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Admin verified this answer by ELaNGO-02 Sep 25, 2025

Python
Python is the best choice for most scraping tasks. It has a huge ecosystem with libraries like requests, BeautifulSoup, Scrapy, Selenium, and Playwright. It is easy to write quick scripts and great for data extraction and cleaning with tools like NumPy and Pandas. The drawback is that it is slower than Java or C++, so it is not ideal for extremely high-performance crawlers.

Java
Java is strong for enterprise-level web crawlers. It has libraries like Jsoup for HTML parsing and Apache Nutch for large crawlers. It runs well in distributed systems like Hadoop and Spark. The drawback is that it is more verbose than Python, which makes development slower.

C++
C++ is very fast and memory-…

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Answer verified by Admin Sep 25, 2025
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