AIMultiple ResearchAIMultiple ResearchAIMultiple Research

Explore Research Studies

Best Python Web Scraping Libraries: Selenium vs Beautiful Soup

Based on my more than a decade of software development experience including the CTO role at AIMultiple where I lead data collection from ~80,000 web domains, I have selected the top Python web scraping libraries.

Apr 37 min read

Startup Tech Stack in 2025: 10+ Must-haves with Examples

Starting a tech business is an exciting and challenging journey. One of the essential components to the success of a tech startup is the technology stack. The tech stack refers to the set of technologies, solutions, and tools that a startup uses to develop, deploy, and improve its digital products and services.

Jun 137 min read

Techniques for Avoiding CAPTCHAs in Web Scraping [2025]

Web scraping is an effective method for collecting and analyzing data from any web source. However, the growing use of anti-scraping technologies by websites, such as CAPTCHA, make web scraping more challenging and time-consuming. CAPTCHAs can  prevent automated bots and scripts from accessing and interacting with websites. However, there are best practices to bypass them.

Apr 37 min read

7 Key Data Fabric Use Cases in 2025

In this article, we explain 7 key data fabric use cases such as data integartion, data analytics, data governance, and data virtualization.

Jun 134 min read

Generative AI in Marketing: Benefits & Use Cases in 2025

The artificial intelligence market in marketing, valued at around 15.84 billion USD in 2021, is projected to soar past 107.5 billion USD by 2028, reflecting its rapidly increasing role in the sector.. As generative AI is the leading factor in AI technology, the interest in generative AI has been growing across many industries, including marketing.

May 29 min read

10 Web Scraping Techniques & Tools for Every Skill Level

Web scraping is not the only way to collect data from websites. Various other methods (e.g. LLMs) are available and each technique has trade-offs.

Apr 46 min read

Data Federation vs. Data Virtualization in 2025

In this article, we compare data federation and data virtualization. We provide insights when data federation should be chosen over data virtualization and vice versa.

Jul 96 min read

18 Best Process Analysis Tools & Techniques in 2025

Process analysis is the first step to process visualization, improvement and management, which is why process analysis has been gaining popularity, as Figure 1 shows.  Despite the increasing interest, only 15% of business processes are analyzed and managed properly as BPM statistics show.

Jul 48 min read
7 Master Data Management Use Cases in 2025

7 Master Data Management Use Cases in 2025

In this article, we explain 7 master data management use cases. Master data management has been frequently searched since the 2020s.

Jul 235 min read

Playwright vs Puppeteer in 2025: Scraping & Automation

Playwright and Puppeteer are the most powerful open-source tools for controlling headless browsers. The main difference between these tools lies in cross-browser support and feature richness. Playwright supports multiple browser engines, whereas Puppeteer is primarily focused on Chromium-based browsers and offers a more straightforward experience.

Jun 169 min read