技能创建器
skill-creator
创建、改进和评估自定义技能,把专业流程转化为可重复使用的 AI 能力。
headless-web-scraping【数据与研究】Extract data from web pages using the scrapling Python library — select the appropriate fetcher tier (HTTP, stealth Chromium, or full browser automation) based on target site defenses, configure headless browsing, and extract structured data with CSS selectors. Use when WebFetch is insufficient for JS-rendered pages, anti-bot-protected sites, or stru…
独立 GitHub 快照 · 自动分类 · 以原作者文档为准
由拒簡 HTTP 請求之網頁——JS 渲染、Cloudflare 護、動態 SPA——用 scrapling 三層取器架構與 CSS 析取。
WebFetch 或 requests.get() 返空或封定哪 scrapling 取器合目標站之護。
# Decision matrix:
# 1. Fetcher — static HTML, no JS, no anti-bot (fastest)
# 2. StealthyFetcher — Cloudflare/Turnstile, TLS fingerprint checks
# 3. DynamicFetcher — JS-rendered SPAs, click/scroll interactions
# Quick probe: try Fetcher first, escalate on failure
from scrapling import Fetcher
fetcher = Fetcher()
response = fetcher.get("https://example.com/target-page")
if response.status == 200 and response.get_all_text():
print("Fetcher tier sufficient")
else:
print("Escalate to StealthyFetcher or DynamicFetcher")
| Signal | Recommended Tier |
|---|---|
| Static HTML, no protection | Fetcher |
| 403/503, Cloudflare challenge page | StealthyFetcher |
| Page loads but content area is empty | DynamicFetcher |
| Need to click buttons or scroll | DynamicFetcher |
| altcha CAPTCHA present | None (cannot be automated) |
得:三層之一已定。多現代站→StealthyFetcher 為正確起點。
敗:三層皆封→察站是否用 altcha CAPTCHA(工作量證明,不可繞)。若然,書限並予手取指示。
設所擇取器之合適選項。
from scrapling import Fetcher, StealthyFetcher, DynamicFetcher
# Tier 1: Fast HTTP with TLS fingerprint impersonation
fetcher = Fetcher()
fetcher.configure(
timeout=30,
retries=3,
follow_redirects=True
)
# Tier 2: Headless Chromium with anti-detection
fetcher = StealthyFetcher()
fetcher.configure(
headless=True,
timeout=60,
network_idle=True # wait for all network requests to settle
)
# Tier 3: Full browser automation
fetcher = DynamicFetcher()
fetcher.configure(
headless=True,
timeout=90,
network_idle=True,
wait_selector="div.results" # wait for specific element before extracting
)
得:取器實例已配備就。實例化無誤。StealthyFetcher 與 DynamicFetcher 皆有 Chromium 二進制(scrapling 於首行自管)。
敗:
playwright 或瀏覽器二進制缺→行 python -m playwright install chromiumconfigure() 超時→增超時或察網連pip install scrapling導至目標 URL,用 CSS 選析取結構數據。
# Fetch the page
response = fetcher.get("https://example.com/target-page")
# Single element extraction
title = response.find("h1.page-title")
if title:
print(title.get_all_text())
# Multiple elements
items = response.find_all("div.result-item")
for item in items:
name = item.find("span.name")
price = item.find("span.price")
print(f"{name.get_all_text()}: {price.get_all_text()}")
# Get attribute values
links = response.find_all("a.product-link")
urls = [link.get("href") for link in links]
# Get raw HTML content of an element
detail_html = response.find("div.description").html_content
關鍵 API 參考:
| Method | Purpose |
|---|---|
response.find("selector") | First matching element |
response.find_all("selector") | All matching elements |
element.get("attr") | Attribute value (href, src, data-*) |
element.get_all_text() | All text content, recursively |
element.html_content | Raw inner HTML |
得:所析數符頁之可見內容。元素非 None,文非空(於有內容頁)。
敗:
find() 返 None→察實際 HTML(response.html_content)驗選。頁或用異類名get_all_text() 文空→內容或於 shadow DOM 或 iframe;試 DynamicFetcher 配 wait_selector.css_first()——非 scrapling API(常與他庫混)為 CAPTCHA 察、空返、會話需實回退邏輯。
import time
def scrape_with_fallback(url, selector):
"""Try each fetcher tier in order, with CAPTCHA detection."""
tiers = [
("Fetcher", Fetcher),
("StealthyFetcher", StealthyFetcher),
("DynamicFetcher", DynamicFetcher),
]
for tier_name, tier_class in tiers:
fetcher = tier_class()
fetcher.configure(headless=True, timeout=60)
try:
response = fetcher.get(url)
except Exception as error:
print(f"{tier_name} failed: {error}")
continue
# Detect CAPTCHA / challenge pages
page_text = response.get_all_text().lower()
if "altcha" in page_text or "proof of work" in page_text:
print(f"altcha CAPTCHA detected -- cannot automate")
return None
if response.status == 403 or response.status == 503:
print(f"{tier_name} blocked (HTTP {response.status}), escalating")
continue
result = response.find(selector)
if result and result.get_all_text().strip():
return result.get_all_text()
print(f"{tier_name} returned empty content, escalating")
print("All tiers exhausted. Manual extraction required.")
return None
得:函於成返所析文,或於諸層皆敗時返 None 含診斷訊。CAPTCHA 頁察並報,非無限重試。
敗:
大規模前實延並敬站策。
import time
import urllib.robotparser
def check_robots_txt(base_url, target_path):
"""Check if scraping is allowed by robots.txt."""
rp = urllib.robotparser.RobotFileParser()
rp.set_url(f"{base_url}/robots.txt")
rp.read()
return rp.can_fetch("*", f"{base_url}{target_path}")
def scrape_urls(urls, selector, delay=1.0):
"""Scrape multiple URLs with rate limiting."""
results = []
fetcher = StealthyFetcher()
fetcher.configure(headless=True, timeout=60)
for url in urls:
response = fetcher.get(url)
data = response.find(selector)
if data:
results.append(data.get_all_text())
time.sleep(delay) # respect the server
return results
倫理爬查單:
robots.txt——敬 Disallow 指令得:爬以控率行。大量前 robots.txt 已察。無 429 返現。
敗:
robots.txt 禁徑→敬指令;勿覆configure() 方法(非棄構造器關鍵字).find()/.find_all() API(非 .css_first() 或他庫方法)robots.txt 已察.css_first() 非 .find():scrapling 用 .find() 與 .find_all() 選元素——.css_first() 屬他庫,將發 AttributeErrorFetcher,後升級——DynamicFetcher 因全瀏啟而 10-50 倍慢configure():scrapling v0.4.x 已棄構造器選;恆用 configure()