Here are the top 10 freelance skills in 2025:
1. AI & Machine Learning Development
2. Data Analytics & Visualization
7. Content Creation & Copywriting
10. Virtual Assistance & Project Management
Easy home made recepies
1. Website Blocking (IP bans / Captchas)
Problem: Sites detect bots and block your IP or show captchas.
✅ Use rotating proxies (residential > datacenter)
✅ Randomize headers and user agents
✅ Add sleep delays to act human
✅ Respect robots.txt when needed
2. Dynamic Content (JavaScript-Rendered Pages)
Problem: Content loads after the page using JavaScript, so your scraper sees... nothing.
๐ง Use tools like Selenium, Playwright, or Puppeteer
๐ Look for hidden APIs in DevTools → Network tab
๐ง Bonus: Use headless browsers only when necessary (they’re heavy!)
3. Website Structure Keeps Changing
Problem: One site update and your scraper breaks.
๐ Write flexible scrapers using semantic tags (classes, IDs)
๐งฑ Build modular code for easy updates
๐️๐จ️ Monitor target pages for layout changes
Problem: Not everything on the internet is okay to scrape.
๐ Read the site’s Terms of Service
๐ Never scrape personal or sensitive data
๐งฉ Stick to public, accessible, and non-restricted content
๐ฌ (If in doubt, talk to a legal expert!)
5. Data Duplication or Inconsistency
Problem: Your scraped data is messy, inconsistent, or full of duplicates.
๐งผ Validate and clean data with tools like pandas
Use unique identifiers to filter out duplicates
Save in structured formats: JSON, clean CSVs, or databases
1. Ignoring Website Policies (robots.txt / TOS)
Always check https://example.com/robots.txt
Respect crawl delays, disallowed paths
Use public or scrape-friendly websites
Add disclaimers if you share the data
2. Scraping Too Fast = Getting Blocked
Add randomized delays (time.sleep(random.uniform(1, 3)))
Use rotating proxies or services like ScraperAPI, BrightData
Use headers to mimic real browsers (User-Agent, Referer)
3. Not Handling JavaScript-Rendered Content
Use Selenium, Playwright, or Puppeteer for dynamic content
Check browser DevTools → Network → XHR for hidden APIs
4. Scraping Dirty or Irrelevant Data
Use strip(), regex, and data validation checks
Plan what fields you need before scraping
Use Pandas or Excel to clean and format after scraping
5. No Error Handling or Logging
Save progress in batches (e.g., every 50 rows to a CSV).
Log failed URLs and errors for later re-scraping
The freelance world is growing fast. Companies are now hiring specialists globally, not just full-time employees. To stay competitive, freel...