The Shopee Products Dataset is a comprehensive resource that empowers businesses, researchers, and analysts to gain a holistic view of the Shopee e-commerce ecosystem. Whether your goal is to conduct market analysis, optimize pricing strategies, understand customer behavior, or evaluate competitors, this dataset offers the essential information you need to make informed decisions and succeed in the dynamic world of Shopee. At its core, this dataset provides key attributes such as product ID, title, ratings, reviews, pricing details, and seller information, among others. These fundamental data elements offer insights into product performance, customer sentiment, and seller credibility.

The e-receipt dataset features major e-commerce tickers from the emerging markets, such as Shopee, Lazada, Tokopedia, Momoshop, HKTVMall, and MacardoLibre. It delivers weekly order volume and revenue in aggregate, with historical data from 2019. All the transactional e-receipts are sent from e-commerce platforms to users’ registered accounts.

This dataset provides an overview of weekly and monthly sales trends for e-commerce platforms from emerging markets whose data is difficult to gain. The data pipeline with key metrics supports both fundamental and systematic clients.

The gross merchandise value (GMV) indicates the value of goods sold through a customer-to-customer (C2C) marketplace. In Indonesia, this value reached 65 billion U.S. dollars in 2024 and was expected to reach around 150 billion U.S. dollars by 2030. Shopee - the most clicked C2C marketplace in Indonesia As of March 2024, the C2C marketplace Shopee ranked second among the most clicked e-commerce sites in Indonesia. Shopee was founded by Sea Limited and is available in nearly all Southeast Asian countries. Although Shopee recently started selling its own brands on the platform, most of its e-commerce revenue was still generated through traditional seller fees from C2C trade. In 2023, the e-commerce revenue of Sea Limited, which owns only one e-commerce provider, Shopee, amounted to about 9.8 billion U.S. dollars. E-commerce on the rise Not only has its GMV been increasing, so too has Indonesia’s e-commerce industry in recent years. In 2024, Indonesia had the largest e-commerce revenue among the tiger cub economies. The COVID-19 pandemic has further accelerated this growth process, and the e-commerce sector is now expected to become one of the leading industries in the country.

Get key insights on Market Research Intellect's Shop Floor Data Collection Software Market Report: valued at USD 1.5 billion in 2024, set to grow steadily to USD 3.2 billion by 2033, recording a CAGR of 10.8%.Examine opportunities driven by end-user demand, R&D progress, and competitive strategies.

Contacts:

1. Mobile phone retailers or wholesalers for insights into sales trends and customer behavior.
2. Industry experts or analysts for market research and trends.
3. Online forums or communities (e.g., Reddit's r/phones or r/mobiletech) for user feedback and opinions.

Sources:

1. Online market research reports (e.g., Statista, Euromonitor) for industry trends and statistics.
2. Mobile phone manufacturer websites (e.g., Apple, Samsung) for product information and sales data.
3. E-commerce websites (e.g., Amazon, Best Buy) for pricing and product availability data.
4. Government statistics or economic reports for insights into the mobile phone market's economic impact.

Inspirations:

1. Analyzing sales trends and customer preferences to inform inventory management and marketing strategies.
2. Identifying top-selling phone models and brands to understand market demand.
3. Exploring the impact of pricing, promotions, and discounts on sales.
4. Investigating customer behavior and purchasing patterns to improve customer experience.

Some potential Kaggle datasets or competitions that might inspire your project include:

1. "Mobile Price Classification" dataset
2. "Smartphone Sales in Retail" dataset
3. "Mobile Phone User Behavior" dataset

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.

The global shop preparatory coating primer market, valued at $838 million in 2025, is projected to experience robust growth, driven by a Compound Annual Growth Rate (CAGR) of 4.9% from 2025 to 2033. This expansion is fueled by several key factors. The increasing demand for corrosion protection in diverse sectors such as metal finishing and fabrication, marine and offshore constructions, and mining & construction equipment is a major catalyst. Stringent regulatory requirements regarding surface preparation and environmental concerns are also pushing adoption of high-performance shop primers. Further fueling growth is the rise in infrastructure development globally, particularly in emerging economies, which necessitates extensive metal work and subsequent protective coatings. The market is segmented by application (Metal Finishing and Fabrication holding the largest share, followed by Marine, Offshore Constructions, Mining & Construction Equipment, and Others) and type (Zinc Silicate Shop Primer and Epoxy Shop Primer being dominant, with 'Others' representing specialized formulations). Competition is intense, with major players like AkzoNobel, Jotun, and PPG Industries vying for market share through innovation in product formulations, expanding distribution networks, and strategic partnerships. The market's growth trajectory is expected to remain positive throughout the forecast period, although variations might occur based on economic fluctuations and raw material price volatility. The continued focus on sustainable and eco-friendly coatings will influence product development and consumer preferences. Furthermore, technological advancements in primer formulations, such as those incorporating nanotechnology for enhanced durability and corrosion resistance, will continue to shape market dynamics. While the 'Others' segment in both application and type categories holds potential, its precise contribution to overall market growth will depend on the emergence of niche applications and innovative product offerings. The regional distribution of the market is likely to reflect global industrial activity, with North America, Europe, and Asia Pacific expected to be the key regional contributors.

The global cross-border e-commerce platform market is booming, projected to reach [estimated 2033 value] by 2033, fueled by rising e-commerce adoption and innovative logistics. Discover key trends, market segments, and leading companies shaping this dynamic industry. Learn more!

Based on over 5 million syncing email accounts, we can parse all transactional data in TikTok shop (and other e-commerce names) to see what individuals in each country are purchasing exactly on an SKU level. Average order value, discounts used, items bought, frequency of purchase, seller name, email ID, geolocation data all included.

The world's largest operators, financial institutions, consultancies and market research firms license our datasets for added granular insights. Contact michelle@measurable.ai to learn more or for some samples for backtesting.

Discover the benefits of Shera Plank on Shopee, a durable fiber cement composite ideal for interior and exterior use. Explore a variety of options to meet your architectural needs with features like termite and fire resistance. Enjoy the look of natural wood with none of the drawbacks, plus convenient shopping on one of Southeast Asia's top e-commerce platforms.

Pawn Shop Market is segmented By Product Type (Jewelry & Accessories, Electronics & Tools, Antique Collectibles, Musical Instruments, Precious Metals & Stones, Guns and Others (Vehicles, Clothing, etc.)

Report of Wet and Dry Shop Vacuums Market is covering the summarized study of several factors encouraging the growth of the market such as market size, market type, major regions and end user applications. By using the report customer can recognize the several drivers that impact and govern the market. The report is describing the several types of Wet and Dry Shop Vacuums Industry. Factors that are playing the major role for growth of specific type of product category and factors that are motivating the status of the market.

Discover the explosive growth of the social commerce market! Projected to reach $8.55 billion by 2033 with a 28.53% CAGR, this report analyzes key trends, drivers, and regional variations across platforms like Instagram, TikTok, and Facebook. Learn how businesses are leveraging social media for sales and brand building. Recent developments include: November 2023: Amazon announced a partnership with Meta (Facebook’s parent company) to revolutionize social commerce. This collaboration aims to integrate Amazon’s e-commerce platform with Meta’s social media platform, providing shoppers with a seamless purchase experience and opening new opportunities for targeted advertising., April 2023: Amazon and Pinterest partnered to deliver third-party ads on Pinterest’s platform. The partnership aimed to make every pin shoppable by integrating Amazon’s e-commerce platform with Pinterest’s social media platform., December 2022: Amazon announced the release of Inspire, a new short-form photo and video feed that lets users browse ideas and goods while shopping from content made by brands, influencers, and other users.. Key drivers for this market are: Growing Number of Social Media Platforms, Shift in Consumer Preferences Toward Online Purchase. Potential restraints include: Growing Number of Social Media Platforms, Shift in Consumer Preferences Toward Online Purchase. Notable trends are: Growing demand for business-to-consumer (B2C) social commerce is driving the market growth.

In the digital era, rapid technological advancements have transformed consumer lifestyles, particularly in online shopping behavior. Shopee, a leading e-commerce platform in Indonesia, exemplifies this shift, offering a dynamic environment to study consumer purchase tendencies. This study investigates the influence of hedonic shopping motivation and shopping lifestyle on impulse buying within the Shopee platform. Utilizing a quantitative research design, data were collected from 138 respondents aged 16 and above who are active Shopee users. The analysis, conducted using Partial Least Squares Structural Equation Modeling (PLS-SEM), demonstrates that hedonic shopping motivation positively and significantly impacts impulse buying, shopping lifestyle significantly influences impulse buying, and hedonic shopping motivation positively affects shopping lifestyle. The findings underscore the importance of emotional and lifestyle factors in driving impulsive purchases in e-commerce, providing actionable insights for platforms to refine their marketing strategies. Further studies could expand the scope to include different e-commerce platforms, incorporate moderating variables like cultural factors or payment methods, and explore longitudinal data to capture evolving shopping patterns over time. Additionally, investigating the role of emerging technologies like artificial intelligence in shaping consumer behavior could offer deeper insights into enhancing user experiences in online shopping environments.

The number of users in the e-commerce market in Indonesia was modeled to amount to ************* users in 2024. Following a continuous upward trend, the number of users has risen by ************* users since 2017. Between 2024 and 2029, the number of users will rise by ************* users, 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.

Shop Floor Data Collection Software Market Outlook

According to our latest research, the global Shop Floor Data Collection Software market size reached USD 2.41 billion in 2024, driven by the increasing emphasis on real-time production insights and operational efficiency in manufacturing. The market is expected to grow at a robust CAGR of 9.8% from 2025 to 2033, reaching a forecasted value of USD 5.60 billion by 2033. This impressive growth is primarily fueled by the rapid digitalization of manufacturing environments, the escalating need for automation, and the adoption of Industry 4.0 technologies across various industrial sectors.

One of the most significant growth factors for the Shop Floor Data Collection Software market is the heightened demand for operational transparency and process optimization in manufacturing industries. As companies strive to enhance productivity, reduce downtime, and minimize wastage, there is a growing reliance on advanced data collection tools that can provide granular visibility into shop floor activities. These solutions enable manufacturers to monitor equipment performance, track inventory levels, and ensure compliance with quality standards in real time. The integration of data analytics and machine learning capabilities further empowers organizations to make data-driven decisions, optimize resource allocation, and foresee potential bottlenecks before they impact production.

Another key driver propelling the market is the increasing adoption of cloud-based solutions, which offer unparalleled scalability, flexibility, and cost-effectiveness. Cloud-based shop floor data collection software eliminates the need for heavy upfront investments in IT infrastructure and allows seamless updates and integration with other enterprise systems. This shift is particularly beneficial for small and medium-sized enterprises (SMEs) that are keen to modernize their operations without incurring excessive costs. Additionally, the proliferation of IoT devices and smart sensors on the shop floor has enabled real-time data acquisition and remote monitoring, further accelerating the adoption of these software solutions across diverse manufacturing verticals.

The market is also benefiting from the growing focus on compliance and quality assurance, especially in highly regulated industries such as pharmaceuticals, food & beverage, and aerospace. Manufacturers in these sectors are increasingly deploying shop floor data collection software to maintain detailed records, ensure traceability, and adhere to stringent regulatory requirements. The shift towards digital record-keeping and automated data capture reduces the risk of human error and enhances audit readiness, thereby safeguarding brand reputation and customer trust. Moreover, the ongoing trend of workforce digitalization and the need to manage a multi-generational workforce have heightened the demand for intuitive, user-friendly software that can streamline workforce management and improve collaboration on the shop floor.

Regionally, North America continues to dominate the Shop Floor Data Collection Software market, accounting for the largest share in 2024, followed closely by Europe and Asia Pacific. The presence of technologically advanced manufacturing hubs, early adoption of digital solutions, and strong government support for smart manufacturing initiatives have positioned these regions at the forefront of market growth. However, Asia Pacific is expected to witness the fastest growth during the forecast period, driven by rapid industrialization, increasing investments in automation, and the emergence of new manufacturing clusters in China, India, and Southeast Asia. Latin America and the Middle East & Africa are also showing promising potential, albeit from a smaller base, as manufacturers in these regions gradually embrace digital transformation to stay competitive in the global market.

Component Analysis

The Shop Floor Data Collection Software market by component is segmented into software and services, ea

Job Shop Management Software Market size was valued at USD 2.7 Billion in 2023 and is projected to reach USD 11 Billion by 2030, growing at a CAGR of 19% during the forecast period 2024-2030.

Global Job Shop Management Software Market Drivers

The growth and development of the Job Shop Management Software Market is attributed to certain main market drivers. These factors have a big impact on how Job Shop Management Software are demanded and adopted in different sectors. Several of the major market forces are as follows:

Increasing Need for Streamlined Operations: Job shop management software helps job shops run more efficiently by providing capabilities like order tracking, inventory management, and scheduling. Such software is becoming more and more popular due to the growing demand for productivity and efficiency.

Automation's growth and Industry 4.0 trends: There's a big push in manufacturing processes toward automation and digitization with the introduction of Industry 4.0. The integration of several production factors through the use of job shop management software results in increased productivity and decreased downtime.

Put an emphasis on Cost Reduction and Resource Optimization: Using job shop management software can save costs by improving resource allocation, cutting down on material waste, and improving scheduling. Businesses are increasingly searching for ways to reduce expenses without sacrificing quality in a competitive market.

Growing Complexity in Manufacturing Processes: Work shops frequently deal with a range of projects with different specifications. To guarantee seamless operations, this complexity necessitates sophisticated management solutions. Software for managing job shops provides the features needed to successfully manage such complexity.

Growing Adoption of Cloud-Based Solutions: Small to medium-sized job shops find cloud-based job shop management software appealing due to its accessibility, scalability, and flexibility. The market for job shop management software is developing as a result of the increasing use of cloud computing across industries.

Focus on Real-Time Data Analysis: Work shop management software offers in-the-moment insights into a range of production-related topics, such as order status, machine utilization, and inventory levels. Businesses are making more and more decisions based on data, thus there is a growing need for software with advanced analytics features.

Compliance Requirements and Quality Standards: In order to satisfy client expectations, job shops must adhere to industry rules and uphold high standards of quality. Manufacturers are drawn to job shop management software because it frequently has tools for compliance management, quality control, and traceability.

The Shop Shelving market is an essential component of the retail and commercial industry, providing critical support for product display and organization in various types of stores, including supermarkets, convenience stores, and specialty shops. Shop shelving serves as a fundamental solution for retailers, enabling

Shop Management Software Cloud Market Outlook

According to our latest research, the global Shop Management Software Cloud market size stands at USD 6.2 billion in 2024, with a robust compound annual growth rate (CAGR) of 13.4% projected from 2025 to 2033. This strong growth trajectory is primarily driven by the accelerating adoption of digital transformation across retail, automotive, and hospitality sectors, as well as the increasing demand for cloud-based solutions that offer scalability, flexibility, and real-time analytics. By the end of 2033, the Shop Management Software Cloud market is forecasted to reach USD 18.2 billion, reflecting the sector’s rapid evolution and the critical role of cloud technology in modern business operations.

The growth of the Shop Management Software Cloud market is underpinned by several key factors. Firstly, the increasing need for operational efficiency and automation among small and medium enterprises (SMEs) is propelling the adoption of advanced shop management software. With businesses seeking to streamline workflows, manage inventory, and enhance customer engagement, cloud-based solutions provide a cost-effective and scalable answer. The rise of e-commerce and omnichannel retail has further intensified the demand for integrated management systems that can synchronize online and offline operations seamlessly. Additionally, the proliferation of mobile devices and the growing preference for remote access to business tools have made cloud-based shop management software a necessity for modern enterprises aiming to stay competitive and responsive to market changes.

Another significant growth driver is the rapid digitalization of the automotive, retail, and hospitality sectors. Automotive repair shops, salons, restaurants, and other service-oriented businesses are leveraging cloud shop management software to automate appointment scheduling, billing, inventory tracking, and customer relationship management. The ability to access real-time data analytics and generate actionable insights has empowered businesses to make data-driven decisions, optimize resource allocation, and enhance service delivery. Moreover, regulatory compliance requirements and the need for secure, centralized data storage are pushing organizations to transition from legacy on-premises systems to advanced cloud-based platforms that offer enhanced security, regular updates, and disaster recovery capabilities.

The competitive landscape and growing emphasis on customer experience are also fueling market expansion. Businesses are increasingly prioritizing personalized services, loyalty programs, and seamless customer interactions, all of which are facilitated by cloud shop management software. The integration of artificial intelligence (AI), machine learning (ML), and Internet of Things (IoT) technologies is further enhancing the capabilities of these platforms, enabling predictive analytics, automated marketing, and inventory optimization. As vendors continue to innovate and offer industry-specific features, the adoption of shop management software cloud solutions is expected to surge across diverse verticals, driving sustained market growth over the forecast period.

From a regional perspective, North America currently commands the largest share of the Shop Management Software Cloud market, accounting for over 38% of global revenue in 2024. This dominance is attributed to the high digital maturity of businesses, robust IT infrastructure, and early adoption of cloud technologies in the United States and Canada. However, Asia Pacific is poised to witness the fastest CAGR of 15.2% through 2033, driven by rapid urbanization, the expansion of retail and hospitality sectors, and increasing investments in digital transformation across emerging economies such as China, India, and Southeast Asia. Europe, Latin America, and the Middle East & Africa are also experiencing steady growth, supported by government initiatives to promote digitalization and the rising demand for efficient business management solutions.

Component Analysis

The Shop Management Software Cloud market is segmented by component into software and services, both of which play pivotal roles in driving the overall market growth. Software solutions form the backbone of this market, providing the essential tools and functionalities required for efficient shop management. These include modules for inventory manage

Market analysis for an ice cream shop is crucial for understanding the potential demand and competition in the industry. It helps in determining the target market, identifying market trends, and developing effective marketing strategies. Here is a comprehensive analysis for an ice cream shop.