32 Creative Python Web Scraping Project Ideas for Experts

ืขื•ื“ื›ืŸ ืœืื—ืจื•ื ื” ื‘- May 22, 2026
32 creative Python web scraping project ideas for experts title with illustration of a person coding at a desk surrounded by data icons and screens.

ื”ืจืฉืช ืžื•ืฆืคืช ื‘ื ืชื•ื ื™ื โ€” ื•ื‘ึพ2026, ืคืจื•ื™ืงื˜ื™ื ืฉืœ ื’ืจื™ืคืช ืืชืจื™ื ื”ืคื›ื• ืœึพsecret sauce ืฉืœ ื›ืžืขื˜ ื”ื›ื•ืœ, ืžื ื™ืชื•ื— ืขืกืงื™ ื•ืขื“ ื–ื™ื”ื•ื™ ืžื’ืžื•ืช ื•ืคืจื™ืฆื•ืช ื“ืจืš ืžื—ืงืจื™ื•ืช. ื’ืจื™ืคืช ืืชืจื™ื ื‘ืคื™ื™ืชื•ืŸ ืขื‘ืจื” ืžืกืงืจื™ืคื˜ ืกื•ืฃึพืฉื‘ื•ืข ืฉืœ ื—ื•ื‘ื‘ื™ื ืœืชืฉืชื™ืช ืืžื™ืชื™ืช ืขื‘ื•ืจ ืœื ืžืขื˜ ืฆื•ื•ืชื™ ื“ืื˜ื” โ€” ื’ื ืื "ืžื ื•ืข ื—ื“ืฉื ื•ืช ืงืจื™ื˜ื™ ืœืžืฉื™ืžื”" ื”ื•ื ื‘ื“ื™ื•ืง ืžืกื•ื’ ื”ืžืฉืคื˜ื™ื ืฉื ื›ื ืกื™ื ืœึพpitch decks ื™ื•ืชืจ ืžืืฉืจ ืœึพpostmortems ืืžื™ืชื™ื™ื, ืื– ื ืืžืจ ืืช ื–ื” ื‘ืคืฉื˜ื•ืช: ื”ืจื‘ื” ืฆื•ื•ืชื™ื ื›ื‘ืจ ื ืฉืขื ื™ื ืขืœ ื–ื”, ื•ื’ื ื”ื›ืœื™ื ื”ื“ื‘ื™ืงื• ืืช ื”ืงืฆื‘.

ื‘ื™ืŸ ืื ืืชื ืžื“ืขื ื™ ื ืชื•ื ื™ื, ืžืคืชื—ื™ื ืื• ืคืฉื•ื˜ ื—ื•ื‘ื‘ื™ ื ื™ืกื•ื™ ืกืงืจื ื™ื, ื”ืจืขื™ื•ืŸ ื”ื ื›ื•ืŸ ืœืคืจื•ื™ืงื˜ โ€” ื™ื—ื“ ืขื ื”ื›ืœื™ ื”ื ื›ื•ืŸ โ€” ื™ื›ื•ืœ ืœืคืชื•ื— ืชื•ื‘ื ื•ืช ืฉืื—ืจืช ื”ื™ื• ื ืฉืืจื•ืช ืงื‘ื•ืจื•ืช ื‘ืขืจืžืช ื”ืฉื—ืช ื”ื“ื™ื’ื™ื˜ืœื™ืช. ื•ื”ื—ืœืง ื”ื›ื™ ื˜ื•ื‘? ืขื ืคืชืจื•ื ื•ืช ืžื‘ื•ืกืกื™ AI ื›ืžื• Thunderbit, ืืคื™ืœื• ืžืฉื™ืžื•ืช ื’ืจื™ืคื” ืžื•ืจื›ื‘ื•ืช ื‘ืžื™ื•ื—ื“ ื›ื‘ืจ ื‘ื”ื™ืฉื’ ื™ื“ โ€” ื‘ืœื™ ืฆื•ืจืš ื‘ึพPhD ื‘ึพregex.

ื ืกื• ืืช AI Web Scraper ืฉืœ Thunderbit

ืžื•ื›ื ื™ื ืœืฉื“ืจื’ ืืช ื”ื›ื™ืฉื•ืจื™ื ืฉืœื›ื ื•ืœื‘ื ื•ืช ืžืฉื”ื• ืฉื‘ืืžืช ืžื–ื™ื– ืืช ื”ืžื—ื˜? ืจื™ื›ื–ืชื™ 32 ืจืขื™ื•ื ื•ืช ื™ืฆื™ืจืชื™ื™ื, ืžืชืงื“ืžื™ื ื•ืžืขืฉื™ื™ื ืœืคืจื•ื™ืงื˜ื™ ื’ืจื™ืคืช ืืชืจื™ื ื‘ืคื™ื™ืชื•ืŸ โ€” ื›ืœ ืื—ื“ ืžื”ื ืžืžื•ืคื” ืœื›ืœื™ื ื”ื˜ื•ื‘ื™ื ื‘ื™ื•ืชืจ (ืžึพBeautifulSoup ื•ืขื“ Scrapy ื•ึพThunderbit), ืขื ื˜ื™ืคื™ื ืขืœ ืžื•ืจื›ื‘ื•ืช, ืื•ื˜ื•ืžืฆื™ื” ื•ื”ืฉืคืขื” ื‘ืขื•ืœื ื”ืืžื™ืชื™. ื‘ื•ืื• ื ืฆืœื•ืœ ืคื ื™ืžื” ื•ื ืจืื” ื›ืžื” ืจื—ื•ืง ืืคืฉืจ ืœืงื—ืช ืืช ื”ืคืจื•ื™ืงื˜ ื”ื‘ื ืฉืœื›ื ืžื‘ื•ืกืก ื”ื ืชื•ื ื™ื.

ืœืžื” ืคืจื•ื™ืงื˜ื™ื ืฉืœ ื’ืจื™ืคืช ืืชืจื™ื ื‘ืคื™ื™ืชื•ืŸ ื—ื™ื•ื ื™ื™ื ืœื—ื“ืฉื ื•ืช ืžื•ื ืขืช ื ืชื•ื ื™ื

python-web-scraping-overview.png

ืžื”ื™ ื’ืจื™ืคืช ื ืชื•ื ื™ื ื•ืื™ืš ืขื•ืฉื™ื ื–ืืช ื‘ึพ2026 Get Started Free

ื’ืจื™ืคืช ืืชืจื™ื ื”ืคื›ื” ื‘ึพ2026 ืœืชืขืฉื™ื™ื” ืฉืœ ืžื™ืœื™ืืจื“ื™ ื“ื•ืœืจื™ื, ื•ื”ื™ื ืจืง ืžืžืฉื™ื›ื” ืœื’ื“ื•ืœ (PromptCloud). ื—ื‘ืจื•ืช ืžืฉืชืžืฉื•ืช ื‘ืฆื™ื ื•ืจื•ืช ื’ืจื™ืคื” ื›ื“ื™ ืœืขืงื•ื‘ ืื—ืจื™ ืžื—ื™ืจื™ ืžืชื—ืจื™ื, ืœื ื˜ืจ ืฉื™ื ื•ื™ื™ ืกื ื˜ื™ืžื ื˜ ื‘ืงืจื‘ ืฆืจื›ื ื™ื, ื•ืืคื™ืœื• ืœืื•ื˜ื•ืžืฆื™ื” ืฉืœ ื”ื—ืœื˜ื•ืช ื”ืฉืงืขื”. ืงืจื ื•ืช ื›ืžื•ืชื™ื•ืช ื•ืฆื•ื•ืชื™ ืžื—ืงืจ ืงืžืขื•ื ืื™ื™ื ืžืชื™ื™ื—ืกื™ื ื”ื™ื•ื ืœึพalt-data ืฉื ื’ืจืฃ โ€” ืชืžืœื™ืœื™ ืฉื™ื—ื•ืช ืจื•ื•ื—, ืคื™ื“ื™ื ืฉืœ ืžืฉืจื•ืช, ื’ืจื™ืคื•ืช ืžื—ื™ืจื™ื ืžืืชืจื™ ืžืกื—ืจ ืืœืงื˜ืจื•ื ื™ โ€” ื›ืงืœื˜ ืฉื’ืจืชื™ ืœืžื•ื“ืœื™ื ืฉืœื”ื. ืื™ืŸ ืœื™ ืžืกืคืจ ื ืงื™ ื•ืžื‘ื•ืกืก ืœื›ืœ ื”ืขื ืฃ ืœื’ื‘ื™ ื›ืžื” ื–ื” ืฉื™ืคืจ ื”ื—ืœื˜ื•ืช (ื”ืžืกืคืจื™ื ืฉืžืกืชื•ื‘ื‘ื™ื ืœื ืชืžื™ื“ ืžื’ื•ื‘ื™ื ื”ื™ื˜ื‘), ืื‘ืœ ืื•ืช ื”ื‘ื™ืงื•ืฉ ื‘ืจื•ืจ ืœืคื™ ื›ืžื•ืช ื”ื›ืกืฃ ืฉื ื›ื ืกืช ืœืฉื™ืจื•ืชื™ ื’ืจื™ืคื” ืžื ื•ื”ืœื™ื ื•ืœืจืฉืชื•ืช ืคืจื•ืงืกื™.

ืคื™ื™ืชื•ืŸ ื”ื™ื ืฉืคืช ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ืœืคืจื•ื™ืงื˜ื™ื ื›ืืœื”, ื•ืงืœ ืœื”ื‘ื™ืŸ ืœืžื”. ืœืคื™ ืกืงืจ State of Python ืฉืœ JetBrains ืœึพ2025, 51% ืžื”ืžืฉื™ื‘ื™ื ืืžืจื• ืฉื”ื ืขื•ื‘ื“ื™ื ืขืœ ื—ืงื™ืจืช ื ืชื•ื ื™ื ื•ืขื™ื‘ื•ื“ื โ€” ื–ื• ื”ืฉื ื” ื”ืจืืฉื•ื ื” ืฉื‘ื” ื”ืชื—ื•ื ื”ื–ื” ืžื—ื–ื™ืง ืจื•ื‘ ืžื•ื—ืœื˜ (JetBrains). ื•ื”ืืงื•ืกื™ืกื˜ื ืฉืœ ืคื™ื™ืชื•ืŸ โ€” BeautifulSoup, Selenium, Playwright, Scrapy, ื•ื›ื™ื•ื ื’ื ื›ืœื™ื ืžืกื™ื™ืขื™ AI ื›ืžื• Thunderbit โ€” ืžืงืฆืจ ืžื“ื™ ืฉื ื” ืืช ื”ื“ืจืš ืžึพHTML ื’ื•ืœืžื™ ืœืกื˜ ื ืชื•ื ื™ื ืฉืžื™ืฉ.

ื‘ื™ืŸ ืื ืืชื ืžื’ืจื“ื™ื ื—ื•ื•ืช ื“ืขืช ืขืœ ืžื•ืฆืจื™ื ืœื ื™ืชื•ื— ืกื ื˜ื™ืžื ื˜, ืขื•ืงื‘ื™ื ืื—ืจื™ ืœื•ื—ื•ืช ื ื“ืœืดืŸ, ืื• ื‘ื•ื ื™ื ืžืขืจืš ื ืชื•ื ื™ื ืžื•ืชืื ืื™ืฉื™ืช ืœืœืžื™ื“ืช ืžื›ื•ื ื”, ืคืจื•ื™ืงื˜ื™ื ืฉืœ ื’ืจื™ืคืช ืืชืจื™ื ื‘ืคื™ื™ืชื•ืŸ ื”ื ืขืžื•ื“ ื”ืฉื“ืจื” ืฉืœ ื—ื“ืฉื ื•ืช ืžื•ื“ืจื ื™ืช ืžื•ื ืขืช ื ืชื•ื ื™ื.

ืื™ืš ืœื‘ื—ื•ืจ ืืช ืจืขื™ื•ืŸ ืคืจื•ื™ืงื˜ ื’ืจื™ืคืช ื”ืืชืจื™ื ื”ื ื›ื•ืŸ

ืขื ื›ืœ ื›ืš ื”ืจื‘ื” ืืคืฉืจื•ื™ื•ืช, ืื™ืš ื‘ื•ื—ืจื™ื ืคืจื•ื™ืงื˜ ืฉืฉื•ื•ื” ืืช ื”ื–ืžืŸ ืฉืœื›ื? ื”ื ื” ื”ืžืกื’ืจืช ืฉืœื™:

  • ืžืชื—ื™ืœื™ื ืžื”ืžื˜ืจื” ืฉืœื›ื: ืื™ื–ื• ื”ื—ืœื˜ื” ืื• ืชื”ืœื™ืš ื”ื ืชื•ื ื™ื ื”ืืœื” ืืžื•ืจื™ื ืœืฉืจืช? ืื ืืชื ืžื—ืคืฉื™ื ืžื•ื“ื™ืขื™ืŸ ืชื—ืจื•ืชื™, ื’ืจื“ื• ืžื—ื™ืจื™ ืžืชื—ืจื™ื ืื• ืงื•ื•ื™ ืžื•ืฆืจื™ื. ืื ืืชื ืจื•ืฆื™ื ืชื•ื‘ื ื•ืช ืขืœ ืœืงื•ื—ื•ืช, ื‘ื“ืงื• ื‘ื™ืงื•ืจื•ืช ืื• ืจืฉืชื•ืช ื—ื‘ืจืชื™ื•ืช.
  • ื‘ื•ื“ืงื™ื ื–ืžื™ื ื•ืช ื ืชื•ื ื™ื: ื”ืื ื”ื ืชื•ื ื™ื ืคื•ืžื‘ื™ื™ื, ืžืื—ื•ืจื™ ื”ืชื—ื‘ืจื•ืช, ืื• ื–ืžื™ื ื™ื ื“ืจืš API? ืืชืจื™ื ืฆื™ื‘ื•ืจื™ื™ื ื•ืกื˜ื˜ื™ื™ื ืงืœื™ื ื™ื•ืชืจ; ืืชืจื™ื ื“ื™ื ืžื™ื™ื ืื• ืžื•ื’ื ื™ื ื“ื•ืจืฉื™ื ื›ืœื™ื ืžืชืงื“ืžื™ื ื™ื•ืชืจ.
  • ืžืชืื™ืžื™ื ืืช ื”ื›ืœื™ ืœืžืฉื™ืžื”: ืœืขืžื•ื“ื™ื ืกื˜ื˜ื™ื™ื, BeautifulSoup ืžืฆื•ื™ืŸ. ืœืชื•ื›ืŸ ื“ื™ื ืžื™, ื™ื™ืชื›ืŸ ืฉืชืฆื˜ืจื›ื• Selenium ืื• Playwright. ืขื‘ื•ืจ ื ืชื•ื ื™ื ืžื•ืจื›ื‘ื™ื ืื• ืžืจื•ื‘ื™ึพืคื•ืจืžื˜ื™ื (ื›ืžื• PDF ืื• ืชืžื•ื ื•ืช), ื›ืœื™ื ืžื‘ื•ืกืกื™ AI ื›ืžื• Thunderbit ื™ื›ื•ืœื™ื ืœื—ืกื•ืš ืœื›ื ืฉืขื•ืช.
  • ื—ื•ืฉื‘ื™ื ืขืœ ืกืงื™ื™ืœ ื•ืื•ื˜ื•ืžืฆื™ื”: ื”ืื ื”ืคืจื•ื™ืงื˜ ื™ืจื•ืฅ ืคืขื ืื—ืช, ืื• ืœืคื™ ืœื•ื— ื–ืžื ื™ื? ื’ืจื™ืคื” ืžืชื•ื–ืžื ืช ื•ื™ื™ืฆื•ื ืงืœ (ืœึพGoogle Sheets, Excel ื•ื›ื•ืณ) ื”ื ื—ื•ื‘ื” ืœืคืจื•ื™ืงื˜ื™ื ืžืชืžืฉื›ื™ื.

ื”ืคืจื•ื™ืงื˜ื™ื ื”ื˜ื•ื‘ื™ื ื‘ื™ื•ืชืจ ืžืื–ื ื™ื ื‘ื™ืŸ ืขืจืš ืขืกืงื™ ืœื‘ื™ืŸ ื”ื™ืชื›ื ื•ืช ื˜ื›ื ื™ืช. ื•ืื ืืชื ืœื ืงื•ืกืžื™ ืงื•ื“, ืืœ ื“ืื’ื” โ€” ื›ืœื™ื ื›ืžื• Thunderbit ื”ื•ืคื›ื™ื ื’ืจื™ืคื” ืžืชืงื“ืžืช ืœื ื’ื™ืฉื” ืœื›ื•ืœื.

ื”ืฉื•ื•ืื” ื‘ื™ืŸ ื›ืœื™ ื’ืจื™ืคืช ืืชืจื™ื ื‘ืคื™ื™ืชื•ืŸ: ืžึพBeautifulSoup ื•ืขื“ Thunderbit

ื‘ื•ืื• ื ืคืจืง ืืช ื”ื›ืœื™ื ื”ืžืจื›ื–ื™ื™ื ืฉืชืจืฆื• ื‘ืืจืกื ืœ ืฉืœื›ื:

ื›ืœื™ืžืชืื™ื ื‘ืžื™ื•ื—ื“ ืœืžื˜ืคืœ ื‘ึพJavaScript?ื™ื›ื•ืœืช ืกืงื™ื™ืœืงืœื•ืช ืฉื™ืžื•ืฉืชื—ื–ื•ืงื”
BeautifulSoupื“ืคื™ื ืกื˜ื˜ื™ื™ื, ืžืฉื™ืžื•ืช ืžื”ื™ืจื•ืชืœืื ืžื•ื›ื”ื’ื‘ื•ื”ื”ื™ื“ื ื™ืช
Seleniumืืชืจื™ื ื“ื™ื ืžื™ื™ื, ืขืชื™ืจื™ JS (ืœึถื’ึธืกื™)ื›ืŸื‘ื™ื ื•ื ื™ืชื‘ื™ื ื•ื ื™ืชื‘ื™ื ื•ื ื™ืช
Playwrightื’ืจื™ืคื” ืžื•ื“ืจื ื™ืช ืฉืœ ืืชืจื™ื ื“ื™ื ืžื™ื™ื / SPAื›ืŸ (auto-wait)ื‘ื™ื ื•ื ื™ืช-ื’ื‘ื•ื”ื”ื‘ื™ื ื•ื ื™ืชื ืžื•ื›ื”-ื‘ื™ื ื•ื ื™ืช
Scrapyืกืจื™ืงื” ืžื•ื‘ื ื™ืช ื‘ืงื ื” ืžื™ื“ื” ื’ื“ื•ืœืœื (ืื‘ืœ ืืคืฉืจ ืœื”ื•ืกื™ืฃ)ื’ื‘ื•ื”ื”ื‘ื™ื ื•ื ื™ืชื‘ื™ื ื•ื ื™ืช
Thunderbitื ืชื•ื ื™ื ืžื•ืจื›ื‘ื™ื/ืžืขื•ืจื‘ื™ื ืžื‘ื•ืกืกื™ AIื›ืŸื’ื‘ื•ื”ื”ื’ื‘ื•ื”ื” ืžืื•ื“ื ืžื•ื›ื”

  • BeautifulSoup ืžื•ืฉืœื ืœืืชืจื™ื ืงื˜ื ื™ื ื•ืกื˜ื˜ื™ื™ื โ€” ื—ืฉื‘ื• ืขืœ ื‘ืœื•ื’ื™ื ืื• ืกืคืจื™ื•ืช ืคืฉื•ื˜ื•ืช.
  • Selenium ืžืฆื˜ื™ื™ืŸ ื›ืฉืฆืจื™ืš ืื™ื ื˜ืจืืงืฆื™ื” ืขื ืชื•ื›ืŸ ื“ื™ื ืžื™, ื”ืชื—ื‘ืจื•ื™ื•ืช ืื• infinite scroll โ€” ื•ื™ืฉ ืœื• ืืช ื”ืงื”ื™ืœื” ื•ืชืžื™ื›ืช ื”ื“ืจื™ื™ื‘ืจื™ื ื”ืจื—ื‘ื•ืช ื‘ื™ื•ืชืจ ืžื›ืœ ืกืคืจื™ื™ืช ืื•ื˜ื•ืžืฆื™ื” ืœื“ืคื“ืคืŸ, ื›ืš ืฉืื ืืชื ื™ื•ืจืฉื™ื ื‘ืกื™ืก ืงื•ื“ ืงื™ื™ื, ืœืจื•ื‘ ื›ื“ืื™ ืœื”ื™ืฉืืจ ืื™ืชื•.
  • Playwright (ื“ืจืš playwright-python) ื”ื•ื ืžื” ืฉื”ื™ื™ืชื™ ื‘ื•ื—ืจ ืขื‘ื•ืจ ืคืจื•ื™ืงื˜ ื—ื“ืฉ ื‘ึพ2026. ื”ื”ื‘ื“ืœ ื”ืžืขืฉื™ ื”ื’ื“ื•ืœ ื”ื•ื auto-waiting: ื”ึพAPI ืžืžืชื™ืŸ ืฉื”ืืœืžื ื˜ื™ื ื™ื”ื™ื• ืžื•ื›ื ื™ื ืœืคืขื•ืœื” ืœืคื ื™ ืœื—ื™ืฆื”, ื‘ืžืงื•ื ืœืคื–ืจ time.sleep(3) ื•ืœืงื•ื•ืช ืœื˜ื•ื‘. ื–ื” ืœื‘ื“ื• ืžืกื™ืจ ืืช ืžืงื•ืจ ื”ื‘ืื’ื™ื ื”ืฉื‘ื™ืจ ื‘ื™ื•ืชืจ ืฉืœ ืกืงืจื™ื™ืคืจื™ื. ื”ื—ื™ืกืจื•ืŸ: ืงื”ื™ืœื” ืงื˜ื ื” ื™ื•ืชืจ ืžึพSelenium, ื•ืขื•ื“ ื›ืžื” ืžืงืจื™ ืงืฆื” ืฉืœ ื’ืจืกืื•ืช ื“ืคื“ืคืŸ ื‘ืืจื’ื•ื ื™ื/ืžืขืจื›ื•ืช ื•ืชื™ืงื•ืช ืฉึพPlaywright ืขื“ื™ื™ืŸ ืœื ืžื›ืกื”.
  • Scrapy ื‘ื ื•ื™ ืœืกืจื™ืงื” ืชืขืฉื™ื™ืชื™ืช ื•ืœื™ื™ืฆื•ื ืžื•ื‘ื ื”, ืื‘ืœ ืขืงื•ืžืช ื”ืœืžื™ื“ื” ืฉืœื• ืชืœื•ืœื” ื™ื•ืชืจ. ื”ื•ื ืขื“ื™ื™ืŸ ืžืชื•ื—ื–ืง ื‘ืื•ืคืŸ ืคืขื™ืœ โ€” ื’ืจืกื” 2.15 ื™ืฆืื” ื‘ื™ื ื•ืืจ 2026 ื•ื”ืกื™ืจื” ืชืžื™ื›ื” ื‘ึพPython 3.9, ืื– ื‘ื“ืงื• ืืช ืกื‘ื™ื‘ืช ื”ื”ืจืฆื” ืฉืœื›ื ืœืคื ื™ ื”ืฉื“ืจื•ื’.

  • Thunderbit ืžื‘ื™ื ืืช ื”ึพAI ืœืฉื•ืœื—ืŸ, ื•ืžื˜ืคืœ ื‘ื›ืœ ื“ื‘ืจ โ€” ืžื ื™ื•ื•ื˜ ื‘ื™ืŸ ืชืชื™ึพืขืžื•ื“ื™ื ื•ืขื“ ื—ื™ืœื•ืฅ ืžึพPDF ื•ืชืžื•ื ื•ืช, ื•ืืคื™ืœื• ืžืฆื™ืข ืื™ืœื• ืฉื“ื•ืช ื”ื›ื™ ื ื›ื•ืŸ ืœื’ืจื“. ื–ื” ื”ื›ืœื™ ื”ืžื•ืขื“ืฃ ืขืœื™ื™ ืœืคืจื•ื™ืงื˜ื™ื ืฉื‘ื”ื ืžื”ื™ืจื•ืช, ืขืžื™ื“ื•ืช ื•ืงืœื•ืช ืฉื™ืžื•ืฉ ื—ืฉื•ื‘ื™ื ื‘ืžื™ื•ื—ื“.

ืœืฆืœื™ืœื” ืขืžื•ืงื” ื™ื•ืชืจ ืœื‘ื—ื™ืจืช ื›ืœื™ื, ืขื™ื™ื ื• ื‘ึพื”ืžื“ืจื™ืš ืฉืœ Thunderbit ืœื›ืœื™ ื’ืจื™ืคืช ืืชืจื™ื.

ืžื˜ืจื™ืฆืช ืžื•ืจื›ื‘ื•ืช ื”ืคืจื•ื™ืงื˜ ื•ื”ืžืœืฆืช ื”ื›ืœื™

web-scraping-project-ideas.png ื”ื ื” ืžื˜ืจื™ืฆืช ืขื–ืจ ืžื”ื™ืจื” ืฉืชืขื–ื•ืจ ืœื›ื ืœื”ืชืื™ื ื›ืœ ืจืขื™ื•ืŸ ืคืจื•ื™ืงื˜ ืœื›ืœื™ ื”ื ื›ื•ืŸ ื•ืœื”ืขืจื™ืš ืืช ื”ืžื•ืจื›ื‘ื•ืช:

ืจืขื™ื•ืŸ ืคืจื•ื™ืงื˜ื”ื›ืœื™/ื™ื ื”ืžื•ืžืœืฆื™ืืžื•ืจื›ื‘ื•ืชืคืœื˜ ืขื™ืงืจื™
ื ื™ืชื•ื— ืกื ื˜ื™ืžื ื˜ ืฉืœ ื‘ื™ืงื•ืจื•ืช AmazonBeautifulSoup + NLPื‘ื™ื ื•ื ื™ืชื‘ื™ืงื•ืจื•ืช + ืฆื™ื•ื ื™ ืกื ื˜ื™ืžื ื˜
ืชื•ืฆืื•ืช ื•ืกืกื˜ื™ืกื˜ื™ืงื•ืช ื—ื™ื•ืช ืฉืœ EsportsSeleniumื’ื‘ื•ื”ื”ื ืชื•ื ื™ื ื‘ื–ืžืŸ ืืžืช
ื’ืจื™ืคืช ื ืชื•ื ื™ Q&A ื—ืžื™ื ืฉืœ QuoraSeleniumื‘ื™ื ื•ื ื™ืช-ื’ื‘ื•ื”ื”ืžืขืจืš ื ืชื•ื ื™ ืฉืืœื•ืช ื•ืชืฉื•ื‘ื•ืช
ื ืชื•ื ื™ ืคืœื™ื™ืœื™ืกื˜ื™ื ื‘ึพSpotifySpotify APIื ืžื•ื›ื”ืจืฆื•ืขื•ืช ืคืœื™ื™ืœื™ืกื˜, ืžื“ื“ื™ื
ื“ื™ืจื•ื’ื™ ืื˜ืจืงืฆื™ื•ืช ืชื™ื™ืจื•ืชื™ื•ืชBeautifulSoupื‘ื™ื ื•ื ื™ืชื“ื™ืจื•ื’ื™ื, ื‘ื™ืงื•ืจื•ืช, ืžื™ืคื•ื™ ืžื™ืงื•ืžื™ื
ืžื’ืžื•ืช ืงื•ืคื•ืช ืฉืœ ืกืจื˜ื™ืAPI ืื• BeautifulSoupื ืžื•ื›ื”-ื‘ื™ื ื•ื ื™ืชืกื“ืจืช ื–ืžืŸ ืฉืœ ืงื•ืคื•ืช
ืžื’ืžื•ืช ื•ืชื•ื›ืŸ ื‘ึพTwitterSelenium/APIื‘ื™ื ื•ื ื™ืชื ื•ืฉืื™ื ื—ืžื™ื, ืกื ื˜ื™ืžื ื˜
Zhihu Q&ASeleniumื’ื‘ื•ื”ื”ืžืขืจืš ื ืชื•ื ื™ Q&A ื‘ืกื™ื ื™ืช
ื ื™ื˜ื•ืจ ื ื“ืœืดืŸ (Thunderbit)Thunderbitื ืžื•ื›ื”-ื‘ื™ื ื•ื ื™ืชื ืชื•ื ื™ ืžื•ื“ืขื•ืช, ืžื’ืžื•ืช ืžื—ื™ืจื™ื
ื ื™ืชื•ื— ืจื‘ื™ึพืžื›ืจ ืฉืœ ืกืคืจื™ื ืืœืงื˜ืจื•ื ื™ื™ืSelenium/APIื‘ื™ื ื•ื ื™ืชื“ื™ืจื•ื’ื™ื, ื‘ื™ืงื•ืจื•ืช
ืžืขืงื‘ ืื—ืจื™ ืžื—ื™ืจื™ ืžืกื—ืจ ืืœืงื˜ืจื•ื ื™Scrapy + proxiesื’ื‘ื•ื”ื”ื”ื™ืกื˜ื•ืจื™ื™ืช ืžื—ื™ืจื™ื, ื”ืชืจืื•ืช
ื ื™ืชื•ื— Reddit SubredditReddit APIื‘ื™ื ื•ื ื™ืชื—ื•ื ื ื•ืฉืื™ื, ืžืขื•ืจื‘ื•ืช
ืžืขืงื‘ ืื—ืจ ื ืชื•ื ื™ ืžื ื™ื•ืชyfinance/APIื ืžื•ื›ื”ืžื—ื™ืจื™ื ื”ื™ืกื˜ื•ืจื™ื™ื, ืื™ื ื“ื™ืงื˜ื•ืจื™ื
ืžื•ื“ืขื•ืช ื“ืจื•ืฉื™ื (Scrapy)Scrapyื‘ื™ื ื•ื ื™ืชืžืฉืจื•ืช, ืฉื›ืจ
ื‘ื™ืงื•ืจื•ืช Google PlayAPI/Seleniumื‘ื™ื ื•ื ื™ืชื‘ื™ืงื•ืจื•ืช, ื“ื™ืจื•ื’ื™ื, ืกื™ื›ื•ื NLP
ืื™ื’ื•ื“ ืชื•ื›ืŸ ืžื‘ืœื•ื’ื™ ืžืชื—ืจื™ืRSS + BeautifulSoupื‘ื™ื ื•ื ื™ืชืžืื’ืจ ืชื•ื›ืŸ, ืืฉื›ื•ืœื•ืช ื ื•ืฉืื™ื
ืžืฉื•ื‘ ืžืงื•ืจืกื™ื ืžืงื•ื•ื ื™ืSelenium/APIื‘ื™ื ื•ื ื™ืชื“ื™ืจื•ื’ื™ ืงื•ืจืกื™ื, ืžืฉื•ื‘
ื ื™ืงื•ื™ ืžื“ืจื™ืš ืขืกืงื™ืScrapy + Pythonื‘ื™ื ื•ื ื™ืชืจืฉื™ืžืช ืขืกืงื™ื ื ืงื™ื™ื” ื•ืžื ื•ืงื” ื›ืคื™ืœื•ื™ื•ืช
ื”ื•ืฆืื•ืช ื•ืžื’ืžื•ืช ืฉืœ ืคื•ื“ืงืืกื˜ื™ืAPI + NLPื‘ื™ื ื•ื ื™ืชืคื•ื“ืงืืกื˜ื™ื ื—ืžื™ื, ื ืชื•ื ื™ ืคืจืงื™ื
ื—ื™ืœื•ืฅ ืงื‘ืฆื™ื ื‘ึพThunderbitThunderbitื ืžื•ื›ื”ื ืชื•ื ื™ื ืžื•ื‘ื ื™ื ืžึพPDF/ืชืžื•ื ื•ืช
ืžื’ืžื•ืช ืฆื™ื˜ื•ื˜ื™ื ืืงื“ืžื™ื•ืชAPI + parsingื‘ื™ื ื•ื ื™ืชืกืคื™ืจื•ืช ืฆื™ื˜ื•ื˜ื™ื, ืงื•ื•ื™ ืžื’ืžื”
ื ืชื•ื ื™ ืžืฉื—ืงื™ ืื™ื ื˜ืจื ื˜ ื“ืจืš OCRSelenium + OCRื’ื‘ื•ื”ื”ืกื˜ื˜ื™ืกื˜ื™ืงื•ืช ืžืฉื—ืง ืžืชื•ืš ืชืžื•ื ื•ืช
ื ื™ืชื•ื— ื‘ื™ืงื•ืจื•ืช ืฉืœ ืงืžืขื•ื ืื™ืScrapy + NLPื‘ื™ื ื•ื ื™ืช-ื’ื‘ื•ื”ื”ืžืื’ืจ ื‘ื™ืงื•ืจื•ืช ืฆืจื›ื ื™ื•ืช, ืกื™ื›ื•ื
ื—ื“ืฉื•ืช ื—ื™ื•ืช ืขื SeleniumSelenium + schedulingื‘ื™ื ื•ื ื™ืชื›ื•ืชืจื•ืช ื‘ื–ืžืŸ ืืžืช
ืžืขืงื‘ ืื—ืจ ืžื’ืžื•ืช ืื•ืคื ื”Scrapy + image analysisื‘ื™ื ื•ื ื™ืชืกื’ื ื•ื ื•ืช ืคื•ืคื•ืœืจื™ื™ื, ื ืชื•ื ื™ ื˜ืจื ื“ื™ื
ื™ื™ืฆื•ื ืžื•ืฆืจื™ื ืฉืœ ืžืชื—ืจื™ื (Thunderbit)Thunderbitื ืžื•ื›ื”ืจืฉื™ืžืช ืžื•ืฆืจื™ื, ืžืืคื™ื™ื ื™ื ืžืจื›ื–ื™ื™ื
ื ื™ืชื•ื— ืžื•ืœื˜ื™ืžื“ื™ื” ื‘ึพTumblrAPI/Seleniumื‘ื™ื ื•ื ื™ืชืคื•ืกื˜ื™ื, ืชื’ื™ื•ืช, ืงื™ืฉื•ืจื™ ืžื“ื™ื”
ื—ื™ืœื•ืฅ ื‘ื™ืงื•ืจื•ืช ืขืœ ื—ื‘ืจื•ืช ืœื•ื’ื™ืกื˜ื™ืงื”BeautifulSoup + NLPื‘ื™ื ื•ื ื™ืชืกื ื˜ื™ืžื ื˜ ืฉืœ ื‘ื™ืงื•ืจื•ืช ืฉื™ืจื•ืช
ืกื˜ื˜ื™ืกื˜ื™ืงื•ืช ื—ืฉื™ืคื” ืฉื™ื•ื•ืงื™ืช ืื–ื•ืจื™ืช ืฉืœ ืžื•ืชื’ื™ ืกืคื•ืจื˜Social API + scrapingื’ื‘ื•ื”ื”ืžื“ื“ื™ ื—ืฉื™ืคื” ืื–ื•ืจื™ื™ื
ืชื’ื•ื‘ื•ืช ืœืžื•ืฆืจ ื‘ึพYouTubeYouTube API + NLPื‘ื™ื ื•ื ื™ืชืกื ื˜ื™ืžื ื˜ ืชื’ื•ื‘ื•ืช, ืื–ื›ื•ืจื™ ืชื›ื•ื ื•ืช
ืชื“ื™ืจื•ืช ืžื‘ืฆืขื™ ืžืกื—ืจ ืืœืงื˜ืจื•ื ื™Scrapyื‘ื™ื ื•ื ื™ืชืœื•ื— ืžื‘ืฆืขื™ื, ื ื™ืชื•ื— ืชื“ื™ืจื•ืช
ื ืชื•ื ื™ ืกื“ืจื•ืช ืจื‘ึพืœืฉื•ื ื™ื™ืScrapy + translation APIื’ื‘ื•ื”ื”ืชื™ืื•ืจื™ื ืจื‘ึพืœืฉื•ื ื™ื™ื

ืขื›ืฉื™ื• ื ื™ื›ื ืก ืœื—ืœืง ื”ืžืขื ื™ื™ืŸ ื‘ืืžืช โ€” 32 ืจืขื™ื•ื ื•ืช ืœืคืจื•ื™ืงื˜ื™ื, ื›ืœ ืื—ื“ ืขื ื”ืกื‘ืจ ืงืฆืจ, ื˜ื™ืคื™ื ืœื›ืœื™ ื•ืชื•ื‘ื ื•ืช ื‘ืจืžื” ืžืงืฆื•ืขื™ืช.


1. ื ื™ืชื•ื— ืกื ื˜ื™ืžื ื˜ ืฉืœ ื‘ื™ืงื•ืจื•ืช ืžื•ืฆืจื™ื ื‘ึพAmazon (BeautifulSoup)

ื’ืจื“ื• ื‘ื™ืงื•ืจื•ืช ืžื•ืฆืจื™ื ืžึพAmazon ื•ื”ืจื™ืฆื• ื ื™ืชื•ื— ืกื ื˜ื™ืžื ื˜ ื›ื“ื™ ืœื’ืœื•ืช ืžื” ื”ืœืงื•ื—ื•ืช ื‘ืืžืช ื—ื•ืฉื‘ื™ื. ื”ืฉืชืžืฉื• ื‘ึพBeautifulSoup ื›ื“ื™ ืœื—ืœืฅ ื˜ืงืกื˜ ื‘ื™ืงื•ืจืช, ื“ื™ืจื•ื’ื™ ื›ื•ื›ื‘ื™ื ื•ืžื˜ืึพื“ืื˜ื” ืฉืœ ื”ื›ื•ืชื‘. ื˜ืคืœื• ื‘ืขื™ืžื•ื“ ื›ื“ื™ ืœืืกื•ืฃ ืžืขืจืš ื ืชื•ื ื™ื ื—ื–ืง, ื•ืื– ื”ืคืขื™ืœื• ืกืคืจื™ื•ืช NLP ื‘ืคื™ื™ืชื•ืŸ (ื›ืžื• VADER ืื• TextBlob) ื›ื“ื™ ืœื“ืจื’ ืกื ื˜ื™ืžื ื˜ ื•ืœื”ื‘ืœื™ื˜ ื ื•ืฉืื™ื ื—ื•ื–ืจื™ื. ืœืชื•ืฆืื•ืช ื˜ื•ื‘ื•ืช, ื”ืื˜ื• ืืช ื”ื‘ืงืฉื•ืช ื›ื“ื™ ืœื”ื™ืžื ืข ืžึพCAPTCHA (Oxylabs).

2. ืชื•ืฆืื•ืช ื•ืกื˜ื˜ื™ืกื˜ื™ืงื•ืช ื—ื™ื•ืช ืฉืœ Esports (Selenium)

ืจื•ืฆื™ื ืœืขืงื•ื‘ ืื—ืจื™ ืชื•ืฆืื•ืช ื—ื™ื•ืช ื‘ึพesports? ื”ืฉืชืžืฉื• ื‘ึพSelenium ื›ื“ื™ ืœื’ืจื“ ืœื•ื—ื•ืช ืชื•ืฆืื•ืช ื“ื™ื ืžื™ื™ื, ืฉืžื•ืฆื’ื™ื ื‘ึพJavaScript, ืžืืชืจื™ื ื›ืžื• ESL ืื• Liquipedia. Selenium ืžืืคืฉืจ ืœื›ื ืœืื•ื˜ื•ืžื˜ ืคืขื•ืœื•ืช ื‘ื“ืคื“ืคืŸ, ืœื˜ืคืœ ื‘ื”ืชื—ื‘ืจื•ื™ื•ืช, ื•ืœื—ืœืฅ ืกื˜ื˜ื™ืกื˜ื™ืงื•ืช ื‘ื–ืžืŸ ืืžืช ืœืžืฉื—ืงื™ื ื›ืžื• League of Legends ืื• CS:GO. ื˜ื™ืค ืžืงืฆื•ืขื™: ื‘ื“ืงื• ืืช ืงืจื™ืื•ืช ื”ืจืฉืช ืฉืœ ื”ื“ืคื“ืคืŸ ื›ื“ื™ ืœืžืฆื•ื ื ืงื•ื“ื•ืช ืงืฆื” ื ืกืชืจื•ืช ืฉืœ API ื•ืœื”ืื™ืฅ ืืช ื”ื—ื™ืœื•ืฅ (YouTube).

3. ื’ืจื™ืคืช ื ืชื•ื ื™ Q&A ื˜ืจื ื“ื™ื™ื ืžึพQuora

ืืกืคื• ืฉืืœื•ืช ื•ืชืฉื•ื‘ื•ืช ื—ืžื•ืช ืžึพQuora ื‘ืขื–ืจืช Selenium ื›ื“ื™ ืœื”ืชืžื•ื“ื“ ืขื infinite scroll ื•ื“ืจื™ืฉื•ืช ื”ืชื—ื‘ืจื•ืช. ื ืชื—ื• ืืช ื˜ืงืกื˜ ื”ืฉืืœื”, ืชื•ื›ืŸ ื”ืชืฉื•ื‘ื”, ืžืกืคืจื™ upvotes ื•ืžื™ื“ืข ืขืœ ื”ื›ื•ืชื‘. ืœื ื™ืชื•ื— ืžืขืžื™ืง ื™ื•ืชืจ, ืœื—ืฆื• ืขืœ ื›ืคืชื•ืจื™ โ€œRead Moreโ€ ื›ื“ื™ ืœืงื‘ืœ ืชืฉื•ื‘ื•ืช ืžืœืื•ืช ื•ืกื ื ื• ืคืจืกื•ืžื•ืช ืื• ืชื•ื›ืŸ ืžืžื•ืžืŸ (ScraperAPI).

4. ืื™ืกื•ืฃ ื ืชื•ื ื™ ืคืœื™ื™ืœื™ืกื˜ื™ื ืžึพSpotify ืขื Python

ื”ืฉืชืžืฉื• ื‘ึพSpotify Web API (ืขื ื”ืกืคืจื™ื™ื” spotipy) ื›ื“ื™ ืœืฉืœื•ืฃ ืจืฆื•ืขื•ืช ืคืœื™ื™ืœื™ืกื˜, ืžื˜ืึพื“ืื˜ื” ื•ืชื›ื•ื ื•ืช ืื•ื“ื™ื•. ื ืชื—ื• ืžื’ืžื•ืช ืคืœื™ื™ืœื™ืกื˜, ืคื•ืคื•ืœืจื™ื•ืช ืฉืœ ืฉื™ืจื™ื ื•ืืคื™ืœื• ืžืืคื™ื™ื ื™ ืฉื™ืจ ื›ืžื• tempo ืื• energy. ืจืขื™ื•ื ื•ืช ืœื”ืžื—ืฉื”: ื—ืœื•ืงืช ื–ืณืื ืจื™ื, ืจืฉืชื•ืช ืืžื ื™ื ืื• ืงืฆื‘ ืชื—ืœื•ืคืช ืจืฆื•ืขื•ืช (Spotipy Docs).

5. ื’ืจื™ืคืช ื“ื™ืจื•ื’ื™ ืื˜ืจืงืฆื™ื•ืช ืชื™ื™ืจื•ืชื™ื•ืช

ื’ืจื“ื• ื“ื™ืจื•ื’ื™ื ื•ื‘ื™ืงื•ืจื•ืช ืฉืœ ืื˜ืจืงืฆื™ื•ืช ืชื™ื™ืจื•ืชื™ื•ืช ืžืคืœื˜ืคื•ืจืžื•ืช ื›ืžื• TripAdvisor ื‘ืืžืฆืขื•ืช BeautifulSoup. ื—ืœืฆื• ืฉืžื•ืช ืื˜ืจืงืฆื™ื•ืช, ืžื™ืงื•ืžื™ื, ื“ื™ืจื•ื’ ืžืžื•ืฆืข ื•ืžืกืคืจื™ ื‘ื™ืงื•ืจื•ืช. ื ืงื• ืืช ื”ื ืชื•ื ื™ื ื•ื—ืฉื‘ื• ืงื•ืื•ืจื“ื™ื ื˜ื•ืช ืœืฆื•ืจื›ื™ ืžืคื”, ื•ืื– ื ืชื—ื• ืžื’ืžื•ืช ืœืคื™ ืขื™ืจ ืื• ืขื•ื ื” (DataHen).

6. ื ืชื•ื ื™ ืงื•ืคื•ืช ืฉืœ ืกืจื˜ื™ื ื•ื”ื“ืžื™ื™ืช ืžื’ืžื•ืช

ืฉืœืคื• ื ืชื•ื ื™ ืงื•ืคื•ืช ื”ื™ืกื˜ื•ืจื™ื™ื ืžืžืงื•ืจื•ืช ื›ืžื• Box Office Mojo ื‘ืืžืฆืขื•ืช ื”ึพAPI ืฉืœื”ื ืื• BeautifulSoup. ื”ื“ืžื™ื™ืช ืžื’ืžื•ืช ื‘ืืžืฆืขื•ืช ืกืคืจื™ื•ืช ืคื™ื™ืชื•ืŸ ื›ืžื• Matplotlib ืื• Plotly โ€” ืœืžืฉืœ ื”ื›ื ืกื•ืช ืœืื•ืจืš ื–ืžืŸ, ื—ืœื•ืงื” ืœืคื™ ื–ืณืื ืจ ืื• ื–ื™ื ื•ืงื™ื ืขื•ื ืชื™ื™ื (Kaggle).

7. ื ื™ืชื•ื— ื ื•ืฉืื™ื ื—ืžื™ื ื•ืชื•ื›ืŸ ืžืฉืชืžืฉื™ื ื‘ึพTwitter

ื ื˜ืจื• ื˜ืจื ื“ื™ื ื‘ึพTwitter ื‘ืืžืฆืขื•ืช ื”ึพAPI (ืื ื™ืฉ ืœื›ื ื’ื™ืฉื”) ืื• ื›ืœื™ื ื›ืžื• snscrape ื•ึพSelenium. ื’ืจื“ื• ื”ืืฉื˜ื’ื™ื ื—ืžื™ื, ืืกืคื• ืฆื™ื•ืฆื™ื ื•ื ืชื—ื• ืกื ื˜ื™ืžื ื˜ ืื• ื”ื•ืคืขื” ืžืฉื•ืชืคืช ืฉืœ ื”ืืฉื˜ื’ื™ื. ืขื‘ื•ืจ ืชื•ื›ืŸ ื›ื‘ื“ ื‘ึพJS, ืื•ื˜ื•ืžืฆื™ื” ืฉืœ ื“ืคื“ืคืŸ ื”ื™ื ื—ื•ื‘ื” (Thunderbit Blog).

8. ื’ืจื™ืคืช ืฉืืœื•ืช ื•ืชืฉื•ื‘ื•ืช ืื™ื ื˜ืจืืงื˜ื™ื‘ื™ื•ืช ืžึพZhihu

ื’ืจื“ื• ืฉืืœื•ืช ื•ืชืฉื•ื‘ื•ืช ื—ืžื•ืช ืžึพZhihu ื‘ืขื–ืจืช Selenium (ื•ืขื•ื’ื™ื•ืช ื”ืชื—ื‘ืจื•ืช ืื ืฆืจื™ืš). ื—ืœืฆื• ื˜ืงืกื˜ ืฉืืœื”, ืชื•ื›ืŸ ืชืฉื•ื‘ื”, upvotes ื•ืžืขื•ืจื‘ื•ืช ืžืฉืชืžืฉื™ื. ืœื ื™ืชื•ื— ื˜ืงืกื˜ ื‘ืกื™ื ื™ืช, ื”ืฉืชืžืฉื• ื‘ืกืคืจื™ื•ืช ื›ืžื• Jieba ืื• SnowNLP.

9. ื ื™ื˜ื•ืจ ืฉื•ืง ื”ื ื“ืœืดืŸ ื‘ื–ืžืŸ ืืžืช (Thunderbit)

ืขื Thunderbit, ืืคืฉืจ ืœื ื˜ืจ ืžื•ื“ืขื•ืช ื ื“ืœืดืŸ ื•ืžื—ื™ืจื™ื ื‘ื›ืžื” ืงืœื™ืงื™ื ื‘ืœื‘ื“. ื”ืฉืชืžืฉื• ื‘ึพโ€œAI Suggest Fieldsโ€ ื›ื“ื™ ืœื–ื”ื•ืช ืื•ื˜ื•ืžื˜ื™ืช ื ืชื•ื ื™ ื ื›ืกื™ื, ื”ืคืขื™ืœื• ื’ืจื™ืคืช ืชืชื™ึพืขืžื•ื“ื™ื ืœืคืจื˜ื™ื, ื•ื”ื’ื“ื™ืจื• ื’ืจื™ืคื•ืช ืžืชื•ื–ืžื ื•ืช ืœืขื“ื›ื•ื ื™ื ื™ื•ืžื™ื™ื. ื™ื™ืฆืื• ื”ื›ื•ืœ ืœึพGoogle Sheets ืื• Airtable โ€” ื‘ืœื™ ืœื›ืชื•ื‘ ืงื•ื“ (Thunderbit Real Estate Guide).

ื’ืจื“ื• ืžื•ื“ืขื•ืช ื ื“ืœืดืŸ ืขื Thunderbit

10. ื ื™ืชื•ื— ื“ื™ืจื•ื’ื™ ืจื‘ื™ึพืžื›ืจ ื‘ืคืœื˜ืคื•ืจืžื•ืช ืกืคืจื™ื ืืœืงื˜ืจื•ื ื™ื™ื

ื’ืจื“ื• ืจืฉื™ืžื•ืช ืจื‘ื™ึพืžื›ืจ ื•ื‘ื™ืงื•ืจื•ืช ืžึพAmazon Kindle ืื• Goodreads ื‘ืืžืฆืขื•ืช Selenium ืื• APIs. ืขืงื‘ื• ืื—ืจื™ ืฉื™ื ื•ื™ื™ื ื‘ื“ื™ืจื•ื’ ืœืื•ืจืš ื–ืžืŸ, ื ืชื—ื• ืžื’ืžื•ืช ื–ืณืื ืจ ื•ืงืฉืจื• ื‘ื™ืŸ ื‘ื™ืงื•ืจื•ืช ืœื“ื™ืจื•ื’ ืžื›ื™ืจื•ืช (Oxylabs).

11. ื ื™ืชื•ื— ืชื ื•ื“ื•ืช ืžื—ื™ืจื™ื ื‘ืžืกื—ืจ ืืœืงื˜ืจื•ื ื™

ื”ืฉืชืžืฉื• ื‘ึพScrapy (ืขื proxies) ื›ื“ื™ ืœืขืงื•ื‘ ืื—ืจื™ ืžื—ื™ืจื™ ืžื•ืฆืจื™ื ื‘ืืชืจื™ ืžืกื—ืจ ืืœืงื˜ืจื•ื ื™. ืืกืคื• ื ืชื•ื ื™ื ืœืคื™ ืœื•ื— ื–ืžื ื™ื, ื‘ื ื• ืžืกื“ ื ืชื•ื ื™ ืžื—ื™ืจื™ื ื”ื™ืกื˜ื•ืจื™ ื•ื”ื’ื“ื™ืจื• ื”ืชืจืื•ืช ืœื™ืจื™ื“ื•ืช ืžืฉืžืขื•ืชื™ื•ืช. ื ืชื—ื• ื“ืคื•ืกื™ ืชืžื—ื•ืจ ื“ื™ื ืžื™ ื•ืืกื˜ืจื˜ื’ื™ื•ืช ืฉืœ ืžืชื—ืจื™ื (Opensend).

12. ื ื™ืชื•ื— ื—ื•ื ื“ื™ื•ืŸ ืฉืœ ื ื•ืฉืื™ื ื‘ึพReddit

ื—ืœืฆื• ืคื•ืกื˜ื™ื ื•ืชื’ื•ื‘ื•ืช ืžึพsubreddits ื‘ืืžืฆืขื•ืช Reddit API (PRAW). ื ืชื—ื• ืชื“ื™ืจื•ืช ืคื•ืกื˜ื™ื, upvotes ื•ื ืคื— ืชื’ื•ื‘ื•ืช ื›ื“ื™ ืœื–ื”ื•ืช ื ื•ืฉืื™ื ื—ืžื™ื ื•ืžื’ืžื•ืช ืžืขื•ืจื‘ื•ืช. ื”ื“ื’ื™ืžื• ื‘ืืžืฆืขื•ืช heatmaps ืื• ืชืจืฉื™ืžื™ ืขืžื•ื“ื•ืช.

13. ืžืขืงื‘ ื”ื™ืกื˜ื•ืจื™ ืื—ืจื™ ืžื ื™ื•ืช ื•ืื™ื ื“ื™ืงื˜ื•ืจื™ื ืคื™ื ื ืกื™ื™ื

ืฉืœืคื• ืžื—ื™ืจื™ ืžื ื™ื•ืช ื•ืื™ื ื“ื™ืงื˜ื•ืจื™ื ืคื™ื ื ืกื™ื™ื ื‘ืืžืฆืขื•ืช yfinance ืื• APIs ืคื™ื ื ืกื™ื™ื ืื—ืจื™ื. ื‘ื ื• ืžืขืจื›ื™ ื ืชื•ื ื™ ืกื“ืจื•ืช ื–ืžืŸ, ืฆื™ื™ืจื• ืžื’ืžื•ืช ื•ืงืฉืจื• ืื•ืชืŸ ืœืื™ื ื“ื™ืงื˜ื•ืจื™ื ื›ืœื›ืœื™ื™ื (AbstractAPI).

14. ื’ืจื™ืคืช ืžื•ื“ืขื•ืช ื“ืจื•ืฉื™ื ืขื Scrapy

ื”ืฉืชืžืฉื• ื‘ึพScrapy ื›ื“ื™ ืœืกืจื•ืง ืœื•ื—ื•ืช ื“ืจื•ืฉื™ื, ืœื—ืœืฅ ื›ื•ืชืจื•ืช ืžืฉืจื•ืช, ื—ื‘ืจื•ืช, ืžื™ืงื•ืžื™ื ื•ืฉื›ืจ. ื˜ืคืœื• ื‘ืขื™ืžื•ื“ ื•ื™ื™ืฆืื• ื ืชื•ื ื™ื ืžื•ื‘ื ื™ื ืœื ื™ืชื•ื— โ€” ืœืžืฉืœ ื”ืชืคืœื’ื•ืช ืฉื›ืจ, ื‘ื™ืงื•ืฉ ืœื›ื™ืฉื•ืจื™ื ืื• ืžื’ืžื•ืช ื’ื™ื•ืก (Scrapy Docs).

15. ืกืงืจื™ืคื˜ ืœื‘ื™ืงื•ืจื•ืช ื•ื“ื™ืจื•ื’ื™ื ืฉืœ ืืคืœื™ืงืฆื™ื•ืช ื‘ึพGoogle Play

ื’ืจื“ื• ื‘ื™ืงื•ืจื•ืช ืืคืœื™ืงืฆื™ื” ืžึพGoogle Play ื‘ืืžืฆืขื•ืช ื”ึพAPI ืื• Selenium. ื—ืœืฆื• ื˜ืงืกื˜ ื‘ื™ืงื•ืจืช, ื“ื™ืจื•ื’ื™ื ื•ืžื˜ืึพื“ืื˜ื”, ื•ืื– ื”ืฉืชืžืฉื• ื‘ึพNLP ื›ื“ื™ ืœืกื›ื ืžืฉื•ื‘ ืžืฉืชืžืฉื™ื ื•ืกื ื˜ื™ืžื ื˜ (SerpApi).

16. ืื™ื’ื•ื ืชื•ื›ืŸ ืžื‘ืœื•ื’ื™ื ื˜ื›ื ื•ืœื•ื’ื™ื™ื ืฉืœ ืžืชื—ืจื™ื

ืื—ื“ื• ืคื•ืกื˜ื™ื ืžื‘ืœื•ื’ื™ื ืฉืœ ืžืชื—ืจื™ื ื‘ืืžืฆืขื•ืช ืคื™ื“ื™ RSS ื•ึพBeautifulSoup. ืืจื’ื ื• ืืช ื”ืชื•ื›ืŸ, ื”ืกื™ืจื• ื›ืคื™ืœื•ื™ื•ืช ื•ื”ืฉืชืžืฉื• ื‘ืืฉื›ื•ืœื•ืช ื ื•ืฉืื™ื ื›ื“ื™ ืœื–ื”ื•ืช ืžื’ืžื•ืช ื•ืคืขืจื™ ืชื•ื›ืŸ.

17. ื’ืจื™ืคืช ืžืฉื•ื‘ ื•ื“ื™ืจื•ื’ื™ื ืžืงื•ืจืกื™ื ื‘ืคืœื˜ืคื•ืจืžื•ืช ืœืžื™ื“ื” ืžืงื•ื•ื ื•ืช

ื—ืœืฆื• ื“ื™ืจื•ื’ื™ ืงื•ืจืกื™ื ื•ืžืฉื•ื‘ื™ื ืžืคืœื˜ืคื•ืจืžื•ืช ื›ืžื• Coursera ืื• Udemy ื‘ืืžืฆืขื•ืช Selenium ืื• APIs. ื”ื“ื’ื™ืžื• ืคื•ืคื•ืœืจื™ื•ืช ืฉืœ ืงื•ืจืกื™ื, ืฉื‘ื™ืขื•ืช ืจืฆื•ืŸ ื•ื ื•ืฉืื™ ืžืฉื•ื‘ ื ืคื•ืฆื™ื.

18. ืืจื’ื•ืŸ ื ืชื•ื ื™ ืžื“ืจื™ื›ื™ื ืขืกืงื™ื™ื ื•ึพYellow Pages

ื’ืจื“ื• ืจื™ืฉื•ืžื™ ืขืกืงื™ื ืžืžื“ืจื™ื›ื™ื ื›ืžื• Yellow Pages ื‘ืืžืฆืขื•ืช Scrapy. ื ืจืžืœื• ื›ืชื•ื‘ื•ืช, ื”ืกื™ืจื• ื›ืคื™ืœื•ื™ื•ืช ื•ื‘ื ื• ืžืกื“ ื ืชื•ื ื™ื ืขืกืงื™ ื ืงื™ (Oxylabs).

19. ืื™ืกื•ืฃ ื”ื•ืฆืื•ืช ืื—ืจื•ื ื•ืช ื•ืชื•ื›ืŸ ืคื•ืคื•ืœืจื™ ืžืคืœื˜ืคื•ืจืžื•ืช ืคื•ื“ืงืืกื˜ื™ื

ื”ืฉืชืžืฉื• ื‘ึพiTunes ืื• ื‘ึพSpotify API ื›ื“ื™ ืœืฉืœื•ืฃ ืžื˜ืึพื“ืื˜ื” ืฉืœ ืคื•ื“ืงืืกื˜ื™ื, ื”ื•ืฆืื•ืช ืคืจืงื™ื ื•ืžื“ื“ื™ ืคื•ืคื•ืœืจื™ื•ืช. ื ืชื—ื• ื ื•ืฉืื™ื ืžืชืคืชื—ื™ื ื•ืžื’ืžื•ืช ื”ื•ืฆืื”.

20. ื”ืขืœืืช ืงื‘ืฆื™ื ืœึพThunderbit ืœืฆื•ืจืš ื—ื™ืœื•ืฅ ื ืชื•ื ื™ื ืžื•ืชืื ืื™ืฉื™ืช

ื”ืขืœื• PDF ืื• ืชืžื•ื ื•ืช ืœึพThunderbit ื•ืชื ื• ืœึพOCR ืžื‘ื•ืกืก ื”ึพAI ืฉืœื• ืœื—ืœืฅ ื ืชื•ื ื™ื ืžื•ื‘ื ื™ื โ€” ื‘ืœื™ ื”ืงืœื“ื” ื™ื“ื ื™ืช ืื• regex. ืžื•ืฉืœื ืœื“ื™ื’ื™ื˜ืฆื™ื” ืฉืœ ื›ืจื˜ื™ืกื™ ื‘ื™ืงื•ืจ, ื—ืฉื‘ื•ื ื™ื•ืช ืื• ืจืฉื™ืžื•ืช ืžืฉืชืชืคื™ื (Thunderbit Docs).

21. ื ื™ืชื•ื— ืžื’ืžื•ืช ืฆื™ื˜ื•ื˜ื™ื ืืงื“ืžื™ื•ืช

ื’ืจื“ื• ื ืชื•ื ื™ ืฆื™ื˜ื•ื˜ื™ื ืžืžืกื“ื™ ื ืชื•ื ื™ื ืืงื“ืžื™ื™ื ื‘ืืžืฆืขื•ืช APIs (ื›ืžื• CrossRef). ื ืชื—ื• ืกืคื™ืจื•ืช ืฆื™ื˜ื•ื˜ื™ื ืœืื•ืจืš ื–ืžืŸ ื›ื“ื™ ืœื–ื”ื•ืช ืžื’ืžื•ืช ืžื—ืงืจ ืžืชืคืชื—ื•ืช.

22. ื—ื™ืœื•ืฅ ื ืชื•ื ื™ ืžืฉื—ืงื™ ืจืฉืช ื‘ืืžืฆืขื•ืช OCR

ืฉืœื‘ื• Selenium ื•ึพOCR libraries (ื›ืžื• pytesseract) ื›ื“ื™ ืœื—ืœืฅ ืกื˜ื˜ื™ืกื˜ื™ืงื•ืช ืžืžืฉื—ืงื™ ืจืฉืช ืžื‘ื•ืกืกื™ ืชืžื•ื ื”. ืฉื™ืžื•ืฉื™ ืœืžืฉื—ืงื™ื ืฉืžืฆื™ื’ื™ื ืฆื™ื•ื ื™ื ืื• ื ืชื•ื ื™ื ื›ืชืžื•ื ื•ืช.

23. ื—ื™ืœื•ืฅ ื•ื ื™ืชื•ื— ื‘ื™ืงื•ืจื•ืช ืฆืจื›ื ื™ื ืžืงืžืขื•ื ืื™ื ืžืงื•ื•ื ื™ื

ื’ืจื“ื• ื‘ื™ืงื•ืจื•ืช ืฆืจื›ื ื™ื ืžืงืžืขื•ื ืื™ื ืžืงื•ื•ื ื™ื ื‘ืืžืฆืขื•ืช Scrapy. ื”ืคืขื™ืœื• NLP ืœื“ื™ืจื•ื’ ืกื ื˜ื™ืžื ื˜, ืกื›ืžื• ื™ืชืจื•ื ื•ืช/ื—ืกืจื•ื ื•ืช ืžืจื›ื–ื™ื™ื ืฉืœ ืžื•ืฆืจื™ื ื•ื”ืฉื•ื• ื‘ื™ืŸ ืžื•ืฆืจื™ื ืžืชื—ืจื™ื.

24. ื’ืจื™ืคืช ื›ื•ืชืจื•ืช ื—ื“ืฉื•ืช ื•ืกื™ื›ื•ืžื™ื ื‘ื–ืžืŸ ืืžืช (Selenium)

ื”ืฉืชืžืฉื• ื‘ึพSelenium ื›ื“ื™ ืœื’ืจื“ ื›ื•ืชืจื•ืช ื—ื“ืฉื•ืช ื•ืกื™ื›ื•ืžื™ื ืžืืชืจื™ ื—ื“ืฉื•ืช ื“ื™ื ืžื™ื™ื. ืงื‘ืขื• ื’ืจื™ืคื•ืช ืงื‘ื•ืขื•ืช ืœืขื“ื›ื•ื ื™ื ื‘ื–ืžืŸ ืืžืช.

25. ืžืขืงื‘ ืื—ืจ ื˜ืจื ื“ื™ื ื•ืกื’ื ื•ื ื•ืช ื‘ืืชืจื™ ืื•ืคื ื”

ื’ืจื“ื• ืืชืจื™ ืื•ืคื ื” ื›ื“ื™ ืœืžืฆื•ื ืžื•ืฆืจื™ื ื•ืกื’ื ื•ื ื•ืช ื˜ืจื ื“ื™ื™ื ื‘ืืžืฆืขื•ืช Scrapy. ืืคืฉืจ ื’ื ืœื”ืฉืชืžืฉ ื‘ื ื™ืชื•ื— ืชืžื•ื ื” ื›ื“ื™ ืœื–ื”ื•ืช ืฆื‘ืขื™ื ืื• ื“ื•ื’ืžืื•ืช ืคื•ืคื•ืœืจื™ื™ื.

26. ื™ื™ืฆื•ื ืจืฉื™ืžื•ืช ืžื•ืฆืจื™ื ืฉืœ ืžืชื—ืจื™ื ืขื Thunderbit

ืขื Thunderbit, ืืคืฉืจ ืœื™ื™ืฆื ืจืฉื™ืžื•ืช ืžื•ืฆืจื™ื ื•ืชื›ื•ื ื•ืช ืฉืœ ืžืชื—ืจื™ื ื‘ืชื•ืš ื“ืงื•ืช. ื”ืฉืชืžืฉื• ื‘ื”ืฆืขื•ืช ืฉื“ื•ืช ืžื‘ื•ืกืกื•ืช AI ื•ื‘ื’ืจื™ืคืช ืชืชื™ึพืขืžื•ื“ื™ื ืœื ืชื•ื ื™ื ืขืžื•ืงื™ื, ื•ืื– ื™ื™ืฆืื• ื™ืฉื™ืจื•ืช ืœื›ืœื™ ื”ื’ื™ืœื™ื•ื ื•ืช ื”ืื”ื•ื‘ ืขืœื™ื›ื.

27. ื ื™ืชื•ื— ืชื•ื›ืŸ ืžื•ืœื˜ื™ืžื“ื™ื” ื‘ึพTumblr

ื’ืจื“ื• ืคื•ืกื˜ื™ื ืžื•ืœื˜ื™ืžื“ื™ื” ืžึพTumblr ื‘ืืžืฆืขื•ืช ื”ึพAPI ืื• Selenium. ื ืชื—ื• ืชืžื•ื ื•ืช, ืกืจื˜ื•ื ื™ื ื•ืชื’ื™ื•ืช ื›ื“ื™ ืœื–ื”ื•ืช ืžื’ืžื•ืช ืชื•ื›ืŸ.

28. ื—ื™ืœื•ืฅ ื ืชื•ื ื™ ื‘ื™ืงื•ืจื•ืช ืขืœ ื—ื‘ืจื•ืช ืœื•ื’ื™ืกื˜ื™ืงื”

ื’ืจื“ื• ื‘ื™ืงื•ืจื•ืช ื•ื“ื™ืจื•ื’ื™ื ืขืœ ื—ื‘ืจื•ืช ืœื•ื’ื™ืกื˜ื™ืงื” ืžืคืœื˜ืคื•ืจืžื•ืช ื›ืžื• Trustpilot ื‘ืืžืฆืขื•ืช BeautifulSoup. ืžึทืคึผื•ึผ ืžืฉื•ื‘ ืœืฉื™ืคื•ืจื™ื ืชืคืขื•ืœื™ื™ื ื‘ืขื–ืจืช ื ื™ืชื•ื— ื˜ืงืกื˜.

29. ืกื˜ื˜ื™ืกื˜ื™ืงื•ืช ื—ืฉื™ืคื” ืฉื™ื•ื•ืงื™ืช ืื–ื•ืจื™ืช ืœืžื•ืชื’ื™ ืกืคื•ืจื˜

ืืกืคื• ื•ื ืชื—ื• ื ืชื•ื ื™ ื—ืฉื™ืคื” ืฉื™ื•ื•ืงื™ืช ืขื‘ื•ืจ ืžื•ืชื’ื™ ืกืคื•ืจื˜ ื‘ืืžืฆืขื•ืช APIs ืฉืœ ืจืฉืชื•ืช ื—ื‘ืจืชื™ื•ืช ื•ื’ืจื™ืคืช ืืชืจื™ื. ืขืงื‘ื• ืื—ืจื™ ืื–ื›ื•ืจื™ื, ื ื•ื›ื—ื•ืช ืงืžืขื•ื ืื™ืช ื•ืžื’ืžื•ืช ืื–ื•ืจื™ื•ืช.

30. ื ื™ืชื•ื— ื—ื•ื•ื™ื™ืช ื”ืขืจื•ืช ืขืœ ืžื•ืฆืจื™ื ื‘ึพYouTube

ื’ืจื“ื• ืชื’ื•ื‘ื•ืช ื‘ึพYouTube ื‘ืืžืฆืขื•ืช ื”ึพAPI, ื•ืื– ื”ืฉืชืžืฉื• ื‘ึพNLP ื›ื“ื™ ืœื—ืœืฅ ืกื ื˜ื™ืžื ื˜ ื•ืื–ื›ื•ืจื™ ืชื›ื•ื ื•ืช ื”ืงืฉื•ืจื™ื ืœื—ื•ื•ื™ื™ืช ืฉื™ืžื•ืฉ ื‘ืžื•ืฆืจ.

31. ืžืขืงื‘ ืื—ืจ ืชื“ื™ืจื•ืช ื•ืฉื™ืขื•ืจ ืื™ืจื•ืขื™ ืžื‘ืฆืขื™ื ื‘ืžืกื—ืจ ืืœืงื˜ืจื•ื ื™

ืขืงื‘ื• ืื—ืจื™ ืื™ืจื•ืขื™ ืงื™ื“ื•ื ืžื›ื™ืจื•ืช ื‘ืคืœื˜ืคื•ืจืžื•ืช ืžืกื—ืจ ืืœืงื˜ืจื•ื ื™ ื‘ืืžืฆืขื•ืช Scrapy. ืื’ืจื• ื ืชื•ื ื™ ืื™ืจื•ืขื™ื ื•ื”ื“ื’ื™ืžื• ืžื’ืžื•ืช ืœืื•ืจืš ื–ืžืŸ.

32. ื’ืจื™ืคืช ืชื™ืื•ืจื™ ืกื“ืจื•ืช ืจื‘ึพืคืœื˜ืคื•ืจืžื™ื•ืช, ืจื‘ึพืœืฉื•ื ื™ื•ืช

ื‘ื ื• ืกืงืจื™ืคื˜ื™ื ืขื Scrapy ื•ึพtranslation APIs ื›ื“ื™ ืœืืกื•ืฃ ื•ืœืชืงื ืŸ ืชื™ืื•ืจื™ ืกื“ืจื•ืช ืžืคืœื˜ืคื•ืจืžื•ืช ืกื˜ืจื™ืžื™ื ื’ ืฉื•ื ื•ืช ื•ื‘ืฉืคื•ืช ืฉื•ื ื•ืช.


ื‘ืžื‘ื˜ ื—ื˜ื•ืฃ: ื˜ื‘ืœืช ื”ืฉื•ื•ืืช ืคืจื•ื™ืงื˜ื™ื

#ืจืขื™ื•ืŸ ืคืจื•ื™ืงื˜ื”ื›ืœื™/ื™ืืžื•ืจื›ื‘ื•ืชืคืœื˜ ืขื™ืงืจื™
1ื ื™ืชื•ื— ืกื ื˜ื™ืžื ื˜ ืฉืœ ื‘ื™ืงื•ืจื•ืช AmazonBeautifulSoup + NLPื‘ื™ื ื•ื ื™ืชื‘ื™ืงื•ืจื•ืช + ืกื ื˜ื™ืžื ื˜
2ืชื•ืฆืื•ืช ื—ื™ื•ืช ื‘ึพEsportsSeleniumื’ื‘ื•ื”ื”ื ืชื•ื ื™ื ื‘ื–ืžืŸ ืืžืช
3Q&A ื˜ืจื ื“ื™ ื‘ึพQuoraSeleniumื‘ื™ื ื•ื ื™ืช-ื’ื‘ื•ื”ื”ืžืขืจืš ื ืชื•ื ื™ Q&A
4ื ืชื•ื ื™ ืคืœื™ื™ืœื™ืกื˜ื™ื ื‘ึพSpotifySpotify APIื ืžื•ื›ื”ืจืฆื•ืขื•ืช ืคืœื™ื™ืœื™ืกื˜, ืžื“ื“ื™ื
5ื“ื™ืจื•ื’ื™ ืื˜ืจืงืฆื™ื•ืช ืชื™ื™ืจื•ืชื™ื•ืชBeautifulSoupื‘ื™ื ื•ื ื™ืชื“ื™ืจื•ื’ื™ื, ื‘ื™ืงื•ืจื•ืช, ืžื™ืคื•ื™
6ืžื’ืžื•ืช ืงื•ืคื•ืช ืฉืœ ืกืจื˜ื™ืAPI/BeautifulSoupื ืžื•ื›ื”-ื‘ื™ื ื•ื ื™ืชืกื“ืจืช ื–ืžืŸ ืฉืœ ืงื•ืคื•ืช
7ืžื’ืžื•ืช ื•ืชื•ื›ืŸ ื‘ึพTwitterSelenium/APIื‘ื™ื ื•ื ื™ืชื ื•ืฉืื™ื ื—ืžื™ื, ืกื ื˜ื™ืžื ื˜
8Zhihu Q&ASeleniumื’ื‘ื•ื”ื”ืžืขืจืš ื ืชื•ื ื™ Q&A ื‘ืกื™ื ื™ืช
9ื ื™ื˜ื•ืจ ื ื“ืœืดืŸ (Thunderbit)Thunderbitื ืžื•ื›ื”-ื‘ื™ื ื•ื ื™ืชื ืชื•ื ื™ ืžื•ื“ืขื•ืช, ืžื’ืžื•ืช ืžื—ื™ืจื™ื
10ื ื™ืชื•ื— ืจื‘ื™ึพืžื›ืจ ืฉืœ ืกืคืจื™ื ืืœืงื˜ืจื•ื ื™ื™ืSelenium/APIื‘ื™ื ื•ื ื™ืชื“ื™ืจื•ื’ื™ื, ื‘ื™ืงื•ืจื•ืช
11ืžืขืงื‘ ืื—ืจ ืžื—ื™ืจื™ ืžืกื—ืจ ืืœืงื˜ืจื•ื ื™Scrapy + proxiesื’ื‘ื•ื”ื”ื”ื™ืกื˜ื•ืจื™ื™ืช ืžื—ื™ืจื™ื, ื”ืชืจืื•ืช
12ื ื™ืชื•ื— Subreddit ื‘ึพRedditReddit APIื‘ื™ื ื•ื ื™ืชื—ื•ื ื ื•ืฉืื™ื, ืžืขื•ืจื‘ื•ืช
13ืžืขืงื‘ ืื—ืจ ื ืชื•ื ื™ ืžื ื™ื•ืชyfinance/APIื ืžื•ื›ื”ืžื—ื™ืจื™ื ื”ื™ืกื˜ื•ืจื™ื™ื, ืื™ื ื“ื™ืงื˜ื•ืจื™ื
14ืžื•ื“ืขื•ืช ื“ืจื•ืฉื™ื (Scrapy)Scrapyื‘ื™ื ื•ื ื™ืชืžืฉืจื•ืช, ืฉื›ืจ
15ื‘ื™ืงื•ืจื•ืช Google PlayAPI/Seleniumื‘ื™ื ื•ื ื™ืชื‘ื™ืงื•ืจื•ืช, ื“ื™ืจื•ื’ื™ื, ืกื™ื›ื•ื NLP
16ืื™ื’ื•ื“ ื‘ืœื•ื’ื™ื ืฉืœ ืžืชื—ืจื™ืRSS + BeautifulSoupื‘ื™ื ื•ื ื™ืชืžืื’ืจ ืชื•ื›ืŸ, ืืฉื›ื•ืœื•ืช ื ื•ืฉืื™ื
17ืžืฉื•ื‘ ืžืงื•ืจืกื™ื ืžืงื•ื•ื ื™ืSelenium/APIื‘ื™ื ื•ื ื™ืชื“ื™ืจื•ื’ื™ ืงื•ืจืกื™ื, ืžืฉื•ื‘
18ื ื™ืงื•ื™ ืžื“ืจื™ืš ืขืกืงื™ืScrapy + Pythonื‘ื™ื ื•ื ื™ืชืจืฉื™ืžืช ืขืกืงื™ื ื ืงื™ื™ื” ื•ืžื ื•ืงื” ื›ืคื™ืœื•ื™ื•ืช
19ื”ื•ืฆืื•ืช ื•ืžื’ืžื•ืช ืฉืœ ืคื•ื“ืงืืกื˜ื™ืAPI + NLPื‘ื™ื ื•ื ื™ืชืคื•ื“ืงืืกื˜ื™ื ื—ืžื™ื, ื ืชื•ื ื™ ืคืจืงื™ื
20ื—ื™ืœื•ืฅ ืงื‘ืฆื™ื ื‘ึพThunderbitThunderbitื ืžื•ื›ื”ื ืชื•ื ื™ื ืžื•ื‘ื ื™ื ืžึพPDF/ืชืžื•ื ื•ืช
21ืžื’ืžื•ืช ืฆื™ื˜ื•ื˜ื™ื ืืงื“ืžื™ื•ืชAPI + parsingื‘ื™ื ื•ื ื™ืชืกืคื™ืจื•ืช ืฆื™ื˜ื•ื˜ื™ื, ืงื•ื•ื™ ืžื’ืžื”
22ื ืชื•ื ื™ ืžืฉื—ืงื™ ืจืฉืช ื“ืจืš OCRSelenium + OCRื’ื‘ื•ื”ื”ืกื˜ื˜ื™ืกื˜ื™ืงื•ืช ืžืฉื—ืง ืžืชื•ืš ืชืžื•ื ื•ืช
23ื ื™ืชื•ื— ื‘ื™ืงื•ืจื•ืช ืงืžืขื•ื ืื™ืScrapy + NLPื‘ื™ื ื•ื ื™ืช-ื’ื‘ื•ื”ื”ืžืื’ืจ ื‘ื™ืงื•ืจื•ืช ืฆืจื›ื ื™ื•ืช, ืกื™ื›ื•ื
24ื—ื“ืฉื•ืช ื—ื™ื•ืช ืขื SeleniumSelenium + schedulingื‘ื™ื ื•ื ื™ืชื›ื•ืชืจื•ืช ื‘ื–ืžืŸ ืืžืช
25ืžืขืงื‘ ืื—ืจ ืžื’ืžื•ืช ืื•ืคื ื”Scrapy + image analysisื‘ื™ื ื•ื ื™ืชืกื’ื ื•ื ื•ืช ืคื•ืคื•ืœืจื™ื™ื, ื ืชื•ื ื™ ื˜ืจื ื“ื™ื
26ื™ื™ืฆื•ื ืžื•ืฆืจื™ื ืฉืœ ืžืชื—ืจื™ื (Thunderbit)Thunderbitื ืžื•ื›ื”ืจืฉื™ืžืช ืžื•ืฆืจื™ื, ืžืืคื™ื™ื ื™ื ืžืจื›ื–ื™ื™ื
27ื ื™ืชื•ื— ืžื•ืœื˜ื™ืžื“ื™ื” ื‘ึพTumblrAPI/Seleniumื‘ื™ื ื•ื ื™ืชืคื•ืกื˜ื™ื, ืชื’ื™ื•ืช, ืงื™ืฉื•ืจื™ ืžื“ื™ื”
28ื‘ื™ืงื•ืจื•ืช ืฉืœ ื—ื‘ืจื•ืช ืœื•ื’ื™ืกื˜ื™ืงื”BeautifulSoup + NLPื‘ื™ื ื•ื ื™ืชืกื ื˜ื™ืžื ื˜ ืฉืœ ื‘ื™ืงื•ืจื•ืช ืฉื™ืจื•ืช
29ื—ืฉื™ืคื” ืฉื™ื•ื•ืงื™ืช ืฉืœ ืžื•ืชื’ื™ ืกืคื•ืจื˜Social API + scrapingื’ื‘ื•ื”ื”ืžื“ื“ื™ ื—ืฉื™ืคื” ืื–ื•ืจื™ื™ื
30ืชื’ื•ื‘ื•ืช ืœืžื•ืฆืจ ื‘ึพYouTubeYouTube API + NLPื‘ื™ื ื•ื ื™ืชืกื ื˜ื™ืžื ื˜ ืชื’ื•ื‘ื•ืช, ืื–ื›ื•ืจื™ ืชื›ื•ื ื•ืช
31ืชื“ื™ืจื•ืช ืžื‘ืฆืขื™ ืžืกื—ืจ ืืœืงื˜ืจื•ื ื™Scrapyื‘ื™ื ื•ื ื™ืชืœื•ื— ืžื‘ืฆืขื™ื, ื ื™ืชื•ื— ืชื“ื™ืจื•ืช
32ื ืชื•ื ื™ ืกื“ืจื•ืช ืจื‘ึพืœืฉื•ื ื™ื™ืScrapy + translationื’ื‘ื•ื”ื”ืชื™ืื•ืจื™ื ืจื‘ึพืœืฉื•ื ื™ื™ื

ืกื™ื›ื•ื: ืœืคืชื•ื— ืืคืฉืจื•ื™ื•ืช ื—ื“ืฉื•ืช ืขื ืคืจื•ื™ืงื˜ื™ ื’ืจื™ืคืช ืืชืจื™ื ื‘ืคื™ื™ืชื•ืŸ

ื’ืจื™ืคืช ืืชืจื™ื ืขื ืคื™ื™ืชื•ืŸ ื”ื™ื ื”ืจื‘ื” ื™ื•ืชืจ ืžืชืจื’ื™ืœ ื˜ื›ื ื™ โ€” ื”ื™ื ืžืฉื’ืจ ืœึพbreakthroughs ืžื•ื ืขื™ ื ืชื•ื ื™ื. ื‘ื™ืŸ ืื ืืชื ื‘ื•ื ื™ื ื“ืฉื‘ื•ืจื“ื™ื, ืžื ื™ืขื™ื ืžื•ื“ืœื™ื ืฉืœ ืœืžื™ื“ืช ืžื›ื•ื ื”, ืื• ืคืฉื•ื˜ ืžืกืคืงื™ื ืืช ื”ืกืงืจื ื•ืช ืฉืœื›ื, 32 ืจืขื™ื•ื ื•ืช ื”ืคืจื•ื™ืงื˜ ื”ืืœื” ืžื•ื›ื™ื—ื™ื ืฉื”ื’ื‘ื•ืœ ื”ื™ื—ื™ื“ ื”ื•ื ื”ื“ืžื™ื•ืŸ. ื•ืขื ื›ืœื™ื ื›ืžื• Thunderbit, ืœื ื—ื™ื™ื‘ื™ื ืœื”ื™ื•ืช ืžื•ืžื—ื™ ืงื•ื“ ื›ื“ื™ ืœื”ืชืžื•ื“ื“ ื’ื ืขื ืืชื’ืจื™ ื”ื’ืจื™ืคื” ื”ืงืฉื™ื ื‘ื™ื•ืชืจ.

ืื– ื‘ื—ืจื• ืคืจื•ื™ืงื˜, ื”ื’ื“ื™ืจื• ืืช ืกื‘ื™ื‘ืช ืคื™ื™ืชื•ืŸ ืฉืœื›ื ื•ื”ืชื—ื™ืœื• ืœื”ืชื ืกื•ืช. ื”ืจืฉืช ื”ื™ื ืžื’ืจืฉ ื”ืžืฉื—ืงื™ื ืฉืœ ื”ื ืชื•ื ื™ื ืฉืœื›ื โ€” ืœื›ื• ืœื‘ื ื•ืช ืžืฉื”ื• ืžื“ื”ื™ื, ื•ืชื ื• ืœืชื•ื‘ื ื•ืช ืœื–ืจื•ื ืคื ื™ืžื”.

ืœืฆืœื™ืœื•ืช ืขื•ืžืง ื ื•ืกืคื•ืช ื•ืœืžื“ืจื™ื›ื™ื ืžืขืฉื™ื™ื, ืขื™ื™ื ื• ื‘ึพThunderbit Blog.

ื ืกื• ืืช AI Web Scraper ืฉืœ Thunderbit ืœืคืจื•ื™ืงื˜ ื”ื‘ื ืฉืœื›ื Get Started Free


ืฉืืœื•ืช ื ืคื•ืฆื•ืช

1. ืžื”ื• ื”ื›ืœื™ ื”ื˜ื•ื‘ ื‘ื™ื•ืชืจ ื‘ืคื™ื™ืชื•ืŸ ืœืคืจื•ื™ืงื˜ื™ื ืฉืœ ื’ืจื™ืคืช ืืชืจื™ื?
ื–ื” ืชืœื•ื™ ื‘ืคืจื•ื™ืงื˜ ืฉืœื›ื. ืœืขืžื•ื“ื™ื ืกื˜ื˜ื™ื™ื, BeautifulSoup ืคืฉื•ื˜ ื•ื™ืขื™ืœ. ืœืืชืจื™ื ื“ื™ื ืžื™ื™ื ืื• ืื™ื ื˜ืจืืงื˜ื™ื‘ื™ื™ื, Selenium ื”ื•ื ื‘ื—ื™ืจื” ืžื•ืฆืงื”. ืขื‘ื•ืจ ื’ืจื™ืคื” ื‘ืงื ื” ืžื™ื“ื” ื’ื“ื•ืœ ืื• ืžืชื•ื–ืžืŸ, Scrapy ืื™ื“ื™ืืœื™. ืขื‘ื•ืจ ื’ืจื™ืคื” ืžื‘ื•ืกืกืช AI, ื‘ืœื™ ืงื•ื“, ื›ื•ืœืœ PDF ื•ืชืžื•ื ื•ืช, Thunderbit ื”ื•ื ื‘ื—ื™ืจื” ืžืขื•ืœื”.

2. ืื™ืš ื ืžื ืขื™ื ืžื—ืกื™ืžื” ื‘ืขืช ื’ืจื™ืคืช ืืชืจื™ื?
ื”ืฉืชืžืฉื• ื‘ึพuser agents ืจื™ืืœื™ืกื˜ื™ื™ื, ื”ื•ืกื™ืคื• ื”ืฉื”ื™ื•ืช ื‘ื™ืŸ ื‘ืงืฉื•ืช, ื•ื›ื‘ื“ื• ืืช robots.txt. ืขื‘ื•ืจ ืืชืจื™ื ืขื ืชื“ื™ืจื•ืช ื’ื‘ื•ื”ื” ืื• ืจื’ื™ืฉื™ื, ืฉืงืœื• ืกื™ื‘ื•ื‘ ืคืจื•ืงืกื™ ื•ืฉื™ืžื•ืฉ ื‘ืื•ื˜ื•ืžืฆื™ื” ืฉืœ ื“ืคื“ืคืŸ ื›ื“ื™ ืœื—ืงื•ืช ื”ืชื ื”ื’ื•ืช ืื ื•ืฉื™ืช.

3. ืืคืฉืจ ืœื”ืฉืชืžืฉ ื‘ื’ืจื™ืคืช ืืชืจื™ื ืœืคืจื•ื™ืงื˜ื™ื ืžืกื—ืจื™ื™ื?
ื›ืŸ, ืื‘ืœ ืชืžื™ื“ ื‘ื“ืงื• ืืช ืชื ืื™ ื”ืฉื™ืžื•ืฉ ื•ื”ื”ื’ื‘ืœื•ืช ื”ืžืฉืคื˜ื™ื•ืช ืฉืœ ื”ืืชืจ ื”ื™ืขื“. ืืชืจื™ื ืจื‘ื™ื ืžืืคืฉืจื™ื ื’ืจื™ืคื” ืœืฉื™ืžื•ืฉ ืื™ืฉื™ ืื• ืžื—ืงืจื™, ืืš ืฉื™ืžื•ืฉ ืžืกื—ืจื™ ืขืฉื•ื™ ืœื“ืจื•ืฉ ื”ืจืฉืื” ืื• ื’ื™ืฉื” ืœึพAPI.

4. ืื™ืš Thunderbit ืžืคืฉื˜ ืžืฉื™ืžื•ืช ืžื•ืจื›ื‘ื•ืช ืฉืœ ื’ืจื™ืคืช ืืชืจื™ื?
Thunderbit ืžืฉืชืžืฉ ื‘ึพAI ื›ื“ื™ ืœื–ื”ื•ืช ืฉื“ื•ืช ืื•ื˜ื•ืžื˜ื™ืช, ืœื˜ืคืœ ื‘ืชืชื™ึพืขืžื•ื“ื™ื ื•ืœื—ืœืฅ ื ืชื•ื ื™ื ืžืืชืจื™ื ื“ื™ื ืžื™ื™ื, PDF ื•ืชืžื•ื ื•ืช. ื”ื•ื ืžืฆื™ืข ื”ื ื—ื™ื•ืช ื‘ืฉืคื” ื˜ื‘ืขื™ืช ื•ืžื™ื™ืฆื ื ืชื•ื ื™ื ื™ืฉื™ืจื•ืช ืœึพGoogle Sheets, Excel, Airtable ืื• Notion โ€” ื‘ืœื™ ืฆื•ืจืš ื‘ืงื•ื“.

5. ืžื” ื”ื“ืจืš ื”ื˜ื•ื‘ื” ื‘ื™ื•ืชืจ ืœื”ืชื—ื™ืœ ืขื ืคืจื•ื™ืงื˜ื™ ื’ืจื™ืคืช ืืชืจื™ื ื‘ืคื™ื™ืชื•ืŸ?
ื‘ื—ืจื• ืจืขื™ื•ืŸ ืคืจื•ื™ืงื˜ ืฉืžืจื’ืฉ ืืชื›ื, ื”ืชืงื™ื ื• ืืช ื”ืกืคืจื™ื•ืช ื”ื ื—ื•ืฆื•ืช (BeautifulSoup, Selenium, Scrapy ืื• Thunderbit), ื•ื”ืชื—ื™ืœื• ื‘ืงื˜ืŸ โ€” ื’ืจื“ื• ืขืžื•ื“ ืื—ื“ ื•ืื– ื”ืจื—ื™ื‘ื•. ื”ืชื ืกื•, ืฉืคืจื•, ื•ืืœ ืชื—ืฉืฉื• ืœื ืกื•ืช ื›ืœื™ื ืžื‘ื•ืกืกื™ AI ื›ื“ื™ ืœื–ืจื– ืืช ืชื”ืœื™ืš ื”ืขื‘ื•ื“ื” ืฉืœื›ื.

ื’ืจื™ืคื” ื ืขื™ืžื” โ€” ื•ืฉื”ื ืชื•ื ื™ื ืฉืœื›ื ืชืžื™ื“ ื™ื”ื™ื• ื˜ืจื™ื™ื, ืžื•ื‘ื ื™ื ื•ืžืœืื™ ืชื•ื‘ื ื•ืช.

ืœืžื™ื“ืข ื ื•ืกืฃ

Shuai Guan
Shuai Guan
ืžื ื›"ืœ Thunderbit | ืžื•ืžื—ื” ืœืื•ื˜ื•ืžืฆื™ื” ืฉืœ ื ืชื•ื ื™ื ื‘ืืžืฆืขื•ืช AI Shuai Guan ื”ื•ื ื”ืžื ื›"ืœ ืฉืœ Thunderbit ื•ื‘ื•ื’ืจ ื”ืคืงื•ืœื˜ื” ืœื”ื ื“ืกื” ืฉืœ ืื•ื ื™ื‘ืจืกื™ื˜ืช ืžื™ืฉื™ื’ืŸ. ืขื ื›ืžืขื˜ ืขืฉื•ืจ ืฉืœ ื ื™ืกื™ื•ืŸ ื‘ื˜ื›ื ื•ืœื•ื’ื™ื” ื•ื‘ืืจื›ื™ื˜ืงื˜ื•ืจืช SaaS, ื”ื•ื ืžืชืžื—ื” ื‘ื”ืคื™ื›ืช ืžื•ื“ืœื™ื ืžื•ืจื›ื‘ื™ื ืฉืœ AI ืœื›ืœื™ ื—ื™ืœื•ืฅ ื ืชื•ื ื™ื ืคืจืงื˜ื™ื™ื, ืœืœื ืงื•ื“. ื‘ื‘ืœื•ื’ ื”ื–ื” ื”ื•ื ืžืฉืชืฃ ืชื•ื‘ื ื•ืช ื™ืฉื™ืจื•ืช ืžื”ืฉื˜ื—, ืฉื ื‘ื—ื ื• ื‘ืคื•ืขืœ, ืขืœ Web Scraping ื•ืืกื˜ืจื˜ื’ื™ื•ืช ืื•ื˜ื•ืžืฆื™ื” ืฉื™ืขื–ืจื• ืœื›ื ืœื‘ื ื•ืช ืชื”ืœื™ื›ื™ ืขื‘ื•ื“ื” ื—ื›ืžื™ื ื™ื•ืชืจ, ืžื‘ื•ืกืกื™ ื ืชื•ื ื™ื. ื›ืฉืื™ื ื• ืžืฉืคืจ ืชื”ืœื™ื›ื™ ื ืชื•ื ื™ื, ื”ื•ื ืžื‘ื™ื ืืช ืื•ืชื” ืชืฉื•ืžืช ืœื‘ ืœืคืจื˜ื™ื ื’ื ืœืชืฉื•ืงื” ืฉืœื• ืœืฆื™ืœื•ื.
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