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Top 15 APIs and Data Sources for AI & Machine Learning in 2026

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Abhisek Roy

Top 15 APIs and Data Sources for AI & Machine Learning in 2026

**TL;DR** Building a machine learning model is no longer the hardest part. Getting high-quality, scalable, and reliable data is. This guide covers the top 15 APIs and data sources used in 2026 for AI and machine learning projects. From open repositories and academic datasets to enterprise-grade web data pipelines, these sources power real-world AI systems […]

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How Web Scraping Helps You Boost Amazon Affiliate Sales at Scale

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Abhisek Roy

How Web Scraping Helps You Boost Amazon Affiliate Sales at Scale

**TL;DR** Amazon affiliate marketing still works, but not the way it used to. What separates high-performing affiliate sites today is not volume, but freshness, relevance, and decision support. Web scraping helps affiliate marketers keep product data, prices, reviews, images, and comparisons accurate without manual effort. When used correctly, it turns static affiliate pages into living […]

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The best way to make the most of Data Mining

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Abhisek Roy

Introduction: Data Mining can be described in many ways but the simplest terms. It is the process in which some usable information derived from raw data. While getting data using web scraping or procuring it from other sources will get you a ton of data. Most of it does not come in a usable format […]

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Web Scraping- An Integral Part of Data Science

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Abhisek Roy

Web Scraping has become an integral part of Data Science is an ecosystem in itself and the term often ends up getting used as a substitute for machine learning, artificial intelligence, and others. The data science ecosystem consists of five different stages which together make up the entire lifecycle. Each step consists of multiple options […]

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Web Scraping- the New Way forward

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Abhisek Roy

The first web browser was created in 1990 and the first web robot was built in 1993. It was only for measuring the size of the web. By December 1993, the first web-crawler based search engine, JumpStation had been created even though the data was not being scraped. Python’s BeautifulSoup, the easy-to-use web scraping library […]

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How Web Scraping can help in Marketing Analytics

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Abhisek Roy

Introduction Marketers use various strategies to gather knowledge and analyze marketing tactics to understand the performance and subsequent success or failure of their ventures. Market analytics allow more efficiency and negate wastes of both time and money. Market Analytics guarantees customer satisfaction. Let us now have a look at how web scraping helps marketing analytics. […]

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Critical Components of a Robust Web Scraping Infrastructure

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Abhisek Roy

big data best practices

Building a powerful and scalable web scraping infrastructure requires a sophisticated system and meticulous planning. First, you need to get a team of experienced developers, then you need to set up the infrastructure. Finally, you need a rigorous round of testing before you are good to start data extraction. However one of the most difficult […]

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Promptcloud’s List of The best Data Mining Tools

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Abhisek Roy

Essential Web Mining Tools

Web Data Mining  Web Mining is the process of extracting data points from web pages to transform them into valuable information using data analysis and visualization tools. The main usage of data mining is extracting raw data from the internet along with web usage patterns via web scraping. In this blog, we will discuss the […]

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The Definitive Guide to Data Labeling for Machine Learning

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Abhisek Roy

machine learning

Data for most machine learning projects are collected through multiple sources such as data scraping, getting people to fill survey forms, etc. Usually, a high percentage of this data is unlabelled or mislabelled. By unlabelled data, here we are referring to data which has not been tagged with labels specifying their characteristics, classification or properties. […]

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hiQ vs. LinkedIn: Legalities of Web Data Scraping

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Abhisek Roy

Stairway to heaven, If you’re in the business of web scraping, that is. It is legal to scrape publicly available data. There is a massive amount of data available in the public domain of the web. However, when it comes to the utilization of the same, little has been done to date. But today, service companies […]

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