"Has anyone successfully tried scraping Forbes Global 2000? Need advice."
Hey folks,
I’m trying to scrape Forbes Global 2000 data for a project, but hitting some roadblocks. The site’s got JS rendering and some anti-scraping stuff.
Anyone here pulled it off? What tools worked for you—Playwright, Scrapy, or something else?
Also, is scraping Forbes Global 2000 even allowed? Don’t wanna get slapped with legal stuff lol.
Any tips or workarounds would be clutch. Thanks!
---
Or:
"What tools or methods work best for scraping Forbes Global 2000?"
Yo,
Need to scrape Forbes Global 2000 data ASAP. Tried BeautifulSoup but the dynamic content’s a pain.
Heard Puppeteer or Selenium might work better? Or is there an API I’m missing?
Also, how do you handle the pagination without getting blocked?
Pls share ur hacks, thx!
Hey! I’ve tried scraping Forbes Global 2000 before, and yeah, the JS rendering is a headache. Playwright worked way better for me than Scrapy because it handles dynamic content like a champ.
For anti-scraping, rotating proxies + adding random delays between requests saved me from getting blocked. Also, check if you can use their API—sometimes it’s hidden but exists.
Legal stuff? Grey area, but as long as you’re not hammering their servers, you’re probably fine.
lol good luck with that. Forbes is notorious for anti-bot measures.
I used Puppeteer + stealth plugins to mimic real browsers. Even then, got blocked a few times.
Pro tip: scrape during off-peak hours. Less traffic = less chance of tripping alarms.
Scraping Forbes Global 2000? Yeah, it’s tricky. Selenium + Python worked for me, but it’s slow af.
If you’re in a hurry, try ScrapeOps—they’ve got built-in anti-bot bypass tools.
Also, check their ToS. Some sites don’t care if you scrape for personal use, but Forbes might be stricter.
For dynamic content, you gotta go headless. Playwright or Puppeteer are your best bets.
I’d avoid BeautifulSoup unless you’re pairing it with something like Requests-HTML for JS rendering.
And yeah, proxies are a must unless you wanna get IP-banned in 5 mins.
Why scrape when you can use alternative datasets? Companies like Kaggle or RapidAPI sometimes have Forbes Global 2000 data pre-scraped.
Saves you the hassle and legal gray zones. Just saying.
Used Scrapy + Splash for scraping Forbes Global 2000 data last month. Worked but needed tons of tweaking.
Biggest issue? Pagination. Had to manually throttle requests to avoid detection.
If you’re not tech-savvy, maybe hire a freelancer to do the dirty work.
Forbes is a pain, ngl. Tried Selenium, got blocked. Switched to Playwright with residential proxies—way better.
Also, randomize your user-agent and mouse movements. Sounds extra, but it helps.
Honestly, scraping Forbes Global 2000 isn’t worth the effort unless you absolutely need fresh data.
Their lists don’t change *that* often, so maybe just grab a CSV from a third-party site.
Hey, thanks for all the tips! Playwright + proxies seems to be the move.
Quick follow-up: anyone know how often Forbes updates their Global 2000 list? Don’t wanna scrape daily if it’s only refreshed annually.
Also, big shoutout to the proxy suggestions—saved me from an IP ban for sure.
