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Global Automated Order Picking System Market Research Report 2025
Published Date: April 2025
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Report Code: QYRE-Auto-2G13266
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Global Automated Order Picking System Market Research Report 2023
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Global Automated Order Picking System Market Research Report 2025

Code: QYRE-Auto-2G13266
Report
April 2025
Pages:131
QYResearch
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DESCRIPTION
TABLE OF CONTENT
TABLES & FIGURES

Automated Order Picking System Market

The global market for Automated Order Picking System was valued at US$ million in the year 2024 and is projected to reach a revised size of US$ million by 2031, growing at a CAGR of %during the forecast period.
North American market for Automated Order Picking System is estimated to increase from $ million in 2024 to reach $ million by 2031, at a CAGR of % during the forecast period of 2025 through 2031.
Asia-Pacific market for Automated Order Picking System is estimated to increase from $ million in 2024 to reach $ million by 2031, at a CAGR of % during the forecast period of 2025 through 2031.
The major global manufacturers of Automated Order Picking System include Honeywell, DAIFUKU, Dematic Logistics Systems Ltd, KNAPP, Kardex, BEUMER Machinery, Krones, Swisslog, Korber AG, ULMA Handling Systems, etc. In 2024, the world's top three vendors accounted for approximately % of the revenue.

Report Scope

This report aims to provide a comprehensive presentation of the global market for Automated Order Picking System, with both quantitative and qualitative analysis, to help readers develop business/growth strategies, assess the market competitive situation, analyze their position in the current marketplace, and make informed business decisions regarding Automated Order Picking System.
The Automated Order Picking System market size, estimations, and forecasts are provided in terms of output/shipments (K Units) and revenue ($ millions), considering 2024 as the base year, with history and forecast data for the period from 2020 to 2031. This report segments the global Automated Order Picking System market comprehensively. Regional market sizes, concerning products by Type, by Application, and by players, are also provided.
For a more in-depth understanding of the market, the report provides profiles of the competitive landscape, key competitors, and their respective market ranks. The report also discusses technological trends and new product developments.
The report will help the Automated Order Picking System manufacturers, new entrants, and industry chain related companies in this market with information on the revenues, production, and average price for the overall market and the sub-segments across the different segments, by company, by Type, by Application, and by regions.
Market Segmentation

Scope of Automated Order Picking System Market Report

Report Metric Details
Report Name Automated Order Picking System Market
by Type
  • Pick to Light System
  • Pick to Voice System
  • RF Barcode System
by Application
  • Logistics Industry
  • Medicine Industry
  • Cosmetics Industry
  • Others
Production by Region
  • North America
  • Europe
  • China
  • Japan
Consumption by Region
  • North America (United States, Canada)
  • Europe (Germany, France, UK, Italy, Russia)
  • Asia-Pacific (China, Japan, South Korea, Taiwan)
  • Southeast Asia (India)
  • Latin America (Mexico, Brazil)
By Company Honeywell, DAIFUKU, Dematic Logistics Systems Ltd, KNAPP, Kardex, BEUMER Machinery, Krones, Swisslog, Korber AG, ULMA Handling Systems, Mecalux, UNEX Manufacturing, Zetes, MMCI Automation, Modula, Conveyco, microSYST Systemelectronic GmbH, Remstar International, ROFA Group, EDITAG, CAPTRON Electronic GmbH, Marel, Aioi-Systems Co, Lightning Pick, SSI SCHAEFER, SAVOYE, Banner Engineering, Shin Heung Machine Company (SMC)
Forecast units USD million in value
Report coverage Revenue and volume forecast, company share, competitive landscape, growth factors and trends

Chapter Outline

  • Chapter 1: Introduces the report scope of the report, executive summary of different market segments (by region, by Type, by Application, etc), including the market size of each market segment, future development potential, and so on. It offers a high-level view of the current state of the market and its likely evolution in the short to mid-term, and long term.
  • Chapter 2: Detailed analysis of Automated Order Picking System manufacturers competitive landscape, price, production and value market share, latest development plan, merger, and acquisition information, etc.
  • Chapter 3: Production/output, value of Automated Order Picking System by region/country. It provides a quantitative analysis of the market size and development potential of each region in the next six years.
  • Chapter 4: Consumption of Automated Order Picking System in regional level and country level. It provides a quantitative analysis of the market size and development potential of each region and its main countries and introduces the market development, future development prospects, market space, and production of each country in the world.
  • Chapter 5: Provides the analysis of various market segments by Type, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different market segments.
  • Chapter 6: Provides the analysis of various market segments by Application, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.
  • Chapter 7: Provides profiles of key players, introducing the basic situation of the main companies in the market in detail, including product production/output, value, price, gross margin, product introduction, recent development, etc.
  • Chapter 8: Analysis of industrial chain, including the upstream and downstream of the industry.
  • Chapter 9: Introduces the market dynamics, latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by manufacturers in the industry, and the analysis of relevant policies in the industry.
  • Chapter 10: The main points and conclusions of the report.

FAQ for this report

Who are the main players in the Automated Order Picking System Market report?

Ans: The main players in the Automated Order Picking System Market are Honeywell, DAIFUKU, Dematic Logistics Systems Ltd, KNAPP, Kardex, BEUMER Machinery, Krones, Swisslog, Korber AG, ULMA Handling Systems, Mecalux, UNEX Manufacturing, Zetes, MMCI Automation, Modula, Conveyco, microSYST Systemelectronic GmbH, Remstar International, ROFA Group, EDITAG, CAPTRON Electronic GmbH, Marel, Aioi-Systems Co, Lightning Pick, SSI SCHAEFER, SAVOYE, Banner Engineering, Shin Heung Machine Company (SMC)

What are the Application segmentation covered in the Automated Order Picking System Market report?

Ans: The Applications covered in the Automated Order Picking System Market report are Logistics Industry, Medicine Industry, Cosmetics Industry, Others

What are the Type segmentation covered in the Automated Order Picking System Market report?

Ans: The Types covered in the Automated Order Picking System Market report are Pick to Light System, Pick to Voice System, RF Barcode System

1 Automated Order Picking System Market Overview
1.1 Product Definition
1.2 Automated Order Picking System by Type
1.2.1 Global Automated Order Picking System Market Value Growth Rate Analysis by Type: 2024 VS 2031
1.2.2 Pick to Light System
1.2.3 Pick to Voice System
1.2.4 RF Barcode System
1.3 Automated Order Picking System by Application
1.3.1 Global Automated Order Picking System Market Value Growth Rate Analysis by Application: 2024 VS 2031
1.3.2 Logistics Industry
1.3.3 Medicine Industry
1.3.4 Cosmetics Industry
1.3.5 Others
1.4 Global Market Growth Prospects
1.4.1 Global Automated Order Picking System Production Value Estimates and Forecasts (2020-2031)
1.4.2 Global Automated Order Picking System Production Capacity Estimates and Forecasts (2020-2031)
1.4.3 Global Automated Order Picking System Production Estimates and Forecasts (2020-2031)
1.4.4 Global Automated Order Picking System Market Average Price Estimates and Forecasts (2020-2031)
1.5 Assumptions and Limitations
2 Market Competition by Manufacturers
2.1 Global Automated Order Picking System Production Market Share by Manufacturers (2020-2025)
2.2 Global Automated Order Picking System Production Value Market Share by Manufacturers (2020-2025)
2.3 Global Key Players of Automated Order Picking System, Industry Ranking, 2023 VS 2024
2.4 Global Automated Order Picking System Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
2.5 Global Automated Order Picking System Average Price by Manufacturers (2020-2025)
2.6 Global Key Manufacturers of Automated Order Picking System, Manufacturing Base Distribution and Headquarters
2.7 Global Key Manufacturers of Automated Order Picking System, Product Offered and Application
2.8 Global Key Manufacturers of Automated Order Picking System, Date of Enter into This Industry
2.9 Automated Order Picking System Market Competitive Situation and Trends
2.9.1 Automated Order Picking System Market Concentration Rate
2.9.2 Global 5 and 10 Largest Automated Order Picking System Players Market Share by Revenue
2.10 Mergers & Acquisitions, Expansion
3 Automated Order Picking System Production by Region
3.1 Global Automated Order Picking System Production Value Estimates and Forecasts by Region: 2020 VS 2024 VS 2031
3.2 Global Automated Order Picking System Production Value by Region (2020-2031)
3.2.1 Global Automated Order Picking System Production Value by Region (2020-2025)
3.2.2 Global Forecasted Production Value of Automated Order Picking System by Region (2026-2031)
3.3 Global Automated Order Picking System Production Estimates and Forecasts by Region: 2020 VS 2024 VS 2031
3.4 Global Automated Order Picking System Production Volume by Region (2020-2031)
3.4.1 Global Automated Order Picking System Production by Region (2020-2025)
3.4.2 Global Forecasted Production of Automated Order Picking System by Region (2026-2031)
3.5 Global Automated Order Picking System Market Price Analysis by Region (2020-2025)
3.6 Global Automated Order Picking System Production and Value, Year-over-Year Growth
3.6.1 North America Automated Order Picking System Production Value Estimates and Forecasts (2020-2031)
3.6.2 Europe Automated Order Picking System Production Value Estimates and Forecasts (2020-2031)
3.6.3 China Automated Order Picking System Production Value Estimates and Forecasts (2020-2031)
3.6.4 Japan Automated Order Picking System Production Value Estimates and Forecasts (2020-2031)
4 Automated Order Picking System Consumption by Region
4.1 Global Automated Order Picking System Consumption Estimates and Forecasts by Region: 2020 VS 2024 VS 2031
4.2 Global Automated Order Picking System Consumption by Region (2020-2031)
4.2.1 Global Automated Order Picking System Consumption by Region (2020-2025)
4.2.2 Global Automated Order Picking System Forecasted Consumption by Region (2026-2031)
4.3 North America
4.3.1 North America Automated Order Picking System Consumption Growth Rate by Country: 2020 VS 2024 VS 2031
4.3.2 North America Automated Order Picking System Consumption by Country (2020-2031)
4.3.3 U.S.
4.3.4 Canada
4.4 Europe
4.4.1 Europe Automated Order Picking System Consumption Growth Rate by Country: 2020 VS 2024 VS 2031
4.4.2 Europe Automated Order Picking System Consumption by Country (2020-2031)
4.4.3 Germany
4.4.4 France
4.4.5 U.K.
4.4.6 Italy
4.4.7 Netherlands
4.5 Asia Pacific
4.5.1 Asia Pacific Automated Order Picking System Consumption Growth Rate by Region: 2020 VS 2024 VS 2031
4.5.2 Asia Pacific Automated Order Picking System Consumption by Region (2020-2031)
4.5.3 China
4.5.4 Japan
4.5.5 South Korea
4.5.6 China Taiwan
4.5.7 Southeast Asia
4.5.8 India
4.6 Latin America, Middle East & Africa
4.6.1 Latin America, Middle East & Africa Automated Order Picking System Consumption Growth Rate by Country: 2020 VS 2024 VS 2031
4.6.2 Latin America, Middle East & Africa Automated Order Picking System Consumption by Country (2020-2031)
4.6.3 Mexico
4.6.4 Brazil
4.6.5 Turkey
4.6.6 GCC Countries
5 Segment by Type
5.1 Global Automated Order Picking System Production by Type (2020-2031)
5.1.1 Global Automated Order Picking System Production by Type (2020-2025)
5.1.2 Global Automated Order Picking System Production by Type (2026-2031)
5.1.3 Global Automated Order Picking System Production Market Share by Type (2020-2031)
5.2 Global Automated Order Picking System Production Value by Type (2020-2031)
5.2.1 Global Automated Order Picking System Production Value by Type (2020-2025)
5.2.2 Global Automated Order Picking System Production Value by Type (2026-2031)
5.2.3 Global Automated Order Picking System Production Value Market Share by Type (2020-2031)
5.3 Global Automated Order Picking System Price by Type (2020-2031)
6 Segment by Application
6.1 Global Automated Order Picking System Production by Application (2020-2031)
6.1.1 Global Automated Order Picking System Production by Application (2020-2025)
6.1.2 Global Automated Order Picking System Production by Application (2026-2031)
6.1.3 Global Automated Order Picking System Production Market Share by Application (2020-2031)
6.2 Global Automated Order Picking System Production Value by Application (2020-2031)
6.2.1 Global Automated Order Picking System Production Value by Application (2020-2025)
6.2.2 Global Automated Order Picking System Production Value by Application (2026-2031)
6.2.3 Global Automated Order Picking System Production Value Market Share by Application (2020-2031)
6.3 Global Automated Order Picking System Price by Application (2020-2031)
7 Key Companies Profiled
7.1 Honeywell
7.1.1 Honeywell Automated Order Picking System Company Information
7.1.2 Honeywell Automated Order Picking System Product Portfolio
7.1.3 Honeywell Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.1.4 Honeywell Main Business and Markets Served
7.1.5 Honeywell Recent Developments/Updates
7.2 DAIFUKU
7.2.1 DAIFUKU Automated Order Picking System Company Information
7.2.2 DAIFUKU Automated Order Picking System Product Portfolio
7.2.3 DAIFUKU Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.2.4 DAIFUKU Main Business and Markets Served
7.2.5 DAIFUKU Recent Developments/Updates
7.3 Dematic Logistics Systems Ltd
7.3.1 Dematic Logistics Systems Ltd Automated Order Picking System Company Information
7.3.2 Dematic Logistics Systems Ltd Automated Order Picking System Product Portfolio
7.3.3 Dematic Logistics Systems Ltd Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.3.4 Dematic Logistics Systems Ltd Main Business and Markets Served
7.3.5 Dematic Logistics Systems Ltd Recent Developments/Updates
7.4 KNAPP
7.4.1 KNAPP Automated Order Picking System Company Information
7.4.2 KNAPP Automated Order Picking System Product Portfolio
7.4.3 KNAPP Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.4.4 KNAPP Main Business and Markets Served
7.4.5 KNAPP Recent Developments/Updates
7.5 Kardex
7.5.1 Kardex Automated Order Picking System Company Information
7.5.2 Kardex Automated Order Picking System Product Portfolio
7.5.3 Kardex Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.5.4 Kardex Main Business and Markets Served
7.5.5 Kardex Recent Developments/Updates
7.6 BEUMER Machinery
7.6.1 BEUMER Machinery Automated Order Picking System Company Information
7.6.2 BEUMER Machinery Automated Order Picking System Product Portfolio
7.6.3 BEUMER Machinery Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.6.4 BEUMER Machinery Main Business and Markets Served
7.6.5 BEUMER Machinery Recent Developments/Updates
7.7 Krones
7.7.1 Krones Automated Order Picking System Company Information
7.7.2 Krones Automated Order Picking System Product Portfolio
7.7.3 Krones Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.7.4 Krones Main Business and Markets Served
7.7.5 Krones Recent Developments/Updates
7.8 Swisslog
7.8.1 Swisslog Automated Order Picking System Company Information
7.8.2 Swisslog Automated Order Picking System Product Portfolio
7.8.3 Swisslog Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.8.4 Swisslog Main Business and Markets Served
7.8.5 Swisslog Recent Developments/Updates
7.9 Korber AG
7.9.1 Korber AG Automated Order Picking System Company Information
7.9.2 Korber AG Automated Order Picking System Product Portfolio
7.9.3 Korber AG Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.9.4 Korber AG Main Business and Markets Served
7.9.5 Korber AG Recent Developments/Updates
7.10 ULMA Handling Systems
7.10.1 ULMA Handling Systems Automated Order Picking System Company Information
7.10.2 ULMA Handling Systems Automated Order Picking System Product Portfolio
7.10.3 ULMA Handling Systems Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.10.4 ULMA Handling Systems Main Business and Markets Served
7.10.5 ULMA Handling Systems Recent Developments/Updates
7.11 Mecalux
7.11.1 Mecalux Automated Order Picking System Company Information
7.11.2 Mecalux Automated Order Picking System Product Portfolio
7.11.3 Mecalux Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.11.4 Mecalux Main Business and Markets Served
7.11.5 Mecalux Recent Developments/Updates
7.12 UNEX Manufacturing
7.12.1 UNEX Manufacturing Automated Order Picking System Company Information
7.12.2 UNEX Manufacturing Automated Order Picking System Product Portfolio
7.12.3 UNEX Manufacturing Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.12.4 UNEX Manufacturing Main Business and Markets Served
7.12.5 UNEX Manufacturing Recent Developments/Updates
7.13 Zetes
7.13.1 Zetes Automated Order Picking System Company Information
7.13.2 Zetes Automated Order Picking System Product Portfolio
7.13.3 Zetes Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.13.4 Zetes Main Business and Markets Served
7.13.5 Zetes Recent Developments/Updates
7.14 MMCI Automation
7.14.1 MMCI Automation Automated Order Picking System Company Information
7.14.2 MMCI Automation Automated Order Picking System Product Portfolio
7.14.3 MMCI Automation Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.14.4 MMCI Automation Main Business and Markets Served
7.14.5 MMCI Automation Recent Developments/Updates
7.15 Modula
7.15.1 Modula Automated Order Picking System Company Information
7.15.2 Modula Automated Order Picking System Product Portfolio
7.15.3 Modula Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.15.4 Modula Main Business and Markets Served
7.15.5 Modula Recent Developments/Updates
7.16 Conveyco
7.16.1 Conveyco Automated Order Picking System Company Information
7.16.2 Conveyco Automated Order Picking System Product Portfolio
7.16.3 Conveyco Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.16.4 Conveyco Main Business and Markets Served
7.16.5 Conveyco Recent Developments/Updates
7.17 microSYST Systemelectronic GmbH
7.17.1 microSYST Systemelectronic GmbH Automated Order Picking System Company Information
7.17.2 microSYST Systemelectronic GmbH Automated Order Picking System Product Portfolio
7.17.3 microSYST Systemelectronic GmbH Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.17.4 microSYST Systemelectronic GmbH Main Business and Markets Served
7.17.5 microSYST Systemelectronic GmbH Recent Developments/Updates
7.18 Remstar International
7.18.1 Remstar International Automated Order Picking System Company Information
7.18.2 Remstar International Automated Order Picking System Product Portfolio
7.18.3 Remstar International Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.18.4 Remstar International Main Business and Markets Served
7.18.5 Remstar International Recent Developments/Updates
7.19 ROFA Group
7.19.1 ROFA Group Automated Order Picking System Company Information
7.19.2 ROFA Group Automated Order Picking System Product Portfolio
7.19.3 ROFA Group Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.19.4 ROFA Group Main Business and Markets Served
7.19.5 ROFA Group Recent Developments/Updates
7.20 EDITAG
7.20.1 EDITAG Automated Order Picking System Company Information
7.20.2 EDITAG Automated Order Picking System Product Portfolio
7.20.3 EDITAG Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.20.4 EDITAG Main Business and Markets Served
7.20.5 EDITAG Recent Developments/Updates
7.21 CAPTRON Electronic GmbH
7.21.1 CAPTRON Electronic GmbH Automated Order Picking System Company Information
7.21.2 CAPTRON Electronic GmbH Automated Order Picking System Product Portfolio
7.21.3 CAPTRON Electronic GmbH Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.21.4 CAPTRON Electronic GmbH Main Business and Markets Served
7.21.5 CAPTRON Electronic GmbH Recent Developments/Updates
7.22 Marel
7.22.1 Marel Automated Order Picking System Company Information
7.22.2 Marel Automated Order Picking System Product Portfolio
7.22.3 Marel Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.22.4 Marel Main Business and Markets Served
7.22.5 Marel Recent Developments/Updates
7.23 Aioi-Systems Co
7.23.1 Aioi-Systems Co Automated Order Picking System Company Information
7.23.2 Aioi-Systems Co Automated Order Picking System Product Portfolio
7.23.3 Aioi-Systems Co Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.23.4 Aioi-Systems Co Main Business and Markets Served
7.23.5 Aioi-Systems Co Recent Developments/Updates
7.24 Lightning Pick
7.24.1 Lightning Pick Automated Order Picking System Company Information
7.24.2 Lightning Pick Automated Order Picking System Product Portfolio
7.24.3 Lightning Pick Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.24.4 Lightning Pick Main Business and Markets Served
7.24.5 Lightning Pick Recent Developments/Updates
7.25 SSI SCHAEFER
7.25.1 SSI SCHAEFER Automated Order Picking System Company Information
7.25.2 SSI SCHAEFER Automated Order Picking System Product Portfolio
7.25.3 SSI SCHAEFER Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.25.4 SSI SCHAEFER Main Business and Markets Served
7.25.5 SSI SCHAEFER Recent Developments/Updates
7.26 SAVOYE
7.26.1 SAVOYE Automated Order Picking System Company Information
7.26.2 SAVOYE Automated Order Picking System Product Portfolio
7.26.3 SAVOYE Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.26.4 SAVOYE Main Business and Markets Served
7.26.5 SAVOYE Recent Developments/Updates
7.27 Banner Engineering
7.27.1 Banner Engineering Automated Order Picking System Company Information
7.27.2 Banner Engineering Automated Order Picking System Product Portfolio
7.27.3 Banner Engineering Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.27.4 Banner Engineering Main Business and Markets Served
7.27.5 Banner Engineering Recent Developments/Updates
7.28 Shin Heung Machine Company (SMC)
7.28.1 Shin Heung Machine Company (SMC) Automated Order Picking System Company Information
7.28.2 Shin Heung Machine Company (SMC) Automated Order Picking System Product Portfolio
7.28.3 Shin Heung Machine Company (SMC) Automated Order Picking System Production, Value, Price and Gross Margin (2020-2025)
7.28.4 Shin Heung Machine Company (SMC) Main Business and Markets Served
7.28.5 Shin Heung Machine Company (SMC) Recent Developments/Updates
8 Industry Chain and Sales Channels Analysis
8.1 Automated Order Picking System Industry Chain Analysis
8.2 Automated Order Picking System Raw Material Supply Analysis
8.2.1 Key Raw Materials
8.2.2 Raw Materials Key Suppliers
8.3 Automated Order Picking System Production Mode & Process Analysis
8.4 Automated Order Picking System Sales and Marketing
8.4.1 Automated Order Picking System Sales Channels
8.4.2 Automated Order Picking System Distributors
8.5 Automated Order Picking System Customer Analysis
9 Automated Order Picking System Market Dynamics
9.1 Automated Order Picking System Industry Trends
9.2 Automated Order Picking System Market Drivers
9.3 Automated Order Picking System Market Challenges
9.4 Automated Order Picking System Market Restraints
10 Research Findings and Conclusion
11 Methodology and Data Source
11.1 Methodology/Research Approach
11.1.1 Research Programs/Design
11.1.2 Market Size Estimation
11.1.3 Market Breakdown and Data Triangulation
11.2 Data Source
11.2.1 Secondary Sources
11.2.2 Primary Sources
11.3 Author List
11.4 Disclaimer
List of Tables
 Table 1. Global Automated Order Picking System Market Value by Type, (US$ Million) & (2024 VS 2031)
 Table 2. Global Automated Order Picking System Market Value by Application, (US$ Million) & (2024 VS 2031)
 Table 3. Global Automated Order Picking System Production Capacity (K Units) by Manufacturers in 2024
 Table 4. Global Automated Order Picking System Production by Manufacturers (2020-2025) & (K Units)
 Table 5. Global Automated Order Picking System Production Market Share by Manufacturers (2020-2025)
 Table 6. Global Automated Order Picking System Production Value by Manufacturers (2020-2025) & (US$ Million)
 Table 7. Global Automated Order Picking System Production Value Share by Manufacturers (2020-2025)
 Table 8. Global Key Players of Automated Order Picking System, Industry Ranking, 2023 VS 2024
 Table 9. Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Production Value in Automated Order Picking System as of 2024)
 Table 10. Global Market Automated Order Picking System Average Price by Manufacturers (US$/Unit) & (2020-2025)
 Table 11. Global Key Manufacturers of Automated Order Picking System, Manufacturing Base Distribution and Headquarters
 Table 12. Global Key Manufacturers of Automated Order Picking System, Product Offered and Application
 Table 13. Global Key Manufacturers of Automated Order Picking System, Date of Enter into This Industry
 Table 14. Global Automated Order Picking System Manufacturers Market Concentration Ratio (CR5 and HHI)
 Table 15. Mergers & Acquisitions, Expansion Plans
 Table 16. Global Automated Order Picking System Production Value by Region: 2020 VS 2024 VS 2031 (US$ Million)
 Table 17. Global Automated Order Picking System Production Value (US$ Million) by Region (2020-2025)
 Table 18. Global Automated Order Picking System Production Value Market Share by Region (2020-2025)
 Table 19. Global Automated Order Picking System Production Value (US$ Million) Forecast by Region (2026-2031)
 Table 20. Global Automated Order Picking System Production Value Market Share Forecast by Region (2026-2031)
 Table 21. Global Automated Order Picking System Production Comparison by Region: 2020 VS 2024 VS 2031 (K Units)
 Table 22. Global Automated Order Picking System Production (K Units) by Region (2020-2025)
 Table 23. Global Automated Order Picking System Production Market Share by Region (2020-2025)
 Table 24. Global Automated Order Picking System Production (K Units) Forecast by Region (2026-2031)
 Table 25. Global Automated Order Picking System Production Market Share Forecast by Region (2026-2031)
 Table 26. Global Automated Order Picking System Market Average Price (US$/Unit) by Region (2020-2025)
 Table 27. Global Automated Order Picking System Market Average Price (US$/Unit) by Region (2026-2031)
 Table 28. Global Automated Order Picking System Consumption Growth Rate by Region: 2020 VS 2024 VS 2031 (K Units)
 Table 29. Global Automated Order Picking System Consumption by Region (2020-2025) & (K Units)
 Table 30. Global Automated Order Picking System Consumption Market Share by Region (2020-2025)
 Table 31. Global Automated Order Picking System Forecasted Consumption by Region (2026-2031) & (K Units)
 Table 32. Global Automated Order Picking System Forecasted Consumption Market Share by Region (2026-2031)
 Table 33. North America Automated Order Picking System Consumption Growth Rate by Country: 2020 VS 2024 VS 2031 (K Units)
 Table 34. North America Automated Order Picking System Consumption by Country (2020-2025) & (K Units)
 Table 35. North America Automated Order Picking System Consumption by Country (2026-2031) & (K Units)
 Table 36. Europe Automated Order Picking System Consumption Growth Rate by Country: 2020 VS 2024 VS 2031 (K Units)
 Table 37. Europe Automated Order Picking System Consumption by Country (2020-2025) & (K Units)
 Table 38. Europe Automated Order Picking System Consumption by Country (2026-2031) & (K Units)
 Table 39. Asia Pacific Automated Order Picking System Consumption Growth Rate by Region: 2020 VS 2024 VS 2031 (K Units)
 Table 40. Asia Pacific Automated Order Picking System Consumption by Region (2020-2025) & (K Units)
 Table 41. Asia Pacific Automated Order Picking System Consumption by Region (2026-2031) & (K Units)
 Table 42. Latin America, Middle East & Africa Automated Order Picking System Consumption Growth Rate by Country: 2020 VS 2024 VS 2031 (K Units)
 Table 43. Latin America, Middle East & Africa Automated Order Picking System Consumption by Country (2020-2025) & (K Units)
 Table 44. Latin America, Middle East & Africa Automated Order Picking System Consumption by Country (2026-2031) & (K Units)
 Table 45. Global Automated Order Picking System Production (K Units) by Type (2020-2025)
 Table 46. Global Automated Order Picking System Production (K Units) by Type (2026-2031)
 Table 47. Global Automated Order Picking System Production Market Share by Type (2020-2025)
 Table 48. Global Automated Order Picking System Production Market Share by Type (2026-2031)
 Table 49. Global Automated Order Picking System Production Value (US$ Million) by Type (2020-2025)
 Table 50. Global Automated Order Picking System Production Value (US$ Million) by Type (2026-2031)
 Table 51. Global Automated Order Picking System Production Value Market Share by Type (2020-2025)
 Table 52. Global Automated Order Picking System Production Value Market Share by Type (2026-2031)
 Table 53. Global Automated Order Picking System Price (US$/Unit) by Type (2020-2025)
 Table 54. Global Automated Order Picking System Price (US$/Unit) by Type (2026-2031)
 Table 55. Global Automated Order Picking System Production (K Units) by Application (2020-2025)
 Table 56. Global Automated Order Picking System Production (K Units) by Application (2026-2031)
 Table 57. Global Automated Order Picking System Production Market Share by Application (2020-2025)
 Table 58. Global Automated Order Picking System Production Market Share by Application (2026-2031)
 Table 59. Global Automated Order Picking System Production Value (US$ Million) by Application (2020-2025)
 Table 60. Global Automated Order Picking System Production Value (US$ Million) by Application (2026-2031)
 Table 61. Global Automated Order Picking System Production Value Market Share by Application (2020-2025)
 Table 62. Global Automated Order Picking System Production Value Market Share by Application (2026-2031)
 Table 63. Global Automated Order Picking System Price (US$/Unit) by Application (2020-2025)
 Table 64. Global Automated Order Picking System Price (US$/Unit) by Application (2026-2031)
 Table 65. Honeywell Automated Order Picking System Company Information
 Table 66. Honeywell Automated Order Picking System Specification and Application
 Table 67. Honeywell Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 68. Honeywell Main Business and Markets Served
 Table 69. Honeywell Recent Developments/Updates
 Table 70. DAIFUKU Automated Order Picking System Company Information
 Table 71. DAIFUKU Automated Order Picking System Specification and Application
 Table 72. DAIFUKU Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 73. DAIFUKU Main Business and Markets Served
 Table 74. DAIFUKU Recent Developments/Updates
 Table 75. Dematic Logistics Systems Ltd Automated Order Picking System Company Information
 Table 76. Dematic Logistics Systems Ltd Automated Order Picking System Specification and Application
 Table 77. Dematic Logistics Systems Ltd Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 78. Dematic Logistics Systems Ltd Main Business and Markets Served
 Table 79. Dematic Logistics Systems Ltd Recent Developments/Updates
 Table 80. KNAPP Automated Order Picking System Company Information
 Table 81. KNAPP Automated Order Picking System Specification and Application
 Table 82. KNAPP Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 83. KNAPP Main Business and Markets Served
 Table 84. KNAPP Recent Developments/Updates
 Table 85. Kardex Automated Order Picking System Company Information
 Table 86. Kardex Automated Order Picking System Specification and Application
 Table 87. Kardex Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 88. Kardex Main Business and Markets Served
 Table 89. Kardex Recent Developments/Updates
 Table 90. BEUMER Machinery Automated Order Picking System Company Information
 Table 91. BEUMER Machinery Automated Order Picking System Specification and Application
 Table 92. BEUMER Machinery Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 93. BEUMER Machinery Main Business and Markets Served
 Table 94. BEUMER Machinery Recent Developments/Updates
 Table 95. Krones Automated Order Picking System Company Information
 Table 96. Krones Automated Order Picking System Specification and Application
 Table 97. Krones Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 98. Krones Main Business and Markets Served
 Table 99. Krones Recent Developments/Updates
 Table 100. Swisslog Automated Order Picking System Company Information
 Table 101. Swisslog Automated Order Picking System Specification and Application
 Table 102. Swisslog Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 103. Swisslog Main Business and Markets Served
 Table 104. Swisslog Recent Developments/Updates
 Table 105. Korber AG Automated Order Picking System Company Information
 Table 106. Korber AG Automated Order Picking System Specification and Application
 Table 107. Korber AG Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 108. Korber AG Main Business and Markets Served
 Table 109. Korber AG Recent Developments/Updates
 Table 110. ULMA Handling Systems Automated Order Picking System Company Information
 Table 111. ULMA Handling Systems Automated Order Picking System Specification and Application
 Table 112. ULMA Handling Systems Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 113. ULMA Handling Systems Main Business and Markets Served
 Table 114. ULMA Handling Systems Recent Developments/Updates
 Table 115. Mecalux Automated Order Picking System Company Information
 Table 116. Mecalux Automated Order Picking System Specification and Application
 Table 117. Mecalux Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 118. Mecalux Main Business and Markets Served
 Table 119. Mecalux Recent Developments/Updates
 Table 120. UNEX Manufacturing Automated Order Picking System Company Information
 Table 121. UNEX Manufacturing Automated Order Picking System Specification and Application
 Table 122. UNEX Manufacturing Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 123. UNEX Manufacturing Main Business and Markets Served
 Table 124. UNEX Manufacturing Recent Developments/Updates
 Table 125. Zetes Automated Order Picking System Company Information
 Table 126. Zetes Automated Order Picking System Specification and Application
 Table 127. Zetes Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 128. Zetes Main Business and Markets Served
 Table 129. Zetes Recent Developments/Updates
 Table 130. MMCI Automation Automated Order Picking System Company Information
 Table 131. MMCI Automation Automated Order Picking System Specification and Application
 Table 132. MMCI Automation Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 133. MMCI Automation Main Business and Markets Served
 Table 134. MMCI Automation Recent Developments/Updates
 Table 135. Modula Automated Order Picking System Company Information
 Table 136. Modula Automated Order Picking System Specification and Application
 Table 137. Modula Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 138. Modula Main Business and Markets Served
 Table 139. Modula Recent Developments/Updates
 Table 140. Conveyco Automated Order Picking System Company Information
 Table 141. Conveyco Automated Order Picking System Specification and Application
 Table 142. Conveyco Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 143. Conveyco Main Business and Markets Served
 Table 144. Conveyco Recent Developments/Updates
 Table 145. microSYST Systemelectronic GmbH Automated Order Picking System Company Information
 Table 146. microSYST Systemelectronic GmbH Automated Order Picking System Specification and Application
 Table 147. microSYST Systemelectronic GmbH Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 148. microSYST Systemelectronic GmbH Main Business and Markets Served
 Table 149. microSYST Systemelectronic GmbH Recent Developments/Updates
 Table 150. Remstar International Automated Order Picking System Company Information
 Table 151. Remstar International Automated Order Picking System Specification and Application
 Table 152. Remstar International Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 153. Remstar International Main Business and Markets Served
 Table 154. Remstar International Recent Developments/Updates
 Table 155. ROFA Group Automated Order Picking System Company Information
 Table 156. ROFA Group Automated Order Picking System Specification and Application
 Table 157. ROFA Group Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 158. ROFA Group Main Business and Markets Served
 Table 159. ROFA Group Recent Developments/Updates
 Table 160. EDITAG Automated Order Picking System Company Information
 Table 161. EDITAG Automated Order Picking System Specification and Application
 Table 162. EDITAG Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 163. EDITAG Main Business and Markets Served
 Table 164. EDITAG Recent Developments/Updates
 Table 165. CAPTRON Electronic GmbH Automated Order Picking System Company Information
 Table 166. CAPTRON Electronic GmbH Automated Order Picking System Specification and Application
 Table 167. CAPTRON Electronic GmbH Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 168. CAPTRON Electronic GmbH Main Business and Markets Served
 Table 169. CAPTRON Electronic GmbH Recent Developments/Updates
 Table 170. Marel Automated Order Picking System Company Information
 Table 171. Marel Automated Order Picking System Specification and Application
 Table 172. Marel Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 173. Marel Main Business and Markets Served
 Table 174. Marel Recent Developments/Updates
 Table 175. Aioi-Systems Co Automated Order Picking System Company Information
 Table 176. Aioi-Systems Co Automated Order Picking System Specification and Application
 Table 177. Aioi-Systems Co Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 178. Aioi-Systems Co Main Business and Markets Served
 Table 179. Aioi-Systems Co Recent Developments/Updates
 Table 180. Lightning Pick Automated Order Picking System Company Information
 Table 181. Lightning Pick Automated Order Picking System Specification and Application
 Table 182. Lightning Pick Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 183. Lightning Pick Main Business and Markets Served
 Table 184. Lightning Pick Recent Developments/Updates
 Table 185. SSI SCHAEFER Automated Order Picking System Company Information
 Table 186. SSI SCHAEFER Automated Order Picking System Specification and Application
 Table 187. SSI SCHAEFER Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 188. SSI SCHAEFER Main Business and Markets Served
 Table 189. SSI SCHAEFER Recent Developments/Updates
 Table 190. SAVOYE Automated Order Picking System Company Information
 Table 191. SAVOYE Automated Order Picking System Specification and Application
 Table 192. SAVOYE Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 193. SAVOYE Main Business and Markets Served
 Table 194. SAVOYE Recent Developments/Updates
 Table 195. Banner Engineering Automated Order Picking System Company Information
 Table 196. Banner Engineering Automated Order Picking System Specification and Application
 Table 197. Banner Engineering Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 198. Banner Engineering Main Business and Markets Served
 Table 199. Banner Engineering Recent Developments/Updates
 Table 200. Shin Heung Machine Company (SMC) Automated Order Picking System Company Information
 Table 201. Shin Heung Machine Company (SMC) Automated Order Picking System Specification and Application
 Table 202. Shin Heung Machine Company (SMC) Automated Order Picking System Production (K Units), Value (US$ Million), Price (US$/Unit) and Gross Margin (2020-2025)
 Table 203. Shin Heung Machine Company (SMC) Main Business and Markets Served
 Table 204. Shin Heung Machine Company (SMC) Recent Developments/Updates
 Table 205. Key Raw Materials Lists
 Table 206. Raw Materials Key Suppliers Lists
 Table 207. Automated Order Picking System Distributors List
 Table 208. Automated Order Picking System Customers List
 Table 209. Automated Order Picking System Market Trends
 Table 210. Automated Order Picking System Market Drivers
 Table 211. Automated Order Picking System Market Challenges
 Table 212. Automated Order Picking System Market Restraints
 Table 213. Research Programs/Design for This Report
 Table 214. Key Data Information from Secondary Sources
 Table 215. Key Data Information from Primary Sources
 Table 216. Authors List of This Report


List of Figures
 Figure 1. Product Picture of Automated Order Picking System
 Figure 2. Global Automated Order Picking System Market Value by Type, (US$ Million) & (2020-2031)
 Figure 3. Global Automated Order Picking System Market Share by Type: 2024 VS 2031
 Figure 4. Pick to Light System Product Picture
 Figure 5. Pick to Voice System Product Picture
 Figure 6. RF Barcode System Product Picture
 Figure 7. Global Automated Order Picking System Market Value by Application, (US$ Million) & (2020-2031)
 Figure 8. Global Automated Order Picking System Market Share by Application: 2024 VS 2031
 Figure 9. Logistics Industry
 Figure 10. Medicine Industry
 Figure 11. Cosmetics Industry
 Figure 12. Others
 Figure 13. Global Automated Order Picking System Production Value (US$ Million), 2020 VS 2024 VS 2031
 Figure 14. Global Automated Order Picking System Production Value (US$ Million) & (2020-2031)
 Figure 15. Global Automated Order Picking System Production Capacity (K Units) & (2020-2031)
 Figure 16. Global Automated Order Picking System Production (K Units) & (2020-2031)
 Figure 17. Global Automated Order Picking System Average Price (US$/Unit) & (2020-2031)
 Figure 18. Automated Order Picking System Report Years Considered
 Figure 19. Automated Order Picking System Production Share by Manufacturers in 2024
 Figure 20. Global Automated Order Picking System Production Value Share by Manufacturers (2024)
 Figure 21. Automated Order Picking System Market Share by Company Type (Tier 1, Tier 2, and Tier 3): 2020 VS 2024
 Figure 22. The Global 5 and 10 Largest Players: Market Share by Automated Order Picking System Revenue in 2024
 Figure 23. Global Automated Order Picking System Production Value by Region: 2020 VS 2024 VS 2031 (US$ Million)
 Figure 24. Global Automated Order Picking System Production Value Market Share by Region: 2020 VS 2024 VS 2031
 Figure 25. Global Automated Order Picking System Production Comparison by Region: 2020 VS 2024 VS 2031 (K Units)
 Figure 26. Global Automated Order Picking System Production Market Share by Region: 2020 VS 2024 VS 2031
 Figure 27. North America Automated Order Picking System Production Value (US$ Million) Growth Rate (2020-2031)
 Figure 28. Europe Automated Order Picking System Production Value (US$ Million) Growth Rate (2020-2031)
 Figure 29. China Automated Order Picking System Production Value (US$ Million) Growth Rate (2020-2031)
 Figure 30. Japan Automated Order Picking System Production Value (US$ Million) Growth Rate (2020-2031)
 Figure 31. Global Automated Order Picking System Consumption by Region: 2020 VS 2024 VS 2031 (K Units)
 Figure 32. Global Automated Order Picking System Consumption Market Share by Region: 2020 VS 2024 VS 2031
 Figure 33. North America Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 34. North America Automated Order Picking System Consumption Market Share by Country (2020-2031)
 Figure 35. U.S. Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 36. Canada Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 37. Europe Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 38. Europe Automated Order Picking System Consumption Market Share by Country (2020-2031)
 Figure 39. Germany Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 40. France Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 41. U.K. Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 42. Italy Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 43. Netherlands Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 44. Asia Pacific Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 45. Asia Pacific Automated Order Picking System Consumption Market Share by Region (2020-2031)
 Figure 46. China Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 47. Japan Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 48. South Korea Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 49. China Taiwan Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 50. Southeast Asia Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 51. India Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 52. Latin America, Middle East & Africa Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 53. Latin America, Middle East & Africa Automated Order Picking System Consumption Market Share by Country (2020-2031)
 Figure 54. Mexico Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 55. Brazil Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 56. Turkey Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 57. GCC Countries Automated Order Picking System Consumption and Growth Rate (2020-2031) & (K Units)
 Figure 58. Global Production Market Share of Automated Order Picking System by Type (2020-2031)
 Figure 59. Global Production Value Market Share of Automated Order Picking System by Type (2020-2031)
 Figure 60. Global Automated Order Picking System Price (US$/Unit) by Type (2020-2031)
 Figure 61. Global Production Market Share of Automated Order Picking System by Application (2020-2031)
 Figure 62. Global Production Value Market Share of Automated Order Picking System by Application (2020-2031)
 Figure 63. Global Automated Order Picking System Price (US$/Unit) by Application (2020-2031)
 Figure 64. Automated Order Picking System Value Chain
 Figure 65. Channels of Distribution (Direct Vs Distribution)
 Figure 66. Bottom-up and Top-down Approaches for This Report
 Figure 67. Data Triangulation
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