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Home » Our Report Repository » First and Last-mile Delivery Market Analysis and Global Forecast (2022-2030) with COVID Impact Analysis
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The first and last-mile delivery market size is projected to reach approximately $ XX billion by 2030, at a CAGR of X% from 2022 to 2030.
Report Code: EB_ICT | Page: 160 | Published Date: Upcoming

Categories: Food & Beverage, Packaging, Processed Food Tags: First and Last-mile Delivery Analysis, First and Last-mile Delivery Companies, First and Last-mile Delivery Forecast, First and Last-mile Delivery Growth, First and Last-mile Delivery Industry, First and Last-mile Delivery Restraints, First and Last-mile Delivery Share, First and Last-mile Delivery Size, First and Last-mile Delivery Trends
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Description

The Global first and last-mile delivery market size is projected to reach approximately $ XX billion by 2030, at a CAGR of X% from 2022 to 2030.

First-mile delivery begins after ordering. It involves the preparation of the product and ends with loading the goods into the final means of transport to get them into the hands of the final consumer. The final step is delivery to the customer’s orders, whether in-store (click and collect), at home, at the office, or a point of delivery.

There is a difference between a first-mile delivery and a last-mile delivery. Most first-mile deliveries are small but heavy-load shipments, making shipping and delivery much easier. The last mile is harder and takes longer because it deals with smaller quantities and more specific products that the customer will receive.

Industry 4.0 technology is expected to affect the way companies connect products, customers, production, and services. Supply chain solutions will become more efficient, adaptive, and customer-centric through digitization. Digital supply chains will be enabled by key technologies such as logistics and smart warehousing, as well as better data analytics. The technology adoption of Industry 4.0  is a key factor that is expected to drive the growth of the market. supply chain solutions, such as first- and last-mile logistics.

COVID-19 Impact Analysis

The COVID19 pandemic has altered established logistics strategies and impacted last-mile deliveries. The way packages are received, delivered, and received has changed due to social distancing restrictions. Contactless delivery has become a standard expectation. It ensures that social distancing compliance is maintained. Contactless delivery may seem like a simple operation where an executive simply leaves an item outside the customer’s door, but it’s not.

The customer must be notified when the delivery is complete without opening the door. To be contactless, cash and card payments must be eliminated. To maintain security requirements at a high level, companies must also provide customers with the most recent body temperature of delivery and retail employees, along with timestamps. As a result, there is increasing demand for innovative first- and last-mile delivery strategies, which will positively benefit the market in the long run.

Market Dynamics

The growth in the first and last-mile delivery market is driven by the rising globalization of businesses. The global economic recovery, growing business travel and trade, and increasing popularity of corporate events are some of the factors that are driving this growth. Technological advancement and investment in infrastructure will create opportunities for the first and last-mile delivery market.

Drivers

Ø  The rapid expansion of the transport facilities and reduction in delivery cost

The rapid expansion of vehicles due to technological advancements is driving the growth of the global first- and last-mile delivery market. The use of smart technologies and sensors along with the adaptation of the omnichannel ecosystem are contributing to the increase in market growth. The growing penetration of smartphones and high-speed internet access has also had a positive impact on the market. The consumption and supply of food and other goods are increasing due to population growth, which is expected to drive demand for the global first- and last-mile delivery market.

Reducing delivery costs due to the use of ground delivery vehicles, technological advancements in ground delivery vehicles, and increased venture capital to develop NextLevel ground delivery vehicles are considered key drivers of the market during the first and last-mile delivery forecast periods. market The factors that govern the first mile and last-mile market is the development and strict implementation of regulations regarding the operation of ground-delivery vehicles and performance issues in the environment untested and lacking in sound decision-making.

Restraint:

  • Poor management of last-mile delivery operations

One of the main reasons for high delivery costs is poor management of last-mile delivery operations, which is a key factor holding back market growth. High last-mile shipping costs, poor performance visibility, inability to track orders in real-time, high delivery costs,  orders not delivered on time, poor customer experience, push Fast delivery, outdated technology to manage deliveries, and inadequate route planning is some of the other important challenges that retailers and e-commerce stores face. Last-mile logistics service.

Opportunity:

  • Rise of e-commerce

With the rise of e-commerce, consumer preferences are increasingly becoming the center of attention in the business-driven delivery market. Large e-commerce companies as well as various startups have identified end-to-end services as the main differentiator from their competitors. The variety of delivery options and the perceived quality of the delivery service are the main deciding factors for online customers and thus have a direct impact on the success of the delivery services. e-commerce companies in the market. With this in mind, sellers are working hard to provide their customers with the best customer experience possible, including improving delivery times.

Segment Overview

By Good’s Type

The goods type segment of the market is divided into dry goods, postal, and liquid goods. The dry goods segment holds the highest market share. The market segment is expected to grow as the demand for dry goods imports and exports increases as the supply chain recovers from the pandemic. Companies are ordering truck boxes for last-mile deliveries, with dry cargo volumes rising sharply.

By Mode of Operation

The mode of operation segment is divided into light-duty vehicles, medium-duty vehicles, heavy-duty vehicles, self-driving vans and trucks, and delivery bots. The delivery bots segment is expected to grow at the highest CAGR during the forecast period. , companies are meeting these challenges through innovation. and create new products.

The delivery bot segment is forecast to grow at the highest CAGR during the forecast period. Long-distance logistics are difficult for logistics companies, where large-scale and efficient transportation is an individual logistics challenge with special handling requirements, careful management, and unstable coordination with customers. Thus, businesses face these challenges through innovation. For example, Refraction AI, maker of REV-1, a low-cost, lightweight autonomous robot launched in 2019, will use the $4.2 million raised to expand its customer base, expand its territory, and develop new ones. product.

 By Application

The application segment of the market is divided into logistics and transportation (package delivery, postal delivery), retail and food (e-commerce, grocery delivery, food delivery), healthcare & pharmacy (medicine supply, blood supply, organ transport, equipment transport, others), and others.

In the retail and food segments, the food delivery segment is expected to hold the highest market share. Companies have already begun testing self-driving vehicles in food delivery. and everything is delivered to their door, contributing to the growth of the segment.

By Solution

The solution segment of the market is divided into hardware and software. Hardware is further segmented into ground control stations, charging stations, micro-fulfillment centers, and others. Software is further segmented into route planning and optimization, inventory management, live tracking, fleet management, computer vision, and others.

The hardware segment represents the highest market size and the segment’s growth is attributable to the use of in-vehicle hardware units. Last-mile delivery vehicles can benefit from the right access hardware in terms of safety and convenience.

Regional Analysis

Based on region, the first and last-mile delivery market has been divided into North America, Europe, Asia-Pacific, and the Rest of the World. The Asia Pacific is a leading market for first and last-mile delivery, globally. North America and Europe have emerged as the leading market for the first mile and last mile.

North America Market

The last-mile delivery market in North America is driven by the premiumization of goods and merchandise delivery. In addition, the premiumization of goods and merchandise delivery is anticipated to boost the growth of the Last-Mile Delivery Market in North America.

Asia-Pacific Market

The Asia-Pacific market is estimated to record the fastest growth in  CAGR over the forecast period. As the Asia-Pacific continues to gain global attention as an integral part of global supply chains and trade flows, the region is poised for a logistics boom. As Asian consumers become richer, more Internet-savvy, and more sophisticated, the retail industry has undergone significant momentum and transformation in recent years. investments are visible to everyone.

Competitive Landscape

The market comprises tier-1, tier-2, and local players. With their wide product portfolios, tier-1 and tier-2 players have a global reach. Because of their strategic innovations and broad regional presence, companies such as Sprinter, UPS Supply Chain Solutions, DHL Supply Chain & Global Forwarding, FedEx, Kuehne + Nagel, SF Express, XPO Logistics, DB Schenker Logistics, Nippon Express, GEODIS, CEVA Logistics, J.B. Hunt (JBI, DCS & ICS), Agility, China POST, Hitachi Transport System, DSV, YTO Express, Panalpina, Toll Holdings, and Expeditors International of Washington. To increase their market position and attract a wide consumer base, the businesses are employing various strategies, such as growth, product releases, and alliances.

Prominent Players:

  • Sprinter
  • UPS Supply Chain Solutions
  • DHL Supply Chain & Global Forwarding
  • FedEx
  • Kuehne + Nagel
  • SF Express
  • XPO Logistics
  • DB Schenker Logistics
  • Nippon Express
  • GEODIS
  • CEVA Logistics
  • B. Hunt (JBI, DCS & ICS)
  • Agility
  • China POST
  • Hitachi Transport System
  • DSV
  • YTO Express
  • Panalpina
  • Toll Holdings
  • Expeditors International of Washington

Scope of the Report

First and last-mile delivery Market, by Good’s Type

  • dry goods
  • postal
  • liquid goods

First and last-mile delivery Market, by Mode of Operation

  • light-duty vehicle
  • medium-duty vehicle
  • heavy-duty vehicle
  • self-driving vans and trucks
  • delivery bots

First and last-mile delivery Market, by Application

  • logistics and transportation (package delivery, postal delivery)
  • retail and food (e-commerce, grocery delivery food delivery)
  • healthcare & pharmacy (medicine supply, blood supply, organ transport, equipment transport, others)
  • others

First and last-mile delivery Market, by Solution

  • hardware (ground control station, charging station, micro-fulfillment centers, others)
  • software (route planning and optimization, inventory management, live tracking, fleet management, computer vision, others).

Global first and last-mile delivery market Market, by Region

  • North America
    • US
    • Canada
    • Mexico
  • Europe
    • UK
    • Germany
    • France
    • Italy
    • Rest of Europe
  • The Asia Pacific
    • China
    • Japan
    • South Korea
    • India
    • Rest of Asia Pacific
  • Rest of the World

 

Parameters Indicators
Market Size 2030: $ XX Billion
CAGR X% CAGR (2022-2030)
Base year 2021
Forecast Period 2022-2030
Historical Data 2020
Report Coverage Revenue Forecast, Competitive Landscape, Growth Factors, and Trends
Key Segmentations Goods Type, Mode of Operation, Application, Solution, and Region
Geographies Covered North America, Europe, Asia-Pacific, Latin America, Middle East, Africa
Key Vendors Sprinter, UPS Supply Chain Solutions, DHL Supply Chain & Global Forwarding, FedEx, Kuehne + Nagel, SF Express, XPO Logistics, DB Schenker Logistics, Nippon Express, GEODIS, CEVA Logistics, J.B. Hunt (JBI, DCS & ICS), Agility, China POST, Hitachi Transport System, DSV, YTO Express, Panalpina, Toll Holdings, and Expeditors International of Washington
Key Market Opportunities Rise of e-commerce
Key Market Drivers The rapid expansion of the transport facilities and reduction in delivery cost

 

REPORT CONTENT BRIEF:

  • High-level analysis of the current and future Global first and last-mile delivery market trends and opportunities
  • Detailed analysis of current market drivers, restraining factors, and opportunities in the future
  • Global first and last-mile delivery market historical market size for the year 2020, and forecast from 2021 to 2028
  • Global first and last-mile delivery market share analysis at each product level
  • Competitor analysis with a detailed insight into its product segment, financial strength, and strategies adopted.
  • Identifies key strategies adopted, including product launches and developments, mergers and acquisitions, joint ventures, collaborations, partnerships, and funding taken and investment done, among others.
  • To identify and understand the various factors involved in the first and last-mile delivery market affected by the pandemic
  • To provide a detailed insight into the major companies operating in the market. The profiling will include the financial health of the company past 2-3 years with segmental and regional revenue breakup, product offering, recent developments, SWOT analysis, and key strategies.

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first and last-mile delivery market FAQs

  1. What is the study period of this market?
    • The study period for the first and last-mile delivery market is 2020 – 2030
  2. What is the growth rate of the first and last-mile delivery market?
    • The first and last-mile delivery market  is growing at a CAGR of ~ 6% over the next 7 years
  3. Which region has the highest growth rate in the first and last-mile delivery market?
    • Asia Pacific is expected to register the highest CAGR during 2022 – 2030
  4. Which region has the largest share in the first and last-mile delivery market?
    • The Asia Pacific holds the largest share in 2021
  5. Who are the key players in the first and last-mile delivery market?
    • Sprinter, UPS Supply Chain Solutions, DHL Supply Chain & Global Forwarding, FedEx, Kuehne + Nagel, SF Express, XPO Logistics, DB Schenker Logistics, Nippon Express, GEODIS, CEVA Logistics, J.B. Hunt (JBI, DCS & ICS), Agility, China POST, Hitachi Transport System, DSV, YTO Express, Panalpina, Toll Holdings, and Expeditors International of.
  6. Do you offer Post Sale Support?
    • Yes we offer 16 hours of analyst support to queries
  7. Do queries particular sections of a report?
    • Yes, we provide regional as well as country-level reports. Other than this we also provide a sectional report. Please get in contact with our sales representatives.
Table of Contents

Table of Contents

Chapter 1.   Executive Summary

Chapter 2.   Scope Of The Study

                     2.1.   Market Definition

                     2.2.   Scope Of The Study

                               2.2.1.   Objectives of Report

                               2.2.2.   Limitations

                     2.3.   Market Structure

Chapter 3.   Evolve BI Methodology

Chapter 4.   Market Insights and Trends

                     4.1.   Supply/ Value Chain Analysis

                               4.1.1.   Raw Application Providers

                               4.1.2.   Manufacturing Process

                               4.1.3.   Distributors/Retailers

                               4.1.4.   End Users

                     4.2.   Porter’s Five Forces Analysis

                               4.2.1.   Threat Of New Entrants

                               4.2.2.   Bargaining Power Of Buyers

                               4.2.3.   Bargaining Power Of Suppliers

                               4.2.4.   Threat Of Substitutes

                               4.2.5.   Industry Rivalry

                     4.3.   Impact Of COVID-19 on first and last-mile delivery Market

                               4.3.1.   Impact on Market Size

                               4.3.2.   End User Trend, Preferences, and Budget Impact

                               4.3.3.    Regulatory Framework/Government Policies

                               4.3.4.   Key Player’s Strategy to Tackle Negative Impact

                               4.3.5.   Opportunity Window

                     4.4.   Technology Overview

                     4.5.   Macro factor

                     4.6.   Micro Factor

                         4.7.   Demand Supply Gap Analysis of first and last-mile delivery Market

                         4.8.   Import Analysis of first and last-mile delivery Market

                         4.9.   Export Analysis of first and last-mile delivery Market

Chapter 5.   Market Dynamics 

                     5.1.   Introduction

                     5.2.   DROC Analysis

                               5.2.1.   Drivers

                               5.2.2.   Restraints

                               5.2.3.   Opportunities

                               5.2.4.   Challenges

                     5.3.   Patent Analysis

                     5.4.   Industry Roadmap

                     5.5.   Parent/Peer Market Analysis

Chapter 6.   first and last-mile delivery Market By Good's Type

                     6.1.   Introduction

                     6.2.   dry goods

                     6.3.   postal

                     6.4.    liquid goods

    Chapter 7.   first and last-mile delivery Market, By Mode of Operation

                     7.1.   Introduction

                     7.2.   light-duty vehicle

                     7.3.   medium-duty vehicle

                     7.4.   heavy duty vehicle

                     7.5.   self-driving vans and trucks

                     7.6.   delivery bots  

    Chapter 8.  first and last-mile delivery Market, By Application

                     8.1.   Introduction

                     8.2.   logistics and transportation (package delivery, postal delivery)

                     8.3.   retail and food (e-commerce, grocery delivery food delivery)

                     8.4. healthcare & pharmacy (medicine supply, blood supply, organ transport, equipment transport, others)

                     8.5.  others

        Chapter 9.  first and last-mile delivery Market, By Solution

                     9.1.   Introduction

                     9.2.   hardware 

                     9.3.   software 

Chapter 10.   first and last-mile delivery Market, By Region

                     10.1.   Introduction

                     10.2.   North America

                               10.2.1.   Introduction

                               10.2.2.   Driving Factors, Opportunity Analyzed and Key Trends

                               10.2.3.   Market Size and Forecast, By Country, 2020 - 2028

                               10.2.4.   Market Size and Forecast, By Product Type, 2020 - 2028

                               10.2.5.   Market Size and Forecast, By Application, 2020 – 2028

                               10.2.6. the US

                                              10.2.6.1.   Introduction

                                              10.2.6.2.   Driving Factors, Opportunity Analyzed and Key Trends

                                             10 .2.6.3.   Market Size and Forecast, By Product Type, 2020 - 2028

                                              10.2.6.4.   Market Size and Forecast, By Application, 2020 - 2028

                               10.2.7.   Canada

                                              10.2.7.1.   Introduction

                                              10.2.7.2.   Driving Factors, Opportunity Analyzed and Key Trends

                                              10.2.7.3.   Market Size and Forecast, By Product Type, 2020 - 2028

                                              10.2.7.4.   Market Size and Forecast, By Application, 2020 - 2028

                     10.3.   Europe

                              10.3.1.   Introduction

                               103.2.   Driving Factors, Opportunity Analyzed and Key Trends

                               10.3.3.   Market Size and Forecast, By Country, 2020 - 2028

                               10.3.4.   Market Size and Forecast, By Product Type, 2020 - 2028

                               10.3.5.   Market Size and Forecast, By Application, 2020 – 2028

                               10.3.6.   Germany

                                              10.3.6.1.   Introduction

                                              10.3.6.2.   Driving Factors, Opportunity Analyzed and Key Trends

                                              10.3.6.3.   Market Size and Forecast, By Product Type, 2020 - 2028

                                              10.3.6.4.   Market Size and Forecast, By Application, 2020 - 2028

                           10.3.7.   France

                                              10.3.7.1.   Introduction

                                              10.3.7.2.   Driving Factors, Opportunity Analyzed and Key Trends

                                              10.3.7.3.   Market Size and Forecast, By Product Type, 2020 - 2028

                                              10.3.7.4.   Market Size and Forecast, By Application, 2020 - 2028

                               10.3.8. the UK

                                              10.3.8.1.   Introduction

                                              10.3.8.2.   Driving Factors, Opportunity Analyzed and Key Trends

                                              10.3.8.3.   Market Size and Forecast, By Product Type, 2020 - 2028

                                              10.3.8.4.   Market Size and Forecast, By Application, 2020 - 2028

                             10.3.9.   Italy

                                              10.3.9.1.   Introduction

                                              10.3.9.2.   Driving Factors, Opportunity Analyzed and Key Trends

                                              10.3.9.3.   Market Size and Forecast, By Product Type, 2020 - 2028

                                              10.3.9.4.   Market Size and Forecast, By Application, 2020 - 2028

                              10.3.10.   Rest Of Europe

                                              10.3.10.1.   Introduction

                                              10.3.10.2.   Driving Factors, Opportunity Analyzed and Key Trends

                                              10.3.10.3.   Market Size and Forecast, By Product Type, 2020 - 2028

                                              10.3.10.4.   Market Size and Forecast, By Application, 2020 - 2028

                     10.4.   Asia-Pacific

                              10..4.1.   Introduction

                              10..4.2.   Driving Factors, Opportunity Analyzed and Key Trends

                               10..4.3.   Market Size and Forecast, By Country, 2020 - 2028

                               10..4.4.   Market Size and Forecast, By Product Type, 2020 - 2028

                               10..4.5.   Market Size and Forecast, By Application, 2020 - 2028

                              10..4.6.   China

                                              10..4.6.1.   Introduction

                                            10..4.6.2.   Driving Factors, Opportunity Analyzed and Key Trends

                                             10..4.6.3.   Market Size and Forecast, By Product Type, 2020 - 2028

                                           10..4.6.4.   Market Size and Forecast, By Application, 2020 - 2028

                               10..4.7.   India

                                             10..4.7.1.   Introduction

                                              10..4.7.2.   Driving Factors, Opportunity Analyzed and Key Trends

                                              10..4.7.3.   Market Size and Forecast, By Product Type, 2020 - 2028

                                              10..4.7.4.   Market Size and Forecast, By Application, 2020 - 2028

                             10..4.8.   Japan

                                             10..4.8.1.   Introduction

                                            10..4.8.2.   Driving Factors, Opportunity Analyzed and Key Trends

                                            10..4.8.3.   Market Size and Forecast, By Product Type, 2020 - 2028

                                           10..4.8.4.   Market Size and Forecast, By Application, 2020 - 2028

                            10..4.9.   South Korea

                                           10..4.9.1.   Introduction

                                            10..4.9.2.   Driving Factors, Opportunity Analyzed and Key Trends

                                            10..4.9.3.   Market Size and Forecast, By Product Type, 2020 - 2028

                                           10..4.9.4.   Market Size and Forecast, By Application, 2020 - 2028

                             10..4.10.   Rest Of Asia-Pacific

                                            10..4.10.1.   Introduction

                                            10..4.10.2.   Driving Factors, Opportunity Analyzed and Key Trends

                                            10..4.10.3.   Market Size and Forecast, By Product Type, 2020 - 2028

                                           10..4.10.4.   Market Size and Forecast, By Application, 2020 - 2028

                     10..5.   Rest Of The World (RoW)

                             10..5.1.   Introduction

                             10..5.2.   Driving Factors, Opportunity Analyzed and Key Trends

                             10..5.3.   Market Size and Forecast, By Product Type, 2020 - 2028

                             10..5.4.   Market Size and Forecast, By Application, 2020 - 2028

                             10..5.5.   Market Size and Forecast, By Region, 2020 - 2028

                              10..5.6.   South America

                                              10..5.6.1.   Introduction

                                            10..5.6.2.   Driving Factors, Opportunity Analyzed and Key Trends

                                            10..5.6.3.   Market Size and Forecast, By Product Type, 2020 - 2028

                                             10..5.6.4.   Market Size and Forecast, By Application, 2020 - 2028

                              10..5.7.   The Middle East and Africa

                                              10..5.7.1.   Introduction

                                           10..5.7.2.   Driving Factors, Opportunity Analyzed and Key Trends

                                            10..5.7.3.   Market Size and Forecast, By Product Type, 2020 - 2028

                                             10..5.7.4.   Market Size and Forecast, By Application, 2020 - 2028

Chapter 11.   Competitive Landscape

                    11.1.   Introduction

                     11.2.   Vendor Share Analysis, 2020/Key Players Positioning, 2020

Chapter 12.   Company Profiles

                     10.1.   Sprinter

                               10.1.1.    Business Overview

                               10.1.2.   Financial Analysis

                               10.1.3.   Product Portfolio

                               10.1.4.   Recent Development and Strategies Adopted

                               10.1.5.    SWOT Analysis

                     10.2.  UPS Supply Chain Solutions

                               10.2.1.   Business Overview

                               10.2.2.   Financial Analysis

                               10.2.3.   Product Portfolio

                               10.2.4.   Recent Development and Strategies Adopted

                               10.2.5.   SWOT Analysis

                     10.3.   DHL Supply Chain & Global Forwarding

                               10.3.1.   Business Overview

                               10.3.2.   Financial Analysis

                               10.3.3.   Product Portfolio

                               10.3.4.   Recent Development and Strategies Adopted

                               10.3.5.   SWOT Analysis

                     10.4.   FedEx

                               10.4.1.   Business Overview

                               10.4.2.   Financial Analysis

                               10.4.3.   Product Portfolio

                               10.4.4.   Recent Development and Strategies Adopted

                               10.4.5.   SWOT Analysis

                     10.5.   Kuehne + Nagel

                               10.5.1.   Business Overview

                               10.5.2.   Financial Analysis

                               10.5.3.   Product Portfolio

                               10.5.4.   Recent Development and Strategies Adopted

                               10.5.5.   SWOT Analysis

                     10.6.   SF Express

                               10.6.1.   Business Overview

                               10.6.2.   Financial Analysis

                               10.6.3.    Product Portfolio

                               10.6.4.   Recent Development and Strategies Adopted

                               10.6.5.   SWOT Analysis

                     10.7.    XPO Logistics

                               10.7.1.   Business Overview

                               10.7.2.   Financial Analysis

                               10.7.3.   Product Portfolio

                               10.7.4.   Recent Development and Strategies Adopted

                               10.7.5.   SWOT Analysis

                     10.8.    DB Schenker Logistics

                               10.8.1.   Business Overview

                               10.8.2.   Financial Analysis

                               10.8.3.    Product Portfolio

                               10.8.4.   Recent Development and Strategies Adopted

                               10.8.5.   SWOT Analysis

                     10.9.  Nippon Express

                               10.9.1.   Business Overview

                               10.9.2.   Financial Analysis

                               10.9.3.   Product Portfolio

                               10.9.4.   Recent Development and Strategies Adopted

                               10.9.5.   SWOT Analysis

                     10.10.   CEVA Logistics

                               10.10.1.   Business Overview

                               10.10.2.   Financial Analysis

                               10.10.3.    Product Portfolio

                               10.10.4.   Recent Development and Strategies Adopted

                               10.10.5.   SWOT Analysis

Chapter 13.   Key Takeaways

 

Connect to Analyst

Connect to Analyst

 

 

Research Methodology

Research Methodology

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