Services · Web Scraping
Web scraping that doesn't break.
We build scrapers that handle JavaScript rendering, login walls, pagination, and anti-bot measures, and keep running in production without babysitting.
What we handle
JavaScript SPAs
Full Playwright/Chromium execution. Handles React, Vue, Angular, whatever the target renders.
Anti-Detection
We deal with Cloudflare, Akamai, PerimeterX, and DataDome. Each one needs different handling. Stealth profiles, human-like timing, canvas/WebGL spoofing, per-session fingerprint rotation. The first scraper usually fails. We tune until it doesn't.
Proxy Rotation
Residential and datacenter pool management. Automatic rotation on ban or rate-limit signals.
Scheduled Crawls
Sub-minute to weekly. Cron-triggered containers with automatic retry and dead-letter queues.
Change Detection
Every run compares against the last. Only new or changed records flow downstream, so your database doesn't fill up with duplicates and your ML models don't reprocess data that hasn't moved.
Structured Output
JSON, CSV, PostgreSQL inserts, S3 parquet, or webhook. Exactly what the next stage expects.
Stack
How the code looks.
async def scrape_listings(search_url: str) -> list[BusinessListing]:
browser = await playwright.chromium.launch(headless=True)
page = await browser.new_page()
await stealth(page)
await page.goto(search_url, wait_until="networkidle")
listings = []
while True:
items = await page.query_selector_all(".listing-card")
for item in items:
listings.append(BusinessListing(
title=await item.text_content(".listing-title"),
asking_price=parse_currency(await item.text_content(".price")),
cash_flow=parse_currency(await item.text_content(".cash-flow")),
revenue=parse_currency(await item.text_content(".revenue")),
location=await item.text_content(".location"),
industry=await item.text_content(".category"),
))
next_btn = await page.query_selector(".next-page")
if not next_btn:
break
await next_btn.click()
await page.wait_for_load_state("networkidle")
await browser.close()
return deduplicate(listings)await stealth(page)
Patches browser fingerprints (navigator, canvas, WebGL, and audio) before any requests are made, preventing bot-detection from profiling the session.
parse_currency(await item.text_content(...))
Currency strings from listing pages arrive inconsistently: '$1.2M', '$1,200,000', 'Asking: 1.2m'. parse_currency normalizes all formats to a canonical integer before storage.
deduplicate(listings)
Cross-page and cross-run deduplication by listing URL and title hash. Prevents duplicate records when pagination overlaps or listings reappear after a broker update.
Scraping is stage one.
Raw data by itself isn't useful. Every scraping job we build feeds directly into ML classification and workflow automation. One continuous pipeline, not stitched-together scripts.
Need a custom scraper?
Book a 30-min call or email us at contact@creativecodes.co