Shopee Data
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Web Scraping Google Maps: How to Extract Business Data in 2025
Introduction: Google Maps Data and Its Use Limits Web scraping Google Maps usually means extracting place information from Maps pages. It is different from building an application with an approved API, and neither route grants unrestricted rights to export a business database. Start with the intended use and Google’s Maps Platform terms before choosing a…
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eCommerce Growth Statistics: Key Insights and Trends for 2025
The eCommerce industry is evolving at a rapid pace, fueled by technological advancements, shifting consumer behaviors, and digital transformation. Whether you’re a business owner, marketer, or investor, understanding eCommerce growth statistics can help you make informed decisions and stay ahead of the competition. This guide explains historical eCommerce benchmarks relevant to 2025 planning, with each…
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eCommerce Trends in India: Key Insights for 2024 & Beyond
Introduction: The Future of eCommerce in India India’s eCommerce industry is experiencing rapid growth, driven by increasing internet penetration, smartphone adoption, and evolving consumer behavior. In 2024, the market is expected to surpass $150 billion, making it one of the fastest-growing digital economies in the world. With innovations like AI-driven personalization, ONDC (Open Network for…
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Web Scraping from Websites: 7 Steps for Ecommerce
Introduction: Why Web Scraping from Websites is Essential for Business Growth Web scraping from websites turns selected page content into records you can compare. For an ecommerce project, start with a specific question: how does the delivered price of the same product variant differ across a defined set of listings? The seven steps below cover…
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100 Web Scraping Examples: Ideas and a Worked Example
Use these 100 web scraping examples as project ideas across ten industries. They are starting briefs, not 100 tested scrapers or promises of source availability. A worked product-price comparison below shows how to define a record, handle missing values and compare like-for-like offers. This article was first published in 2025; the original dated illustrations are…
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Ecommerce Growth in Malaysia: Data and Cross-Border Planning
Introduction Ecommerce growth in Malaysia is a useful starting point for market research, but a national growth figure cannot establish demand for your product or the profitability of a cross-border route. Separate the size of the digital economy from your category, target customer and fulfilment costs. This guide explains dated official indicators, checks for selling…
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Ecommerce in Southeast Asia: 7 Key Trends Shaping the Digital Economy
Introduction Ecommerce in Southeast Asia spans different countries, categories and buying routes. A regional market total is a starting point for research; selecting a country also requires evidence about customers, platform access, delivery and the margin left after costs. This guide examines seven connected themes: market expansion, mobile shopping, digital payments, regional trade, video commerce,…
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Types of E-Commerce: Models, Channels and Payments
Introduction The main types of e-commerce describe who sells and who buys: business-to-consumer (B2C), business-to-business (B2B), consumer-to-consumer (C2C) and the commonly used consumer-to-business (C2B) label. Direct-to-consumer (D2C) describes a brand selling to the end customer. Social channels, subscriptions and payment methods are additional dimensions that can overlap with those relationships. The 2025 OECD definition focuses…
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Download the Thailand Petfood Shopee Dataset (January 2025)
This historical Shopee Thailand pet-food workbook contains 591 listing records from 199 shops. Every record has an updateTime value of 31 January 2025. Use it to explore the included listings, prices and seller coverage at that recorded date, with the limits below. Dataset coverage Workbook detail Verified contents Market and currency Thailand; THB Category label…
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Download the 3-month Diapers Thailand Shopee Dataset
Explore three historical snapshots of Shopee Thailand’s tape, pants and disposable diaper listings: November 24, 2024; December 17, 2024; and January 31, 2025. The Excel download contains listing prices, seller identifiers, ratings and recorded sales counters in separate monthly worksheets. These are observations on three dates, not a daily history or a complete record of…
