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市場調查報告書
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1476327

到 2030 年按燈揀選 (PTL) 市場預測：按營運、方法、動力來源、技術、應用、最終用戶和地區進行的全球分析

Pick to Light Market Forecasts to 2030 - Global Analysis By Operation (Batch Picking, Zone Picking, Wave Picking, Cluster Picking, Piece Picking and Other Operations), Method, Power Source, Technology, Application, 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個工作天內

價格

根據Stratistics MRC預測，2023年全球PTL市場規模將達到5.1394億美元，預計2030年將達到9.1564億美元，預測期內複合年成長率為8.6%。

按燈揀貨 (PTL) 是一種用於訂單處理和組裝作業的技術。使用安裝在倉庫和配送中心的儲存區域和揀貨箱中的燈。當需要拾取物品時，對應的燈會亮起，引導拾取器到達準確位置。此方法透過向揀選員提供視覺提示，有助於減少錯誤、提高效率並加快揀選操作。按燈揀選 (PTL) 系統在 SKU 數量較多、快速流動的庫存環境中特別有用，在這些環境中，準確性和速度至關重要。

根據美國勞工統計局的數據，從 2020 年 4 月到 2021 年 4 月，美國倉儲業的勞動力成長了 13.6%。

全球電子商務快速擴張

隨著線上零售的不斷激增，企業面臨著快速、準確地履行訂單的壓力。燈光揀選 (PTL) 系統可最大限度地減少倉庫作業中的錯誤並最佳化揀選速度，從而提供高效的解決方案。隨著對快速訂單履行的需求不斷增加，電子商務公司擴大採用按燈揀貨 (PTL) 技術來提高倉庫效率並滿足客戶期望，從而推動市場成長。

複雜的實施

倉庫佈局的複雜性、與倉庫管理系統 (WMS) 等現有基礎設施的整合以及特定工作流程的客製化要求等因素導致了按燈揀貨系統的複雜實施。這種複雜性可能會導致更長的實施時間、更高的初始成本以及對專業知識的需求，從而阻礙一些公司採用按燈揀貨 (PTL) 解決方案，並減緩市場成長。

越來越重視及時庫存管理

燈光揀貨 (PTL) 系統使公司能夠最佳化倉庫業務、最大限度地降低庫存持有成本並準確、快速地履行訂單。透過促進即時揀選指導並減少錯誤，這些系統符合及時庫存管理原則，使公司能夠在滿足客戶需求的同時保持精益存量基準。這種一致性正在推動各行業採用按燈揀貨解決方案，以提高業務效率和敏捷性。

初始成本高

燈光揀選 (PTL) 系統通常具有較高的初始成本，因為它們需要專門的硬體，例如燈光模組、顯示器、感測器以及與現有倉庫管理系統的整合。此外，安裝、培訓和客製化等實施成本也會增加初始投資。此外，高初始投資的感知風險可能會阻止潛在買家考慮這些系統的好處，從而阻礙市場成長。

COVID-19 的影響

COVID-19 的爆發對燈光揀選 (PTL) 市場產生了各種影響。一方面，不斷成長的電子商務需求和對高效訂單處理解決方案的需求推動了按燈揀貨 (PTL) 系統的採用。另一方面，全球供應鏈中斷、勞動力短缺和經濟不確定性減緩了市場成長。此外，一些受經濟衰退打擊的行業，例如零售和餐旅服務業，已經縮減了對倉庫自動化的投資，影響了對按燈揀貨 (PTL) 解決方案的需求。整體而言，疫情對市場的影響好壞參半。

預計批次揀貨部分在預測期內將是最大的

批次揀貨業務預計將出現利潤豐厚的成長。按燈揀選 (PTL) 市場中的批次揀貨涉及倉庫人員同時揀選多個訂單。集中揀選任務、減少行程時間並提高訂單處理速度來最佳化效率。這種方法對於希望簡化流程並快速滿足客戶需求的大批量物流中心和電子商務履約業務尤其有利。該方法提供了一種擴充性的解決方案，可在當今快節奏的物流環境中提高生產力並降低營運成本。

預計電子商務產業在預測期內將出現最高的複合年成長率。

預計電子商務產業在預測期內將以最高複合年成長率成長。燈光揀選 (PTL) 系統透過提高效率和準確性徹底改變了電子商務訂單處理。在電子商務中，快速訂單處理非常重要，PTL 可最大限度地縮短揀選時間並實現更快的訂單處理和運輸。該技術與倉庫管理系統無縫整合，以增強庫存管理並最佳化工作流程。最終，PTL 系統透過在快節奏的電子商務世界中及時、無錯誤的交付來提高客戶滿意度。

比最大的地區

由於電子商務行業蓬勃發展、工業化快速發展以及倉庫和配送中心擴大採用自動化技術，亞太地區預計將在預測期內佔據最大的市場佔有率。中國、日本和印度等國家正在對物流和自動化進行重大投資，以滿足高效訂單履行日益成長的需求。此外，該地區創新新興企業的出現和主要企業的出現進一步推動了市場的擴張。

複合年成長率最高的地區：

預計北美在預測期內的複合年成長率最高。該地區成熟的電子商務生態系統，加上對更快的訂單處理和準確的庫存管理的需求，正在推動按燈揀貨 (PTL) 系統的採用。此外，零售、消費品和醫療保健等行業也擴大投資於倉庫自動化，以提高業務效率。此外，與人工智慧和物聯網整合等技術進步正在進一步推動市場成長。

提供免費客製化

訂閱此報告的客戶將收到以下免費自訂選項之一：

  • 公司簡介
    • 其他市場參與者的綜合分析（最多 3 家公司）
    • 主要企業SWOT分析（最多3家企業）
  • 區域分割
    • 根據客戶興趣對主要國家的市場估計、預測和複合年成長率（註：基於可行性檢查）
  • 競爭基準化分析
    • 根據產品系列、地理分佈和策略聯盟對主要企業基準化分析

目錄

第1章執行摘要

第2章 前言

  • 概述
  • 相關利益者
  • 調查範圍
  • 調查方法
    • 資料探勘
    • 資料分析
    • 資料檢驗
    • 研究途徑
  • 研究資訊來源
    • 主要研究資訊來源
    • 二次研究資訊來源
    • 先決條件

第3章市場趨勢分析

  • 促進因素
  • 抑制因素
  • 機會
  • 威脅
  • 技術分析
  • 應用分析
  • 最終用戶分析
  • 新興市場
  • COVID-19 的影響

第4章波特五力分析

  • 供應商的議價能力
  • 買方議價能力
  • 替代品的威脅
  • 新進入者的威脅
  • 競爭公司之間的敵對關係

第5章全球按燈揀選（PTL）市場：依營運分類

  • 批次揀貨
  • 分區揀貨
  • 波浪式揀貨
  • 叢集採摘
  • 件採摘
  • 其他操作

第6章全球 Pick-to-Lite (PTL) 市場：依方法

  • 手動的
  • 自動引導

第7章全球按燈揀貨 (PTL) 市場：依動力來源

  • 電池供電
  • 太陽能
  • 混合驅動
  • 網格驅動
  • 其他動力來源

第8章全球按燈揀選 (PTL) 市場：依技術分類

  • LED底座
  • 條碼掃描
  • RFID（無線射頻辨識）
  • 機器學習和人工智慧 (AI)
  • 其他技術

第9章全球按燈揀貨 (PTL) 市場：依應用分類

  • 訂單處理和倉儲
  • 組裝業務
  • 配套
  • 越庫作業
  • 其他用途

第 10 章全球Pick-to-Lite (PTL) 市場：依最終使用者分類

  • 食品與飲品
  • 電子商務
  • 車
  • 藥品
  • 電子產品
  • 其他最終用戶

第11章全球 Pick-to-Lite (PTL) 市集：按地區

  • 北美洲
    • 美國
    • 加拿大
    • 墨西哥
  • 歐洲
    • 德國
    • 英國
    • 義大利
    • 法國
    • 西班牙
    • 其他歐洲國家
  • 亞太地區
    • 日本
    • 中國
    • 印度
    • 澳洲
    • 紐西蘭
    • 韓國
    • 其他亞太地區
  • 南美洲
    • 阿根廷
    • 巴西
    • 智利
    • 南美洲其他地區
  • 中東/非洲
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 卡達
    • 南非
    • 其他中東和非洲

第12章 主要進展

  • 合約、夥伴關係、協作和合資企業
  • 收購和合併
  • 新產品發布
  • 業務擴展
  • 其他關鍵策略

第13章 公司概況

  • Honeywell Intelligrated
  • Swisslog
  • Matthews Automation Solutions
  • Vanderlande
  • Knapp AG
  • Bastian Solutions
  • FastPic Systems
  • Kardex Group
  • ASI Technologies
  • Inther Group
  • SDI Group
  • WITRON
  • Codeworks
  • Flexcon
  • CREFORM
Product Code: SMRC25873

According to Stratistics MRC, the Global Pick to Light Market is accounted for $513.94 million in 2023 and is expected to reach $915.64 million by 2030 growing at a CAGR of 8.6% during the forecast period. Pick-to-Light is a technology used in order fulfilment and assembly operations. It involves the use of lights mounted at storage locations or picking bins in a warehouse or distribution center. When an item needs to be picked, the corresponding light illuminates, directing the picker to the exact location. This method helps reduce errors, increase efficiency, and speed up the picking process by providing visual cues to the picker. Pick-to-Light systems are particularly useful in environments with high SKU counts and fast-moving inventory, where accuracy and speed are essential.

According to the Bureau of Labor Statistics, the US warehousing and storage sector saw an increase of 13.6% in the workforce from April 2020 to April 2021, due to an increase in the number of warehouses in the country.

Market Dynamics:

Driver:

Rapid expansion of e-commerce globally

As online retail continues to surge, businesses face increasing pressure to fulfill orders quickly and accurately. Pick to light systems offer a highly efficient solution by minimizing errors and optimizing picking speed in warehouse operations. With the demand for fast order fulfillment rising, e-commerce companies are increasingly turning to pick to light technology to enhance their warehouse efficiency and meet customer expectations, thereby driving market growth.

Restraint:

Complex implementation

Complex implementation in pick to light systems arises due to factors such as warehouse layout intricacies, integration with existing infrastructure like Warehouse Management Systems (WMS), and customization requirements for specific workflows. This complexity can lead to longer deployment times, higher initial costs, and the need for specialized expertise, which may deter some businesses from adopting pick to light solutions, potentially hindering market growth.

Opportunity:

Increasing emphasis on just-in-time inventory management practices

Pick to light systems enable businesses to optimize their warehouse operations, minimize inventory holding costs, and fulfill orders accurately and quickly. By facilitating real-time picking guidance and reducing errors, these systems align well with the principles of just-in-time inventory management, helping businesses meet customer demands promptly while maintaining lean inventory levels. This alignment drives the adoption of Pick to light solutions across industries seeking to enhance operational efficiency and agility.

Threat:

High upfront costs

Pick to light systems often have high upfront costs due to the need for specialized hardware, such as light modules, displays, and sensors, as well as integration with existing warehouse management systems. Additionally, implementation costs, including installation, training, and customization, can further contribute to the initial investment. Moreover, the perceived risk of high initial investment may discourage potential buyers from exploring the benefits of these systems, hindering market growth.

Covid-19 Impact

The covid-19 pandemic has mixed impact on the pick to light market. On one hand, the increased demand for e-commerce and the need for efficient order fulfillment solutions boosted the adoption of pick to light systems. On the other hand, disruptions in global supply chains, workforce shortages, and economic uncertainties slowed down market growth. Additionally, some industries experiencing downturns, such as retail and hospitality, reduced their investments in warehouse automation, affecting the demand for pick to light solutions. Overall, the pandemic led to a varied impact on the market.

The batch picking segment is expected to be the largest during the forecast period

The batch picking segment is estimated to have a lucrative growth. Batch picking in the pick to light market involves the simultaneous picking of multiple orders by warehouse personnel. It optimizes efficiency by consolidating picking tasks, reducing travel time, and increasing order fulfillment speed. This method is particularly beneficial for high-volume distribution centers and e-commerce fulfillment operations seeking to streamline their processes and meet customer demands promptly. It offers a scalable solution to improve productivity and reduce operational costs in today's fast-paced logistics landscape.

The e-commerce segment is expected to have the highest CAGR during the forecast period

The e-commerce segment is anticipated to witness the highest CAGR growth during the forecast period. Pick to light systems revolutionize e-commerce order fulfillment by increasing efficiency and accuracy. In e-commerce, where rapid order processing is crucial, PTL minimizes picking time, enabling faster order fulfillment and shipping. This technology integrates seamlessly with warehouse management systems, enhancing inventory control and optimizing workflows. Ultimately, PTL systems enhance customer satisfaction through timely and error-free deliveries in the fast-paced world of e-commerce.

Region with largest share:

Asia Pacific is projected to hold the largest market share during the forecast period driven by the booming e-commerce sector, rapid industrialization, and increasing adoption of automation technologies in warehouses and distribution centers. Countries like China, Japan, and India are witnessing substantial investments in logistics infrastructure and automation to meet the growing demand for efficient order fulfillment. Additionally, the emergence of innovative start-ups and the presence of key players in the region are further propelling market expansion.

Region with highest CAGR:

North America is projected to have the highest CAGR over the forecast period. The region's mature e-commerce ecosystem, coupled with the demand for faster order fulfillment and accurate inventory management, is driving the adoption of pick to light systems. Additionally, industries like retail, consumer goods, and healthcare are increasingly investing in warehouse automation to enhance operational efficiency. Moreover, technological advancements, such as integration with AI and IoT, are further propelling market growth.

Key players in the market

Some of the key players profiled in the Pick to Light Market include Honeywell Intelligrated, Swisslog, Matthews Automation Solutions, Vanderlande, Knapp AG, Bastian Solutions, FastPic Systems, Kardex Group, ASI Technologies, Inther Group, SDI Group, WITRON, Codeworks, Flexcon and CREFORM.

Key Developments:

In April 2016, Honeywell Intelligrated has launched several pick-to-light systems, including the Trak3, which allows multiple order fillers to pick in a single zone. The Trak3's multicolored indicator lights can support up to four order fillers per zone, enabling simultaneous filling of multiple orders or guiding operators to perform value-added services.

Operations Covered:

  • Batch Picking
  • Zone Picking
  • Wave Picking
  • Cluster Picking
  • Piece Picking
  • Other Operations

Methods Covered:

  • Manual
  • Auto Guided

Power Sources Covered:

  • Battery-Powered
  • Solar-Powered
  • Hybrid Power Source
  • Grid-Powered
  • Other Power Sources

Technologies Covered:

  • LED-Based
  • Barcode Scanning
  • RFID (Radio-Frequency Identification)
  • Machine Learning & Artificial Intelligence (AI)
  • Other Technologies

Applications Covered:

  • Order Fulfillment & Warehousing
  • Assembly Line Operations
  • Kitting
  • Cross-Docking
  • Other Applications

End Users Covered:

  • Food & Beverages
  • E-commerce
  • Automotive
  • Pharmaceuticals
  • Electronics
  • 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 2021, 2022, 2023, 2026, and 2030
  • 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 Technology Analysis
  • 3.7 Application 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 Pick to Light Market, By Operation

  • 5.1 Introduction
  • 5.2 Batch Picking
  • 5.3 Zone Picking
  • 5.4 Wave Picking
  • 5.5 Cluster Picking
  • 5.6 Piece Picking
  • 5.7 Other Operations

6 Global Pick to Light Market, By Method

  • 6.1 Introduction
  • 6.2 Manual
  • 6.3 Auto Guided

7 Global Pick to Light Market, By Power Source

  • 7.1 Introduction
  • 7.2 Battery-Powered
  • 7.3 Solar-Powered
  • 7.4 Hybrid Power Source
  • 7.5 Grid-Powered
  • 7.6 Other Power Sources

8 Global Pick to Light Market, By Technology

  • 8.1 Introduction
  • 8.2 LED-Based
  • 8.3 Barcode Scanning
  • 8.4 RFID (Radio-Frequency Identification)
  • 8.5 Machine Learning & Artificial Intelligence (AI)
  • 8.6 Other Technologies

9 Global Pick to Light Market, By Application

  • 9.1 Introduction
  • 9.2 Order Fulfillment & Warehousing
  • 9.3 Assembly Line Operations
  • 9.4 Kitting
  • 9.5 Cross-Docking
  • 9.6 Other Applications

10 Global Pick to Light Market, By End User

  • 10.1 Introduction
  • 10.2 Food & Beverages
  • 10.3 E-commerce
  • 10.4 Automotive
  • 10.5 Pharmaceuticals
  • 10.6 Electronics
  • 10.7 Other End Users

11 Global Pick to Light Market, By Geography

  • 11.1 Introduction
  • 11.2 North America
    • 11.2.1 US
    • 11.2.2 Canada
    • 11.2.3 Mexico
  • 11.3 Europe
    • 11.3.1 Germany
    • 11.3.2 UK
    • 11.3.3 Italy
    • 11.3.4 France
    • 11.3.5 Spain
    • 11.3.6 Rest of Europe
  • 11.4 Asia Pacific
    • 11.4.1 Japan
    • 11.4.2 China
    • 11.4.3 India
    • 11.4.4 Australia
    • 11.4.5 New Zealand
    • 11.4.6 South Korea
    • 11.4.7 Rest of Asia Pacific
  • 11.5 South America
    • 11.5.1 Argentina
    • 11.5.2 Brazil
    • 11.5.3 Chile
    • 11.5.4 Rest of South America
  • 11.6 Middle East & Africa
    • 11.6.1 Saudi Arabia
    • 11.6.2 UAE
    • 11.6.3 Qatar
    • 11.6.4 South Africa
    • 11.6.5 Rest of Middle East & Africa

12 Key Developments

  • 12.1 Agreements, Partnerships, Collaborations and Joint Ventures
  • 12.2 Acquisitions & Mergers
  • 12.3 New Product Launch
  • 12.4 Expansions
  • 12.5 Other Key Strategies

13 Company Profiling

  • 13.1 Honeywell Intelligrated
  • 13.2 Swisslog
  • 13.3 Matthews Automation Solutions
  • 13.4 Vanderlande
  • 13.5 Knapp AG
  • 13.6 Bastian Solutions
  • 13.7 FastPic Systems
  • 13.8 Kardex Group
  • 13.9 ASI Technologies
  • 13.10 Inther Group
  • 13.11 SDI Group
  • 13.12 WITRON
  • 13.13 Codeworks
  • 13.14 Flexcon
  • 13.15 CREFORM

List of Tables

  • Table 1 Global Pick to Light Market Outlook, By Region (2021-2030) ($MN)
  • Table 2 Global Pick to Light Market Outlook, By Operation (2021-2030) ($MN)
  • Table 3 Global Pick to Light Market Outlook, By Batch Picking (2021-2030) ($MN)
  • Table 4 Global Pick to Light Market Outlook, By Zone Picking (2021-2030) ($MN)
  • Table 5 Global Pick to Light Market Outlook, By Wave Picking (2021-2030) ($MN)
  • Table 6 Global Pick to Light Market Outlook, By Cluster Picking (2021-2030) ($MN)
  • Table 7 Global Pick to Light Market Outlook, By Piece Picking (2021-2030) ($MN)
  • Table 8 Global Pick to Light Market Outlook, By Other Operations (2021-2030) ($MN)
  • Table 9 Global Pick to Light Market Outlook, By Method (2021-2030) ($MN)
  • Table 10 Global Pick to Light Market Outlook, By Manual (2021-2030) ($MN)
  • Table 11 Global Pick to Light Market Outlook, By Auto Guided (2021-2030) ($MN)
  • Table 12 Global Pick to Light Market Outlook, By Power Source (2021-2030) ($MN)
  • Table 13 Global Pick to Light Market Outlook, By Battery-Powered (2021-2030) ($MN)
  • Table 14 Global Pick to Light Market Outlook, By Solar-Powered (2021-2030) ($MN)
  • Table 15 Global Pick to Light Market Outlook, By Hybrid Power Source (2021-2030) ($MN)
  • Table 16 Global Pick to Light Market Outlook, By Grid-Powered (2021-2030) ($MN)
  • Table 17 Global Pick to Light Market Outlook, By Other Power Sources (2021-2030) ($MN)
  • Table 18 Global Pick to Light Market Outlook, By Technology (2021-2030) ($MN)
  • Table 19 Global Pick to Light Market Outlook, By LED-Based (2021-2030) ($MN)
  • Table 20 Global Pick to Light Market Outlook, By Barcode Scanning (2021-2030) ($MN)
  • Table 21 Global Pick to Light Market Outlook, By RFID (Radio-Frequency Identification) (2021-2030) ($MN)
  • Table 22 Global Pick to Light Market Outlook, By Machine Learning & Artificial Intelligence (AI) (2021-2030) ($MN)
  • Table 23 Global Pick to Light Market Outlook, By Other Technologies (2021-2030) ($MN)
  • Table 24 Global Pick to Light Market Outlook, By Application (2021-2030) ($MN)
  • Table 25 Global Pick to Light Market Outlook, By Order Fulfillment & Warehousing (2021-2030) ($MN)
  • Table 26 Global Pick to Light Market Outlook, By Assembly Line Operations (2021-2030) ($MN)
  • Table 27 Global Pick to Light Market Outlook, By Kitting (2021-2030) ($MN)
  • Table 28 Global Pick to Light Market Outlook, By Cross-Docking (2021-2030) ($MN)
  • Table 29 Global Pick to Light Market Outlook, By Other Applications (2021-2030) ($MN)
  • Table 30 Global Pick to Light Market Outlook, By End User (2021-2030) ($MN)
  • Table 31 Global Pick to Light Market Outlook, By Food & Beverages (2021-2030) ($MN)
  • Table 32 Global Pick to Light Market Outlook, By E-commerce (2021-2030) ($MN)
  • Table 33 Global Pick to Light Market Outlook, By Automotive (2021-2030) ($MN)
  • Table 34 Global Pick to Light Market Outlook, By Pharmaceuticals (2021-2030) ($MN)
  • Table 35 Global Pick to Light Market Outlook, By Electronics (2021-2030) ($MN)
  • Table 36 Global Pick to Light Market Outlook, By Other End Users (2021-2030) ($MN)

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