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Dingdong (Cayman) Limited operates an e-commerce company in China. The company offers fresh groceries, including vegetables, meat and eggs, fruits, and seafood; prepared food, and other food products, such as baked goods, dairy, seasonings, beverages, instant food, oil, and snacks. It offers its products through traditional offline, as well as online channels through Dingdong Fresh app, mini-programs, and third-party platforms. Dingdong (Cayman) Limited was founded in 2017 and is headquartered in Shanghai, China.

Ozon Holdings PLC, together with its subsidiaries, operates as an internet retailer of multi-category consumer products to the general public primarily in the Russian Federation. The company provides products in various categories that include electronics, home and décor products, children's goods, FMCG, fresh food, and car parts. It also manages an online marketplace platform that enables third-party sellers to offer their products to consumers on its mobile apps, as well as ozon.ru and ozon.travel websites. In addition, the company provides advertising and financial services, as well as airline and railway tickets. Ozon Holdings PLC was incorporated in 1999 and is based in Nicosia, Cyprus.

Revolve Group, Inc. operates as an online fashion retailer for millennial and generation z consumers in the United States and internationally. The company operates in two segments, REVOLVE and FWRD. It operates a platform that connects consumers and global fashion influencers, as well as emerging, established, and owned brands. The company offers apparel, footwear, accessories, beauty, and home products from emerging, established, and owned brands, as well as luxury brands through its websites and mobile apps. The company was formerly known as Advance Holdings, LLC and changed its name to Revolve Group, Inc. in October 2018. Revolve Group, Inc. was founded in 2003 and is headquartered in Cerritos, California.

Stitch Fix, Inc. sells a range of apparel, shoes, and accessories for men, women, and kids through its website and mobile application in the United States and the United Kingdom. It offers denim, dresses, blouses, skirts, shoes, jewelry, and handbags under the Stitch Fix brand. The company was formerly known as rack habit inc. and changed its name to Stitch Fix, Inc. in October 2011. Stitch Fix, Inc. was incorporated in 2011 and is headquartered in San Francisco, California.

Vipshop Holdings Limited operates online platforms in the People's Republic of China. It operates in Vip.com, Shan Shan Outlets, and Others segments. The company offers womenswear, menswear, sportswear, shoes and bags, accessories, baby and children products, skincare and cosmetics, home goods and other lifestyle products, and supermarket products. It also provides internet finance services, including consumer and supplier financing. In addition, the company engages in warehousing services, retail business, product procurement, and software development and information technology support activities. The company provides its branded products through its vip.com and vipshop.com online platforms, as well as through retail stores. Vipshop Holdings Limited was founded in 2008 and is headquartered in Guangzhou, the People's Republic of China.