In 2024, global retail e-commerce sales reached an estimated ************ U.S. dollars. Projections indicate a ** percent growth in this figure over the coming years, with expectations to come close to ************** dollars by 2028. World players Among the key players on the world stage, the American marketplace giant Amazon holds the title of the largest e-commerce player globally, with a gross merchandise value of nearly *********** U.S. dollars in 2024. Amazon was also the most valuable retail brand globally, followed by mostly American competitors such as Walmart and the Home Depot. Leading e-tailing regions E-commerce is a dormant channel globally, but nowhere has it been as successful as in Asia. In 2024, the e-commerce revenue in that continent alone was measured at nearly ************ U.S. dollars, outperforming the Americas and Europe. That year, the up-and-coming e-commerce markets also centered around Asia. The Philippines and India stood out as the swiftest-growing e-commerce markets based on online sales, anticipating a growth rate surpassing ** percent.

Graph and download economic data for E-Commerce Retail Sales as a Percent of Total Sales (ECOMPCTSA) from Q4 1999 to Q2 2025 about e-commerce, retail trade, percent, sales, retail, and USA.

The revenue in the e-commerce market in the United States was modeled to amount to 1.18 trillion U.S. dollars in 2024. Following a continuous upward trend, the revenue has risen by 754.29 billion U.S. dollars since 2017. Between 2024 and 2029, the revenue will rise by 655.91 billion U.S. dollars, continuing its consistent upward trajectory.Further information about the methodology, more market segments, and metrics can be found on the dedicated Market Insights page on eCommerce.

United States - E-Commerce Retail Sales was 304209.00000 Mil. of $ in April of 2025, according to the United States Federal Reserve. Historically, United States - E-Commerce Retail Sales reached a record high of 304209.00000 in April of 2025 and a record low of 4467.00000 in October of 1999. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - E-Commerce Retail Sales - last updated from the United States Federal Reserve on December of 2025.

This folder contains all the datasets used for the performance evaluation of the MINE GRAPH RULE operator proposed in the paper "MINE GRAPH RULE: A New GQL Operator for Mining Association Rules in Property Graph Databases".

Each folder contains the following files used to create a property graph in Neo4j with a fixed schema mimicking an e-commerce site.

• Item.csv - contains the data for the Item nodes.
• Person.csv - contains the data for the Person nodes.
• Category.csv - contains the data for the Category nodes.
• FOLLOW.csv - contains the data for the FOLLOW relationships from Person to Person nodes.
• BUY.csv - contains the data for the BUY relationships from Person to Item nodes.
• RECOMMEND.csv - contains the data for the RECOMMEND relationship from Person to Item nodes.
• OF.csv - contains the data for the OF relationship from Item to Category nodes.

The folders contain various graph instances with differing dimensions, and each folder is named to reflect its defining features. The features in the name are given in this order:

• Total number of nodes within the graph.
• Ratio of the number of Person nodes over the nodes with other labels.
• Probability of having a relationship FOLLOW between two Person nodes.
• Probability of having a relationship BUY between a Person node and an Item node.
• Probability of having a relationship RECOMMEND between a Person node and an Item node.

(Example: the folder 10000_0.5_0.0005_0.1_0.0005_dataset contains files of a graph with 10000 nodes, of which half of them are Person nodes, 0.0005 is the probability of having a relationship FOLLOW between two Person nodes, 0.1 is the probability of having a relationship BUY between a Person node and an Item node, and 0.0005 is the probability of having a relationship RECOMMEND between a Person node and an Item node).

A league table of the 120 cryptocurrencies with the highest market cap reveals how diverse each crypto is and potentially how much risk is involved when investing in one. Bitcoin (BTC), for instance, had a so-called "high cap" - a market cap worth more than 10 billion U.S. dollars - indicating this crypto project has a certain track record or, at the very least, is considered a major player in the cryptocurrency space. This is different in Decentralize Finance (DeFi), where Bitcoin is only a relatively new player. A concentrated market The number of existing cryptocurrencies is several thousands, even if most have a limited significance. Indeed, Bitcoin and Ethereum account for nearly 75 percent of the entire crypto market capitalization. As crypto is relatively easy to create, the range of projects varies significantly - from improving payments to solving real-world issues, but also meme coins and more speculative investments. Crypto is not considered a payment method While often talked about as an investment vehicle, cryptocurrencies have not yet established a clear use case in day-to-day life. Central bankers found that usefulness of crypto in domestic payments or remittances to be negligible. A forecast for the world's main online payment methods took a similar stance: It predicts that cryptocurrency would only take up 0.2 percent of total transaction value by 2027.

According to estimates, Amazon claimed the top spot among online retailers in the United States in 2023, capturing 37.6 percent of the market. Second place was occupied by the e-commerce site of the retail chain Walmart, with a 6.4 percent market share, followed in third place by Apple, with 3.6 percent.

Amazon’s continued success

Amazon has long dominated the e-commerce market as the world’s favorite online marketplace. In 2022, company hit over half a trillion U.S. dollars in net sales. The United States is by far Amazon’s most profitable market, as the U.S. branch generated over 356 billion U.S. dollars in sales in 2022. Germany ranked second, with 33 billion dollars, followed closely by the United Kingdom with 30 billion dollars.

Online shopping on the rise

Online shopping has grown significantly over the past decade, with more people turning to the internet for their shopping needs. The proof is in the numbers: the U.S. e-commerce industry was worth almost a trillion dollars in 2023. By 2027, forecasts show that the online market will grow to more than 50 percent. U.S. online shoppers purchase fashion and food and beverages the most via the internet.

This data set is perfect for practicing your analytical skills for Power BI, Tableau, Excel, or transform it into a CSV to practice SQL.

This use case mimics transactions for a fictional eCommerce website named EverMart Online. The 3 tables in this data set are all logically connected together with IDs.

My Power BI Use Case Explanation - Using Microsoft Power BI, I made dynamic data visualizations for revenue reporting and customer behavior reporting.

Revenue Reporting Visuals - Data Card Visual that dynamically shows Total Products Listed, Total Unique Customers, Total Transactions, and Total Revenue by Total Sales, Product Sales, or Categorical Sales. - Line Graph Visual that shows Total Revenue by Month of the entire year. This graph also changes to calculate Total Revenue by Month for the Total Sales by Product and Total Sales by Category if selected. - Bar Graph Visual showcasing Total Sales by Product. - Donut Chart Visual showcasing Total Sales by Category of Product.

Customer Behavior Reporting Visuals - Data Card Visual that dynamically shows Total Products Listed, Total Unique Customers, Total Transactions, and Total Revenue by Total or by continent selected on the map. - Interactive Map Visual showing key statistics for the continent selected. - The key statistics are presented on the tool tip when you select a continent, and the following statistics show for that continent: - Continent Name - Customer Total - Percentage of Products Sold - Percentage of Total Customers - Percentage of Total Transactions - Percentage of Total Revenue

United States - E-Commerce Retail Sales as a Percent of Total Sales was 16.30% in April of 2025, according to the United States Federal Reserve. Historically, United States - E-Commerce Retail Sales as a Percent of Total Sales reached a record high of 16.30 in April of 2020 and a record low of 0.60 in October of 1999. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - E-Commerce Retail Sales as a Percent of Total Sales - last updated from the United States Federal Reserve on December of 2025.

Owing to the increasing internet user base and favorable market conditions, India has a lot of potential in the e-commerce industry. Growing at an exponential rate, the market value of the e-commerce industry in India was 125 billion U.S dollars in 2024. This number was estimated to reach 550 billion U.S. dollars by 2035. E-commerce platforms The competition in the e-commerce business in India is fierce. The market is filled with many local and foreign companies trying to hold the maximum market share. Flipkart and Amazon were the leading ecommerce retailers in the country. Moreover, electronics and apparel are the most popular shopping categories among Indian consumers. Growing trend of e-commerce Increasing growth in the e-commerce industry is attributed to several reasons. Digitizing the economy and the provision of affordable internet are a few of many reasons that boosted the growth of digital sales in India. In 2024, the e-commerce sales across India were estimated to increase by over 19 percent. Consequently, the revenue-generating potential has also increased. The average retail e-commerce revenue collected per user was more than 85 U.S dollars.

View quarterly updates and historical trends for US E-Commerce Sales as Percent of Retail Sales. from United States. Source: Census Bureau. Track economic…

Exploring E-commerce Trends: A Guide to Leveraging Dummy Dataset

Introduction: In the world of e-commerce, data is a powerful asset that can be leveraged to understand customer behavior, improve sales strategies, and enhance overall business performance. This guide explores how to effectively utilize a dummy dataset generated to simulate various aspects of an e-commerce platform. By analyzing this dataset, businesses can gain valuable insights into product trends, customer preferences, and market dynamics.

1. Dataset Overview: The dummy dataset contains information on 1000 products across different categories such as electronics, clothing, home & kitchen, books, toys & games, and more. Each product is associated with attributes such as price, rating, number of reviews, stock quantity, discounts, sales, and date added to inventory. This comprehensive dataset provides a rich source of information for analysis and exploration.

2. Data Analysis: Using tools like Pandas, NumPy, and visualization libraries like Matplotlib or Seaborn, businesses can perform in-depth analysis of the dataset. Key insights such as top-selling products, popular product categories, pricing trends, and seasonal variations can be extracted through exploratory data analysis (EDA). Visualization techniques can be employed to create intuitive graphs and charts for better understanding and communication of findings.

3. Machine Learning Applications: The dataset can be used to train machine learning models for various e-commerce tasks such as product recommendation, sales prediction, customer segmentation, and sentiment analysis. By applying algorithms like linear regression, decision trees, or neural networks, businesses can develop predictive models to optimize inventory management, personalize customer experiences, and drive sales growth.

4. Testing and Prototyping: Businesses can utilize the dummy dataset to test new algorithms, prototype new features, or conduct A/B testing experiments without impacting real user data. This enables rapid iteration and experimentation to validate hypotheses and refine strategies before implementation in a live environment.

5. Educational Resources: The dummy dataset serves as an invaluable educational resource for students, researchers, and professionals interested in learning about e-commerce data analysis and machine learning. Tutorials, workshops, and online courses can be developed using the dataset to teach concepts such as data manipulation, statistical analysis, and model training in the context of e-commerce.

6. Decision Support and Strategy Development: Insights derived from the dataset can inform strategic decision-making processes and guide business strategy development. By understanding customer preferences, market trends, and competitor behavior, businesses can make informed decisions regarding product assortment, pricing strategies, marketing campaigns, and resource allocation.

Conclusion: In conclusion, the dummy dataset provides a versatile and valuable resource for exploring e-commerce trends, understanding customer behavior, and driving business growth. By leveraging this dataset effectively, businesses can unlock actionable insights, optimize operations, and stay ahead in today's competitive e-commerce landscape

In 2025, Walmart U.S. had eCommerce sales amounting to 79.3 billion U.S. dollars, an increase of about 21 percent in comparison to 2024's figure. WalmartWalmart was founded in 1962 by Sam Walton when he and his brother James “Bud” Walton opened the first Wal-Mart Discount City in Rogers, Arkansas. Since then, Walmart has grown to become the largest publicly-owned retail company in the world. In the United States, the company includes Walmart discount stores, supercenters, neighborhood markets, and Sam’s Club warehouse membership clubs. The company also has many international operations, operating through three distinct business segments: Walmart U.S., Walmart International, and Sam’s Club. Walmart’s strongest segment, in terms of revenue, is Walmart U.S., which operates retail stores in all 50 states in the United States, and Puerto Rico and as of 2025 counted 4,605 locations Brand and e-commerce According to a survey conducted by Statista in 2024, 98 percent of consumers were familiar with the Walmart brand and 71 percent appeared to use it for their grocery purchases. The company also operates a successful e-commerce site, which is particularly popular at the start of the holiday season and which in December 2023, reached close to 497 million visits.

Internet sales have played an increasingly significant role in retailing. In 2025, e-commerce accounted for over ***percent of retail sales worldwide. Forecasts indicate that by 2030, the online segment will make up ***percent of total global retail sales. Retail e-commerce Online shopping has grown steadily in popularity in recent years. In 2024, global e-commerce sales amounted to over ************ U.S. dollars, a figure expected to approach * trillion U.S. dollars by 2030. Digital development boomed during the COVID-19 pandemic, generating unprecedented e-commerce growth in various economies across the globe. This trend correlates strongly with the constantly improving online access, especially in "mobile-first" online communities, which have long struggled with traditional commercial fixed broadband connections due to financial or infrastructure constraints but enjoy the advantages of cheap mobile broadband connections. M-commerce on the rise The order share of online shopping via smartphones and tablets now outperforms traditional e-commerce via desktop computers. As such, e-retailers around the world have caught up in mobile e-commerce sales. Online shopping via smartphones is particularly prominent in Asia. By the end of 2023, South Korea was the top digital market based on the percentage of the population that had purchased something by phone, with nearly ** percent having made a weekly mobile purchase. Malaysia, UAE, and Turkey completed the top of the ranking.

United States - E-Commerce Retail Sales as a Percent of Total Sales was 17.90% in October of 2024, according to the United States Federal Reserve. Historically, United States - E-Commerce Retail Sales as a Percent of Total Sales reached a record high of 17.90 in October of 2024 and a record low of 0.70 in October of 1999. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - E-Commerce Retail Sales as a Percent of Total Sales - last updated from the United States Federal Reserve on December of 2025.

The India E-Commerce Market Report is Segmented by Business Model (B2C, B2B, C2C), Device Type (Smartphone / Mobile, Desktop and Laptop, Other Device Types), Payment Method (Credit / Debit Cards, Digital Wallets, BNPL, Other Payment Method), B2C Product Category (Beauty and Personal Care, Consumer Electronics, Fashion and Apparel, Food and Beverages, and More). The Market Forecasts are Provided in Terms of Value (USD).

Key Features:

Interactive Visualizations: The dashboard will employ intuitive visualizations, such as charts, graphs, and tables, to present data in a visually appealing and easily understandable manner. Users will be able to interact with the visualizations, drill down into specific metrics, and customize the view according to their preferences.

Real-time Data Updates: The dashboard will leverage real-time data integration to ensure that the displayed metrics and insights are up-to-date. Users can monitor their e-commerce performance in real-time, enabling prompt decision-making and timely interventions.

Sales and Revenue Analysis: The dashboard will provide a comprehensive overview of sales performance, revenue trends, and average order values. Users will be able to analyze sales by product categories, monitor the impact of promotions and discounts, and identify top-performing products.

Customer Behavior Insights: The dashboard will offer detailed insights into customer behavior, including new customer acquisition, repeat purchase rates, and customer lifetime value. Users will gain a deeper understanding of their customer base and can tailor their marketing strategies accordingly.

Responsive Design: The dashboard will be designed to be responsive and accessible across multiple devices, including desktops, tablets, and mobile phones. This will provide users with flexibility and convenience in accessing their e-commerce data from anywhere.

In the second quarter of 2025, the share of e-commerce in total U.S. retail sales stood at **** percent, up from the previous quarter. From January to March 2025, retail e-commerce sales in the United States hit over *** billion U.S. dollars, the highest quarterly revenue in history. How e-commerce measures up in total U.S. retail In 2024, the reported total value of retail e-commerce sales in the United States amounted to over ****trillion U.S. dollars—impressive, but the figure pales compared to the total annual retail trade value of ******trillion U.S. dollars. Rising e-commerce segments Online shopping is popular among all age groups, though digital purchases are most common among Millennial internet users. In 2022, around ** percent of Millennials purchased items via the internet. Mobile commerce is also growing in popularity, as consumers increasingly rely on their smartphones and mobile apps for shopping activities. In the fourth quarter of 2022, m-commerce spending made up ** percent of the overall online spending in the United States.

In 2025, Germany recorded nearly ** billion euros in gross revenue from e-commerce goods, according to the German E-commerce and Distance Selling Trade Association (bevh). This graph highlights a comparison of market evaluations conducted by bevh and the German Retail Association (HDE) concerning the development of the German online retail sector. Online retail industries The growth of online markets and retail is primarily fueled by certain industries. While some categories, like groceries, are still predominantly purchased in physical stores, sectors such as electronics, fashion & accessories, and fast-moving consumer goods (FMCG) have become most dominant in the online space. Electronics, in particular, held a significant share of online retail, outperforming other categories in terms of sales volume. Online marketplaces In 2021, e-commerce accounted for around ** percent of total retail sales in Germany, with projections indicating this share could exceed ********* by 2026. The top online marketplace by net sales in Germany was amazon.de, followed by German online retail companies otto.de and zalando.de. While these platforms have seen consistent growth, online retailers have faced numerous challenges in recent years. Nearly ************** of online retailers viewed inflation in Europe and its impact on consumer spending as one of the most pressing issues.

Finland - Share of enterprises' turnover on e-commerce: All enterprises, without financial sector (10 persons employed or more) was 28.87% in December of 2024, according to the EUROSTAT. Trading Economics provides the current actual value, an historical data chart and related indicators for Finland - Share of enterprises' turnover on e-commerce: All enterprises, without financial sector (10 persons employed or more) - last updated from the EUROSTAT on December of 2025. Historically, Finland - Share of enterprises' turnover on e-commerce: All enterprises, without financial sector (10 persons employed or more) reached a record high of 28.87% in December of 2024 and a record low of 16.16% in December of 2013.