May 10, 20251 yr These tools help collect, clean, and convert data into formats suitable for analysis and visualization. They often serve as pre-processing layers, offering web scraping, API access, or format converters. These tools are critical for preparing real-world data for BI pipelines and visualization tools. Tools: Apify – Offers headless web scraping and automation to extract structured data for use in analysis. BrightData – Provides large-scale data collection infrastructure for market and consumer insights. PhantomBuster – Automates web actions and data collection from platforms like LinkedIn, Twitter, and search engines. SERPAPI – Provides real-time scraping of Google Search results in JSON format for competitive intelligence or trend tracking. BeautifyTools Excel to HTML – Converts Excel files into clean HTML tables for web-based visualization. BibTeX to CSV Converter – Helps researchers convert citation data into analysis-ready formats like CSV.
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