Tag: Flipkart-owned Myntra

  • Myntra Under ED Investigation for Alleged INR 1,654 Crore FEMA Breach

    For suspected violations of the Foreign Direct Investment (FDI) regulations of INR 1,654.35 crore, the Enforcement Directorate (ED) has filed a complaint against Myntra, an Indian fashion e-commerce company, as well as its affiliated businesses and directors.

    According to the probe agency’s statement, the case was filed in its Bengaluru Zonal Office based on reliable information indicating that Myntra Designs Pvt. Ltd. and its affiliated companies were violating India’s FDI policy by engaging in Multi-Brand Retail Trading (MBRT) while posing as “Wholesale Cash & Carry” businesses.

    The Alleged FDI Violation Explained

    According to investigations, Myntra was given FDI totalling INR 1,654.35 crore under the guise of running a wholesale company. However, it was discovered that a sizable amount of the merchandise was sold only to M/s Vector E-Commerce Pvt. Ltd., a subsidiary of the same business group, who subsequently marketed the merchandise to final customers.

    According to the ED, this structure was purposefully designed to divide direct business-to-consumer (B2C) transactions into a business-to-business (B2B) agreement between Vector and Myntra and then a business-to-consumer (B2C) model between Vector and the retail customers. As per the agency, this essentially got around the FDI regulations’ limitations on multi-brand retail.

    FEMA and FDI Policy Breaches Detailed

    Additionally, enterprises using the wholesale model are only allowed to sell up to 25% of their goods to linked group companies under the FDI policy changes of April 1, 2010, and October 1, 2010. But according to the ED, Myntra exceeded this cap by giving Vector E-Commerce 100% of its sales.

    Myntra Designs Pvt. Ltd. and others were found to have breached section 6(3)(b) of FEMA, 1999, as well as pertinent laws of the Consolidated FDI Policy, according to the inquiry agency’s findings.

    A complaint has now been filed under Section 16(3) of FEMA for additional legal action in light of these findings, according to ED. Myntra did not respond to the situation right away. The case’s registration demonstrates the increased regulatory scrutiny of FDI norm compliance in the e-commerce industry.

    Myntra’s Recent Financial Activity

    This year, Myntra has been raising a lot of money from its parent company in Singapore. Myntra raised an additional INR 1,062 Cr from Singapore parent company FK Myntra Holdings in May, following a new capital infusion of INR 709 Cr from Flipkart in February.

    In the highly competitive fashion e-commerce sector, the fashion e-commerce company is currently seeking to increase its revenue streams. Myntra has started two costly business experiments in the last several months: Singapore became the first foreign market under Myntra Global when the business launched its e-commerce platform there in May.

    Expansion Moves Amid Regulatory Heat

    With 6.5 lakh Indians living in Singapore, the Flipkart-owned portal hopes to reach 12% to 15% of the population. With its new platform M-Now, the corporation has been experimenting with the delivery structure of rapid commerce. In June, Myntra brought M-Now online in Delhi and Mumbai after introducing the 10-minute delivery option in Bengaluru.

  • List of All the Startups Acquired by Flipkart

    Within ten years, e-commerce business platforms are booming like anything. All the more, the pandemic seems to have given a push of 10 times more to these e-commerce sites. The given hectic life, and busy schedules, people do not have the leisure to go out and shop. With many reliable e-commerce websites available, people prefer to buy products online.

    According to sources, the Indian e-commerce market is expected to grow to $188 billion by 2025 from $6.2 billion (2020). It is also predicted that the market is expected to increase by 21.5% by the end of 2022.

    Flipkart, which is India’s one of the biggest players in the e-commerce market, is also considered the most valuable startup in the country today. This Walmart-owned company started its journey by selling books online and further expanded into selling other product varieties such as electronics, fashion, home essentials, and other lifestyle products.

    Through its journey of becoming the most successful startup, Flipkart has acquired several companies. Today, Flipkart has a revenue of 433 billion Indian rupees.

    In this article, let us discover the list of major companies acquired by Flipkart.

    1. ANS Commerce
    2. Yaantra
    3. SastaSundar
    4. Cleartrip
    5. Scapic
    6. Mecha Mocha
    7. Walmart India
    8. Upstream Commerce
    9. Liv.ai
    10. F1 Info Solutions & Services
    11. eBay India
    12. Jabong
    13. PhonePe
    14. FX Mart
    15. Appiterate
    16. AdIQuity
    17. Myntra
    18. Jeeves
    19. Letsbuy.com
    20. Chakpak
    21. MIME360
    22. weRead

    1. ANS Commerce

    Year of Acquisition – 2022

    ANS Commerce Logo
    ANS Commerce Logo

    ANS Commerce is a direct-to-consumer (D2C) SaaS startup. The company offers e-commerce solutions for online brands, such as brand-store tech, performance marketing, platform support, marketplace management, and more.

    Flipkart has acquired ANS Commerce for an undisclosed amount. However, the agreement is yet to be completed due to some closing conditions.

    2. Yaantra

    Year of Acquisition – 2022

    Yaantra Logo
    Yaantra Logo

    Yaantra is an electronic repair company that offers door-to-door electronic repair services for smartphones and laptops and sells refurbished products. The acquisition made by Flipkart is to improve its after-sale services in the smartphone segment and to maintain the recommerce platform. Yaantra was acquired by Flipkart for approximately $40-50 million.

    3. SastaSundar

    Year of Acquisition – 2021

    SastaSundar Logo
    SastaSundar Logo

    SastaSundar operates in online pharmacy and healthcare solutions such as e-diagnostics, and e-consultations with a network of more than 490 pharmacies. Flipkart was acquired to further improve the healthcare system by offering affordable pharmacies to consumers on a large scale. The Flipkart group has a 75.1% stake in the SastaSundar company.

    4. Cleartrip

    Year of Acquisition -2021

    Cleartrip Logo
    Cleartrip Logo

    Cleartrip is an online travel service company. The company offers booking services for flights, train tickets, and hotel reservations in India and the Middle East. The Covid-19 pandemic made a very stressful year for the travel sector, due to which, Cleartip had laid off around 500 employees. Flipkart acquired Cleartrip in April 2021 in a $40 million deal.

    5. Scapic

    Year of Acquisition – 2020

    Scapic Logo
    Scapic Logo

    Scapic is a cloud-based startup that deals in creating and publishing AR and 3D content through a web browser for clients across e-commerce and marketing platforms. The deal made by Flipkart is to enhance its user experience. Flipkart has a 100% stake in Scapic, however, the deal value is still undisclosed.

    6. Mech Mocha

    Year of Acquisition – 2020

    Mech Mocha Logo
    Mech Mocha Logo

    Mech Mocha is a mobile gaming platform that operates a live social game called ‘Hello Play’. This gaming app allows participants from tier II and tier III cities to interact with each other through its in game-video. Flipkart invested in Mech Mocha at an undisclosed amount.

    7. Walmart India

    Year of Acquisition – 2020

    Walmart India Logo
    Walmart India Logo

    Walmart India is a subsidiary owned by Walmart Inc., which is an American multinational retail corporation that has a wide variety of markets dealing mainly in departmental stores, and grocery stores. The reason for Flipkart to acquire Walmart India is to help expand its footprint in the food and grocery segment, which will further strengthen its supply chain.

    8. Upstream Commerce

    Year of Acquisition – 2018

    Upstream Commerce is an Israel-based retail platform that provides cloud-based automated-competitive solutions to help online retailers develop an analysis to boost their sales. Flipkart acquired Upstream commerce to further optimise its product pricing to compete with its rival Amazon.

    9. Liv.ai

    Year of Acquisition – 2018

    Liv.ai is the first Indian company that uses powerful neural network models that enable developers to convert speech into text supporting 10 Indian languages. They aim to give voice to billions of Indians, and the ability to express their language through the digital world. Flipkart acquired Liv.ai for $40 million.

    10. F1 Info Solutions & Services

    Year of Acquisition – 2017

    F1 Info Solutions & Services Logo
    F1 Info Solutions & Services Logo

    In 2017, Flipkart acquired F1 Info Solutions & Services, an IT products repair service provider of brands like Apple, HP, Samsung, Sony, Lenovo, Asus, and many more. The main reason for the acquisition of F1 is to expand Flipkart’s offerings towards after-sale repair services for its IT products and mobile phones.


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    11. eBay India

    Year of Acquisition – 2017

    ebay Logo
    ebay Logo

    eBay is an American multinational e-commerce platform founded in 1995. eBay started its operations in India in 2005 but was not that successful. Flipkart acquired eBay in 2017 for approximately $500 million.

    12. Jabong

    Year of Acquisition – 2016

    Jabong Logo

    Jabong.com is an online portal that sells products in categories like fashion accessories, footwear, apparel, home essentials, and other lifestyle products. Flipkart acquired Jabong through Myntra for $70 million.

    13. PhonePe

    Year of Acquisition – 2016

    PhonePe Logo
    PhonePe Logo

    PhonePe is a digital payment mode for online transactions in India founded by Sameer Nigam. The app operates around the Unified Payments Interface (UPI), regulated by the National Payments Corporation of India. The company was acquired by Flipkart in 2016, although it will function as a separate business unit. Flipkart bought the company for $20 million.

    14. FX Mart

    Year of Acquisition – 2015

    FX Mart Logo
    FX Mart Logo

    FX Mart is a company that offers payment services like digital or electronic payments,  remittances buying and selling of currencies, travel, and related services. The acquisition was made with an aim to enable Flipkart to have its own in-app wallet system and avoid paying a cut to external wallet providers. The deal value was around $6 million.

    15. Appiterate

    Year of Acquisition – 2015

    Appiterate Logo
    Appiterate Logo

    Appiterate is a mobile marketing company that engages in marketing automation to help e-commerce companies push their sales through push notifications and in-app messages. The details of the deal are undisclosed.


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    16. AdIQuity

    Year of Acquisition – 2015

    AdIQuity Logo
    AdIQuity Logo

    A global mobile ad network founded by Anurag Dod, AdIQuity was launched with the aim to facilitate ad agencies to acquire mobile traffic. Flipkart bought this company in hopes to increase its efficiency on the mobile platform.

    17. Myntra

    Year of Acquisition – 2014

    Myntra Logo
    Myntra Logo

    Myntra, initially sold personalised gift items but later on expanded into fashion and lifestyle brands in 2010. In 2014, the company was bought by Flipkart at a valuation of approximately $370 million. The acquisition was done in to beat Flipkart’s rival Amazon to create one of the largest e-commerce markets. To date, Myntra is one of the biggest acquisitions of Flipkart.

    18. Jeeves

    Year of Acquisition – 2014

    Jeeves Logo
    Jeeves Logo

    Jeeves is one of India’s leading third-party after-sales service providers with a network of 320+ service partners. It was during the same year, Flipkart launched its large appliance category.

    19. Letsbuy.com

    Year of Acquisition – 2012

    Letsbuy Logo
    Letsbuy Logo

    Letsbuy.com is an online retail shop selling branded computer technology and digital lifestyle products from top international and domestic brands. Flipkart acquired Letsbuy.com for $25 million.

    20. Chakpak

    Year of Acquisition – 2011

    Chakpak is an online media podium for films revolving around Bollywood, Telugu, and Tamil that enables users to find information regarding their timings, reviews, latest news, and information. Flipkart made this acquisition to let them offer user-generated content for a huge array of Indian movies to their customers.

    21. MIME360

    Year of Acquisition – 2011

    This was a Mumbai-based digital media distribution company. MIME is the short-form of Manoramic International Media Exchange. The company has ties with Saregama and Gaana.com and operates in Mumbai, and Delaware, USA. To improve their digital distribution technology platform, Flipkart acquired MIME360.

    22. weRead

    Year of Acquisition – 2010

    weRead Logo
    weRead Logo

    The first startup acquired by Flipkart is weRead.com. It is an online community for all book readers. The platform was available on Facebook, Myspace, Orkut, Hi5, and Bebo. Flipkart wanted to expand its customer base to further improve its customer book reading experience.

    Conclusion

    The list of startups acquired by Flipkart gives us a clear understanding of how ambitious Flipkart is. They aim to keep growing and compete with their rival Amazon. The group is in the mood to diversify its ecosystem through these various investments in multiple sectors.

    The company has grown tremendously in just ten years and continues to evolve every day by expanding its services for its consumers. Besides these acquisitions, Flipkart has made investments in Ninjacart, Aditya Birla Fashion Retail Limited, Shadowfax, and Arvind Fashions.

    FAQs

    What companies are owned by Flipkart?

    Ans commerce, Yaantra, Sastasundar, Cleartrip, Scapic, Mech mocha, Walmart India, Upstream commerce, Liv.AI, F1 info solutions & services, eBay India, Jabong, Phonepe, FX Mart, Appiterate, Adiquity, Myntra, Jeeves, Letsbuy.Com, Chakpak, MIME360, and Weread are owned by Flipkart.

    Is Flipkart an MNC company?

    Yes, Flipkart is an MNC company founded by Sachin Bansal and Binny Bansal.

    What kind of company is Flipkart?

    Flipkart is an eCommerce company based in Bangalore.

  • How Myntra Uses Data Analytics to Provide World-Class Experience to Its Customers

    Fashion is such a powerful word, it can change the world. If not change the world it can at least make some people rich. When it comes to fashion, the world follows the crowd. If some trend gets enough people hooked, then the trend has the chance of becoming a fashion trend. Which are longer and wider terms in magnitude and effects. There can be many sorts of fashion, each sort of fashion has the potential to influence a large number of people.

    This trait of the fashion industry makes it one of the hottest industries out there. This is the reason fashion houses and fashion retails are always out there, innovating and figuring out something that will hopefully become a trend and a fashion statement. In the modern world, the apocalyptic 21st century, the internet and technology are the lead workers in almost every industry.

    Fashion is also run by these workers’ hands. India’s topmost online fashion delivery partner Myntra is also doing the same. They are working on recommendation systems at a large scale. Like in-session intent, explore-exploit algorithms diversity, deep personalisation, identifying fashion trends, etc. This article talks about this topic at the heart. First, let us see how the world of fashion operates and how it is changing with the help of AI and big data.

    The World of Fashion, Then and Now
    Myntra – The Fashion Retail
    How Myntra Uses Data Science to Provide Unparalleled Customer Experience?
    How Data Plays an Important Role in Improving Customer Experience at Myntra?
    How is Myntra using Growth Hacking?
    Why is Myntra Investing in Machine Learning?

    The World of Fashion, Then and Now

    Fashion, by definition, is anything that someone wears to make a style statement. The definition might look easy in theory but in practice, the word ‘fashion’ has a lot of potentials. This can take any shape and size, and this can make truckloads of money if it is directed in a good right direction.

    The cycle of fashion mostly starts when people observe some influential person making a style statement. Then they look out for the same thing, to make the same style statement. Take the case of Luxottica. The famous luxury eyewear group enjoys a monopoly in the eyewear industry. It all started when the brand pulled in some actors and designers to promote luxury frames. This was an instant hit and the beginning of huge cash flows.

    By now, you must have understood that the world of fashion is unique and full of potential.  There are many sorts of fashion, they can be categorised into many categories. Then comes the more famous sort of fashion line, fast fashion. As the name suggests, it is fast in nature. It comes quickly and goes out of fashion quickly. Zara is probably the best example of fast-fashion retail.  

    The next and the newest form of fashion is all new. Fashion when mixed with data analytics becomes a whole new domain of work. When fashion is added with the benefits of data and technology, it becomes wider. The reach now covers much more area than before and so do the profits that occur. This is what fashion companies like Myntra are doing. Let us see Myntra’s data science and the work that goes behind the curtains/website.

    Myntra – The Fashion Retail

    Myntra is a popular name among fashion enthusiasts. By ‘fashion enthusiasts’ we mean quite everyone. Everyone wants to make a style statement and everyone wants to stand out. In this sort of environment, Myntra is a perfect destination for these people. It is a place that caters to a lot of demands in a single and simple setting. A single stop for all things fashion.

    As the world grows and becomes more and more hyperconnected, and people want more personalised stuff, Myntra is changing its model too. It is not just a fashion company now, it is adding data and technology to its structure. With the aid of data technology, the brand can put itself as a more personalised fashion retail for its consumers. Which if done right, can lead to great success for the brand.

    Right, now the fashion company deals in all sorts of fashion products. As time passes, it is also trying to enter the world of technology of personalisations. Personalisations like large scale recommendation systems can add a lot of brand value to the company. It is working in this direction with all its might, to get to a position where it is easy for consumers to get products that meet their personal demands.

    Just like Netflix which used user data to give out personal recommendations for movies and series. In the next paragraph, we will read about the efforts that the company is trying to get deep into data technology.

    How Myntra Uses Data Science to Provide Unparalleled Customer Experience?

    If you say that Myntra is fashion retail, you are right but not entirely. Myntra is more of a data science company that works on data to provide personalisations to its customers. It is, in fact, one of the biggest and most successful data science teams in the country. The reason is that Myntra is hugely investing in its data science wing, to improve the overall experience.

    The data science team is the reason, on which the company is making all its newfound progress. It is in fact the reason which even helps big service companies like Netflix to grow on customer experience. The majority of the features that the fashion company now provides are AB tested. These solutions that provide great personalisations were never possible in the past but they are now the nearest possibility. Thanks to data tech.

    At the core of Myntra, the company wants to create an exceptional consumer interface that is so useful that people will become loyal to the brand. The data science team at the fashion retail has solutions for that goal problem. They want to create a unique model at every touchpoint where the user reaches for his/her needs. These models/differentiators will help increase the consumer experience and will generate the desired revenue for the retail.

    The team delivers many data science solutions, which are deployed at various customer touch points every quarter. “The models create significant revenue and customer experience impact, alongside providing real-time, near-real-time, and offline solutions with varying latency requirements,” explained Hrishikesh Vidyadhar Ganu, head of data science at Myntra.

    There are many domains in which the company is trying to enter with the help of technology aids. It is trying to work on large scale recommendations which will help find people that they are not even looking for. That is products that they might like. The same way as Netflix recommends shows. It is a result of data collection of users and making sense of the data. This makes the user predictable. Thus, the company servers can better predict what the user is going to like in future. This feat is achieved through algorithms, deep personalisation which can identify fashion trends and can suggest more relatable products.

    Myntra also is looking forward to building a trying feature that can help in identifying the perfect fit for a customer. Say, a tryout feature. Just like Lenskart does on its website, you can go and try out the glasses with a virtual try-on feature. This feature, to virtually try anything that you like, online is an absolute game-changer. This, not just adds to the overall customer experience but also eases the work of choice for consumers. Myntra can do that too, they can add a virtual try out feature for clothing items or personal beauty essentials etceteras.

    Fashion focussed companies like Myntra do a lot of work on their supply chain management. They try to optimise the flow of work in a manner that is the least resistive and most efficient. With help of user data and data technology, they can also leverage their large scale problems of shipping and utilisations.

    “We also leverage computer vision extensively for cataloguing, inbound QC, garment measurements, etc.,” said Hrishikesh Ganu who is the director of data science at Myntra.

    Another important thing for fashion retail is the pricing models. If the pricing is not right, it does not matter how good the impression the product makes, consumers will be turned off.

    With data that Myntra collects and makes sense of, they can let the tech work for them. They can even optimise prices for different customers and give others some coupons that can act as a discount. An optimised pricing strategy will help get more traffic to the website and more conversions of users.

    In a recent interview, the Myntra data science team mentioned that they are currently hiring for data science roles. The company has vacant places across many roles in the field of data science.


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    How Data Plays an Important Role in Improving Customer Experience at Myntra?

    Myntra takes the data part very seriously. Data is DNA at the fashion retail. They know this thing that they will receive what they give. If they make sense of the data collected in a nice manner, they will go ahead in utilising and optimising the resources according to customer preferences. This can act as a great differentiator in many aspects.

    With trial and error, Myntra has been able to make the walls of its data work strong. The engineering and data insights that they have gathered over the past is very useful in the future. They can use data science to evolve more in the future as they provide the best-personalised fashion to every customer. They will probably be one of the firsts to do something like this in the Indian fashion segment.

    They continuously are involved in data scoring and structuring. Every algorithm that they decide on is AB tested with keeping real users in mind. The world of E-commerce revolves around being more and more consumer-centric. This is why companies like Myntra invest a lot of time and energy resources in this field. This enables them to get a better profit margin and a better market placement than the rest. Fashion retail has golden rules, that is, Once you get the experience right, you can get consumers’ hearts.

    The story of data starts when users communicate with the website. They can be ordering something, returning something or just pondering/hovering over something.

    All that data is collected and makes sense, in the form of patterns. These patterns make bigger patterns that are called user behaviour. Which tells how a person is going to act in front of a situation. This results in better predictability and better recommendations. So, it can be said that data is the source and fuel for the system at the same time. It enriches the algorithm with more useful information.

    How is Myntra using Growth Hacking?

    At Myntra, all the technology and fashion is directed in one direction. That one direction is simply to make the user journey as smooth as possible. It should be full of aids, but not too much and it should be easy to walk on. Noticing this simple goal, they recently launched something called ‘Growth hacking’.

    Growth hacking is an initiative and an experiment with which Myntra is trying to capture hindrances that are faced by users. For example, users should be able to check out with a click and clicks for websites should be lowered. They are also looking to add and subtract a few traits in the post order stage.

    All these little tweaks here and there will help cover the journey of the user in a smooth way. The result of which is more and improved conversion rates. Another consequence is that users have more retention and thus more revenue for the company.

    These experiments like that of growth hacking Myntra is employing a method of AB testing. Since they have a large variety of products in almost every domain, it becomes imperative to make it easy for the user to make choices. The process goes like the easier the better.

    In order to release the experiments at the growth hacking, they have to conduct A-B testing. It is a method by which a company tests its experiments with some people and gets their feedback. It was made sure that the experiments work well and that they don’t add any sort of hindrance to the user journey.


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    Why is Myntra Investing in Machine Learning?

    From the above discussions, it is evident that Myntra is planning a lot more investments in the data department. They know that this is useful in reaching new scales of growth. They are not wrong in this manner, everyone loves personalisations and attention to detail. With data-driven growth, there are a lot of utilities that can be achieved. Myntra is betting on this new-age tech of machine learning and data science.

    As they develop each wing of the data plane, like data analytics, data science and machine learning in the platform, they want to make all these things go together. In a synchronised manner, these things will work better and more efficiently.

    Myntra is investing a lot in machine learning models that work in real-time. The workings of which will help Myntra to get quick and real-time feedback from users. Another reason for developing the ML platform is that they can run data from models and execute them.

    Myntra is a platform that runs at a level of whole India or PAN India. This means that they have a lot of consumers to cater to. They have to be right with data if they want to predict their users’ patterns. This is one of the main reasons why Myntra is trying to improve its data science wing. It will add more depth to the organisation and will help increase the consumer experience.

    Myntra has a lot of checks and balances at every step before data ingestion into the warehouse, clean-up and processing. A better capability to tackle users will make for a delightful user experience.

    This is why the data science department is running to work with in-depth data details and structures of user data. This will help the whole organisation regardless of the scale at which they operate. However, it might seem easy in theory to work towards personalisation technology but it’s not easy.

    There has to be a whole infrastructure setup that can be built for analytics. Myntra has also taken some steps to improve the data handling at the company. Here we will discuss these processes and the progress that they have made.

    First of all, Myntra starts the work even before data arrives at its shores. They try to track every piece of information that arrives at its doorstep. It can be any data or information from warehouses, process reports and stock placements. At every step, new data is laid out and Myntra keeps full track of these. Recording everything helps the company to catch any deviations that might have occurred in the process.

    Now, to improve the metrics, it has to follow a repeated process. An iterated process. The continuity of the process is the key in this venture which helps to improve monitoring and catching of errors and deviations. If the process of data collection is even and continuous, they will catch omissions quickly which makes it efficient. For even for a minute deviation or non-success in their data trajectory, they have a solid alert in place and a testing framework to report.

    Conclusion

    Fashion is a powerful word. With enough potential to generate a lot of cash for the trailblazer. Fashion retail has some common golden rules. That is, Once you get the customer experience right, you can get to the consumer’s hearts. Once they get this thing right, they will be the market leader in fashion retail in India. This is all about brand loyalty and customer satisfaction.

    Myntra is planning to go deeper into this segment which will allow them to better understand the market and its consumers. In the modern world, the apocalyptic 21st century, the internet and technology are the lead workers in almost every industry.

    Fashion is the new world where tech is working and it has a lot of benefits. Myntra is also trying out and working on virtual trials of products on each consumer. The future and present of fashion are changing and so are the priorities of people.

    FAQ

    How does Myntra use big data?

    Myntra tracks the user behaviour, if they are going to buy something or just surfing, what are they looking for and stores it which helps them to recommend the best-personalised fashion to every customer.

    How does Myntra use machine learning?

    Myntra analyses its customer data, social media and its fashion portals to find out what customers are exactly looking for.

    How does Myntra use data analytics?

    Myntra uses data to provide personalized recommendations to its users.