This dataset contains online retail sales data from an online store based in the UK. The data covers transactions from 01/12/2010 to 09/12/2011. Columns: InvoiceNo: Invoice number, a unique identifier for each transaction StockCode: Product code, a unique identifier for each product Description: Description of the product Quantity: Quantity of each product purchased in a transaction InvoiceDate: Date and time of the transaction UnitPrice: Price of each product CustomerID: Unique identifier for each customer Country: The country where the customer resides

While being volatile, the industry’s performance has been propped up by rising social media engagement and the strategic use of influencers and brand communities. However, profitability has come under strain amid high return rates, escalating customer expectations and ongoing market consolidation. Major online retailers like ASOS and Boohoo (now Debenhams Group) have adapted their operating models in a bid to maintain relevance and capitalise on evolving digital commerce trends. Strategies across the industry have shifted to incorporate marketplace structures, improved omnichannel integration and content-led digital engagement, reflecting the dynamic nature of the online menswear retail landscape. Online men’s clothing retailers' revenue is forecast to mount at a compound annual rate of 2% over the five years through 2025-26, including a hike of 0.9% in 2025-26, to reach £2.6 billion. Online men’s clothing retailers in the UK have used social media and influencer marketing to cultivate customer loyalty and drive sales, particularly among younger, style-conscious male shoppers. Platforms like Instagram and TikTok became critical touchpoints, with a significant portion of UK users making purchases directly through these channels. Online menswear retailers have faced fierce price competition, a high level of consumer churn and a challenging macroeconomic environment, leading to a flurry of mergers and acquisitions as leading retailers have sought economies of scale. Market consolidation, epitomised by Frasers Group’s aggressive stake building in ASOS and Boohoo, reflects the search for operational synergies and diversification. Meanwhile, surging demand for pre-loved and sustainable apparel, driven by Gen Z and millennial consumers, pressured traditional sales as a threatening substitute; second-hand platforms like Vinted saw explosive growth. In response, some retailers have launched their own resale and eco-friendly initiatives to recapture migrating demand and improve branding amid changing shopping values. Sustainability and the circular economy will play a pivotal role, pushed by heightened consumer awareness, regulatory scrutiny and the continued rise of second-hand and rental platforms. Retailers that can integrate credible sustainability measures, like using recycled materials and transparent supply chains, should see reputational and commercial gains. Social commerce is poised for dramatic expansion, with direct purchasing through platforms like TikTok and Instagram projected to account for a larger share of online sales. Revenue for online menswear retailers is slated to climb at a compound annual rate of 1.2% over the five years through 2030-31, to reach £2.7 billion. To thrive, retailers must invest in unified, shoppable digital experiences and foster authentic, long-term influencer partnerships. The focus will increasingly shift from transactional marketing to community engagement and social-driven loyalty, reshaping the industry's growth prospects in an ever-more competitive market.

Deluxe is an online retailer based in UK that deals in a wide range of products in the following categories: 1. Clothing 2. Games 3. Appliances 4. Electronics 5. Books 6. Beauty products 7. Smartphones 8. Outdoors products 9. Accessories 10. Other Basic household products are classified as 'Other' in the category column since they have small value to the business.

Data Description: dates: sale date order_value_EUR : sale price in EUR cost: cost of goods sold in EUR category: item category country: customers' country at the time of purchase customer_name: name of customer device_type: The gadget used by customer to access our online store(PC, mobile, tablet) sales_manager: name of the sales manager for each sale sales_representative: name of the sales rep for each sale order_id: unique identifier of an order

The data was recorded for the period 1/2/2019 and 12/30/2020 with an aim to generate business insights to guide business direction. We would like to see what interesting insights the Kaggle community members can produce from this data.

UK department stores face mounting pressure amid weak household incomes, high inflation, and shifting consumer habits. Sales of luxury goods have declined as middle-income shoppers rein in discretionary spending, while the loss of tax-free shopping for tourists has dented international sales. High-profile closures highlight sector fragility. However, innovation is driving survival. Retailers like M&S and John Lewis are thriving by offering high-quality and affordable goods. The rise of eco-conscious consumers is pushing stores to embrace sustainability through resale, rental, and repair services. Beauty departments have benefited from the “lipstick effect,” with prestige fragrance sales soaring despite broader spending cutbacks. Independent department stores are enjoying a revival, capitalising on strong community ties and unique, experience-led offerings. The sector’s future hinges on blending heritage with modern convenience, sustainability, and experiential value to attract the next generation of UK shoppers. Over the five years through 2024-25, department stores' revenue is forecast to drop at a compound annual rate of 5.7% to £31.6 billion, including a 0.9% dip in 2024-25. Over the five years through 2029-30, department stores' revenue is forecast to grow at a compound annual rate of 2.1% to reach £42.6 billion. UK department stores face rising cost pressures, with the April 2025 National Living Wage increase and higher National Insurance contributions squeezing margins. Some, like M&S and John Lewis, aim to absorb these costs through supply chain efficiencies rather than raising prices, but many retailers may resort to staff cuts or automation. Online rivals continue to dominate, forcing department stores to upgrade digital experiences. Cart abandonment, delivery delays, and forced account creation remain key friction points. To compete, retailers are investing in loyalty schemes and personalisation, with experiential rewards and tailored promotions proving effective. Physical stores remain vital—especially for shoppers who value experience. Successful department stores now focus on immersive, multi-channel strategies, blending heritage, innovation, and convenience to retain relevance in a fast-changing retail landscape.

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Convenience Stores Market Size 2025-2029

The convenience stores market size is forecast to increase by USD 1036.9 billion, at a CAGR of 7.1% between 2024 and 2029.

The market is experiencing significant growth, driven by the increasing demand for convenient food products. Consumers' preferences are shifting towards quick and easy meal solutions, leading to a surge in demand for ready-to-eat and ready-to-heat food items. Another trend shaping the market is the rise of private-label brands, which are gaining popularity due to their affordability and perceived quality. However, the market faces challenges as well. The increasing trend towards online retailing and e-commerce is changing buying behavior, with more consumers opting for home delivery and curbside pick-up options. This shift is forcing convenience stores to adapt and find ways to compete effectively in this new landscape. Additionally, the growing focus on health and wellness is leading to increased demand for healthier food options, presenting both an opportunity and a challenge for convenience stores to offer more nutritious choices while maintaining profitability. To capitalize on market opportunities and navigate challenges effectively, convenience store operators must stay agile and responsive to changing consumer preferences and trends.

What will be the Size of the Convenience Stores Market during the forecast period?

Explore in-depth regional segment analysis with market size data - historical 2019-2023 and forecasts 2025-2029 - in the full report.
Request Free SampleThe market continues to evolve, driven by dynamic market dynamics and shifting consumer behaviors. Automated retail solutions, such as inventory tracking and demand planning, enable retailers to optimize stock levels and reduce out-of-stocks. Customer loyalty programs and community engagement initiatives foster repeat business and strengthen brand affinity. Employee training and target marketing strategies ensure high-quality customer service and effective product placement. Hygiene standards and food safety regulations are paramount in maintaining trust and meeting health regulations. Impulse purchases, fuel retailing, and grocery sales remain key revenue streams, with mobile payments and delivery services enhancing the shopping experience. Franchise models and self-checkout kiosks streamline operations and reduce labor costs. Pricing strategies, energy efficiency, and data analytics play crucial roles in maximizing profitability. Local sourcing and category management cater to diverse consumer preferences and promote sustainability. Inventory management, store design, and private label products differentiate offerings from national brands. Hygiene standards, food handling, and loss prevention measures ensure operational efficiency and maintain customer trust. Product placement, online ordering, and RFID technology facilitate seamless shopping experiences. Smart shelves, shelf life management, and point-of-sale (POS) systems optimize stock levels and reduce waste. Waste management and supply chain optimization minimize environmental impact and enhance operational efficiency. Automated checkout and shopping habits analysis provide valuable insights for retailers to adapt and thrive in this continuously evolving market.

How is this Convenience Stores Industry segmented?

The convenience stores industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments. OwnershipIndependent retailerRetail chainTypeTraditional convenience storeMini convenience storeHyper convenience storeExpanded convenience storeKiosksProduct OfferingFood and BeveragesTobacco Products Everyday Convenience ItemsOver-the-Counter Drugs OthersLocationUrbanSub-UrbanGeographyNorth AmericaUSMexicoEuropeFranceGermanyItalyUKMiddle East and AfricaUAEAPACAustraliaChinaIndiaJapanSouth KoreaSouth AmericaBrazilRest of World (ROW)

By Ownership Insights

The independent retailer segment is estimated to witness significant growth during the forecast period.Independent retailers, encompassing convenience stores, gas stations, and grocery outlets, continue to evolve in response to shifting consumer preferences and technological advancements. These businesses, which sell goods produced by other companies and are privately owned, offer unique value propositions. Smaller independent retailers specialize in niche product categories, such as vinyl records or photography supplies, often catering to specific consumer segments. Larger independent retailers maintain a broader product range, providing a platform for smaller brands and unique offerings. Consumer behavior shapes the convenience store market, with an increasing demand for fresh food products driving segment growth. This trend is further fueled by the penetrati

The Book Retailing industry has experienced large swings in revenue over the past five years. Changing consumer attitudes have propped up book sales, with the popularity soaring thanks to social media (especially BookTok) and individuals demanding more from their high-street book stores. This was a key driver of growth in 2022-23, when the industry recorded its largest year-on-year revenue increase since 2015-16 and substantial levels of profit. The biggest winners have been Waterstones, which has completed major acquisitions to cement its place in the industry; and independents, like Daunt Books, which have captured the hearts of their local communities and those looking for an aesthetic atmosphere to post on their social media feeds. Creeping inflation threatens revenue and is set to restrict profit growth in 2025-26 as consumers' purse strings are tightened and retailers face rising costs. Individuals will look to make cuts to keep costs down as books aren’t necessary, whether by cutting down on buying books or turning to cheaper avenues, such as online, e-books or second-hand. However, bookshops' attraction as a leisure activity and not just a shop should support footfall, even against a backdrop of high-street decline due to the rise of online shopping. Book retailers that can lean on their reputation as community hubs, leveraging in-store amenities like coffee shops and book clubs, will continue to draw people through their doors, as these experiences aren’t something online retailers can replicate. Still, revenue is expected to fall at a compound annual rate of 3% over the five years through 2025-26, to £1.1 billion. This includes a projected dip of 2.8% in 2025-26. Despite recent revenue decline, there’s some optimism for the industry. Inflation is anticipated to stabilise in the medium term, supporting steadier revenue after a few very volatile years. However, revenue is still forecast to decline at a compound annual rate of 1.8% over the five years through 2030-31 to £991.8 million. While reading will always be popular among book lovers, as social media trends like BookTok fade, book sales will likely follow suit. Independent bookshop are still expected to find some success, though, with their uniqueness supporting footfall as more people want to shop locally and seek an experience above just shopping on the high street. Additionally, upcoming anticipated screen adaptations of books could reinjection some success into the industry by driving up sales of adapted titles.

UK Contraceptive Devices Market Report is Segmented by Type (Condoms, Diaphragms & Cervical Caps, Vaginal Rings, Intra Uterine Devices, Implants & Injectables, Spermicidal Devices and Other Types), Gender (Male and Female) and Distribution Channel (NHS & Community Sexual-Health Clinics, Retail Pharmacies, Online Pharmacies & E-Commerce, and More). The Market Forecasts are Provided in Terms of Value (USD).

Bicycle retailers’ revenue is expected to decline at a compound annual rate of 3.2% over the five years through 2025-26 to £1.6 billion. The cycling market continues to struggle with weak demand as the post-pandemic boom fades and rising living costs curb consumer spending. In 2024-25, sales of mechanical bikes dropped further, raising concerns of long-term stagnation as children’s participation has fallen sharply and sales of kids’ bikes remain well below pre-pandemic levels, highlighting ongoing challenges in attracting new riders. Retailers such as Evans Cycles and Wheelbase Lakeland have introduced 0% interest financing to make purchases more affordable and help sustain sales during tough economic conditions. Still, without renewed consumer interest and stronger youth engagement, the industry’s path to recovery and growth looks uncertain. Bike stores face intense competition from sporting goods retailers, online and offline mass merchandisers (like Amazon and Argos) and public bike-sharing schemes, which pose a substantial threat to sales in urban areas. The fierce competition and challenging economic conditions have forced many UK bicycle retailers to close. This wave of closures has dampened industry revenue growth, with revenue is expected to dip 1.6% in 2025, and accelerated consolidation, as leading companies like Halfords and Specialized Bicycle Components have expanded through acquisitions, increasing their market power and raising barriers for small independent shops. In response, surviving smaller retailers focus on personal service and community engagement, hosting events and offering specialist maintenance to attract loyal customers and differentiate themselves from large chains. External competition poses a formidable challenge to bike retailers' future expansion. However, government initiatives promoting active and eco-friendly lifestyles look set to boost sales. Moreover, as people prioritise mental and physical health, lifestyle changes should drive more people to get back on their bikes, especially with more of the mindful and wellness-centric Gen Z entering the workforce and gaining significant spending power. E-bikes are also swiftly gaining popularity among individuals and look set for strong future growth. Revenue is expected to edge upwards at a compound annual rate of 1% over the five years through 2030-31 to £1.7 billion.

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Mini Figures Market Size 2025-2029

The mini figures market size is forecast to increase by USD 7.47 billion at a CAGR of 7.1% between 2024 and 2029.

The market is experiencing significant growth, driven by the immense popularity of television shows and movies. This trend is further fueled by the increasing adoption of distribution channel expansion strategies by companies to cater to the expanding consumer base. The market for mini figures comprises various product categories, such as Lego sets, anime characters, video games, and toys, among others. 
Seasonal demand, particularly during holidays and special events, also contributes to the market's growth. Mini figures have become collectible items for fans and children alike, making them a lucrative market for manufacturers. The market is expected to continue its growth trajectory, offering numerous opportunities for new entrants and existing players.

What will be the Size of the Mini Figures Market during the forecast period?

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The market encompasses a vibrant community of collectors and enthusiasts worldwide, fueled by the popularity of these small-scale figurines for both play and display. This niche market exhibits significant growth, driven by the release of exclusives, limited editions, and customization options, making each figure a unique addition to any collection. The market's size is substantial, with a diverse range of offerings catering to various fandoms and interests. Statistics indicate that mini figures are not only sought after for their intrinsic value but also as gift ideas and investment potential. The market's impact extends beyond personal collections, with restoration and value guides catering to those looking to sell or trade their figures.
For collectors, subscription boxes, pre-orders, and distribution channels provide convenient access to the latest releases. The market's history is rich, with numerous conventions, research, and reviews shaping its evolution. Manufacturing innovations continue to push the boundaries of design and creativity, while marketing efforts target both kids and adults. The market's growth is further fueled by the availability of e-commerce platforms, making it easier than ever to buy, sell, and trade mini figures. The market's growth is further fueled by the availability of e-commerce platforms, making it easier than ever to buy, sell, and trade mini figures. Overall, the market is a dynamic and thriving community, with a strong focus on innovation, exclusivity, and the passion of its collectors.

How is this Mini Figures Industry segmented?

The mini figures industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.

Distribution Channel

  Offline
  Online


Type

  Superheroes
  Anime characters
  Movie and television characters
  Game figures
  Others


Material

  Plastic
  Vinyl
  Metal
  Resin
  Biodegradable


Geography

  North America

    US
    Canada


  Europe

    France
    Germany
    Italy
    The Netherlands
    UK


  APAC

    China
    India
    Japan


  Rest of World (ROW)

By Distribution Channel Insights

The offline segment is estimated to witness significant growth during the forecast period. The market primarily relies on offline distribution channels, which accounted for a significant market share in 2023. Offline retailers, including specialty stores, hypermarkets, supermarkets, convenience stores, and department stores, remain key sales channels for mini figures. Despite a gradual revenue decline due to the increasing preference for online shopping, offline retailers are expanding their presence in local and regional markets to boost sales. Mini figure manufacturers sell their products through these channels to maintain a competitive edge. Offline stores offer discounts, an attractive shopping experience, and well-designed displays to attract consumers, who continue to purchase mini figures from these channels.

The market for mini figures comprises various product categories, such as Lego sets, anime characters, video games, and toys, among others. Statistics indicate that mini figures are not only sought after for their intrinsic value but also as gift ideas and investment potential. The market is driven by the increasing disposable income of the middle-class population, the popularity of action films, animated series, and comic books, and the coronavirus outbreak's impact on e-commerce sales. Innovative product offerings, including GPS trackers, sensors, and premium-grade materials, are also fueling the market's growth. Online stores, including eBay and other platforms, are also significant sales channels, particularly during lockdowns and social media-driven campaigns. The toy industry's dig