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Ecommerce Product Matching: How to Connect Identical Products Across Marketplaces With a Data API

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The same product can appear across several retailers with different titles, categories, images, identifiers, prices, and variant descriptions. Ecommerce product matching determines which listings represent the same real-world item so pricing teams and catalog managers can compare like with like. Reliable ecommerce data infrastructure supplies the source records, but identity rules determine whether those records become trustworthy intelligence. This process is more complex than matching similar titles. A laptop with the same model name may have different memory, storage, color, warranty, or bundle components. A pack of six should not be compared with a single item, even when both listings use nearly identical descriptions. An effective system combines deterministic identifiers, normalized attributes, candidate generation, weighted scoring, conflict rules, and human review. It should also distinguish a product from its variants, retailer listings, sellers, and offers. Define the Match...
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How Social Media Scraping Works: A Practical Breakdown

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  Social media has become one of the richest sources of public business intelligence, generating billions of posts, comments, videos, and conversations every day. This data helps businesses understand customer sentiment, monitor competitors, identify trends, discover influencers, and support AI models. Social media scraping is the process of collecting publicly available data from platforms like Instagram, TikTok, X, YouTube, Reddit, Facebook, and LinkedIn for analysis and decision-making. However, collecting this data is more complex than scraping a typical website. Each platform has unique APIs, anti-bot systems, authentication requirements, and rate limits, making the right collection method essential. In this guide, we'll explore the most effective ways to collect public social media data, the challenges involved, key legal considerations, and how businesses can scale data collection. Choosing the Right Approach to Social Media Scraping  No single method works for every s...
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