In the fiscal year ended January 31, 2024, Walmart's global net sales amounted to 642.6 billion U.S. dollars, an increase of approximately six percent in comparison to a year earlier.

Walmart Walmart 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. Walmart is considered a variety store which focuses on low prices featuring apparel as well as hard goods, and has been committed to upholding their basic value of customer service. Beginning in the early 1990s, Walmart went to great lengths to increase their market share. They introduced a full line of groceries into their stores, diversified their market by appealing to certain ethnic groups through bilingual advertisements, and took steps to promote the awareness of environmental issues.As of 2024, Walmart operated 10,616 stores worldwide; with 4,615 of those stores located in the United States alone.

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Description:

One of the leading retail stores in the US, Walmart, would like to predict the sales and demand accurately. There are certain events and holidays which impact sales on each day. There are sales data available for 45 stores of Walmart. The business is facing a challenge due to unforeseen demands and runs out of stock some times, due to the inappropriate machine learning algorithm. An ideal ML algorithm will predict demand accurately and ingest factors like economic conditions including CPI, Unemployment Index, etc.

Walmart runs several promotional markdown events throughout the year. These markdowns precede prominent holidays, the four largest of all, which are the Super Bowl, Labour Day, Thanksgiving, and Christmas. The weeks including these holidays are weighted five times higher in the evaluation than non-holiday weeks. Part of the challenge presented by this competition is modeling the effects of markdowns on these holiday weeks in the absence of complete/ideal historical data. Historical sales data for 45 Walmart stores located in different regions are available.

Acknowledgements

The dataset is taken from Kaggle.

Objective:

• Understand the Dataset & cleanup (if required).
• Build Regression models to predict the sales w.r.t single & multiple features.
• Also evaluate the models & compare their respective scores like R2, RMSE, etc.

In fiscal year 2025, Walmart International registered sales of approximately 52 billion U.S. dollars in Mexico and Central America. Meanwhile, net sales in China amounted to around 20 billion, up from about 17 billion in the previous year. Walmart International had total net sales of approximately 122 billion U.S. dollars that year. 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. Company divisionsThe company operates 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 the company’s domestic market of the United States. The company’s Walmart International and Sam’s Club business divisions operate globally generating revenue through retail, wholesale, membership club, and online product sales. As of fiscal year 2024, around 18 percent of Walmart’s net sales came from the international division. This division saw its sales fluctuate during the last decade, and especially saw a significant drop when, in the first quarter of fiscal 2022, the company terminated its operations in the United Kingdom and Japan.

In the fiscal year ended January 31, 2025, Walmart's global net sales amounted to 674.5 billion U.S. dollars, an increase of approximately five percent in comparison to a year earlier. 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. Walmart is considered a variety store which focuses on low prices featuring apparel as well as hard goods, and has been committed to upholding their basic value of customer service.Beginning in the early 1990s, Walmart went to great lengths to increase their market share. They introduced a full line of groceries into their stores, diversified their market by appealing to certain ethnic groups through bilingual advertisements, and took steps to promote the awareness of environmental issues.As of 2025, Walmart operated 10,771 stores worldwide; with 4,605 of those stores located in the United States alone.

In 2025, grocery sales accounted for 59.7 percent of the net sales of Walmart U.S. in the United States. In contrast, only 13.5 percent corresponded to health and wellness. 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. Beginning in the early 1990s, Walmart went to great lengths to increase their market share. They introduced a full line of groceries into their stores, diversified their market by appealing to certain ethnic groups through bilingual advertisements, and took steps to promote the awareness of environmental issues. Company divisionsWalmart deals in a wide variety of products, such as groceries, apparel, furniture, home appliances, and electronics. The company operates 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 the company’s domestic market of the United States. This segment also includes Walmart’s U.S. eCommerce website: walmart.com. In 2023, Walmart U.S. had net sales of 442 billion U.S. dollars.. The company’s Walmart International and Sam’s Club business divisions operate globally generating revenue through retail, wholesale, membership club, and online product sales. As of fiscal year 2024, around 13 percent of Walmart’s net sales came from Sam's Club division.

Walmart International's net sales amounted to around 122 billion U.S. dollars in the fiscal year ended January 31, 2025. An increase of about seven million dollars from the previous year. Meanwhile, Sam's Club had net sales amounting to about 90.2 billion U.S. dollars. Between 2021 and 2022 the net sales of Walmart International had decreased by nearly 21 billion dollars due to the end of the company's operations in the United Kingdom and Japan. WalmartWal-Mart 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, Wal-Mart has grown to become the largest publicly-owned retail company in the world. In the United States, the company includes Wal-Mart discount stores, Supercenters, Neighborhood Markets, and Sam’s Club warehouse membership clubs. The company also has many international operations. Wal-Mart is considered a variety store which focuses on low prices featuring apparel as well as hard goods, and has been committed to upholding their basic value of customer service.Beginning in the early 1990s, Wal-Mart went to great lengths to increase their market share. They introduced a full line of groceries into their stores, diversified their market by appealing to certain ethnic groups through bilingual advertisements, and took steps to promote the awareness of environmental issues.As of 2024, Walmart operated just under 11,000 stores worldwide of which 10,616 were retail units. As of that year, the company generated nearly 643 billion U.S. dollars in net sales.

Walmart Inc. engages in the operation of retail, wholesale, other units, and eCommerce worldwide. The company operates through three segments: Walmart U.S., Walmart International, and Sam's Club. It operates supercenters, supermarkets, hypermarkets, warehouse clubs, cash and carry stores, and discount stores under Walmart and Walmart Neighborhood Market brands; membership-only warehouse clubs; ecommerce websites, such as walmart.com.mx, walmart.ca, flipkart.com, PhonePe and other sites; and mobile commerce applications. The company offers grocery and consumables, including dairy, meat, bakery, deli, produce, dry, chilled or frozen packaged foods, alcoholic and nonalcoholic beverages, floral, snack foods, candy, other grocery items, health and beauty aids, paper goods, laundry and home care, baby care, pet supplies, and other consumable items; fuel, tobacco and other categories. It is also involved in the provision of health and wellness products covering pharmacy, optical and hearing services, and over-the-counter drugs and other medical products; and home and apparel including home improvement, outdoor living, gardening, furniture, apparel, jewelry, tools and power equipment, housewares, toys, seasonal items, mattresses and tire and battery centers. In addition, the company offers consumer electronics and accessories, software, video games, office supplies, appliances, and third-party gift cards. Further, it operates digital payment platforms; and offers financial services and related products, including money transfers, bill payments, money orders, check cashing, prepaid access, co-branded credit cards, installment lending, and earned wage access. Additionally, the company markets lines of merchandise under private brands, including Allswell, Athletic Works, Equate, and Free Assembly. The company was formerly known as Wal-Mart Stores, Inc. and changed its name to Walmart Inc. in February 2018. Walmart Inc. was founded in 1945 and is based in Bentonville, Arkansas.

Comprehensive dataset analyzing Walmart.com's daily website traffic, including 16.7 million daily visits, device distribution, geographic patterns, and competitive benchmarking data.

In fiscal year 2024, there were approximately 255 million customer visits each week to Walmart stores throughout the world, up from 240 million on a weekly average a year earlier. Walmart Walmart 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 2024, the retailer reached around 648 billion U.S. dollars in revenues, and about 643 billion in net sales. Store count Walmart had a total of 10,616 retail stores throughout the world as of January 31, 2024. The company also operated 368 distribution facilities. In total Walmart operated 10,984 stores. Compared to 2021, there was a significant drop in the number of stores due to the fact that in the first quarter of fiscal 2022, the company terminated its operations in the United Kingdom and Japan. In the U.S. alone the company totaled 4,615 locations, of which 3,560 were supercenter stores and 695 were neighborhood markets.

Financial overview and grant giving statistics of Wal-Mart Foundation

In 2023, Walmart's online sales were estimated at **** billion U.S. dollars. According to forecasts, the U.S.-based multinational retail corporation's e-commerce sales were to further increase in the coming years, reaching **** billion dollars by 2024. In addition, Walmart's marketplace gross merchandise volume growth was *** percent in 2020. This unprecedented growth in the digital segment was largely due to the COVID-19 pandemic.

From 2020 to 2025, Walmart sales in India were forecast to grow over ** percent. Meanwhile, by 2025, the company's sales in Argentina were estimated to decreased by nearly ** percent.

In 2024, Walmart U.S. had eCommerce sales amounting to 65.4 billion U.S. dollars, an increase of about 22 percent in comparison to 2023'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 2023 counted 4,717 locations Brand and e-commerce According to a survey conducted by Statista in 2023, 93 percent of consumers were familiar with the Walmart brand and 65 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.

Financial overview and grant giving statistics of Wal-Mart Associates in Critical Need Fund

In 2021, Walmart's sales revenue was expected to contract *** following the retailer's sales surge due to the impact of the coronavirus pandemic in the previous year. From 2022 Walmart was predicted to grow at a rate of *** percent and continue the positive trend until 2026.

According to the data, Walmart's net sales were forecast to be around *** billion U.S. dollars in 2021, following the upsurge in 2020 that was driven by COVID-19. From 2021 onwards, Walmart's net sales were forecast to increase with each consecutive year. By 2026, it was forecast that Walmart's net sales would grow to ***** billion U.S. dollars, which includes store-based and e-commerce net sales.

Symbotic has acquired Walmart's robotics division for $200 million, enhancing its automated supply chain capabilities. This move increases Symbotic's market presence and strengthens its ongoing collaboration with Walmart.

As of January 31, 2025, Walmart had a total of 3,559 supercenter stores throughout the United States and 691 neighborhood markets. How many Walmart stores are in the United States? Walmart U.S. store number totaled 4,605 throughout the United States as of January 31, 2025. Walmart, formerly known as Wal-Mart Stores, Inc., is one of the most well-known and valuable brands in the world. As of 2025, Walmart had a total of 11,150 properties throughout the world, of which 10,771 were retail stores. Walmart began in the United States as a single discount store, whose model was to sell more for less. Nowadays, Walmart has discount stores, supercenters, and neighborhood markets around the world. The multinational company has developed into the largest retailer in the world. Powerhouse of retail in both domestic and international markets Walmart deals in a wide variety of products, such as groceries, apparel, furniture, home appliances, and electronics. The company operates 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 the company’s domestic market of the United States. This segment also includes Walmart’s U.S. eCommerce website: walmart.com. The company’s Walmart International and Sam’s Club business divisions operate globally generating revenue through retail, wholesale, membership club, and online product sales. As of 2024, around 69 percent of Walmart’s net sales came from the company’s Walmart U.S. division.

**************** were the category that generated the highest revenue for the U.S. multinational retail chain Walmart in 2022. According to estimates, by 2027 the value of edible groceries is forecast to reach over *** billion U.S. dollars.

Over two-thirds, 69 percent, of Walmart’s global net sales were generated by the company’s Walmart U.S. division in fiscal year 2023. Historically, Walmart U.S. has been responsible for the majority of Walmart’s sales. Walmart's U.S. division operates in all 50 states of the United States, Washington D.C. and Puerto Rico. The International division operates in 18 countries outside the United States such as Canada, Costa Rica, Mexico, India, and South Africa, to name a few. Lastly, Sam's Club operates in 44 states in the United States and in Puerto Rico.

Walmart’s business divisions
Walmart is a behemoth in the retail industry, generating revenues upwards of 500 billion U.S. dollars in the last number of years. The company, formerly known as Wal-Mart Stores, Inc., is one of the most well-known and valuable brands in the world. Walmart began in the United States as a single discount store, whose model was to sell more for less. Nowadays, Walmart has discount stores, supercenters, and neighborhood markets all around the world. The multinational company has developed into the largest retailer in the world. Walmart deals in a wide variety of products, such as groceries, apparel, furniture, home appliances, and electronics. The company operates through three distinct business segments: Walmart U.S., Walmart International, and Sam’s Club. Walmart U.S. operates retail stores in the company’s domestic market of the United States. This segment also includes Walmart’s U.S. eCommerce website: walmart.com. The company’s Walmart International and Sam’s Club business divisions operate globally generating revenue through retail, wholesale, membership club, and online product sales.