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                                     White Paper

          India’s E-Commerce Logistics Industry:
                          Uncaged and ready to grow

                                             Mr Saurabh Sharma
                                               Country Director
                                       Spire Research and Consulting
                                                      India

White Paper | India’s E-Commerce Logistics Industry | April 2020       Page 1
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Contents
    1. India’s Logistics Industry
    2. Growth Drivers for E-Commerce Logistics
          • E-Commerce Industry: Overview
          • E-Commerce Industry: Growth Factors
          • E-Commerce Logistics Industry: Overview
          • E-Commerce Logistics: Business Models
          • E-Commerce Logistics: Value Chain of Delivery
    3. Recent Trend and Developments
          • Impact of GST and Revised FDI Regulations for E-Commerce
              Companies
          • Solving the Last Mile Delivery Challenge
    4. Industry Challenges
          • Product Returns in an Environment of Cash on Delivery creates
              Risks for Online Sellers
          • E-Commerce Logistics Challenges: Cash on Delivery
    5. Indian E-Commerce Logistics: Key Players
          • Overview of Key E-commerce Logistics Players
          • Ekart Logistics
          • Delhivery Private Limited
          • Ecom Express Private Limited
    6. Conclusions and Recommendations
    7. References

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Update on the impact of the Covid-19 pandemic in early 2020
The insights and estimates contained in this report were formulated prior to the
World Health Organization’s declaration, on 11 March 2020, of a global
pandemic relating to the currently proliferating strain of novel coronavirus that
has come to be known as Covid-19.
The Covid-19 pandemic has affected the Indian economy, consumer
behaviour and the investment decisions of firms. In late March, Prime Minister
Modi declared a three week “lock-down”. Air travel has been restricted and
individual city governments have ceased public transport services in many
cases.
The economic impact of Covid-19 is expected to be severe and the stimulus
package announced by the Indian government on 26 March 2020, at less than
one per cent of GDP, may not substantively counter these effects in the short-
term. Having said that, further government measures are likely to be taken in
the future and the effects of these are difficult to foresee at this point in time.
The full effect of the Covid-19 situation is thus hard to predict at this point in
time. Some observers expect that E-Commerce will surge as a result of more
persons staying home during curfews and lock-downs. However, the counter-
argument to this optimistic view might be that road and air traffic may face
operational difficulties due to lockdowns on vehicular traffic, road-blocks,
financial difficulties facing transport and logistics companies and other such
events.
This report should thus be understood as an attempt to define the outlook for
E-Commerce in India once the Covid-19 pandemic stabilizes and economic
activity returns to something resembling the pre-Covid-19 normalcy.

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                  Chapter 1. India’s Logistics Industry: Overview

The logistics industry is a crucial sector, contributing significantly to GDP and
employment in India
In 2018, the Indian logistics industry was valued at USD 160 billion and employed
approximately 22 million people.
Its market size is expected to increase at an annual growth rate of ~16% to
reach USD 215 billion in 2020 and USD 500 billion by 2025.
Logistics cost in 2018 stood at 14% of GDP. The Indian government targets to
reduce this cost to 10% by 2022.

                           Overall Logistics Market Size (USD billion)

                                                                                 500
                                                                   18%

                                        16%
                                                           215
                                 160

                                2018                    2020 (E)              2025 (E)

             Source: Niti Aayog Economic Survey (2017-18)

In 2017, India’s government granted the status of “Infrastructure” to the logistics
sector. This has helped the sector in terms of:
    Easier access to loans/lending and Foreign Direct Investment (FDI), access
    to larger amounts of funds as External Commercial Borrowings (ECB) and
    eligibility to borrow from the Indian
    Infrastructure Financing Company Limited              Warehousing Space
    (IIFCL)                                            Requirement (Million Square
                                                                                            Meter)
                                                                                                         86
    Warehousing attracted FDI of USD 7.2 billion in                                   68
    2017-19. Most of these investments catered to
    increased demand from E-Commerce logistics
    and multi-brand retail outlets

                                                                                     2019             2024 (E)
                                                                         Source: Knight Frank Research (2019)

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The automotive sector (components and                                             Logistics Market Share by
finished vehicles) is the largest end-use                                               Industry (2018)
sector for logistics. However, E-Commerce is
fast becoming one of the main end-use
verticals for the logistics industry                                                    Others,
                                                                                         15%
In 2018, the automotive sector dominated                                                              Automotive
                                                                         Consumer Durables &         Components,
logistics, and formed 56% of total logistics                                 FMCG, 5%                    26%
demand. However, we expect that E-                                        Organized
Commerce and Medium and Small Business                                    Retail, 8%
customers across industries would be the
main growth drivers for logistics in the coming                           2 & 3 Wheelers,                 Cars and
                                                                                13%                       SUVs, 17%
years.
                                                                                         E-Commerce,
It is expected that the share of E-Commerce                                                  16%
will increase from 16% of logistics revenues in
2018 to 28% by 2025.
                                                                    Source: Edelweiss Research (November, 2018)

Surface/Road transport is the most common mode of transportation in India’s
logistics sector
As of 2018, India’s logistics industry was still reliant on road transportation, which
makes up 60% of all modes of transportation used. This is in spite of road
transport having the highest cost per ton (INR 3), in comparison to rail (INR 1.5)
and coastal (INR 1).
The main reason for the industry’s reliance on road is the geographic
complexity of the country and lack of complex tracking systems necessary for
multimode transportation.

                       Warehousing Market Share by Industry (2017-18)
        40%              36%
                   29%
        30%                                  24%
                                                         21%       21%                         19%
        20%                           15%                                   16%
                                                                                  11%
                                                                                                     8%
        10%

         0%
                      3PL          E-Commerce Manufacturing                  Retail            Others
                                                                                        2017     2018

      Source: Knight Frank Research (2019)

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Warehousing is another key part of the logistics eco-system. Warehousing
ensures faster deliveries to end-customers. In India, the warehousing industry
obtains the most transactions from third party logistics players or 3PLs, followed
by E-Commerce.
The share of E-Commerce in warehousing revenue has grown from 15% in 2017
to 24% in 2018, in tandem with a drop in the retail industry share.
It is expected that E-Commerce will become the leading segment for
warehousing revenue over the next 4-5 years.
Express Logistics: Road transportation is also very popular for express deliveries
and accounts for approximately 55% of the total market.
It is currently dominated by small packages or documents that are less than
2kg in weight.
Express courier services for last-mile delivery are being provided by many
traditional logistics players such as Blue Dart, GATI and TCI Express.
The road express market, which is a key transport mode for the E-Commerce
sector, was valued at USD 2 billion and overall express market at USD 2.8 billion
in 2018.
The overall express market is expected to grow at 15% to 16% a year and reach
USD 25 billion by 2025.
The key attributes for this growth are the rise of E-Commerce, increasing
demand from the SME sector and supportive regulatory reforms from the
Indian government.

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             Chapter 2. Growth Drivers for E-Commerce Logistics

India’s E-Commerce industry is dominated by two players who control 63% of
the market
India’s E-Commerce industry has grown at an average rate of 28% in the last
decade.
In 2014, India’s E-Commerce market size was USD 14 billion. It reached USD 50
billion in 2018.
Mobile penetration, ease of shopping and the growing ability of suppliers to
make faster deliveries will continue to drive market growth towards a revenue
size of USD 64 billion in 2020.
Amazon and Flipkart are the two largest players in the Indian E-Commerce
market with a combined market share of 63% (2018). Amazon and Flipkart also
have their own captive arms which handle more than 80% of their logistics
needs.
Myntra, PayTm Mall and Snapdeal together account for 12% (2018) of the
market. These players, along with other smaller e-commerce providers, rely on
3PL and courier service providers across the country to fulfil their orders.

                                    Market Share (2018)

                         Others, 23.9%
                                                                      Flipkart, 31.9%

               Snapdeal, 2.5%

                      Myntra, 5.0%

                      PayTm Mall, 5.6%                               Amazon, 31.1%

Source: Economic Times India (October, 2019)

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India’s E-Commerce growth is driven by increased access to smartphones and
internet penetration

               Number of Internet and Smartphone Users in India
                                   (Million)
       600
                                                                     483              525
                                            437
                                                                           340              374
       400         295                             299
                           252
       200

          0
                       2016                    2017                    2018            2019

                                 Internet Users                    Smartphone Users

 Source: Statista (2019)

In addition, Indian telecom operators offer some of the lowest data service costs in
Asia, at USD 0.26/ GB, surpassing Indonesia, Japan and China.

The cost of data fell by ~93% from INR 269/GB (USD 3.78/GB) in 2014 to INR 18.54/GB
(USD 0.26/GB) in 2019.

                              Cost Per GB of Data in 2019 (USD)
                                                                                            15.1

                                                                              9.9
                                                       8.3

                                 1.2
         0.3

        India               Indonesia                 Japan                China       South Korea

Source: Statista (2019)

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Since 2018, Metro cities accounted for nearly half of E-Commerce logistics
industry shipments, implying lots of room for Tier II and below cities to grow

                                                                               Metro City:
                                                                               More than 1 million
                                                                               population

                                                                               Tier I City: More than
                                                                               100,000 population

                                                                               Tier II and Below:
                                                                               Population less than
                                                                               100,000

       Source: IBEF (October, 2018)

The growth of the E-Commerce industry has fuelled the growth of E-Commerce
logistics.

The market size of E-Commerce focussed logistics was estimated to be USD 1.35 billion
in 2018.

    Most of E-Commerce shipments (50%) are currently in Metro cities and Tier I cities

    Tier I cities are handling up to 1 million shipments daily

    It is expected that rising internet penetration, growth of disposable income, and
    improved logistics infrastructure will increase the share of Tier II cities and below to
    50% by 2022

    In 2018, E-Commerce retail sales were largely made up of electronics and apparel
    with a combined revenue share of 77% for these two product categories

    In terms of product categories delivered, these are largely reflective of shopping
    patterns of online shoppers. As the E-Commerce sector is dominated by “Big
    Horizontals”, the largest share is taken by low involvement and reliable products
    such as electronics and apparel

                            E-Commerce Sales Share by Value for Product
                                       Categories (2018)
                                         Electronics                                48%
                                            Apparel                      29%
                                  Home Furnishing              9%
                Personal Care & Baby Products                 8%
                                               Books        3%
                                              Others        2%
                                                       0%          20%     40%          60%

               Source: KPMG Analysis (May, 2018)

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E-Commerce Logistics: Business Models

 This model applies a zero-inventory
 system wherein the seller takes                                      Market Place Model
 accountability for delivering products
 directly to the customers (B2C) or
 through local vendors offering product
                                                                                     E-Commerce Seller
 storage (B2B) prior to delivery.                            Seller Packs Items,
                                                             collected by E-
 The sellers also offer other digitized                      Commerce delivery                                     End
                                                             partner                                             Customer
 services including payment platforms,                                                                           Receives
 after sales services and shipment                                                                                Order
 tracking.
                                                                                                End Customer
 This is the most commonly used model,                       Seller with Inventory
                                                                                                 Places Order
 primarily because of Indian law and low
 operational costs.

 In this model, the inventory is purchased
 by the seller. However, it is stored and                          Fulfilled by E-tailers Model
 delivered from the warehouse of the E-
                                                                      E-Commerce Seller Holds Inventory
 Commerce player, who is also                                               Owned by Seller
 responsible for quality checks. This model
 is becoming more common over time.                                                                             Items Shipped
                                                              Informati                                              by E-
                                                                on on                                             Commerce
                                                             inventory                                            Website to
                                                               Shared                                              customer

                                                                             Seller has no     End Customer
                                                                             inventory          Places Order
 Inventory is purchased and stored in the
 fulfilment centers with the retailers. The
 sellers simply purchase the product and                            Inventory-Based Model
 allow their retailers to store inventory in
 their warehouses till the product is                                E-Commerce Seller Owns Inventory

 packaged and delivered by these                                                             Items Shipped
 retailers to the end-customers.                                                                  by E-
                                                                                               Commerce
 Throughout the ordering process, the                                                          Website to
                                                                                                customer
 retailers are also responsible for quality
 checks, packaging and on-time delivery
 of the product.                                                              End Customer
                                                                               Places Order

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E-Commerce Logistics: Value Chain of Delivery
E-Commerce players’ biggest cost challenge is the last mile delivery of the
product which accounts for approximately 50% of total logistics cost

                 Cost Components by Logistics Activities (2018)

                                                                     43%        47%

            8%
                                         2%
        First Mile                  Processing                     Line Haul   Last Mile

 First Mile         Products are dispatched from the seller to the fulfilment
                    centres/mother warehouses depending on the model type
                    (inventory-based model or market place model).

 Processing Goods are sorted and processed according to the final
            destinations.

 Line Haul          Line haul acts as the connecting link between the central supply
                    center and the central demand center. This can be done via
                    land or air, depending on distance and cost.

 Last Mile          Last Mile refers to the shipping of the product from mother hubs
                    to delivery hubs, where they are shipped out to the customers.

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                   Chapter 3. Recent Trends and Developments

Impact of GST and revised FDI regulations for E-Commerce companies
The introduction of the Goods and Services Tax (GST) in 2017 had a positive
effect on the E-Commerce logistics industry as it eased the movement of goods
across state borders.
    Under the new tax regime, the interstate taxes have been removed. Due to
    this, movement of goods between the states has become easier. This has
    also eased the paperwork for logistics companies significantly.
    Now, logistics companies have to raise E-way bills for the movement of
    goods between states. These E-way bills are monitored centrally by
    government bodies, giving the state better visibility of the logistics sector in
    the country.
In 2018, the Indian government amended E-Commerce regulations, and
foreign ownership in subsidiaries of E-Commerce companies was capped at
25% of equity for the inventory-based model. However, 100% foreign ownership
of equity was permitted for the market place model.
After this rule, Amazon invested USD 651 Million in 2019 in its various subsidiaries
such as Amazon Seller Services, Amazon Pay and Amazon Retail. This brought
the total investment to USD 6 billion.
One key outcome from this massive wave of investment was to improve
logistics and digitize Small Medium Businesses (SMBs) to bolster growth.
100% FDI has been allowed in the warehousing sector after the logistics sector
was classified as infrastructure in 2017.

                                                           Inventory
                                              25%
                                                         Based Model

                       FDI                                                Warehousing
                                                                   100%
                      Limit                                                Subsidiary
                     (2019)

                                                         Market Place
                                              100%
                                                           Model

                   Source: IBEF (2018)

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 Solving the last mile delivery challenge
 Mom and Pop Store Partnerships have become key for solving the last mile
 delivery challenge facing the logistics industry.
 Last mile connectivity has been a key challenge for the E-Commerce logistics
 industry. Captive arms of E-Commerce companies have some new delivery
 models such as:
      Partnering with small “mom and pop” shops across Tier II and below cities
      for ordering and delivery of products
      Flipkart partnering with 27,000 (2019) stores in 700 cities for faster delivery of
      their products
      Myntra partnering with 9,000 (2019) stores in 50 cities of India. They expect
      this number to increase to 15,000 in by end of 2020
      Amazon partnering with approximately 20,000 stores as of January 2020.
      They have also started training these store owners to facilitate first time
      internet users placing orders online

                   Number of Mom & Pop Store Partners for Ordering and
                                    Delivery (2019)
               30000

               20000

               10000

                     0
                                 Amazon                      Flipkart             Myntra
           Source: Financial Express (September, 2019)

Delivery Model in Partnership with Mom and Pop Stores

Order dispatched to store                   Order collected by
         partner                            customer from shop
                                                                        “We are delighted with the success of
                                         Partner Department Store       our kirana network partners, and will
                                                                        continue to provide them with
                                                                        opportunities to scale deliveries,
                                                                        especially during the festive season.

                                                                        Amar Nagaram, Head, Myntra Jabong
                                                                                                                ”

 Information reaches at                Order placed at the store
       warehouse                         using mobile of shop
                                                partner

 White Paper | India’s E-Commerce Logistics Industry | April 2020                                 Page 13
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                               Chapter 4. Industry Challenges

An environment of cash on delivery and high rates of return have created risks
for online sellers

Return Rate of Shipments (2018)                            Key Reasons of Return (2018)

                                                                                                     Wrong Item
                                                                                                     Received
                                                                                  23%
                                                                   35%                               Product Not
                         30%                                                                         Matching
             70%
                                                                                   22%               Damaged
                                                                                                     Product
                                                                      20%
                                                                                                     Others
          Returned           Accepted

 Source: entrackr.com (December, 2018)                              Source: Spire Estimates (2019)

One of the biggest challenges facing the E-Commerce logistics industry is high
rates of returns by end-customers.
Logistics companies and their partners expect the overall return rate of
shipments to be close to 30% of Gross Market Value (GMV) of all shipments
(2018).
    In 2019, the average cost of shipment to
    end-customers was INR 65 (~ USD .91) and                                   Logistics Cost Vs Average
    the cost of return shipment was INR 75                                   Ticket Size of Online Purchase
    (~USD 1.05), Implying significant losses for                                          (2019)
    returned shipments.
                                                                                                               Total Cost
    On the other hand, the average ticket size                                                                of Logistics,
    for online purchases in India is INR 1,718.5                                                                   8%
    (USD 24). The cost of logistics and reverse
    logistics (8%) is seen by many observers as
    unsustainable for E-Commerce companies.                                Average
    Process improvements need to be made.                                ticket Size,
                                                                             92%

                                                                      Source: Economic Times (May, 2019)

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E-Commerce Logistics Challenges: Cash on Delivery
Cash on delivery (COD) is the preferred mode of payment by online shoppers
in India
In India, all E-Commerce players offer the COD mode of payment to end
customers. It is estimated, in 2019, that COD orders account for 60% to 75% of
total orders.
Due to low penetration of credit and debit cards and/or a lack of trust in the
digital transaction process, end-customers in Tier II and below cities tend to
place COD orders for the vast bulk of their transactions.

             Mode of Payment (2019)                                         Share of CoD (2018)

                                                                                                     Metro &
                                                                                                   Tier 1, 38%
      Prepaid
      Orders                                   Cash on               Tier II &
                                               Delivery              Below,
                                                Orders                 62%
     25-40%                                   60-75%

         Source: Spire Estimates (2019)                                   Source: Spire Estimates (2018)

COD creates two types of problems for E-Commerce players and logistics
service providers:
    Logistics companies have to develop capabilities to collect cash from the
    delivery point and manage the transactions. This cash handling function
    imposes additional costs.
    It has also been observed by E-Commerce companies such as Amazon and
    Flipkart that prepaid orders have a lower proportion of returns in comparison
    to COD orders.
Steps taken by companies to improve the situation include:
    Setting limits on COD purchase ticket sizes. Some E-Commerce players such
    as Snapdeal have set limits on COD purchases to INR 20,000 (~USD 280.5)
    and Amazon and Flipkart have limited it to INR 50,000 (~USD 701.2) as at
    2019
    Training last mile delivery staff to process payments using cards at the
    delivery sites or collection centers

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                      Chapter 5. Indian E-Commerce Logistics: Key Players

           Overview of E-Commerce logistics players
           E-Commerce players have developed captive logistics arms for managing
           delivery of their shipments. These captive arms have the highest market share
           in the E-Commerce logistics Industry.
               India’s E-Commerce logistics industry manages/ships approximately 57
               million shipments per month (1.9 million per day, in 2018) throughout the
               country
               Most of these shipments (~49%) are managed by the captive arms of E-
               Commerce logistics players such as E-Kart and Amazon Logistics
               E-Commerce-focused players thus have the second highest market share
               in the E-commerce logistics market, followed by traditional logistics players
           The top four companies in terms of shipments managed and revenue are:
               Ekart (Subsidiary of Flipkart)
               Amazon Logistics (Subsidiary of Amazon India)
               Delhivery (E-Commerce Focused Player)
               Ecom Express (E-Commerce Focused Player)

       Market Share by Type of Logistics Provider                                     Revenue in USD Million (2019)
                        (2018)                                                700      620.2
                                                                              600
                                                                              500
                     Traditional                                              400
                       Players,
                                                                                                                          292.0
                                                                              300                 237.7
                         23%               Captive
                                           Logistics                          200                            141.1
                         E-               Arms, 49%                           100
                    Commerce
                     Focussed                                                    0
                      Players,
                        28%

Source: KPMG Report (May, 2018)                                               Source: Ministry of Commerce (2019)

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Company Profile: Ekart Logistics

Overview
                                                                       Revenue (USD Million)
Founded: Started operation in 2009
                                                            800
Focus: Caters primarily to E-                                                                      621.0
Commerce companies                                          600
Shipments Managed: It manages
                                                            400                            349.4
approximately 85% (10 million/month)
of Flipkart’s total shipments (2018)
                                                            200
Funding: It is a subsidiary of Flipkart                                  42.6
Future Plans: Launched a courier                                   0
business and pilots in hyper local                                       2016              2018     2019
delivery business under the brand                           Source: techcircle.in (2019)
name eQuick Services

Industries and Capabilities
Key Services Offered: transportation, warehousing, in-factory logistics, reverse
logistics, and cash management
Key Industries Catered: E-Commerce companies
Coverage: 3,800+ Pin code, 7.5 million cubic warehouse space, and 800+ cities
Key Customers: Flipkart, Paytm, Shopclues, Myntra, Aditya Birla Group, Madura
    In 2016: Flipkart invested USD 98.4 million in Ekart

    In 2017: Flipkart allocated USD 460 million to Ekart for strategic investments
    and to expand their network of deliveries across Indian cities
    In 2018: Ekart received funding of USD 229 million in three tranches from
    Klick2Shop (Singapore based firm)

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Company Profile: Delhivery Private Limited

Overview
                                                                       Revenue in USD (Million)
Founded: Started operation in 2011
                                                            250                                   237.70
Focus: Caters to both B2B and B2C
businesses in India and overseas
                                                            200
Shipments Managed: Handles 5-6                                                       150.68
                                                            150
million packages a month                                               106.16
                                                            100
Funding: Investments by Nexus
Ventures, Softbank, and Tiger Global                         50

Future Plans: The company is also                              0
venturing into international E-                                         2017          2018         2019
Commerce markets such as
                                                           Source: entrackr.com (October, 2019)
Bangladesh and Dubai

Industries and Capabilities
                                                                          Number of Cities
Key Industries Catered: E-Commerce
                                                            2000                                  1800
companies, automobiles,
pharmaceuticals, fashion and
electronics                                                 1500
                                                                                      1200
Coverage: 2,500+ Direct Centers,
18,000+ pin codes, 2,500 cities (2019)                      1000

Warehousing Capability: 6 million
square feet                                                   500
                                                                         175
Key Customers: Wildcraft, Flipkart,
                                                                   0
Snapdeal, Urbantouch, Amazon
                                                                         2015         2017         2019
                                                           Source: entrackr.com (October, 2019)
                                                                   Forbes India (2019)

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Company Profile: Ecom Express Private Limited

Overview
                                                                    Revenue in USD (Million)
Founded: Started operation in 2012
                                                              160                                     141.11
Focus: Caters primarily to E-Commerce                         140
companies                                                     120
Shipments Managed: Handles 5-6                                100                       81.2
million packages a month (2018)                                80        68.8
                                                               60
Funding: Investments by Warburg
                                                               40
Pincus
                                                               20
Future Plans: The company is focusing                           0
its efforts on improving reach and                                       2017           2018              2019
capabilities in Tier IV cities
                                                             Source: Financial Express (November, 2019)

Industries and Capabilities
                                                                               Number of Cities
Key Services Offered: express services,                       3000
digital services, fulfillment services and
                                                              2500                                         2400
reverse logistics
Key Industries Catered: E-Commerce                            2000
companies                                                                          1400        1500
                                                              1500
Coverage: 25,000 Pin code Average,
2,400 cities (2018), 2,500 delivery                           1000
branches
                                                               500
Key Customers: Nykaa, Paytm,                                              35
                                                                   0
Jabong, Myntra, Amazon, Flipkart and
                                                                         2013       2015       2017        2019
Snapdeal
                                                             Source: Financial Express (November, 2019)

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                Chapter 6. Conclusions and Recommendations

India’s E-Commerce logistics market has huge growth potential
India’s E-Commerce industry is big and growing, and will further boost the
logistics sector. The driving forces for this would be:
    A more transparent tax structure: simplifying distribution across states and a
    national consolidation of warehousing

    Growth of online shopping: with growing trust in E-Commerce companies
    and rising access to a wide range of product categories, this sector will
    continue to grow well in Tier II and below cities, driving most of the growth
    in the next 3 to 5 years

    The logistics sector has been deemed as “infrastructure”, enabling it to get
    better access to funding
     ➢ Given the restriction in FDI for e-market places, the logistics sector
       provides foreign investors a viable way to access to India’s E-
       Commerce growth story, as 100% FDI is allowed in the warehousing and
       logistics sector
While the E-Commerce sector itself is concentrated, the logistics sector is
fragmented. Although the larger E-Commerce players have captured first
mover advantage, there are opportunities for companies that can address the
current challenges. These are:
   Solutions that drive technology adoption, especially in the last mile sector,
   such as companies that can combine payment and last mile logistics to
   address the risks of returns and cash on delivery
   Logistics providers in Tier II and Tier III cities that can capture the growth
   pockets
   Solutions to improve delivery accuracy and quality, to reduce the high rate
   of returns

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                                      Chapter 7. References

https://www.niti.gov.in/niti/content/indian-logistics-sector-path-
transformation
http://www.makeinindia.com/logistics-sector
https://www.business-standard.com/article/economy-policy/logistics-sector-
to-see-500-bn-annual-investment-by-2025-prabhu-118073000534_1.html
https://www.business-standard.com/article/economy-policy/retail-boost-for-
logistics-warehousing-investment-rises-by-7-bn-in-2-yrs-119112701344_1.html
https://content.knightfrank.com/research/677/documents/en/india-
warehousing-and-logistics-india-warehousing-market-report-2018-insight-
series-2-5494.pdf
https://www.niti.gov.in/niti/content/indian-logistics-sector-path-
transformation
https://www.dsij.in/productAttachment/premarketreports/Market_IndiaLogisti
cs_Edelweiss_26.11.18.pdf
https://www.statista.com/statistics/792047/india-e-commerce-market-size/
https://economictimes.indiatimes.com/industry/services/retail/small-town-
india-helps-amazon-flipkart-record-growth-in-sales/articleshow/71449679.cms
https://www.statista.com/statistics/467163/forecast-of-smartphone-users-in-
india/
https://timesofindia.indiatimes.com/business/india-business/indias-mobile-
data-is-cheapest-globally/articleshow/68294413.cms
https://www.statista.com/topics/2157/internet-usage-in-india/
https://www.indiatoday.in/business/story/mobile-call-internet-to-become-
costlier-by-up-to-50-from-december-3-1624261-2019-12-02
https://www.ibef.org/industry/ecommerce.aspx
https://assets.kpmg/content/dam/kpmg/in/pdf/2018/05/e-commerce-retail-
logistics.pdf
https://economictimes.indiatimes.com/industry/services/retail/amazon-not-
doing-favour-to-india-by-investing-a-billion-dollars-
goyal/articleshow/73302716.cms
https://cleartax.in/s/impact-of-gst-on-e-commerce-marketplace-sellers

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https://economictimes.indiatimes.com/small-biz/startups/newsbuzz/walmart-
acquires-flipkart-for-16-bn-worlds-largest-ecommerce-
deal/articleshow/64095145.cms
https://www.financialexpress.com/industry/sme/after-amazon-flipkart-now-
myntra-strengthens-logistics-for-timely-deliveries-this-festive-season/1718417/
https://techcrunch.com/2020/01/18/amazon-india-kirana-neighborhood-
stores/
https://kr-asia.com/snapdeal-receives-fresh-funding-as-comeback-kid-to-
rival-indias-e-commerce-duopoly
https://economictimes.indiatimes.com/industry/services/retail/tier-ii-
ecommerce-faces-existential-crisis-expiry-date-near-small-etailers-clutch-at-
straws/articleshow/69551201.cms?from=mdr
https://entrackr.com/2018/12/amazon-product-return-rate-india/
https://ithinklogistics.com/blog/how-cash-on-delivery-dominates-indian-e-
commerce/
https://economictimes.indiatimes.com/industry/services/retail/e-comm-in-
india-is-a-fantastic-revolution-says-loral-ceo/articleshow/74053639.cms
https://indianonlineseller.com/2017/03/snapdeal-discontinues-cash-on-
delivery-option-for-transactions-beyond-rs-20000/
https://yourstory.com/2017/11/year-demonetisation-e-commerce-customers-
continue-take-cod-route?utm_pageloadtype=scroll
https://www.ibef.org/download/e-commerce-dec-2018.pdf

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