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    Home»AI News»Crawlee for Python: Build a Web Crawling Pipeline with Robots Handling, Link Graphs, and RAG Chunk Export
    Crawlee for Python: Build a Web Crawling Pipeline with Robots Handling, Link Graphs, and RAG Chunk Export
    AI News

    Crawlee for Python: Build a Web Crawling Pipeline with Robots Handling, Link Graphs, and RAG Chunk Export

    June 21, 20264 Mins Read
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    PRODUCTS = [
    {
    “sku”: “CRW-101”,
    “name”: “Crawler Reliability Kit”,
    “category”: “automation”,
    “price”: 149.0,
    “rating”: 4.8,
    “stock”: 18,
    “features”: [“retry policy”, “queue replay”, “structured logs”],
    “related”: [“CRW-202”, “CRW-303”],
    },
    {
    “sku”: “CRW-202”,
    “name”: “Playwright Rendering Pack”,
    “category”: “browser”,
    “price”: 249.0,
    “rating”: 4.7,
    “stock”: 9,
    “features”: [“headless chromium”, “screenshots”, “dynamic DOM extraction”],
    “related”: [“CRW-101”, “CRW-404”],
    },
    {
    “sku”: “CRW-303”,
    “name”: “RAG Extraction Bundle”,
    “category”: “ai-data”,
    “price”: 199.0,
    “rating”: 4.9,
    “stock”: 13,
    “features”: [“clean text chunks”, “metadata capture”, “JSONL export”],
    “related”: [“CRW-101”, “CRW-505”],
    },
    {
    “sku”: “CRW-404”,
    “name”: “Anti-Fragile Session Toolkit”,
    “category”: “resilience”,
    “price”: 299.0,
    “rating”: 4.6,
    “stock”: 5,
    “features”: [“session rotation”, “state recovery”, “graceful failures”],
    “related”: [“CRW-202”, “CRW-505”],
    },
    {
    “sku”: “CRW-505”,
    “name”: “Data Export Control Plane”,
    “category”: “storage”,
    “price”: 179.0,
    “rating”: 4.5,
    “stock”: 21,
    “features”: [“datasets”, “key-value store”, “CSV and JSON export”],
    “related”: [“CRW-303”, “CRW-404″],
    },
    ]
    def layout(title, body, extra_head=””, extra_script=””):
    css = “””
    <style>
    body {
    font-family: Inter, system-ui, -apple-system, BlinkMacSystemFont, “Segoe UI”, sans-serif;
    margin: 0;
    background: #f7f7fb;
    color: #1f2430;
    }
    header {
    background: #202638;
    color: white;
    padding: 28px 40px;
    }
    nav a {
    color: #dbe7ff;
    margin-right: 18px;
    text-decoration: none;
    font-weight: 600;
    }
    main {
    max-width: 1050px;
    margin: 0 auto;
    padding: 32px;
    }
    .grid {
    display: grid;
    grid-template-columns: repeat(auto-fit, minmax(230px, 1fr));
    gap: 18px;
    }
    .card, article, .panel {
    background: white;
    border: 1px solid #e5e7ef;
    border-radius: 16px;
    padding: 20px;
    box-shadow: 0 8px 25px rgba(20, 30, 60, 0.05);
    }
    .price {
    font-size: 1.3rem;
    font-weight: 800;
    }
    .tag {
    display: inline-block;
    background: #edf2ff;
    border: 1px solid #d6e0ff;
    border-radius: 999px;
    padding: 4px 10px;
    margin: 3px;
    font-size: 0.82rem;
    }
    .stock-low {
    color: #b42318;
    font-weight: 700;
    }
    .stock-ok {
    color: #067647;
    font-weight: 700;
    }
    code, pre {
    background: #111827;
    color: #d1fae5;
    border-radius: 10px;
    }
    pre {
    padding: 16px;
    overflow-x: auto;
    }
    footer {
    padding: 30px 40px;
    color: #606779;
    }
    </style>
    “””
    return f”””
    <!doctype html>
    <html lang=”en”>
    <head>
    <meta charset=”utf-8″>
    <meta name=”viewport” content=”width=device-width, initial-scale=1″>
    <meta name=”description” content=”{title} page for a Crawlee Python tutorial demo website.”>
    <title>{title}</title>
    {css}
    {extra_head}
    </head>
    <body>
    <header>
    <h1>{title}</h1>
    <nav>
    <a href=”https://www.marktechpost.com/index.html”>Home</a>
    <a href=”https://www.marktechpost.com/products/product-crw-101.html”>Products</a>
    <a href=”https://www.marktechpost.com/docs/getting-started.html”>Docs</a>
    <a href=”https://www.marktechpost.com/blog/crawling-at-scale.html”>Blog</a>
    <a href=”https://www.marktechpost.com/dynamic.html”>Dynamic JS Page</a>
    <a href=”https://www.marktechpost.com/admin/hidden.html”>Admin</a>
    </nav>
    </header>
    <main>{body}</main>
    <footer>Local demo website generated for Crawlee Python advanced tutorial.</footer>
    {extra_script}
    </body>
    </html>
    “””
    def build_demo_site():
    write_file(
    SITE_DIR / “robots.txt”,
    “””
    User-agent: *
    Disallow: /admin/
    Allow: /
    “””,
    )
    product_cards = []
    for product in PRODUCTS:
    product_cards.append(
    f”””
    <div class=”card product-teaser” data-sku=”{product[‘sku’]}” data-category=”{product[‘category’]}”>
    <h2><a href=”https://www.marktechpost.com/products/product-{safe_slug(product[“sku’])}.html”>{product[‘name’]}</a></h2>
    <p>{product[‘category’]} crawler module with rating {product[‘rating’]}.</p>
    <p class=”price” data-price=”{product[‘price’]}”>${product[‘price’]:.2f}</p>
    <p class=”{‘stock-low’ if product[‘stock’] < 10 else ‘stock-ok’}”>Stock: {product[‘stock’]}</p>
    </div>
    “””
    )
    write_file(
    SITE_DIR / “index.html”,
    layout(
    “Crawlee Demo Commerce + Docs Hub”,
    f”””
    <section class=”panel”>
    <h2>Why this site exists</h2>
    <p>
    This local website gives us predictable pages for testing Crawlee without scraping a third-party website.
    We include static HTML pages, documentation pages, product detail pages, a blog article, robots.txt,
    and a JavaScript-rendered page.
    </p>
    </section>
    <h2>Featured crawler modules</h2>
    <section class=”grid”>
    {”.join(product_cards)}
    </section>
    <section class=”panel”>
    <h2>Internal links for recursive crawling</h2>
    <ul>
    <li><a href=”https://www.marktechpost.com/docs/getting-started.html”>Getting started guide</a></li>
    <li><a href=”https://www.marktechpost.com/docs/advanced-routing.html”>Advanced routing guide</a></li>
    <li><a href=”https://www.marktechpost.com/blog/crawling-at-scale.html”>Crawling at scale article</a></li>
    <li><a href=”https://www.marktechpost.com/dynamic.html”>JavaScript-rendered catalog</a></li>
    <li><a href=”https://www.marktechpost.com/admin/hidden.html”>Admin page blocked by robots and crawler filters</a></li>
    </ul>
    </section>
    “””,
    ),
    )
    for product in PRODUCTS:
    related_links = “\n”.join(
    f'<li><a class=”related-link” href=”https://www.marktechpost.com/products/product-{safe_slug(sku)}.html”>{sku}</a></li>’
    for sku in product[“related”]
    )
    feature_list = “\n”.join(f”<li>{feature}</li>” for feature in product[“features”])
    json_ld = json.dumps(
    {
    “@context”: “https://schema.org”,
    “@type”: “Product”,
    “sku”: product[“sku”],
    “name”: product[“name”],
    “category”: product[“category”],
    “offers”: {
    “@type”: “Offer”,
    “price”: product[“price”],
    “priceCurrency”: “USD”,
    },
    “aggregateRating”: {
    “@type”: “AggregateRating”,
    “ratingValue”: product[“rating”],
    },
    },
    indent=2,
    )
    write_file(
    SITE_DIR / “products” / f”product-{safe_slug(product[‘sku’])}.html”,
    layout(
    f”{product[‘name’]} | Product Detail”,
    f”””
    <article class=”product”
    data-sku=”{product[‘sku’]}”
    data-category=”{product[‘category’]}”
    data-rating=”{product[‘rating’]}”
    data-stock=”{product[‘stock’]}”>
    <h2 class=”product-title”>{product[‘name’]}</h2>
    <p class=”sku”>SKU: <strong>{product[‘sku’]}</strong></p>
    <p class=”category”>Category: <strong>{product[‘category’]}</strong></p>
    <p class=”price” data-price=”{product[‘price’]}”>${product[‘price’]:.2f}</p>
    <p class=”rating”>Rating: {product[‘rating’]} / 5</p>
    <p class=”{‘stock-low’ if product[‘stock’] < 10 else ‘stock-ok’}”>Stock: {product[‘stock’]}</p>
    <h3>Features</h3>
    <ul class=”features”>{feature_list}</ul>
    <h3>Related modules</h3>
    <ul>{related_links}</ul>
    </article>
    <script type=”application/ld+json”>{json_ld}</script>
    “””,
    ),
    )



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