100+ datasets found
  1. Grocery Sales Prediction

    • kaggle.com
    zip
    Updated Apr 5, 2024
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    sushant chougule (2024). Grocery Sales Prediction [Dataset]. https://www.kaggle.com/datasets/sushantchougule/kolkata-shops-sales/data
    Explore at:
    zip(206606 bytes)Available download formats
    Dataset updated
    Apr 5, 2024
    Authors
    sushant chougule
    License

    Apache License, v2.0https://www.apache.org/licenses/LICENSE-2.0
    License information was derived automatically

    Description

    Grocery Sales Prediction

    This dataset provides a rich resource for researchers and practitioners interested in retail sales prediction and analysis. It contains information about various grocery products, the outlets where they are sold, and their historical sales data.

    Product Characteristics:

    Item_Identifier: Unique identifier for each product. Item_Weight: Weight of the product item. Item_Fat_Content: Categorical variable indicating the fat content of the product (e.g., low fat, regular). Item_Visibility: Numerical attribute reflecting the visibility of the product in the store (likely a promotional measure). Item_Type: Category of the product (e.g., Snacks, Beverages, Bakery). Item_MRP: Maximum Retail Price of the product. Outlet Information:

    Outlet_Identifier: Unique identifier for each outlet (store). Outlet_Establishment_Year: Year the outlet was established. Outlet_Size: Categorical variable indicating the size of the outlet (e.g., Small, Medium, Large). (Note: This data may have missing values) Outlet_Location_Type: Categorical variable indicating the type of location the outlet is in (e.g., Tier 1 City, Tier 2 City, Upstate). Outlet_Type: Categorical variable indicating the type of outlet (e.g., Supermarket, Grocery Store, Convenience Store). Sales Data:

    Item_Outlet_Sales: The historical sales data for each product-outlet combination. Profit: The profit margin earned on each product sold. Potential Uses

    This dataset can be used for various retail sales analysis and prediction tasks, including:

    Demand forecasting: Build models to predict future sales of individual products or product categories at specific outlets. Promotion optimization: Analyze the effectiveness of different promotional strategies (reflected by Item_Visibility) on sales. Assortment planning: Optimize product selection and placement within stores based on sales history and outlet characteristics. Outlet performance analysis: Compare the performance of different outlets based on sales figures and profit margins. Customer segmentation: Identify customer segments with distinct purchasing behavior based on product types and outlet locations. By analyzing these rich data points, retailers can gain valuable insights to improve their sales strategies, optimize inventory management, and maximize profits.

  2. F

    India Online Grocery Market Size and Share Forecast Outlook 2025 to 2035

    • futuremarketinsights.com
    html, pdf
    Updated Sep 25, 2025
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    Nandini Roy Choudhury (2025). India Online Grocery Market Size and Share Forecast Outlook 2025 to 2035 [Dataset]. https://www.futuremarketinsights.com/reports/india-online-grocery-market
    Explore at:
    html, pdfAvailable download formats
    Dataset updated
    Sep 25, 2025
    Authors
    Nandini Roy Choudhury
    License

    https://www.futuremarketinsights.com/privacy-policyhttps://www.futuremarketinsights.com/privacy-policy

    Time period covered
    2025 - 2035
    Area covered
    Worldwide, India
    Description

    The India online grocery market is estimated to be valued at USD 3.7 billion in 2025 and is projected to reach USD 7.8 billion by 2035, registering a CAGR of 7.8% over the forecast period. The market is projected to add an absolute dollar opportunity of USD 4.1 billion during 2025 to 2035.

    MetricValue
    Industry Size (2025E)USD 3.7 billion
    Industry Value (2035F)USD 7.8 billion
    CAGR (2025 to 2035)7.8%
  3. Grocery Inventory and Sales Dataset

    • kaggle.com
    zip
    Updated Feb 26, 2025
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    Salahuddin Ahmed (2025). Grocery Inventory and Sales Dataset [Dataset]. https://www.kaggle.com/datasets/salahuddinahmedshuvo/grocery-inventory-and-sales-dataset
    Explore at:
    zip(48894 bytes)Available download formats
    Dataset updated
    Feb 26, 2025
    Authors
    Salahuddin Ahmed
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    Grocery Inventory and Sales Dataset

    Dataset Overview:

    This dataset provides detailed information on various grocery items, including product details, supplier information, stock levels, reorder data, pricing, and sales performance. The data covers 990 products across various categories such as Grains & Pulses, Beverages, Fruits & Vegetables, and more. The dataset is useful for inventory management, sales analysis, and supply chain optimization.

    Columns:

    • Product_ID: Unique identifier for each product.
    • Product_Name: Name of the product.
    • Category: The product category (e.g., Grains & Pulses, Beverages, Fruits & Vegetables).
    • Supplier_ID: Unique identifier for the product supplier.
    • Supplier_Name: Name of the supplier.
    • Stock_Quantity: The current stock level of the product in the warehouse.
    • Reorder_Level: The stock level at which new stock should be ordered.
    • Reorder_Quantity: The quantity of product to order when the stock reaches the reorder level.
    • Unit_Price: Price per unit of the product.
    • Date_Received: The date the product was received into the warehouse.
    • Last_Order_Date: The last date the product was ordered.
    • Expiration_Date: The expiration date of the product, if applicable.
    • Warehouse_Location: The warehouse address where the product is stored.
    • Sales_Volume: The total number of units sold.
    • Inventory_Turnover_Rate: The rate at which the product sells and is replenished.
    • Status: Current status of the product (e.g., Active, Discontinued, Backordered).

    Dataset Usage:

    • Inventory Management: Analyze stock levels and reorder strategies to optimize product availability and reduce stockouts or overstock.
    • Sales Performance: Track sales volume and inventory turnover rate to understand product demand and profitability.
    • Supplier Analysis: Evaluate suppliers based on product availability, pricing, and delivery frequency.
    • Product Lifecycle: Identify discontinued or backordered products and analyze expiration dates for perishable goods.

    How to Use:

    This dataset can be used for various tasks such as: - Predicting reorder quantities using machine learning. - Analyzing inventory turnover to optimize stock levels. - Conducting sales trend analysis to identify popular or slow-moving items. - Improving supply chain efficiency by analyzing supplier performance.

    Notes:

    • This dataset is fictional and used for educational or demonstration purposes only.
    • The expiration dates and last order dates should be considered for time-sensitive or perishable items.
    • Some products have been marked as discontinued or backordered, indicating their current status in the inventory system.

    License:

    This dataset is released under the Creative Commons Attribution 4.0 International License. You are free to share, adapt, and use the data, provided proper attribution is given.

  4. UK Grocery Retail Market Analysis, Size, and Forecast 2025-2029

    • technavio.com
    pdf
    Updated Jan 23, 2025
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    Technavio (2025). UK Grocery Retail Market Analysis, Size, and Forecast 2025-2029 [Dataset]. https://www.technavio.com/report/grocery-retail-market-in-uk-industry-analysis
    Explore at:
    pdfAvailable download formats
    Dataset updated
    Jan 23, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    License

    https://www.technavio.com/content/privacy-noticehttps://www.technavio.com/content/privacy-notice

    Time period covered
    2025 - 2029
    Area covered
    United Kingdom
    Description

    Snapshot img

    UK Grocery Retail Market Size 2025-2029

    The UK grocery retail market size is valued to increase USD 56.2 billion, at a CAGR of 3.8% from 2024 to 2029. Rapid urbanization and rising consumer spending will drive the UK grocery retail market.

    Major Market Trends & Insights

    By Product - Food and beverages segment was valued at USD 176.60 billion in 2022
    By Distribution Channel - Hypermarkets and supermarkets segment accounted for the largest market revenue share in 2022
    CAGR : 3.8%
    

    Market Summary

    The Grocery Retail Market in the UK is a dynamic and evolving sector, characterized by the adoption of core technologies and innovative applications. With rapid urbanization and rising consumer spending, grocery retailers are investing in advanced technologies such as automation, AI, and robotics to streamline operations and enhance the customer experience. For instance, the use of self-checkout kiosks and mobile apps for contactless shopping has surged in popularity, particularly in response to the COVID-19 pandemic. However, the market also faces challenges, including the threat from counterfeit grocery products. According to a report by the Food Standards Agency, around 10% of all food and drink products sold in the UK are believed to be counterfeit.
    To mitigate this issue, regulatory bodies are implementing stricter regulations and collaborating with retailers to ensure product authenticity. Despite these challenges, opportunities abound for grocery retailers in the UK. The market is expected to witness significant growth in the coming years, with online grocery sales projected to reach 15% of the total market share by 2025. Innovative store layouts and offerings, such as click-and-collect services and subscription-based models, are also gaining popularity among consumers. Overall, the Grocery Retail Market in the UK is a continuously unfolding landscape, shaped by a complex interplay of technological advancements, regulatory requirements, and consumer preferences.
    

    What will be the Size of the UK Grocery Retail Market during the forecast period?

    Get Key Insights on Market Forecast (PDF) Request Free Sample

    How is the Grocery Retail in UK Market Segmented and what are the key trends of market segmentation?

    The grocery retail in UK 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.

    Product
    
      Food and beverages
      Non food
    
    
    Distribution Channel
    
      Hypermarkets and supermarkets
      Convenience stores
      Discount stores
      Online
      Others
    
    
    Sales Channel
    
      In-Store
      Online Delivery
      Click-and-Collect
    
    
    Consumer Segment
    
      Urban Consumers
      Rural Consumers
      Premium Shoppers
    
    
    Product Types
    
      Fresh Produce
      Packaged Foods
      Household Goods
      Health and Beauty
    
    
    Geography
    
      Europe
    
        UK
    

    By Product Insights

    The food and beverages segment is estimated to witness significant growth during the forecast period.

    In the dynamic and evolving grocery retail market in the UK, loss prevention strategies continue to be a priority for retailers, with online grocery shopping seeing a significant increase in adoption, reaching 7.1% of total sales in 2020. Sales promotion techniques, such as promotional pricing models and loyalty programs, are essential tools to attract and retain customers. Food safety regulations play a crucial role in ensuring product quality and consumer trust. Stock rotation and inventory optimization are essential for maintaining freshness and reducing waste. Automated checkout systems and self-checkout kiosks streamline the shopping experience, while e-commerce platforms enable seamless online ordering and last mile delivery.

    Product traceability and quality control measures are vital for ensuring the authenticity and safety of goods. Retail technology integration, including demand forecasting and data analytics dashboards, enables retailers to optimize store operations efficiency and adapt to changing consumer behavior. Customer service metrics, such as response times and resolution rates, are key performance indicators for maintaining customer satisfaction. The grocery market is expected to grow further, with online sales projected to reach 11.7% of total sales by 2025. The adoption of advanced technologies, such as RFID tagging, AI-driven demand forecasting, and warehouse automation, will continue to transform the industry.

    Category management techniques and waste reduction initiatives will help retailers optimize their offerings and reduce costs. The foods and beverages segment, which includes fresh and frozen meat, dairy products, fruits and vegetables, and snack foods, is a significant contributor to the market's growth. The most preferred grocery products in this segment include fresh bread, salty snacks, and ce

  5. S

    Supermarkets Market Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Apr 23, 2025
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    Market Report Analytics (2025). Supermarkets Market Report [Dataset]. https://www.marketreportanalytics.com/reports/supermarkets-market-91817
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    doc, pdf, pptAvailable download formats
    Dataset updated
    Apr 23, 2025
    Dataset authored and provided by
    Market Report Analytics
    License

    https://www.marketreportanalytics.com/privacy-policyhttps://www.marketreportanalytics.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global supermarkets market, valued at $0.98 billion in 2025, is projected to experience steady growth, driven by several key factors. The increasing urbanization and rising disposable incomes in developing economies are fueling demand for convenient and readily available grocery options. The expansion of organized retail formats, particularly large-scale supermarkets and hypermarkets, offers consumers a wide selection of products and a more comfortable shopping experience compared to traditional markets. Furthermore, technological advancements, such as online grocery delivery services and mobile payment options, are transforming the shopping landscape and attracting a wider consumer base. The market segmentation reveals that retail chains dominate the ownership structure, reflecting the economies of scale and established brand recognition. In terms of applications, consumer electronics, furniture, and food and beverage sectors contribute significantly to the market's value. However, challenges remain, including intensifying competition among established players and the emergence of smaller, specialized grocery stores catering to niche markets. This competition necessitates continuous innovation and adaptation to maintain market share. Furthermore, economic fluctuations and changes in consumer preferences can influence growth trajectories. The forecast period (2025-2033) anticipates continued expansion, driven by the ongoing trends mentioned above, although growth rates may fluctuate slightly year-over-year based on macroeconomic conditions and shifts in consumer buying habits. Regional variations are expected, with developing economies potentially exhibiting higher growth rates than mature markets. The leading companies in the supermarkets market, including Walmart, Tesco, and Aeon, are strategically investing in supply chain optimization, technological integrations, and enhancing their omnichannel presence to maintain their competitive edge. The geographical distribution of the market showcases a diverse landscape. North America and Europe currently represent significant market shares, while Asia-Pacific is anticipated to exhibit strong growth potential given its rapidly expanding middle class and increasing urbanization rates. Effective strategies for market penetration and expansion will include understanding regional consumer preferences, adapting to local regulations, and building strong supply chains to cater to the specific demands of diverse geographic markets. The market's future success will depend on players' ability to successfully navigate the challenges of competition, technological disruptions, and macroeconomic uncertainties. A diversified approach, focusing on multiple product segments and geographical regions, is key to mitigating risk and securing long-term growth. Recent developments include: In February 2023, UAE retailer GMG acquired supermarket chain Aswaaq, which added 22 supermarkets to GMG's retail network. This acquisition brings strategic milestones to GMG operations with its continuous expansion of retail, trading, and property., In August 2022, Walmart acquired Volt Systems. Volt System is a technology company that provides suppliers with enhanced on-demand visibility into merchandising resources. The deal affirms Walmart's continued investment in innovation and technology to anticipate customer demand. Walmart is operating in 24 countries with more than 10,500 stores., In May 2021, 7-Eleven completed the acquisition of Speedway, which is the convenience arm of Marathon Petroleum Corp. Speedway is a great brand and a strong strategic fit for the business of 7-Eleven in the North American Midwest and East Coast markets. Under this acquisition, 7-Eleven acquired 3,800 stores located in North America and built up its portfolio to 14,000 stores.. Notable trends are: Increasing Revenue of the Consumer Electronics Market.

  6. G

    Click-and-Collect Grocery Market Research Report 2033

    • growthmarketreports.com
    csv, pdf, pptx
    Updated Sep 1, 2025
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    Growth Market Reports (2025). Click-and-Collect Grocery Market Research Report 2033 [Dataset]. https://growthmarketreports.com/report/click-and-collect-grocery-market
    Explore at:
    pdf, pptx, csvAvailable download formats
    Dataset updated
    Sep 1, 2025
    Dataset authored and provided by
    Growth Market Reports
    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Click-and-Collect Grocery Market Outlook



    According to our latest research, the global click-and-collect grocery market size has reached USD 70.4 billion in 2024, reflecting the rapid digital transformation in the retail sector. The market is experiencing robust momentum, growing at a compound annual growth rate (CAGR) of 13.2% from 2025 to 2033. By the end of 2033, the market is forecasted to reach a substantial USD 209.8 billion. This impressive growth is primarily driven by evolving consumer preferences for convenience, time-saving shopping experiences, and the increasing penetration of digital technologies in the grocery retail segment.




    One of the primary growth factors fueling the click-and-collect grocery market is the shifting consumer behavior towards online shopping, particularly in the aftermath of the COVID-19 pandemic. Consumers are increasingly valuing the ability to order groceries online and pick them up at their convenience, avoiding long in-store queues and minimizing physical contact. This demand for convenience and safety has encouraged retailers to expand their click-and-collect services, integrating user-friendly digital platforms and mobile applications. The proliferation of smartphones and enhanced internet connectivity worldwide have further accelerated the adoption of these services, making click-and-collect grocery shopping accessible to a broader demographic.




    Another significant driver is the technological advancements in logistics and supply chain management. Retailers are investing heavily in automation, real-time inventory tracking, and data analytics to streamline order processing and ensure accurate, timely fulfillment of online grocery orders. Innovations such as dedicated pickup lanes, temperature-controlled lockers, and advanced notification systems have enhanced the efficiency and reliability of click-and-collect services. These improvements not only boost customer satisfaction but also enable retailers to handle higher order volumes, supporting the scalability of click-and-collect operations. As a result, both large supermarket chains and independent grocery stores are leveraging these technological upgrades to stay competitive in a rapidly evolving market landscape.




    The market is also benefiting from strategic partnerships and collaborations between retailers, technology providers, and logistics companies. These alliances are enabling the development of integrated platforms that offer seamless end-to-end experiences for consumers. Retailers are increasingly adopting omnichannel strategies, blending online and offline touchpoints to create a cohesive shopping journey. This trend is particularly pronounced in urban areas, where busy lifestyles and high population density drive demand for flexible and efficient grocery pickup solutions. Additionally, the rise of eco-friendly and contactless pickup options is attracting environmentally conscious consumers, further expanding the marketÂ’s appeal across diverse customer segments.



    Retailers are increasingly turning to Click and Collect Solutions to enhance customer convenience and streamline operations. These solutions allow customers to place orders online and pick them up at a designated location, often without leaving their vehicles. By integrating Click and Collect Solutions, retailers can offer a seamless shopping experience that combines the ease of online shopping with the immediacy of in-store pickup. This approach not only reduces wait times but also minimizes the need for additional staffing, making it a cost-effective strategy for businesses. As consumer demand for flexible shopping options grows, the implementation of Click and Collect Solutions is becoming a critical component of modern retail strategies.




    Regionally, North America leads the click-and-collect grocery market, accounting for the largest share in 2024, followed closely by Europe and Asia Pacific. The North American market is characterized by widespread adoption of digital retail solutions, a high concentration of major supermarket chains, and strong consumer inclination towards convenience-oriented shopping. In Europe, regulatory support for digital commerce and increasing investments in retail infrastructure are driving market growth. Meanwhile, the Asia Pacific region is witnessing rapid expansion, fueled by growing urbanization, rising disposable incomes,

  7. t

    United States Online Grocery Market Demand, Size and Competitive Analysis |...

    • techsciresearch.com
    Updated Nov 15, 2022
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    TechSci Research (2022). United States Online Grocery Market Demand, Size and Competitive Analysis | TechSci Research [Dataset]. https://www.techsciresearch.com/report/united-states-online-grocery-market/14171.html
    Explore at:
    Dataset updated
    Nov 15, 2022
    Dataset authored and provided by
    TechSci Research
    License

    https://www.techsciresearch.com/privacy-policy.aspxhttps://www.techsciresearch.com/privacy-policy.aspx

    Area covered
    United States
    Description

    United States online grocery market is anticipated to grow at an impressive CAGR during the forecast period and online grocery sales will exceed 20% of the whole U.S. grocery retail market

    Pages70
    Market Size
    Forecast Market Size
    CAGR
    Fastest Growing Segment
    Largest Market
    Key Players

  8. India Grocery Market Analysis, Size, and Forecast 2025-2029

    • technavio.com
    pdf
    Updated May 23, 2025
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    Technavio (2025). India Grocery Market Analysis, Size, and Forecast 2025-2029 [Dataset]. https://www.technavio.com/report/grocery-market-in-india-industry-analysis
    Explore at:
    pdfAvailable download formats
    Dataset updated
    May 23, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    License

    https://www.technavio.com/content/privacy-noticehttps://www.technavio.com/content/privacy-notice

    Time period covered
    2025 - 2029
    Area covered
    India
    Description

    Snapshot img

    India Grocery Market Size 2025-2029

    The india grocery market size is valued to increase by USD 352.8 billion, at a CAGR of 8.5% from 2024 to 2029. Rapid growth in m-commerce will drive the india grocery market.

    Major Market Trends & Insights

    By Platform - Offline segment was valued at USD 433.40 billion in 2022
    By Product - Food grains segment accounted for the largest market revenue share in 2022
    CAGR from 2024 to 2029 : 8.5%
    

    Market Summary

    The Indian grocery market is characterized by its dynamic nature and increasing complexity, driven by shifting consumer preferences and technological advancements. The sector's growth is fueled by the expanding middle class, urbanization, and the rise of e-commerce platforms. Functional foods and beverages, catering to health-conscious consumers, are gaining significant traction. Despite the convenience and time-saving benefits of online grocery shopping, end-users exhibit mixed perceptions. Some appreciate the ease and selection offered, while others express concerns over quality, trust, and logistical challenges. As a result, traditional brick-and-mortar stores continue to dominate the market, but e-commerce players are making inroads through strategic partnerships and innovative offerings. Innovative technologies like artificial intelligence, machine learning, and automation are being employed to streamline operations, enhance customer experience, and improve supply chain efficiency. The sector's future direction lies in seamless omnichannel experiences, personalized offerings, and a focus on sustainability and ethical sourcing. The Indian grocery market is poised for continued evolution, presenting both opportunities and challenges for businesses.

    What will be the Size of the India Grocery Market during the forecast period?

    Get Key Insights on Market Forecast (PDF) Request Free Sample

    How is the Grocery in India Market Segmented ?

    The grocery in india 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. PlatformOfflineOnlineProductFood grainsBread bakery and dairy productsFruits and vegetablesPersonal careOthersMethodOnline paymentsCash on deliveryGeographyAPACIndia

    By Platform Insights

    The offline segment is estimated to witness significant growth during the forecast period.

    In India's dynamic grocery market, the organized retail sector, including supermarkets and hypermarkets, is experiencing significant growth. These distribution channels, which accommodate vast shelf spaces and storage areas, cater to consumers' increasing preference for a diverse range of grocery products and trusted brands. Supermarkets and hypermarkets, with their one-stop shopping experience, offer consumers the convenience of accessing various product categories under a single roof, a luxury not typically available in small shops. Moreover, these retailers employ various strategies to boost sales, such as discounts, loyalty programs, and promotional offers. As of 2021, organized retail accounts for approximately 22% of the overall the market, and this number is expected to rise as consumers continue to embrace the benefits of modern retail technology solutions, such as online grocery delivery, data analytics dashboards, and pricing strategies software. Additionally, retailers are focusing on improving supply chain visibility, cold chain logistics, and warehouse management systems to reduce food waste and ensure food safety regulations are met. The integration of retail analytics software, product traceability systems, and sustainable packaging practices further enhances the shopping experience while promoting efficiency and transparency.

    Request Free Sample

    The Offline segment was valued at USD 433.40 billion in 2019 and showed a gradual increase during the forecast period.

    Market Dynamics

    Our researchers analyzed the data with 2024 as the base year, along with the key drivers, trends, and challenges. A holistic analysis of drivers will help companies refine their marketing strategies to gain a competitive advantage.

    The Indian grocery market is witnessing significant transformation as technology, data analytics, and sustainable practices reshape the industry landscape. With the impact of technology on grocery retail gaining momentum, Indian retailers are embracing digital solutions to enhance efficiency and customer experience. One such area of focus is the role of data analytics in grocery retail, which is enabling retailers to gain valuable insights into consumer behavior and optimize their operations. In the realm of perishable goods, efficient cold chain solutions are essential to maintain product quality and reduce wastage. Improving grocery supply chain visibility and optimizing las

  9. F

    Retail Sales: Grocery Stores

    • fred.stlouisfed.org
    json
    Updated Dec 2, 2025
    + more versions
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    (2025). Retail Sales: Grocery Stores [Dataset]. https://fred.stlouisfed.org/series/MRTSSM4451USS
    Explore at:
    jsonAvailable download formats
    Dataset updated
    Dec 2, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Description

    Graph and download economic data for Retail Sales: Grocery Stores (MRTSSM4451USS) from Jan 1992 to Aug 2025 about groceries, retail trade, sales, retail, and USA.

  10. Online food and grocery sales in the UK 2015-2025

    • statista.com
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    Statista, Online food and grocery sales in the UK 2015-2025 [Dataset]. https://www.statista.com/statistics/1319885/online-grocery-sales-uk/
    Explore at:
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    United Kingdom
    Description

    Online grocery shopping has become increasingly popular among shoppers since the COVID-19 pandemic, which spurred consumers to purchase their supermarket goods through the internet when faced with lockdowns and stay-home advisories. In 2021, the online food and grocery sales in the United Kingdom amounted to about ** billion British pounds. That figure was forecast to increase to nearly ** billion by 2025. Post-pandemic slowdown despite new shopping habits While online grocery still is expected to generate billions in revenue, growth of the market is set to slow down significantly. As official regulation surrounding the pandemic has ended, the high demand for online grocery ordering has lowered in turn. However, many consumers in 2022, particularly those of higher ages, still cited that avoiding crowds and risk of infection at physical stores was a strong reason for ordering their groceries online. Another popular reason for online grocery shoppers was due to having no time to go to the store themselves. Not the perfect alternative While saving time and avoiding crowds are pros to buying groceries on the web, there are also inevitable cons with this method of grocery shopping. A 2022 survey revealed that too many substituted items, not being able to find suitable delivery times, and un-fresh groceries were the most common negative aspects to online grocery shopping in the UK. These factors may be part of why nearly ** percent of shoppers bought their groceries primarily in-stores, and only partially online.

  11. G

    Grocery Inventory Management System Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Oct 16, 2025
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    Data Insights Market (2025). Grocery Inventory Management System Report [Dataset]. https://www.datainsightsmarket.com/reports/grocery-inventory-management-system-1962811
    Explore at:
    pdf, doc, pptAvailable download formats
    Dataset updated
    Oct 16, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    Explore the booming Grocery Inventory Management System market, driven by efficiency needs and cloud adoption. Discover market size, growth drivers, restraints, and key trends impacting retailers globally.

  12. I

    Instant Grocery Market Report

    • promarketreports.com
    doc, pdf, ppt
    Updated Feb 24, 2025
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    Pro Market Reports (2025). Instant Grocery Market Report [Dataset]. https://www.promarketreports.com/reports/instant-grocery-market-24307
    Explore at:
    ppt, doc, pdfAvailable download formats
    Dataset updated
    Feb 24, 2025
    Dataset authored and provided by
    Pro Market Reports
    License

    https://www.promarketreports.com/privacy-policyhttps://www.promarketreports.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The instant grocery market is experiencing rapid growth due to increasing urbanization, digitalization, and the growing popularity of convenience and time-saving services. The market size was valued at 674.52 million in 2025 and is projected to expand at a CAGR of 15.2% from 2025 to 2033. Key drivers include the rising demand for instant and convenient delivery, the proliferation of smartphones and mobile applications, the increasing penetration of e-commerce, and the growth of the online grocery market. Major trends shaping the market include the emergence of new technologies such as artificial intelligence (AI) and machine learning (ML), the development of innovative delivery models such as drones and autonomous vehicles, the expansion of product categories and the increasing focus on sustainability and eco-friendly packaging. Key segments in the market include service types such as on-demand delivery, scheduled delivery, and click-and-collect, product categories such as groceries, fresh produce, meat and seafood, beverages, household items, pet supplies, health and beauty products, and delivery times such as under 30 minutes, 30-60 minutes, and over 60 minutes. Notable companies operating in the market include Zapp, Buyk, JOKR, Glovoapp23, Fridge No More, Jokr, Dija, Gopuff, Uber Technologies Inc., Delivery Hero, Wolt, Weezy, Flink SE, Gorillas Technologies GmbH, Getir, and others.

    The instant grocery market is highly concentrated, with a few major players accounting for a large share of the market. The market is characterized by innovation, with companies constantly developing new technologies and services to meet the needs of their customers. The impact of regulations on the market is still evolving, as many countries are still in the process of developing regulations for the sector. Product substitutes, such as meal kits and restaurant delivery, are also having an impact on the market. The end-user concentration is high, with a large number of consumers using instant grocery services. The level of M&A activity in the market is also high, as companies look to consolidate their position and expand their reach. Key drivers for this market are: Last-mile delivery optimization Expansion into underserved areas Partnerships with local retailers Data analytics for personalized marketing Integration with smart home devices. Potential restraints include: Key Market Dynamics of the Instant Grocery Market Rapid urbanization, rising disposable income Growing e-commerce adoption Increasing demand for convenience and timesaving Rise of quick commerce and micro fulfillment centers Environmental concerns and sustainable packaging initiatives.

  13. C

    Online Grocery Market – Trends, Growth & Forecast 2025 to 2035

    • futuremarketinsights.com
    html, pdf
    Updated Apr 24, 2025
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    Rahul Pandita (2025). Online Grocery Market – Trends, Growth & Forecast 2025 to 2035 [Dataset]. https://www.futuremarketinsights.com/reports/online-grocery-market
    Explore at:
    pdf, htmlAvailable download formats
    Dataset updated
    Apr 24, 2025
    Authors
    Rahul Pandita
    License

    https://www.futuremarketinsights.com/privacy-policyhttps://www.futuremarketinsights.com/privacy-policy

    Time period covered
    2025 - 2035
    Area covered
    Worldwide
    Description

    The market is projected to grow from USD 401.8 billion in 2025 to USD 3950.7 billion by 2035, reflecting a CAGR of 25.1% over the forecast period.

    MetricValue
    Industry Size (2025E)USD 401.8 billion
    Industry Value (2035F)USD 3950.7 billion
    CAGR (2025 to 2035)25.1%

    Global Online Grocery Market - Country-Wise Per Capita Spending

    CountryUnited States
    Population (Millions)345.4
    Estimated Per Capita Spending (USD)820.40
    CountryChina
    Population (Millions)1,419.3
    Estimated Per Capita Spending (USD)670.20
    CountryUnited Kingdom
    Population (Millions)68.3
    Estimated Per Capita Spending (USD)750.30
    CountryGermany
    Population (Millions)84.1
    Estimated Per Capita Spending (USD)580.60
    CountryIndia
    Population (Millions)1,440.0
    Estimated Per Capita Spending (USD)215.80

    Online Grocery Market - Global Country-Wise Outlook

    CountryCAGR (2025 to 2035)
    United States8.2%
    CountryCAGR (2025 to 2035)
    United Kingdom7.9%
    CountryCAGR (2025 to 2035)
    Germany8.0%
    CountryCAGR (2025 to 2035)
    India8.6%
    CountryCAGR (2025 to 2035)
    China8.9%

    Competition Outlook: Online Grocery Market

    Company NameEstimated Market Share (%), 2024
    Amazon Fresh20-25%
    Walmart Grocery15-20%
    Instacart12-16%
    Tesco Online8-12%
    Other Companies (combined)30-40%
  14. D

    Grocery Store Pos Systems Market Report | Global Forecast From 2025 To 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Jan 7, 2025
    + more versions
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    Dataintelo (2025). Grocery Store Pos Systems Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/grocery-store-pos-systems-market
    Explore at:
    pdf, csv, pptxAvailable download formats
    Dataset updated
    Jan 7, 2025
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Grocery Store POS Systems Market Outlook



    The global market size for grocery store POS systems was valued at approximately USD 18 billion in 2023 and is projected to reach around USD 35 billion by 2032, growing at a CAGR of 7.5% during the forecast period. This market growth is driven by increasing demand for efficient transaction management and customer engagement solutions in grocery stores worldwide.



    One of the primary growth factors for the grocery store POS systems market is the rising adoption of advanced technologies aimed at improving operational efficiency. Grocery stores are increasingly leveraging POS systems to streamline checkout processes, manage inventory, and facilitate customer relationship management. These systems not only speed up transactions but also provide valuable data insights that help store owners make informed decisions, thereby enhancing overall business performance. The continuous evolution of mobile and cloud-based POS systems has further bolstered their adoption across various retail segments.



    Another significant driver of market growth is the increasing consumer preference for contactless payments and e-commerce. The COVID-19 pandemic has accelerated the shift towards digital transactions, compelling grocery stores to integrate sophisticated POS systems that support multiple payment options, including mobile wallets and contactless cards. This trend is expected to persist, propelling the demand for versatile POS solutions that can cater to diverse payment methods, thereby ensuring a seamless shopping experience for customers.



    Moreover, the growing emphasis on personalized customer experiences is contributing to the expansion of the grocery store POS systems market. Modern POS systems are equipped with features such as customer data analytics and loyalty program management, enabling grocery stores to offer tailored promotions and rewards. This not only helps in retaining existing customers but also attracts new ones, ultimately driving sales and profitability. As retailers continue to focus on enhancing customer engagement, the demand for advanced POS systems with robust CRM capabilities is expected to rise.



    In the realm of retail, Furniture Store POS Software is gaining traction as a specialized solution tailored to meet the unique needs of furniture retailers. Unlike standard POS systems, these software solutions are designed to handle the complexities of managing large inventories, custom orders, and delivery logistics associated with furniture sales. By integrating features such as real-time inventory tracking, customer relationship management, and sales analytics, Furniture Store POS Software enables retailers to streamline operations and enhance customer satisfaction. As furniture stores increasingly adopt digital solutions to improve efficiency and customer service, the demand for specialized POS software is expected to grow.



    From a regional perspective, North America and Europe currently dominate the grocery store POS systems market, owing to the high penetration of advanced retail technologies and the presence of numerous large grocery chains. However, the Asia Pacific region is anticipated to exhibit the highest growth rate during the forecast period. Factors such as rapid urbanization, increasing disposable incomes, and the proliferation of organized retail chains are driving the adoption of POS systems in this region. The growing focus on digital transformation and the implementation of government initiatives to promote cashless transactions further support market growth in Asia Pacific.



    Component Analysis



    In the grocery store POS systems market, the component segment is categorized into hardware, software, and services. Each of these components plays a crucial role in the overall functionality and efficiency of POS systems. Hardware components primarily include barcode scanners, receipt printers, cash drawers, and payment terminals. The increasing demand for compact and mobile hardware solutions is driving innovations in this segment. For instance, the advent of tablet-based POS systems has revolutionized the way grocery stores operate, offering flexibility and ease of use.



    The software component of grocery store POS systems encompasses point-of-sale software, inventory management software, and customer relationship management (CRM) software, among others. The software segment is witnessing significant growth due to the rising need for integrated

  15. Supermarkets & Grocery Stores in Turkey - Market Research Report (2015-2030)...

    • ibisworld.com
    Updated Oct 15, 2025
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    IBISWorld (2025). Supermarkets & Grocery Stores in Turkey - Market Research Report (2015-2030) [Dataset]. https://www.ibisworld.com/turkey/industry/supermarkets-grocery-stores/200577/
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    Dataset updated
    Oct 15, 2025
    Dataset authored and provided by
    IBISWorld
    License

    https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/

    Time period covered
    2015 - 2030
    Description

    European supermarkets’ revenue is forecast to inch upwards at a compound annual rate of 0.6% over the five years through 2025 to reach €1.7 trillion. European supermarkets face intense price competition amid lingering cost pressures. Though EU food inflation stabilised at 2.7% in April 2025 according to Eurostat, consumer focus on value remains high. Discounters like Aldi and Lidl continue to gain share as shoppers seek lower prices. Supermarkets are investing heavily in price-matching schemes, though sustaining these is financially challenging. Tesco and Sainsbury’s have begun scaling back such initiatives, while Asda has abandoned its price match strategy. Private label growth is reshaping the sector, with sales reaching €352 billion in 2024, the Private Label Manufacturers Association (PLMA) notes. Retailers are diversifying these ranges to balance value, quality and margins. Smarter product mixes are emerging as retailers prioritise local sourcing and premium niches to build loyalty. Strategies like Sainsbury’s ‘Supporting British’ and Mercadona’s local sourcing model resonate with values-driven shoppers. Loyalty programmes have become a strategic pillar, offering personalisation and margin-friendly growth. Programmes like Tesco Clubcard and Carrefour+ drive retention and profitability beyond price wars. Finally, rising labour costs add further pressure. Recent minimum wage increases across Europe have prompted supermarkets to pursue automation, cost savings, and operational efficiencies to protect profitability in an evolving retail landscape. In 2025, revenue is expected to grow at 0.9%, while profit is expected to reach 5.2%, a minor drop from 5.6% in 2020, thanks to intense price competition. Over the five years through 2030, supermarkets’ revenue is slated to climb at a compound annual rate of 2.9% to €2 trillion. Private label growth remains a structural trend while health, convenience and on-the-go meals are driving new demand, particularly among younger shoppers. Supermarkets must diversify their ranges to capture this growth, blending value, quality and functionality. Convenience is also fuelling an ongoing channel shift. Online grocery sales remain, with consumers willing to pay premiums for faster delivery. Retailers are scaling up e-commerce, partnering with delivery apps and innovating store formats to meet demand for flexibility. Smaller urban stores, hybrid models and grocerants are gaining traction. Supermarkets are accelerating investment in automation and AI to boost efficiency and margins. Personalised loyalty schemes are driving customer retention, while automation in warehouses and stores enhances productivity. Trials in drone delivery and robotic shelf scanning signal further innovation. Consolidation and integration are key to navigating sustained margin pressure. Larger grocers are pursuing M&A and pan-European alliances to drive scale, while moving upstream into food production for resilience. Supermarkets that adapt rapidly – blending private labels, convenience, technology and scale – will outperform in Europe’s increasingly competitive grocery landscape.

  16. Monthly retail sales of grocery and convenience retailers in Canada...

    • statista.com
    Updated Sep 23, 2025
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    Statista (2025). Monthly retail sales of grocery and convenience retailers in Canada 2017-2025 [Dataset]. https://www.statista.com/statistics/461774/monthly-retail-sales-of-grocery-stores-canada/
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    Dataset updated
    Sep 23, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Jan 2017 - Jul 2025
    Area covered
    Canada
    Description

    Monthly sales of grocery and convenience retailers in Canada hit a high of **** billion Canadian dollars in March 2020, an increase of over *** billion compared to the previous month. The spread of coronavirus in early March 2020 and consequent panic buying can explain this jump in sales. In 2025, grocery store sales were again exceeding ** billion Canadian dollars. Canadian in-store and online shopping As of December 2023, there were nearly ****** grocery stores located across Canada, signaling an ongoing demand for brick-and-mortar grocery stores, despite the rise of e-commerce in the Canadian retail sector. According to a recent survey, nearly ** percent of surveyed Canadians stated that they spend more on groceries bought in-store than online. Nevertheless, many Canadian shoppers had bought groceries online for the first time in 2020, mainly because of concerns about the coronavirus and the fact that it was convenient to do so. Leading grocery retailers In the 2019/20 fiscal year, Loblaw Cos. Ltd. was the leading food retailer in Canada, with a grocery sales value of around ***** billion Canadian dollars. Sobeys Inc. and Metro Inc. ranked second and third, with sales of approximately ***** and ***** billion Canadian dollars, respectively.

  17. Instant Grocery Market Analysis, Size, and Forecast 2025-2029: North America...

    • technavio.com
    pdf
    Updated May 3, 2025
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    Technavio (2025). Instant Grocery Market Analysis, Size, and Forecast 2025-2029: North America (US), Europe (France, Germany, Italy, and UK), APAC (Australia, China, India, Japan, and South Korea), and Rest of World (ROW) [Dataset]. https://www.technavio.com/report/instant-grocery-market-industry-analysis
    Explore at:
    pdfAvailable download formats
    Dataset updated
    May 3, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    License

    https://www.technavio.com/content/privacy-noticehttps://www.technavio.com/content/privacy-notice

    Time period covered
    2025 - 2029
    Area covered
    United States
    Description

    Snapshot img

    Instant Grocery Market Size 2025-2029

    The instant grocery market size is valued to increase USD 131 billion, at a CAGR of 16% from 2024 to 2029. Increased adoption of technology will drive the instant grocery market.

    Major Market Trends & Insights

    APAC dominated the market and accounted for a 66% growth during the forecast period.
    By Product - Nonfood products segment was valued at USD 51.70 billion in 2023
    By Delivery - Home delivery segment accounted for the largest market revenue share in 2023
    

    Market Size & Forecast

    Market Opportunities: USD 193.99 billion
    Market Future Opportunities: USD 131.00 billion 
    CAGR : 16%
    APAC: Largest market in 2023
    

    Market Summary

    The market is a dynamic and rapidly evolving sector, characterized by the increasing adoption of technology to streamline the shopping experience. Core technologies, such as artificial intelligence and machine learning, are revolutionizing the way consumers order and receive their groceries, offering convenience and personalization. Applications like instant delivery and virtual shopping carts are gaining traction, with market data suggesting that over 30% of consumers have used online grocery services in the past year. However, this shift brings challenges, such as increased order transparency and the need to cope up with technological changes. Regulations continue to shape the market, with regional differences influencing the adoption of various service types or product categories. Looking ahead, the market is poised for continued growth, with opportunities arising from the integration of advanced technologies and the expansion into new markets. For more insights, explore related markets such as the Food Delivery Market and the E-commerce Market.

    What will be the Size of the Instant Grocery Market during the forecast period?

    Get Key Insights on Market Forecast (PDF) Request Free Sample

    How is the Instant Grocery Market Segmented and what are the key trends of market segmentation?

    The instant grocery 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. ProductNonfood productsFood productsDeliveryHome deliveryClick and collectTypeOne-time purchasersSubscribersGeographyNorth AmericaUSEuropeFranceGermanyItalyUKAPACAustraliaChinaIndiaJapanSouth KoreaRest of World (ROW)

    By Product Insights

    The nonfood products segment is estimated to witness significant growth during the forecast period.

    In the rapidly evolving grocery market, instant access to non-food items is becoming increasingly essential for consumers. With rising employment rates and income levels, the demand for convenience has surged, leading to the growth of instant grocery services. Micro-fulfillment centers, equipped with data analytics dashboards and real-time order tracking, enable quick and efficient order processing. Demand forecasting models, order fulfillment systems, and automated picking systems ensure accurate and timely delivery of products. Dark store operations, last-mile delivery solutions, and subscription box services cater to the needs of time-pressed consumers. AI-powered demand prediction and automated warehouse systems streamline operations and enhance efficiency. E-commerce platform integration, order batching algorithms, and IoT sensor integration further optimize the supply chain. Blockchain technology applications and on-demand delivery platforms ensure transparency and trust. Customer order management, shelf life management, cold chain logistics, and food safety protocols maintain the quality and freshness of perishable goods. Smart shelving systems, inventory management software, warehouse automation technologies, mobile POS systems, and payment gateway integration facilitate seamless transactions. Delivery route optimization, temperature-controlled transport, and delivery driver management ensure timely and efficient delivery. The market for non-food products is a significant segment, with adoption currently at 35%. Looking ahead, industry experts anticipate a 30% increase in demand for these services in the next two years. Fresh produce handling, order fulfillment, and last-mile delivery are expected to witness the most significant growth. The integration of technology and automation is transforming the grocery industry, offering unparalleled convenience and efficiency.

    Request Free Sample

    The Nonfood products segment was valued at USD 51.70 billion in 2019 and showed a gradual increase during the forecast period.

    Request Free Sample

    Regional Analysis

    APAC is estimated to contribute 66% to the growth of the global market during the forecast period.Technavio’s analysts have elaborately explained the regional trends and drivers that shape

  18. Italy: incidence of food and grocery demand 2015

    • statista.com
    Updated May 12, 2016
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    Statista (2016). Italy: incidence of food and grocery demand 2015 [Dataset]. https://www.statista.com/statistics/572970/incidence-of-food-and-grocery-demand-products/
    Explore at:
    Dataset updated
    May 12, 2016
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2015
    Area covered
    Italy
    Description

    This statistic illustrates the incidence of the demand for food & grocery products in Italy in 2015. In 2015, it was found that the incidence of the demand for food and grocery products was only * percent of the e-commerce demand for products.

  19. O

    Online Grocery Market Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated Dec 3, 2025
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    Archive Market Research (2025). Online Grocery Market Report [Dataset]. https://www.archivemarketresearch.com/reports/online-grocery-market-5247
    Explore at:
    ppt, doc, pdfAvailable download formats
    Dataset updated
    Dec 3, 2025
    Dataset authored and provided by
    Archive Market Research
    License

    https://www.archivemarketresearch.com/privacy-policyhttps://www.archivemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    global
    Variables measured
    Market Size
    Description

    The Online Grocery Market size was valued at USD 57.81 billion in 2023 and is projected to reach USD 304.68 billion by 2032, exhibiting a CAGR of 26.8 % during the forecasts period. Recent developments include: In March 2022, Instacart launched "The Instacart Platform," a suite of enterprise-grade technologies designed to revolutionize the grocery industry. With this innovative offering, Instacart aims to empower retailers and enhance the consumer experience, catering to various shopping preferences. , In November 2021, Amazon merged its grocery stores, Fresh and Pantry, into a single unified store, Amazon Fresh. This integrated store is now accessible to customers in over 300 cities across India. By consolidating these services, Amazon aims to provide an all-in-one online destination, offering unbeatable savings, diverse products, and fast, convenient delivery options. , In January 2019, Walmart collaborated with four delivery companies to expand its Online Grocery Delivery service. Point Pickup, Skipcart, AxleHire, and Roadie were added to Walmart's team to enhance online grocery deliveries in metropolitan areas across four states. Furthermore, this strategic move was accompanied by expansion plans to serve even more customers in various locations.t .

  20. F

    Food Grocery Retail Market Report

    • promarketreports.com
    doc, pdf, ppt
    Updated Feb 16, 2025
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    Pro Market Reports (2025). Food Grocery Retail Market Report [Dataset]. https://www.promarketreports.com/reports/food-grocery-retail-market-24871
    Explore at:
    pdf, ppt, docAvailable download formats
    Dataset updated
    Feb 16, 2025
    Dataset authored and provided by
    Pro Market Reports
    License

    https://www.promarketreports.com/privacy-policyhttps://www.promarketreports.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global Food Grocery Retail Market was valued at USD 674.52 million in 2025 and is projected to reach USD 922.77 million by 2033, exhibiting a CAGR of 3.38% during the forecast period. The growth of the market is attributed to the increasing population, rising disposable income, and changing consumer preferences for convenience and quality food products. The increasing urbanization and the expansion of retail stores are also contributing to the growth of the market. Supermarkets/hypermarkets and convenience stores are the dominant sales channels in the market, while fresh produce and packaged foods are the major product types. Key drivers of the market include the increasing adoption of online grocery shopping, the growing popularity of meal kits, and the rising demand for organic and natural food products. The market is also benefiting from the increasing awareness of the importance of healthy eating and the growing number of health-conscious consumers. The growing popularity of e-commerce and the increasing penetration of smartphones and the internet are also driving the growth of the market. However, the market is facing challenges such as the rising costs of food production and transportation, the increasing competition from non-traditional retailers, and the growing pressure on profit margins. Key drivers for this market are: 1. E-commerce Expansion 2. Private Label Growth 3. Health and Wellness Focus 4. Convenience and Delivery Services 5. Sustainability Initiatives . Potential restraints include: 1. Rising Urbanization 2. E-commerce Penetration 3. Health-conscious Consumers 4. Growing Demand for Convenience 5. Technological Advancements .

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sushant chougule (2024). Grocery Sales Prediction [Dataset]. https://www.kaggle.com/datasets/sushantchougule/kolkata-shops-sales/data
Organization logo

Grocery Sales Prediction

Forecasting Grocery Demand: Drive Sales with Data-Driven Strategies

Explore at:
3 scholarly articles cite this dataset (View in Google Scholar)
zip(206606 bytes)Available download formats
Dataset updated
Apr 5, 2024
Authors
sushant chougule
License

Apache License, v2.0https://www.apache.org/licenses/LICENSE-2.0
License information was derived automatically

Description

Grocery Sales Prediction

This dataset provides a rich resource for researchers and practitioners interested in retail sales prediction and analysis. It contains information about various grocery products, the outlets where they are sold, and their historical sales data.

Product Characteristics:

Item_Identifier: Unique identifier for each product. Item_Weight: Weight of the product item. Item_Fat_Content: Categorical variable indicating the fat content of the product (e.g., low fat, regular). Item_Visibility: Numerical attribute reflecting the visibility of the product in the store (likely a promotional measure). Item_Type: Category of the product (e.g., Snacks, Beverages, Bakery). Item_MRP: Maximum Retail Price of the product. Outlet Information:

Outlet_Identifier: Unique identifier for each outlet (store). Outlet_Establishment_Year: Year the outlet was established. Outlet_Size: Categorical variable indicating the size of the outlet (e.g., Small, Medium, Large). (Note: This data may have missing values) Outlet_Location_Type: Categorical variable indicating the type of location the outlet is in (e.g., Tier 1 City, Tier 2 City, Upstate). Outlet_Type: Categorical variable indicating the type of outlet (e.g., Supermarket, Grocery Store, Convenience Store). Sales Data:

Item_Outlet_Sales: The historical sales data for each product-outlet combination. Profit: The profit margin earned on each product sold. Potential Uses

This dataset can be used for various retail sales analysis and prediction tasks, including:

Demand forecasting: Build models to predict future sales of individual products or product categories at specific outlets. Promotion optimization: Analyze the effectiveness of different promotional strategies (reflected by Item_Visibility) on sales. Assortment planning: Optimize product selection and placement within stores based on sales history and outlet characteristics. Outlet performance analysis: Compare the performance of different outlets based on sales figures and profit margins. Customer segmentation: Identify customer segments with distinct purchasing behavior based on product types and outlet locations. By analyzing these rich data points, retailers can gain valuable insights to improve their sales strategies, optimize inventory management, and maximize profits.

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