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レポート概要
物流自動化市場 - レポート範囲 TMRの調査レポート「世界の物流自動化市場は、2023年から2031年までの予測期間における市場の指標に関する貴重な洞察を得るために、過去だけでなく現在の成長動向と機会についても調査しています。当レポートでは、2023年を基準年、2031年を予測年として、2017年から2031年までの世界の物流自動化市場の収益を提供しています。また2023年から2031年までの世界の物流自動化市場の年平均成長率(CAGR %)も掲載しています。 本レポートは広範な調査を経て作成されましました。主要オピニオンリーダー、業界リーダー、オピニオンメーカーへのインタビューを実施しました。二次調査では、主要企業の製品資料、年次報告書、プレスリリース、関連文書などを参照し、物流自動化市場を理解しました。 二次調査には、インターネットソース、政府機関の統計データ、ウェブサイト、業界団体なども含まれます。アナリストは、世界の物流自動化市場の様々な属性を調査するために、トップダウンアプローチとボトムアップアプローチの組み合わせを採用しました。 本レポートには、調査範囲に含まれる様々なセグメントの成長動向のスナップショットとともに、詳細なエグゼクティブサマリーが含まれています。さらに、世界の物流自動化市場における競争ダイナミクスの変化にも焦点を当てています。これらは、既存の市場プレイヤーだけでなく、世界の物流自動化市場への参入に関心のある企業にとっても貴重なツールとなります。 当レポートでは、世界の物流自動化市場の競争状況について調査しています。世界の物流自動化市場で事業を展開する主要企業が特定され、その各企業が様々な属性でプロファイルされています。会社概要、財務状況、最近の動向、SWOTは、本レポートで紹介されている世界の物流自動化市場のプレイヤーの項目です。 物流自動化の世界市場レポートが回答した主要内容 - 予測期間中の全地域における物流自動化の売上高/収益 - 世界の物流自動化市場におけるビジネスチャンス - 市場の主な促進要因、阻害要因、機会、脅威 - 予測期間中に最も速いCAGRで拡大する地域市場 - 2031年に世界で最も高い収益を上げると予測されるセグメント - 予測期間中に最も高いCAGRで拡大すると予測されるセグメント - 世界市場で事業を展開する各企業の市場ポジション 物流自動化市場 - 調査目的と調査アプローチ 物流自動化の世界市場に関する包括的なレポートは、概要から始まり、調査範囲と目的が続きます。本レポートでは、本調査の目的、市場で事業を展開する主要ベンダーと流通業者、製品の承認に関する規制シナリオについて詳細に解説しています。 本レポートは、読みやすさを考慮し、各セクションを章ごとに分割したレイアウトになっています。本レポートは、グラフや表が適切に散りばめられた網羅的なコレクションで構成されています。主要セグメントの実績値と予測値を図式化し、読者に視覚的に訴えます。また、過去と予測期間末の主要セグメントの市場シェアの比較も可能です。 当レポートでは、世界の物流自動化市場を製品、エンドユーザー、地域の観点から分析しています。各基準の主要セグメントを詳細に調査し、2031年末時点の各セグメントにおける市場シェアを掲載しています。このような貴重な洞察により、市場関係者は世界の物流自動化に対する投資について、十分な情報に基づいたビジネス上の意思決定を行うことができます。 |
1. 序論
2. エグゼクティブサマリー
3. 市場動向
4. 関連産業&主要指標分析
5. 世界の物流自動化市場分析:提供別
6. 世界の物流自動化市場分析:用途別
7. 世界の物流自動化市場分析:エンドユーザー別
8. 世界の物流自動化市場分析&予測:地域別
9. 北米の物流自動化市場分析&予測
10. ヨーロッパの物流自動化市場分析&予測
11. アジア太平洋の物流自動化市場分析&予測
12. 中東・アフリカの物流自動化市場分析&予測
13. 南米の物流自動化市場分析&予測
14. 競争分析
15. 企業情報(世界のメーカー/サプライヤー)
16. 市場参入戦略
1. Preface
1.1. Market and Segments Definition
1.2. Market Taxonomy
1.3. Research Methodology
1.4. Assumption and Acronyms
2. Executive Summary
2.1. Global Logistics Automation Market Overview
2.2. Regional Outline
2.3. Industry Outline
2.4. Market Dynamics Snapshot
2.5. Competition Blueprint
3. Market Dynamics
3.1. Macro-economic Factors
3.2. Drivers
3.3. Restraints
3.4. Opportunities
3.5. Key Trends
3.6. Regulatory Framework
4. Associated Industry and Key Indicator Assessment
4.1. Parent Industry Overview – Industry Automation Overview
4.2. Ecosystem Analysis
4.3. Pricing Analysis
4.4. Technology Roadmap Analysis
4.5. Industry SWOT Analysis
4.6. Porter Five Forces Analysis
5. Global Logistics Automation Market Analysis By Offering
5.1. Logistics Automation Market Size (US$ Bn) and Volume (Billion Units) Analysis & Forecast, By Offering, 2017-2031
5.1.1. Hardware (US$ Bn and Billion Units)
5.1.1.1. Robots
5.1.1.2. Automated Storage and Retrieval System (ASRS)
5.1.1.3. Vehicle Trackers
5.1.1.4. Others
5.1.2. Software
5.1.2.1. WMS (Warehouse Management System)
5.1.2.2. TMS (Transportation Management System)
5.1.2.3. Automatic Identification and Data Capture (AIDC)
5.1.3. Services
5.1.3.1. Training and Consulting Services
5.1.3.2. Repair and Maintenance Services
5.2. Market Attractiveness Analysis, By Offering
6. Global Logistics Automation Market Analysis By Application
6.1. Logistics Automation Market Size (US$ Bn) Analysis & Forecast, By Application, 2017-2031
6.1.1. Loading and Unloading
6.1.2. Sortation and Storage
6.1.3. Inventory Management
6.1.4. Shipment Scheduling and Tracking
6.1.5. Others
6.2. Market Attractiveness Analysis, By Application
7. Global Logistics Automation Market Analysis By End-use Industry
7.1. Logistics Automation Market Size (US$ Bn) Analysis & Forecast, By End-use Industry, 2017-2031
7.1.1. Food and Beverage
7.1.2. FMCG (Fast-moving Consumer Goods)
7.1.3. Fashion and Apparel
7.1.4. Healthcare
7.1.5. Automotive
7.1.6. Retail
7.1.7. 3PL
7.1.8. Consumer Electronics
7.1.9. Chemical
7.1.10. Metals and Mining
7.1.11. Others
7.2. Market Attractiveness Analysis, By End-use Industry
8. Global Logistics Automation Market Analysis and Forecast, By Region
8.1. Logistics Automation Market Size (US$ Bn) and Volume (Billion Units) Analysis & Forecast, By Region, 2017-2031
8.1.1. North America
8.1.2. Europe
8.1.3. Asia Pacific
8.1.4. Middle East & Africa
8.1.5. South America
8.2. Market Attractiveness Analysis, By Region
9. North America Logistics Automation Market Analysis and Forecast
9.1. Market Snapshot
9.2. Logistics Automation Market Size (US$ Bn) and Volume (Billion Units) Analysis & Forecast, By Offering, 2017-2031
9.2.1. Hardware (US$ Bn and Billion Units)
9.2.1.1. Robots
9.2.1.2. Automated Storage and Retrieval System (ASRS)
9.2.1.3. Vehicle Trackers
9.2.1.4. Others
9.2.2. Software
9.2.2.1. WMS (Warehouse Management System)
9.2.2.2. TMS (Transportation Management System)
9.2.2.3. Automatic Identification and Data Capture (AIDC)
9.2.3. Services
9.2.3.1. Training and Consulting Services
9.2.3.2. Repair and Maintenance Services
9.3. Logistics Automation Market Size (US$ Bn) Analysis & Forecast, By Application, 2017-2031
9.3.1. Loading and Unloading
9.3.2. Sortation and Storage
9.3.3. Inventory Management
9.3.4. Shipment Scheduling and Tracking
9.3.5. Others
9.4. Logistics Automation Market Size (US$ Bn) Analysis & Forecast, By End-use Industry, 2017-2031
9.4.1. Food and Beverage
9.4.2. FMCG (Fast-moving Consumer Goods)
9.4.3. Fashion and Apparel
9.4.4. Healthcare
9.4.5. Automotive
9.4.6. Retail
9.4.7. 3PL
9.4.8. Consumer Electronics
9.4.9. Chemical
9.4.10. Metals and Mining
9.4.11. Others
9.5. Logistics Automation Market Size (US$ Bn) and Volume (Billion Units) Analysis & Forecast, By Country and Sub-region, 2017-2031
9.5.1. The U.S.
9.5.2. Canada
9.5.3. Rest of North America
9.6. Market Attractiveness Analysis
9.6.1. By Offering
9.6.2. By Application
9.6.3. By End-use Industry
9.6.4. By Country/Sub-region
10. Europe Logistics Automation Market Analysis and Forecast
10.1. Market Snapshot
10.2. Logistics Automation Market Size (US$ Bn) and Volume (Billion Units) Analysis & Forecast, By Offering, 2017-2031
10.2.1. Hardware (US$ Bn and Billion Units)
10.2.1.1. Robots
10.2.1.2. Automated Storage and Retrieval System (ASRS)
10.2.1.3. Vehicle Trackers
10.2.1.4. Others
10.2.2. Software
10.2.2.1. WMS (Warehouse Management System)
10.2.2.2. TMS (Transportation Management System)
10.2.2.3. Automatic Identification and Data Capture (AIDC)
10.2.3. Services
10.2.3.1. Training and Consulting Services
10.2.3.2. Repair and Maintenance Services
10.3. Logistics Automation Market Size (US$ Bn) Analysis & Forecast, By Application, 2017-2031
10.3.1. Loading and Unloading
10.3.2. Sortation and Storage
10.3.3. Inventory Management
10.3.4. Shipment Scheduling and Tracking
10.3.5. Others
10.4. Logistics Automation Market Size (US$ Bn) Analysis & Forecast, By End-use Industry, 2017-2031
10.4.1. Food and Beverage
10.4.2. FMCG (Fast-moving Consumer Goods)
10.4.3. Fashion and Apparel
10.4.4. Healthcare
10.4.5. Automotive
10.4.6. Retail
10.4.7. 3PL
10.4.8. Consumer Electronics
10.4.9. Chemical
10.4.10. Metals and Mining
10.4.11. Others
10.5. Logistics Automation Market Size (US$ Bn) and Volume (Billion Units) Analysis & Forecast, By Country and Sub-region, 2017-2031
10.5.1. The U.K.
10.5.2. Germany
10.5.3. France
10.5.4. Rest of Europe
10.6. Market Attractiveness Analysis
10.6.1. By Offering
10.6.2. By Application
10.6.3. By End-use Industry
10.6.4. By Country/Sub-region
11. Asia Pacific Logistics Automation Market Analysis and Forecast
11.1. Market Snapshot
11.2. Logistics Automation Market Size (US$ Bn) and Volume (Billion Units) Analysis & Forecast, By Offering, 2017-2031
11.2.1. Hardware (US$ Bn and Billion Units)
11.2.1.1. Robots
11.2.1.2. Automated Storage and Retrieval System (ASRS)
11.2.1.3. Vehicle Trackers
11.2.1.4. Others
11.2.2. Software
11.2.2.1. WMS (Warehouse Management System)
11.2.2.2. TMS (Transportation Management System)
11.2.2.3. Automatic Identification and Data Capture (AIDC)
11.2.3. Services
11.2.3.1. Training and Consulting Services
11.2.3.2. Repair and Maintenance Services
11.3. Logistics Automation Market Size (US$ Bn) Analysis & Forecast, By Application, 2017-2031
11.3.1. Loading and Unloading
11.3.2. Sortation and Storage
11.3.3. Inventory Management
11.3.4. Shipment Scheduling and Tracking
11.3.5. Others
11.4. Logistics Automation Market Size (US$ Bn) Analysis & Forecast, By End-use Industry, 2017-2031
11.4.1. Food and Beverage
11.4.2. FMCG (Fast-moving Consumer Goods)
11.4.3. Fashion and Apparel
11.4.4. Healthcare
11.4.5. Automotive
11.4.6. Retail
11.4.7. 3PL
11.4.8. Consumer Electronics
11.4.9. Chemical
11.4.10. Metals and Mining
11.4.11. Others
11.5. Logistics Automation Market Size (US$ Bn) and Volume (Billion Units) Analysis & Forecast, By Country and Sub-region, 2017-2031
11.5.1. China
11.5.2. Japan
11.5.3. India
11.5.4. South Korea
11.5.5. ASEAN
11.5.6. Rest of Asia Pacific
11.6. Market Attractiveness Analysis
11.6.1. By Offering
11.6.2. By Application
11.6.3. By End-use Industry
11.6.4. By Country/Sub-region
12. Middle East and Africa Logistics Automation Market Analysis and Forecast
12.1. Market Snapshot
12.2. Logistics Automation Market Size (US$ Bn) and Volume (Billion Units) Analysis & Forecast, By Offering, 2017-2031
12.2.1. Hardware (US$ Bn and Billion Units)
12.2.1.1. Robots
12.2.1.2. Automated Storage and Retrieval System (ASRS)
12.2.1.3. Vehicle Trackers
12.2.1.4. Others
12.2.2. Software
12.2.2.1. WMS (Warehouse Management System)
12.2.2.2. TMS (Transportation Management System)
12.2.2.3. Automatic Identification and Data Capture (AIDC)
12.2.3. Services
12.2.3.1. Training and Consulting Services
12.2.3.2. Repair and Maintenance Services
12.3. Logistics Automation Market Size (US$ Bn) Analysis & Forecast, By Application, 2017-2031
12.3.1. Loading and Unloading
12.3.2. Sortation and Storage
12.3.3. Inventory Management
12.3.4. Shipment Scheduling and Tracking
12.3.5. Others
12.4. Logistics Automation Market Size (US$ Bn) Analysis & Forecast, By End-use Industry, 2017-2031
12.4.1. Food and Beverage
12.4.2. FMCG (Fast-moving Consumer Goods)
12.4.3. Fashion and Apparel
12.4.4. Healthcare
12.4.5. Automotive
12.4.6. Retail
12.4.7. 3PL
12.4.8. Consumer Electronics
12.4.9. Chemical
12.4.10. Metals and Mining
12.4.11. Others
12.5. Logistics Automation Market Size (US$ Bn) and Volume (Billion Units) Analysis & Forecast, By Country and Sub-region, 2017-2031
12.5.1. GCC
12.5.2. South Africa
12.5.3. Rest of Middle East and Africa
12.6. Market Attractiveness Analysis
12.6.1. By Offering
12.6.2. By Application
12.6.3. By End-use Industry
12.6.4. By Country/Sub-region
13. South America Logistics Automation Market Analysis and Forecast
13.1. Market Snapshot
13.2. Logistics Automation Market Size (US$ Bn) and Volume (Billion Units) Analysis & Forecast, By Offering, 2017-2031
13.2.1. Hardware (US$ Bn and Billion Units)
13.2.1.1. Robots
13.2.1.2. Automated Storage and Retrieval System (ASRS)
13.2.1.3. Vehicle Trackers
13.2.1.4. Others
13.2.2. Software
13.2.2.1. WMS (Warehouse Management System)
13.2.2.2. TMS (Transportation Management System)
13.2.2.3. Automatic Identification and Data Capture (AIDC)
13.2.3. Services
13.2.3.1. Training and Consulting Services
13.2.3.2. Repair and Maintenance Services
13.3. Logistics Automation Market Size (US$ Bn) Analysis & Forecast, By Application, 2017-2031
13.3.1. Loading and Unloading
13.3.2. Sortation and Storage
13.3.3. Inventory Management
13.3.4. Shipment Scheduling and Tracking
13.3.5. Others
13.4. Logistics Automation Market Size (US$ Bn) Analysis & Forecast, By End-use Industry, 2017-2031
13.4.1. Food and Beverage
13.4.2. FMCG (Fast-moving Consumer Goods)
13.4.3. Fashion and Apparel
13.4.4. Healthcare
13.4.5. Automotive
13.4.6. Retail
13.4.7. 3PL
13.4.8. Consumer Electronics
13.4.9. Chemical
13.4.10. Metals and Mining
13.4.11. Others
13.5. Logistics Automation Market Size (US$ Bn) and Volume (Billion Units) Analysis & Forecast, By Country and Sub-region, 2017-2031
13.5.1. Brazil
13.5.2. Rest of South America
13.6. Market Attractiveness Analysis
13.6.1. By Offering
13.6.2. By Application
13.6.3. By End-use Industry
13.6.4. By Country/Sub-region
14. Competition Assessment
14.1. Global Logistics Automation Market Competition Matrix – a Dashboard View
14.1.1. Global Logistics Automation Market Company Share Analysis, by Value (2022)
14.1.2. Technological Differentiator
15. Company Profiles (Global Manufacturers/Suppliers)
15.1. ABB Ltd.
15.1.1. Overview
15.1.2. Product Portfolio
15.1.3. Sales Footprint
15.1.4. Key Subsidiaries or Distributors
15.1.5. Strategy and Recent Developments
15.1.6. Key Financials
15.2. Beumer Group GmbH & Co. KG
15.2.1. Overview
15.2.2. Product Portfolio
15.2.3. Sales Footprint
15.2.4. Key Subsidiaries or Distributors
15.2.5. Strategy and Recent Developments
15.2.6. Key Financials
15.3. CIGNEX
15.3.1. Overview
15.3.2. Product Portfolio
15.3.3. Sales Footprint
15.3.4. Key Subsidiaries or Distributors
15.3.5. Strategy and Recent Developments
15.3.6. Key Financials
15.4. Daifuku Co. Ltd
15.4.1. Overview
15.4.2. Product Portfolio
15.4.3. Sales Footprint
15.4.4. Key Subsidiaries or Distributors
15.4.5. Strategy and Recent Developments
15.4.6. Key Financials
15.5. Dematic
15.5.1. Overview
15.5.2. Product Portfolio
15.5.3. Sales Footprint
15.5.4. Key Subsidiaries or Distributors
15.5.5. Strategy and Recent Developments
15.5.6. Key Financials
15.6. Hitachi, Ltd. (JR Automation)
15.6.1. Overview
15.6.2. Product Portfolio
15.6.3. Sales Footprint
15.6.4. Key Subsidiaries or Distributors
15.6.5. Strategy and Recent Developments
15.6.6. Key Financials
15.7. Honeywell International, Inc.
15.7.1. Overview
15.7.2. Product Portfolio
15.7.3. Sales Footprint
15.7.4. Key Subsidiaries or Distributors
15.7.5. Strategy and Recent Developments
15.7.6. Key Financials
15.8. Jungheinrich AG
15.8.1. Overview
15.8.2. Product Portfolio
15.8.3. Sales Footprint
15.8.4. Key Subsidiaries or Distributors
15.8.5. Strategy and Recent Developments
15.8.6. Key Financials
15.9. Kardex Group
15.9.1. Overview
15.9.2. Product Portfolio
15.9.3. Sales Footprint
15.9.4. Key Subsidiaries or Distributors
15.9.5. Strategy and Recent Developments
15.9.6. Key Financials
15.10. Knapp AG
15.10.1. Overview
15.10.2. Product Portfolio
15.10.3. Sales Footprint
15.10.4. Key Subsidiaries or Distributors
15.10.5. Strategy and Recent Developments
15.10.6. Key Financials
15.11. Murata Machinery, Ltd.
15.11.1. Overview
15.11.2. Product Portfolio
15.11.3. Sales Footprint
15.11.4. Key Subsidiaries or Distributors
15.11.5. Strategy and Recent Developments
15.11.6. Key Financials
15.12. Oracle Corporation
15.12.1. Overview
15.12.2. Product Portfolio
15.12.3. Sales Footprint
15.12.4. Key Subsidiaries or Distributors
15.12.5. Strategy and Recent Developments
15.12.6. Key Financials
15.13. Seegrid Corporation
15.13.1. Overview
15.13.2. Product Portfolio
15.13.3. Sales Footprint
15.13.4. Key Subsidiaries or Distributors
15.13.5. Strategy and Recent Developments
15.13.6. Key Financials
15.14. Siemens AG
15.14.1. Overview
15.14.2. Product Portfolio
15.14.3. Sales Footprint
15.14.4. Key Subsidiaries or Distributors
15.14.5. Strategy and Recent Developments
15.14.6. Key Financials
15.15. Zebra Technologies Corp.
15.15.1. Overview
15.15.2. Product Portfolio
15.15.3. Sales Footprint
15.15.4. Key Subsidiaries or Distributors
15.15.5. Strategy and Recent Developments
15.15.6. Key Financials
16. Go to Market Strategy
16.1. Identification of Potential Market Spaces
16.2. Preferred Sales & Marketing Strategy
Table 1: Global Logistics Automation Market Value (US$ Bn) & Forecast, by Offering, 2017-2031
Table 2: Global Logistics Automation Market Volume (Billion Units) & Forecast, by Offering, 2017-2031
Table 3: Global Logistics Automation Market Value (US$ Bn) & Forecast, by Application, 2017-2031
Table 4: Global Logistics Automation Market Value (US$ Bn) & Forecast, by End-use Industry, 2017-2031
Table 5: Global Logistics Automation Market Value (US$ Bn) & Forecast, by Region, 2017-2031
Table 6: Global Logistics Automation Market Volume (Billion Units) & Forecast, by Region, 2017-2031
Table 7: North America Logistics Automation Market Value (US$ Bn) & Forecast, by Offering, 2017-2031
Table 8: North America Logistics Automation Market Volume (Billion Units) & Forecast, by Offering, 2017-2031
Table 9: North America Logistics Automation Market Value (US$ Bn) & Forecast, by Application, 2017-2031
Table 10: North America Logistics Automation Market Value (US$ Bn) & Forecast, by End-use Industry, 2017-2031
Table 11: North America Logistics Automation Market Value (US$ Bn) & Forecast, by Country and Sub-region, 2017-2031
Table 12: North America Logistics Automation Market Volume (Billion Units) & Forecast, by Country and Sub-region, 2017-2031
Table 13: Europe Logistics Automation Market Value (US$ Bn) & Forecast, by Offering, 2017-2031
Table 14: Europe Logistics Automation Market Volume (Billion Units) & Forecast, by Offering, 2017-2031
Table 15: Europe Logistics Automation Market Value (US$ Bn) & Forecast, by Application, 2017-2031
Table 16: Europe Logistics Automation Market Value (US$ Bn) & Forecast, by End-use Industry, 2017-2031
Table 17: Europe Logistics Automation Market Value (US$ Bn) & Forecast, by Country and Sub-region, 2017-2031
Table 18: Europe Logistics Automation Market Volume (Billion Units) & Forecast, by Country and Sub-region, 2017-2031
Table 19: Asia Pacific Logistics Automation Market Value (US$ Bn) & Forecast, by Offering, 2017-2031
Table 20: Asia Pacific Logistics Automation Market Volume (Billion Units) & Forecast, by Offering, 2017-2031
Table 21: Asia Pacific Logistics Automation Market Value (US$ Bn) & Forecast, by Application, 2017-2031
Table 22: Asia Pacific Logistics Automation Market Value (US$ Bn) & Forecast, by End-use Industry, 2017-2031
Table 23: Asia Pacific Logistics Automation Market Value (US$ Bn) & Forecast, by Country and Sub-region, 2017-2031
Table 24: Asia Pacific Logistics Automation Market Volume (Billion Units) & Forecast, by Country and Sub-region, 2017-2031
Table 25: Middle East and Africa Logistics Automation Market Value (US$ Bn) & Forecast, by Offering, 2017-2031
Table 26: Middle East and Africa Logistics Automation Market Volume (Billion Units) & Forecast, by Offering, 2017-2031
Table 27: Middle East and Africa Logistics Automation Market Value (US$ Bn) & Forecast, by Application, 2017-2031
Table 28: Middle East and Africa Logistics Automation Market Value (US$ Bn) & Forecast, by End-use Industry, 2017-2031
Table 29: Middle East and Africa Logistics Automation Market Value (US$ Bn) & Forecast, by Country and Sub-region, 2017-2031
Table 30: Middle East and Africa Logistics Automation Market Volume (Billion Units) & Forecast, by Country and Sub-region, 2017-2031
Table 31: South America Logistics Automation Market Value (US$ Bn) & Forecast, by Offering, 2017-2031
Table 32: South America Logistics Automation Market Volume (Billion Units) & Forecast, by Offering, 2017-2031
Table 33: South America Logistics Automation Market Value (US$ Bn) & Forecast, by Application, 2017-2031
Table 34: South America Logistics Automation Market Value (US$ Bn) & Forecast, by End-use Industry, 2017-2031
Table 35: South America Logistics Automation Market Value (US$ Bn) & Forecast, by Country and Sub-region, 2017-2031
Table 36: South America Logistics Automation Market Volume (Billion Units) & Forecast, by Country and Sub-region, 2017-2031