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市場調查報告書
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1620843

零售自動化市場：按產品類型、最終用戶分類 - 2025-2030 年全球預測

Retail Automation Market by Product (AMR, ASRS, Automated Guided Vehicles), Type (In-house, Warehouse), End-User - Global Forecast 2025-2030
出版日期: | 出版商: 360iResearch | 英文 198 Pages | 商品交期: 最快1-2個工作天內

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2023年零售自動化市場的市場規模預計為270億美元，預計2024年將達到292.1億美元，複合年成長率為8.40%，到2030年將達到475.1億美元。

零售自動化是指整合先進技術和工具，以簡化業務、提高效率並改善客戶體驗。這包括各種解決方案，從自助結帳到全自動零售商店。競爭格局要求降低營運成本、提高準確性和改善消費者體驗。應用範圍涵蓋庫存管理、客戶服務、銷售預測和供應鏈營運，最終用途包括超級市場、便利商店、電子商務平台和專業零售商。該市場的成長要素包括物聯網和人工智慧技術的日益採用、電子商務的快速成長以及消費者對無縫購物體驗的偏好的變化。機會在於整合先進的人工智慧以實現個人化購物體驗，並利用資料分析來預測趨勢和管理庫存。企業可以透過投資智慧零售解決方案、專注於全通路平台以及加強網路安全措施來保護消費者資料來利用這些優勢。然而，該市場面臨初始投資成本高、技術整合挑戰和潛在的人員流失問題等限制。消費者對人際互動的抗拒也影響了採用率。研究和開發領域包括開發適合中小型企業的經濟高效的自動化解決方案、增強各種自動化系統的互通性以及改進人工智慧演算法以提高消費者洞察力。此外，專注於減少零售業務對環境足跡的永續技術可以吸引具有環保意識的消費者。市場的本質是高度動態和競爭的，快速的技術進步正在重塑行業標準。因此，公司需要保持敏捷，不斷嘗試新技術，並優先考慮消費者回饋，以在這個不斷變化的環境中保持和發展自己的立足點。

主要市場統計
基準年[2023] 270億美元
預計年份 [2024] 292.1億美元
預測年份 [2030] 475.1億美元
複合年成長率（%） 8.40%

市場動態：揭示快速發展的零售自動化市場的關鍵市場洞察

供需的動態交互作用正在改變零售自動化市場。透過了解這些不斷變化的市場動態，公司可以準備好做出明智的投資決策、完善策略決策並抓住新的商機。全面了解這些趨勢可以幫助企業降低政治、地理、技術、社會和經濟領域的風險，同時也能幫助企業了解消費行為及其對製造業的影響。

  • 市場促進因素
    • 消費者對快速、簡化的零售服務的需求不斷成長
    • 政府努力實現全球零售基礎設施數位化
    • 投資拓展智慧城市及智慧商店業務
  • 市場限制因素
    • 自動化技術整合複雜性和效能問題
  • 市場機會
    • 不斷進步以提高零售自動化技術的功能和效率
    • 擴大致力於透過採用零售自動化技術和工具來促進永續性和生態意識
  • 市場挑戰
    • 資料隱私和網路安全問題

波特五力：駕馭零售自動化市場的策略工具

波特的五力框架是了解零售自動化市場競爭格局的重要工具。波特的五力框架為評估公司的競爭地位和探索策略機會提供了清晰的方法。該框架可幫助公司評估市場動態並確定新業務的盈利。這些見解使公司能夠利用自己的優勢，解決弱點並避免潛在的挑戰，從而確保更強大的市場地位。

PESTLE分析：了解零售自動化市場的外部影響

外部宏觀環境因素在塑造零售自動化市場表現動態方面發揮著至關重要的作用。對政治、經濟、社會、技術、法律和環境因素的分析提供了應對這些影響所需的資訊。透過調查 PESTLE 因素，公司可以更了解潛在的風險和機會。這種分析可以幫助公司預測法規、消費者偏好和經濟趨勢的變化，並為他們做出積極主動的決策做好準備。

市場佔有率分析 了解零售自動化市場的競爭格局

零售自動化市場的詳細市場佔有率分析可以對供應商績效進行全面評估。公司可以透過比較收益、客戶群和成長率等關鍵指標來揭示其競爭地位。該分析揭示了市場集中、分散和整合的趨勢，為供應商提供了製定策略決策所需的洞察力，使他們能夠在日益激烈的競爭中佔有一席之地。

FPNV 定位矩陣零售自動化市場供應商績效評估

FPNV 定位矩陣是評估零售自動化市場供應商的重要工具。此矩陣允許業務組織根據供應商的商務策略和產品滿意度評估供應商，從而做出符合其目標的明智決策。這四個象限使您能夠清晰、準確地分類供應商，並確定最能滿足您的策略目標的合作夥伴和解決方案。

策略分析和建議繪製零售自動化市場的成功之路

零售自動化市場的策略分析對於旨在加強其在全球市場的影響力的公司至關重要。透過審查關鍵資源、能力和績效指標，公司可以識別成長機會並努力改進。這種方法使您能夠克服競爭環境中的挑戰，利用新的商機，並取得長期成功。

本報告對市場進行了全面分析，涵蓋關鍵重點領域：

1. 市場滲透率：對當前市場環境的詳細審查、主要企業的廣泛資料、對其在市場中的影響力和整體影響力的評估。

2. 市場開發：辨識新興市場的成長機會，評估現有領域的擴張潛力，並提供未來成長的策略藍圖。

3. 市場多元化：分析近期產品發布、未開發地區、關鍵產業進展、塑造市場的策略投資。

4. 競爭評估與情報：全面分析競爭格局，檢驗市場佔有率、業務策略、產品系列、認證、監理核准、專利趨勢、主要企業的技術進步等。

5.產品開發與創新：重點關注可望推動未來市場成長的最尖端科技、研發活動和產品創新。

我們也回答重要問題，幫助相關人員做出明智的決策：

1.目前的市場規模和未來的成長預測是多少？

2. 哪些產品、區隔市場和地區提供最佳投資機會？

3.塑造市場的主要技術趨勢和監管影響是什麼？

4.主要廠商的市場佔有率和競爭地位如何？

5. 推動供應商市場進入和退出策略的收益來源和策略機會是什麼？

目錄

第1章 前言

第2章調查方法

第3章執行摘要

第4章市場概況

第5章市場洞察

  • 市場動態
    • 促進因素
      • 消費者對快速、簡化的零售服務的需求不斷成長
      • 政府努力實現全球零售基礎設施數位化
      • 投資擴大智慧城市和智慧商店營運
    • 抑制因素
      • 自動化技術整合複雜性和效能問題
    • 機會
      • 不斷進步以提高零售自動化技術的功能和效率
      • 透過採用技術和工具不斷努力提高永續性和環境意識
    • 任務
      • 資料隱私和網路安全問題
  • 市場區隔分析
    • 產品：利用條碼系統進行產品追蹤和庫存管理
    • 最終用戶：隨著超級市場變得數位化，需要零售自動化
  • 波特五力分析
  • PESTEL分析
    • 政治的
    • 經濟
    • 社群
    • 技術的
    • 合法地
    • 環境

第6章零售自動化市場：依產品

  • 澳洲
  • ＡＳＲＳ
  • 自動導引運輸車
  • 條碼
  • 相機
  • 協作機器人
  • 輸送機和分類系統
  • 英語
  • 執行
  • 互動亭
  • RFID
  • 自助結帳系統系統

第7章零售自動化市場：依類型

  • 公司內部
  • 倉庫

第8章零售自動化市場：依最終用戶分類

  • 大賣場
  • 非食品零售店
  • 專賣店
  • 超級市場

第9章美洲零售自動化市場

  • 阿根廷
  • 巴西
  • 加拿大
  • 墨西哥
  • 美國

第10章亞太零售自動化市場

  • 澳洲
  • 中國
  • 印度
  • 印尼
  • 日本
  • 馬來西亞
  • 菲律賓
  • 新加坡
  • 韓國
  • 台灣
  • 泰國
  • 越南

第11章歐洲、中東和非洲零售自動化市場

  • 丹麥
  • 埃及
  • 芬蘭
  • 法國
  • 德國
  • 以色列
  • 義大利
  • 荷蘭
  • 奈及利亞
  • 挪威
  • 波蘭
  • 卡達
  • 俄羅斯
  • 沙烏地阿拉伯
  • 南非
  • 西班牙
  • 瑞典
  • 瑞士
  • 土耳其
  • 阿拉伯聯合大公國
  • 英國

第12章競爭格局

  • 2023 年市場佔有率分析
  • FPNV 定位矩陣，2023
  • 競爭情境分析
    • Simbe 擴展商店智慧解決方案以支援大型零售環境
    • Brain Corporation 和 Dane Technologies 擴大合作夥伴關係，將庫存掃描零售解決方案推向市場
    • Centific 推出 Pitaya.AI：一套智慧商店解決方案，可實現超自動化和身臨其境型體驗
  • 戰略分析和建議

公司名單

  • ABB Ltd.
  • Accenture plc
  • Adobe Inc.
  • Amazon Web Services, Inc.
  • AstraZeneca plc
  • Cognizant
  • Diebold Nixdorf
  • Fujitsu Limited
  • Honeywell International Inc.
  • Infosys Limited
  • Kustomer
  • Microsoft Corporation
  • NCR Corporation
  • Oracle Corporation
  • SAP SE
  • SOHAM INC.
  • Square
  • The International Business Machines Corporation
  • Toshiba Global Commerce Solutions
  • Zebra Technologies
Product Code: MRR-F97DD5A7E0F7

The Retail Automation Market was valued at USD 27.00 billion in 2023, expected to reach USD 29.21 billion in 2024, and is projected to grow at a CAGR of 8.40%, to USD 47.51 billion by 2030.

Retail automation refers to the integration of advanced technologies and tools to streamline operations, enhance efficiency, and improve customer experiences within the retail sector. This encompasses a range of solutions from self-checkout systems to fully automated retail stores. The necessity for retail automation is driven by the competitive landscape demanding reduced operational costs, improved accuracy, and enhanced consumer experience. Applications span inventory management, customer service, sales forecasting, and supply chain operations, with end-use environments including supermarkets, convenience stores, e-commerce platforms, and specialty retailers. Influencing growth factors in this market include the increasing adoption of IoT and AI technologies, a surge in e-commerce growth, and changing consumer preferences toward seamless shopping experiences. Opportunities lie in integrating advanced AI for personalized shopping experiences and leveraging data analytics for trend prediction and inventory management. Companies can capitalize on these by investing in smart retail solutions, focusing on omnichannel platforms, and enhancing cybersecurity measures to protect consumer data. However, the market faces limitations such as high initial investment costs, technological integration challenges, and potential job displacement issues. Resistance from consumers preferring human interaction also affects adoption rates. Research and innovation areas include developing cost-effective automation solutions tailored for small to medium enterprises, enhancing the interoperability of different automated systems, and improving AI algorithms for better consumer insights. Additionally, focusing on sustainable technologies that reduce the environmental footprint of retail operations can attract eco-conscious consumers. The nature of the market is highly dynamic and competitive, with rapid technological advancements reshaping industry standards. Hence, businesses should stay agile, continuously experiment with emerging technologies, and prioritize consumer feedback to maintain and expand their foothold in this evolving landscape.

KEY MARKET STATISTICS
Base Year [2023] USD 27.00 billion
Estimated Year [2024] USD 29.21 billion
Forecast Year [2030] USD 47.51 billion
CAGR (%) 8.40%

Market Dynamics: Unveiling Key Market Insights in the Rapidly Evolving Retail Automation Market

The Retail Automation Market is undergoing transformative changes driven by a dynamic interplay of supply and demand factors. Understanding these evolving market dynamics prepares business organizations to make informed investment decisions, refine strategic decisions, and seize new opportunities. By gaining a comprehensive view of these trends, business organizations can mitigate various risks across political, geographic, technical, social, and economic domains while also gaining a clearer understanding of consumer behavior and its impact on manufacturing costs and purchasing trends.

  • Market Drivers
    • Growing Consumer Demand For Quick And Streamlined Retail Services
    • Government Initiatives To Digitize Retail Infrastructure Across The World
    • Investments To Expand Smart City And Smart Store Operations
  • Market Restraints
    • Complexities Of Integration Of Automation Technologies And Performance Issues
  • Market Opportunities
    • Ongoing Advancements To Improve The Functionality And Efficiency Of Retail Automation Technologies
    • Rising Efforts To Facilitate Sustainability And Eco Consciousness Through The Adoption Of Retail Automation Technologies And Tools
  • Market Challenges
    • Data Privacy And Cybersecurity Issues

Porter's Five Forces: A Strategic Tool for Navigating the Retail Automation Market

Porter's five forces framework is a critical tool for understanding the competitive landscape of the Retail Automation Market. It offers business organizations with a clear methodology for evaluating their competitive positioning and exploring strategic opportunities. This framework helps businesses assess the power dynamics within the market and determine the profitability of new ventures. With these insights, business organizations can leverage their strengths, address weaknesses, and avoid potential challenges, ensuring a more resilient market positioning.

PESTLE Analysis: Navigating External Influences in the Retail Automation Market

External macro-environmental factors play a pivotal role in shaping the performance dynamics of the Retail Automation Market. Political, Economic, Social, Technological, Legal, and Environmental factors analysis provides the necessary information to navigate these influences. By examining PESTLE factors, businesses can better understand potential risks and opportunities. This analysis enables business organizations to anticipate changes in regulations, consumer preferences, and economic trends, ensuring they are prepared to make proactive, forward-thinking decisions.

Market Share Analysis: Understanding the Competitive Landscape in the Retail Automation Market

A detailed market share analysis in the Retail Automation Market provides a comprehensive assessment of vendors' performance. Companies can identify their competitive positioning by comparing key metrics, including revenue, customer base, and growth rates. This analysis highlights market concentration, fragmentation, and trends in consolidation, offering vendors the insights required to make strategic decisions that enhance their position in an increasingly competitive landscape.

FPNV Positioning Matrix: Evaluating Vendors' Performance in the Retail Automation Market

The Forefront, Pathfinder, Niche, Vital (FPNV) Positioning Matrix is a critical tool for evaluating vendors within the Retail Automation Market. This matrix enables business organizations to make well-informed decisions that align with their goals by assessing vendors based on their business strategy and product satisfaction. The four quadrants provide a clear and precise segmentation of vendors, helping users identify the right partners and solutions that best fit their strategic objectives.

Strategy Analysis & Recommendation: Charting a Path to Success in the Retail Automation Market

A strategic analysis of the Retail Automation Market is essential for businesses looking to strengthen their global market presence. By reviewing key resources, capabilities, and performance indicators, business organizations can identify growth opportunities and work toward improvement. This approach helps businesses navigate challenges in the competitive landscape and ensures they are well-positioned to capitalize on newer opportunities and drive long-term success.

Key Company Profiles

The report delves into recent significant developments in the Retail Automation Market, highlighting leading vendors and their innovative profiles. These include ABB Ltd., Accenture plc, Adobe Inc., Amazon Web Services, Inc., AstraZeneca plc, Cognizant, Diebold Nixdorf, Fujitsu Limited, Honeywell International Inc., Infosys Limited, Kustomer, Microsoft Corporation, NCR Corporation, Oracle Corporation, SAP SE, SOHAM INC., Square, The International Business Machines Corporation, Toshiba Global Commerce Solutions, and Zebra Technologies.

Market Segmentation & Coverage

This research report categorizes the Retail Automation Market to forecast the revenues and analyze trends in each of the following sub-markets:

  • Based on Product, market is studied across AMR, ASRS, Automated Guided Vehicles, Barcode, Cameras, Cobots, Conveyor & Sortation Systems, ESL, Implementation, Interactive Kiosk, RFID, and Self-checkout System.
  • Based on Type, market is studied across In-house and Warehouse.
  • Based on End-User, market is studied across Hypermarkets, Non-food Retail Stores, Specialty Stores, and Supermarkets.
  • Based on Region, market is studied across Americas, Asia-Pacific, and Europe, Middle East & Africa. The Americas is further studied across Argentina, Brazil, Canada, Mexico, and United States. The United States is further studied across California, Florida, Illinois, New York, Ohio, Pennsylvania, and Texas. The Asia-Pacific is further studied across Australia, China, India, Indonesia, Japan, Malaysia, Philippines, Singapore, South Korea, Taiwan, Thailand, and Vietnam. The Europe, Middle East & Africa is further studied across Denmark, Egypt, Finland, France, Germany, Israel, Italy, Netherlands, Nigeria, Norway, Poland, Qatar, Russia, Saudi Arabia, South Africa, Spain, Sweden, Switzerland, Turkey, United Arab Emirates, and United Kingdom.

The report offers a comprehensive analysis of the market, covering key focus areas:

1. Market Penetration: A detailed review of the current market environment, including extensive data from top industry players, evaluating their market reach and overall influence.

2. Market Development: Identifies growth opportunities in emerging markets and assesses expansion potential in established sectors, providing a strategic roadmap for future growth.

3. Market Diversification: Analyzes recent product launches, untapped geographic regions, major industry advancements, and strategic investments reshaping the market.

4. Competitive Assessment & Intelligence: Provides a thorough analysis of the competitive landscape, examining market share, business strategies, product portfolios, certifications, regulatory approvals, patent trends, and technological advancements of key players.

5. Product Development & Innovation: Highlights cutting-edge technologies, R&D activities, and product innovations expected to drive future market growth.

The report also answers critical questions to aid stakeholders in making informed decisions:

1. What is the current market size, and what is the forecasted growth?

2. Which products, segments, and regions offer the best investment opportunities?

3. What are the key technology trends and regulatory influences shaping the market?

4. How do leading vendors rank in terms of market share and competitive positioning?

5. What revenue sources and strategic opportunities drive vendors' market entry or exit strategies?

Table of Contents

1. Preface

  • 1.1. Objectives of the Study
  • 1.2. Market Segmentation & Coverage
  • 1.3. Years Considered for the Study
  • 1.4. Currency & Pricing
  • 1.5. Language
  • 1.6. Stakeholders

2. Research Methodology

  • 2.1. Define: Research Objective
  • 2.2. Determine: Research Design
  • 2.3. Prepare: Research Instrument
  • 2.4. Collect: Data Source
  • 2.5. Analyze: Data Interpretation
  • 2.6. Formulate: Data Verification
  • 2.7. Publish: Research Report
  • 2.8. Repeat: Report Update

3. Executive Summary

4. Market Overview

5. Market Insights

  • 5.1. Market Dynamics
    • 5.1.1. Drivers
      • 5.1.1.1. Growing Consumer Demand For Quick And Streamlined Retail Services
      • 5.1.1.2. Government Initiatives To Digitize Retail Infrastructure Across The World
      • 5.1.1.3. Investments To Expand Smart City And Smart Store Operations
    • 5.1.2. Restraints
      • 5.1.2.1. Complexities Of Integration Of Automation Technologies And Performance Issues
    • 5.1.3. Opportunities
      • 5.1.3.1. Ongoing Advancements To Improve The Functionality And Efficiency Of Retail Automation Technologies
      • 5.1.3.2. Rising Efforts To Facilitate Sustainability And Eco Consciousness Through The Adoption Of Retail Automation Technologies And Tools
    • 5.1.4. Challenges
      • 5.1.4.1. Data Privacy And Cybersecurity Issues
  • 5.2. Market Segmentation Analysis
    • 5.2.1. Product: Utilization of barcode systems in product tracking and inventory management
    • 5.2.2. End-User: Need for retail automation in supermarkets due to the high level of digitalization
  • 5.3. Porter's Five Forces Analysis
    • 5.3.1. Threat of New Entrants
    • 5.3.2. Threat of Substitutes
    • 5.3.3. Bargaining Power of Customers
    • 5.3.4. Bargaining Power of Suppliers
    • 5.3.5. Industry Rivalry
  • 5.4. PESTLE Analysis
    • 5.4.1. Political
    • 5.4.2. Economic
    • 5.4.3. Social
    • 5.4.4. Technological
    • 5.4.5. Legal
    • 5.4.6. Environmental

6. Retail Automation Market, by Product

  • 6.1. Introduction
  • 6.2. AMR
  • 6.3. ASRS
  • 6.4. Automated Guided Vehicles
  • 6.5. Barcode
  • 6.6. Cameras
  • 6.7. Cobots
  • 6.8. Conveyor & Sortation Systems
  • 6.9. ESL
  • 6.10. Implementation
  • 6.11. Interactive Kiosk
  • 6.12. RFID
  • 6.13. Self-checkout System

7. Retail Automation Market, by Type

  • 7.1. Introduction
  • 7.2. In-house
  • 7.3. Warehouse

8. Retail Automation Market, by End-User

  • 8.1. Introduction
  • 8.2. Hypermarkets
  • 8.3. Non-food Retail Stores
  • 8.4. Specialty Stores
  • 8.5. Supermarkets

9. Americas Retail Automation Market

  • 9.1. Introduction
  • 9.2. Argentina
  • 9.3. Brazil
  • 9.4. Canada
  • 9.5. Mexico
  • 9.6. United States

10. Asia-Pacific Retail Automation Market

  • 10.1. Introduction
  • 10.2. Australia
  • 10.3. China
  • 10.4. India
  • 10.5. Indonesia
  • 10.6. Japan
  • 10.7. Malaysia
  • 10.8. Philippines
  • 10.9. Singapore
  • 10.10. South Korea
  • 10.11. Taiwan
  • 10.12. Thailand
  • 10.13. Vietnam

11. Europe, Middle East & Africa Retail Automation Market

  • 11.1. Introduction
  • 11.2. Denmark
  • 11.3. Egypt
  • 11.4. Finland
  • 11.5. France
  • 11.6. Germany
  • 11.7. Israel
  • 11.8. Italy
  • 11.9. Netherlands
  • 11.10. Nigeria
  • 11.11. Norway
  • 11.12. Poland
  • 11.13. Qatar
  • 11.14. Russia
  • 11.15. Saudi Arabia
  • 11.16. South Africa
  • 11.17. Spain
  • 11.18. Sweden
  • 11.19. Switzerland
  • 11.20. Turkey
  • 11.21. United Arab Emirates
  • 11.22. United Kingdom

12. Competitive Landscape

  • 12.1. Market Share Analysis, 2023
  • 12.2. FPNV Positioning Matrix, 2023
  • 12.3. Competitive Scenario Analysis
    • 12.3.1. Simbe Expands Store Intelligence Solution to Support Large Format Retail Environments
    • 12.3.2. Brain Corp and Dane Technologies Extend Partnership to Bring Inventory Scanning Retail Solutions to Market
    • 12.3.3. Centific Launches of Pitaya.AI: A Suite of Intelligent Store Solutions to Enable Hyper-Automation and Immersive Experiences
  • 12.4. Strategy Analysis & Recommendation

Companies Mentioned

  • 1. ABB Ltd.
  • 2. Accenture plc
  • 3. Adobe Inc.
  • 4. Amazon Web Services, Inc.
  • 5. AstraZeneca plc
  • 6. Cognizant
  • 7. Diebold Nixdorf
  • 8. Fujitsu Limited
  • 9. Honeywell International Inc.
  • 10. Infosys Limited
  • 11. Kustomer
  • 12. Microsoft Corporation
  • 13. NCR Corporation
  • 14. Oracle Corporation
  • 15. SAP SE
  • 16. SOHAM INC.
  • 17. Square
  • 18. The International Business Machines Corporation
  • 19. Toshiba Global Commerce Solutions
  • 20. Zebra Technologies

LIST OF FIGURES

  • FIGURE 1. RETAIL AUTOMATION MARKET RESEARCH PROCESS
  • FIGURE 2. RETAIL AUTOMATION MARKET SIZE, 2023 VS 2030
  • FIGURE 3. GLOBAL RETAIL AUTOMATION MARKET SIZE, 2018-2030 (USD MILLION)
  • FIGURE 4. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY REGION, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 5. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 6. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2023 VS 2030 (%)
  • FIGURE 7. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 8. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2023 VS 2030 (%)
  • FIGURE 9. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 10. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2023 VS 2030 (%)
  • FIGURE 11. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 12. AMERICAS RETAIL AUTOMATION MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 13. AMERICAS RETAIL AUTOMATION MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 14. UNITED STATES RETAIL AUTOMATION MARKET SIZE, BY STATE, 2023 VS 2030 (%)
  • FIGURE 15. UNITED STATES RETAIL AUTOMATION MARKET SIZE, BY STATE, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 16. ASIA-PACIFIC RETAIL AUTOMATION MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 17. ASIA-PACIFIC RETAIL AUTOMATION MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 18. EUROPE, MIDDLE EAST & AFRICA RETAIL AUTOMATION MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 19. EUROPE, MIDDLE EAST & AFRICA RETAIL AUTOMATION MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 20. RETAIL AUTOMATION MARKET SHARE, BY KEY PLAYER, 2023
  • FIGURE 21. RETAIL AUTOMATION MARKET, FPNV POSITIONING MATRIX, 2023

LIST OF TABLES

  • TABLE 1. RETAIL AUTOMATION MARKET SEGMENTATION & COVERAGE
  • TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2023
  • TABLE 3. GLOBAL RETAIL AUTOMATION MARKET SIZE, 2018-2030 (USD MILLION)
  • TABLE 4. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 5. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 6. RETAIL AUTOMATION MARKET DYNAMICS
  • TABLE 7. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 8. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY AMR, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 9. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY ASRS, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 10. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY AUTOMATED GUIDED VEHICLES, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 11. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY BARCODE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 12. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY CAMERAS, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 13. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY COBOTS, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 14. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY CONVEYOR & SORTATION SYSTEMS, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 15. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY ESL, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 16. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY IMPLEMENTATION, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 17. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY INTERACTIVE KIOSK, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 18. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY RFID, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 19. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY SELF-CHECKOUT SYSTEM, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 20. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 21. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY IN-HOUSE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 22. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY WAREHOUSE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 23. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 24. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY HYPERMARKETS, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 25. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY NON-FOOD RETAIL STORES, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 26. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY SPECIALTY STORES, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 27. GLOBAL RETAIL AUTOMATION MARKET SIZE, BY SUPERMARKETS, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 28. AMERICAS RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 29. AMERICAS RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 30. AMERICAS RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 31. AMERICAS RETAIL AUTOMATION MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 32. ARGENTINA RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 33. ARGENTINA RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 34. ARGENTINA RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 35. BRAZIL RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 36. BRAZIL RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 37. BRAZIL RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 38. CANADA RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 39. CANADA RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 40. CANADA RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 41. MEXICO RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 42. MEXICO RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 43. MEXICO RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 44. UNITED STATES RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 45. UNITED STATES RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 46. UNITED STATES RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 47. UNITED STATES RETAIL AUTOMATION MARKET SIZE, BY STATE, 2018-2030 (USD MILLION)
  • TABLE 48. ASIA-PACIFIC RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 49. ASIA-PACIFIC RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 50. ASIA-PACIFIC RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 51. ASIA-PACIFIC RETAIL AUTOMATION MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 52. AUSTRALIA RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 53. AUSTRALIA RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 54. AUSTRALIA RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 55. CHINA RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 56. CHINA RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 57. CHINA RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 58. INDIA RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 59. INDIA RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 60. INDIA RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 61. INDONESIA RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 62. INDONESIA RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 63. INDONESIA RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 64. JAPAN RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 65. JAPAN RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 66. JAPAN RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 67. MALAYSIA RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 68. MALAYSIA RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 69. MALAYSIA RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 70. PHILIPPINES RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 71. PHILIPPINES RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 72. PHILIPPINES RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 73. SINGAPORE RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 74. SINGAPORE RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 75. SINGAPORE RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 76. SOUTH KOREA RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 77. SOUTH KOREA RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 78. SOUTH KOREA RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 79. TAIWAN RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 80. TAIWAN RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 81. TAIWAN RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 82. THAILAND RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 83. THAILAND RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 84. THAILAND RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 85. VIETNAM RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 86. VIETNAM RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 87. VIETNAM RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 88. EUROPE, MIDDLE EAST & AFRICA RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 89. EUROPE, MIDDLE EAST & AFRICA RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 90. EUROPE, MIDDLE EAST & AFRICA RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 91. EUROPE, MIDDLE EAST & AFRICA RETAIL AUTOMATION MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 92. DENMARK RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 93. DENMARK RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 94. DENMARK RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 95. EGYPT RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 96. EGYPT RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 97. EGYPT RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 98. FINLAND RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 99. FINLAND RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 100. FINLAND RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 101. FRANCE RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 102. FRANCE RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 103. FRANCE RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 104. GERMANY RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 105. GERMANY RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 106. GERMANY RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 107. ISRAEL RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 108. ISRAEL RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 109. ISRAEL RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 110. ITALY RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 111. ITALY RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 112. ITALY RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 113. NETHERLANDS RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 114. NETHERLANDS RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 115. NETHERLANDS RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 116. NIGERIA RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 117. NIGERIA RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 118. NIGERIA RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 119. NORWAY RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 120. NORWAY RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 121. NORWAY RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 122. POLAND RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 123. POLAND RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 124. POLAND RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 125. QATAR RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 126. QATAR RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 127. QATAR RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 128. RUSSIA RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 129. RUSSIA RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 130. RUSSIA RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 131. SAUDI ARABIA RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 132. SAUDI ARABIA RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 133. SAUDI ARABIA RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 134. SOUTH AFRICA RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 135. SOUTH AFRICA RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 136. SOUTH AFRICA RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 137. SPAIN RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 138. SPAIN RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 139. SPAIN RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 140. SWEDEN RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 141. SWEDEN RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 142. SWEDEN RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 143. SWITZERLAND RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 144. SWITZERLAND RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 145. SWITZERLAND RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 146. TURKEY RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 147. TURKEY RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 148. TURKEY RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 149. UNITED ARAB EMIRATES RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 150. UNITED ARAB EMIRATES RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 151. UNITED ARAB EMIRATES RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 152. UNITED KINGDOM RETAIL AUTOMATION MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 153. UNITED KINGDOM RETAIL AUTOMATION MARKET SIZE, BY TYPE, 2018-2030 (USD MILLION)
  • TABLE 154. UNITED KINGDOM RETAIL AUTOMATION MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
  • TABLE 155. RETAIL AUTOMATION MARKET SHARE, BY KEY PLAYER, 2023
  • TABLE 156. RETAIL AUTOMATION MARKET, FPNV POSITIONING MATRIX, 2023