2 Data Analysis
    • 2.4.3 Data Validation
    • 2.4.4 Research Approach
  • 2.5 Research Sources
    • 2.5.1 Primary Research Sources
    • 2.5.2 Secondary Research Sources
    • 2.5.3 Assumptions

3 Market Trend Analysis

  • 3.1 Introduction
  • 3.2 Drivers
  • 3.3 Restraints
  • 3.4 Opportunities
  • 3.5 Threats
  • 3.6 Product Analysis
  • 3.7 Technology Analysis
  • 3.8 End User Analysis
  • 3.9 Emerging Markets
  • 3.10 Impact of Covid-19

4 Porters Five Force Analysis

  • 4.1 Bargaining power of suppliers
  • 4.2 Bargaining power of buyers
  • 4.3 Threat of substitutes
  • 4.4 Threat of new entrants
  • 4.5 Competitive rivalry

5 Global Assembly Automation Market, By Product Type

  • 5.1 Introduction
  • 5.2 Automated Guided Vehicles (AGVs)
  • 5.3 Conveyor Systems
  • 5.4 Industrial Robots
  • 5.5 Programmable Logic Controllers (PLCs)
  • 5.6 Vision Inspection Systems
  • 5.7 Central Control Systems
  • 5.8 Material Handling Systems
  • 5.9 Inspection & Testing Solutions
  • 5.10 Other Product Types

6 Global Assembly Automation Market, By Technology

  • 6.1 Introduction
  • 6.2 Artificial Intelligence (AI)
  • 6.3 Internet of Things (IoT)
  • 6.4 Machine Vision
  • 6.5 Robotics Integration
  • 6.6 Cloud Computing

7 Global Assembly Automation Market, By Enterprise Size

  • 7.1 Introduction
  • 7.2 Large Enterprises
  • 7.3 Small & Medium Enterprises (SMEs)

8 Global Assembly Automation Market, By End User

  • 8.1 Introduction
  • 8.2 Automotive
  • 8.3 Aerospace
  • 8.4 Electronics & Semiconductor
  • 8.5 Food & Beverage
  • 8.6 Medical
  • 8.7 Metal
  • 8.8 Packaging
  • 8.9 Other End Users

9 Global Assembly Automation Market, By Geography

  • 9.1 Introduction
  • 9.2 North America
    • 9.2.1 US
    • 9.2.2 Canada
    • 9.2.3 Mexico
  • 9.3 Europe
    • 9.3.1 Germany
    • 9.3.2 UK
    • 9.3.3 Italy
    • 9.3.4 France
    • 9.3.5 Spain
    • 9.3.6 Rest of Europe
  • 9.4 Asia Pacific
    • 9.4.1 Japan
    • 9.4.2 China
    • 9.4.3 India
    • 9.4.4 Australia
    • 9.4.5 New Zealand
    • 9.4.6 South Korea
    • 9.4.7 Rest of Asia Pacific
  • 9.5 South America
    • 9.5.1 Argentina
    • 9.5.2 Brazil
    • 9.5.3 Chile
    • 9.5.4 Rest of South America
  • 9.6 Middle East & Africa
    • 9.6.1 Saudi Arabia
    • 9.6.2 UAE
    • 9.6.3 Qatar
    • 9.6.4 South Africa
    • 9.6.5 Rest of Middle East & Africa

10 Key Developments

  • 10.1 Agreements, Partnerships, Collaborations and Joint Ventures
  • 10.2 Acquisitions & Mergers
  • 10.3 New Product Launch
  • 10.4 Expansions
  • 10.5 Other Key Strategies

11 Company Profiling

  • 11.1 Epson
  • 11.2 Rockwell Automation, Inc.
  • 11.3 Yaskawa Electric Corporation
  • 11.4 Schneider Electric SE
  • 11.5 ABB Ltd
  • 11.6 Siemens
  • 11.7 Durr Group
  • 11.8 Yokogawa Electric
  • 11.9 Omron Corporation
  • 11.10 Fanuc Corporation
  • 11.11 Emerson
  • 11.12 Mitsubishi Electric Corporation
  • 11.13 Kuka AG
  • 11.14 Staubli International
  • 11.15 Kawasaki Heavy Industries Ltd

List of Tables

  • Table 1 Global Assembly Automation Market Outlook, By Region (2024-2032) ($MN)
  • Table 2 Global Assembly Automation Market Outlook, By Product Type (2024-2032) ($MN)
  • Table 3 Global Assembly Automation Market Outlook, By Automated Guided Vehicles (AGVs) (2024-2032) ($MN)
  • Table 4 Global Assembly Automation Market Outlook, By Conveyor Systems (2024-2032) ($MN)
  • Table 5 Global Assembly Automation Market Outlook, By Industrial Robots (2024-2032) ($MN)
  • Table 6 Global Assembly Automation Market Outlook, By Programmable Logic Controllers (PLCs) (2024-2032) ($MN)
  • Table 7 Global Assembly Automation Market Outlook, By Vision Inspection Systems (2024-2032) ($MN)
  • Table 8 Global Assembly Automation Market Outlook, By Central Control Systems (2024-2032) ($MN)
  • Table 9 Global Assembly Automation Market Outlook, By Material Handling Systems (2024-2032) ($MN)
  • Table 10 Global Assembly Automation Market Outlook, By Inspection & Testing Solutions (2024-2032) ($MN)
  • Table 11 Global Assembly Automation Market Outlook, By Other Product Types (2024-2032) ($MN)
  • Table 12 Global Assembly Automation Market Outlook, By Technology (2024-2032) ($MN)
  • Table 13 Global Assembly Automation Market Outlook, By Artificial Intelligence (AI) (2024-2032) ($MN)
  • Table 14 Global Assembly Automation Market Outlook, By Internet of Things (IoT) (2024-2032) ($MN)
  • Table 15 Global Assembly Automation Market Outlook, By Machine Vision (2024-2032) ($MN)
  • Table 16 Global Assembly Automation Market Outlook, By Robotics Integration (2024-2032) ($MN)
  • Table 17 Global Assembly Automation Market Outlook, By Cloud Computing (2024-2032) ($MN)
  • Table 18 Global Assembly Automation Market Outlook, By Enterprise Size (2024-2032) ($MN)
  • Table 19 Global Assembly Automation Market Outlook, By Large Enterprises (2024-2032) ($MN)
  • Table 20 Global Assembly Automation Market Outlook, By Small & Medium Enterprises (SMEs) (2024-2032) ($MN)
  • Table 21 Global Assembly Automation Market Outlook, By End User (2024-2032) ($MN)
  • Table 22 Global Assembly Automation Market Outlook, By Automotive (2024-2032) ($MN)
  • Table 23 Global Assembly Automation Market Outlook, By Aerospace (2024-2032) ($MN)
  • Table 24 Global Assembly Automation Market Outlook, By Electronics & Semiconductor (2024-2032) ($MN)
  • Table 25 Global Assembly Automation Market Outlook, By Food & Beverage (2024-2032) ($MN)
  • Table 26 Global Assembly Automation Market Outlook, By Medical (2024-2032) ($MN)
  • Table 27 Global Assembly Automation Market Outlook, By Metal (2024-2032) ($MN)
  • Table 28 Global Assembly Automation Market Outlook, By Packaging (2024-2032) ($MN)
  • Table 29 Global Assembly Automation Market Outlook, By Other End Users (2024-2032) ($MN)

Note: Tables for North America, Europe, APAC, South America, and Middle East & Africa Regions are also represented in the same manner as above.