I will do python web scraping, data mining, and web automation

It depends on how much time the script will take to run so. Generally its 50 to 100 records per hour and can go up to 1000 to 2000 records per hour depending on the website.

We use a variety of tools depending on the project requirements, including: Python (for scripting and automation) BeautifulSoup (for parsing HTML and XML content) Scrapy (for large-scale and structured web crawling) Selenium (for scraping dynamic websites with JavaScript)

Scraping speed depends on multiple factors such as site structure, server response time, and anti-bot measures. Generally, we can extract 50 to 100 records per hour, and for optimized cases, it can go up to 1000–2000 records per hour.

No, every website is different. Some sites are easy to scrape, while others have complex anti-bot systems, CAPTCHAs, or require manual intervention due to “Press and Hold” or human verification steps.

We evaluate each website individually. While many sites can be scraped using automated tools, some require manual data collection due to aggressive bot protection or CAPTCHA restrictions.

Yes, we make sure to comply with the robots.txt policies of websites and are mindful of data privacy regulations (like GDPR). We avoid scraping sites that explicitly disallow bots or automated access.

We can extract a wide range of data, such as: Product details and prices Business contact information Reviews and ratings Job listings Social media content (via APIs like Twitter through Tweepy)

If a site uses CAPTCHA or "Press and Hold" human verification, manual data collection might be required, or hybrid methods using OCR or third-party services may be considered — depending on the project's legality and feasibility.