The Web Scraping Pack — 120 Prompts for Extraction, Selectors, Anti-Block & Data Cleanup
125 copy-paste scraping prompts, selector patterns, pagination playbooks, anti-block checklists and data-cleanup rules for agent builders and data freelancers — turn any website into structured data without getting blocked. Every item uses [bracket] placeholders and works as-is in your agent or LLM. Built for AI builders, agent developers and AI teams: ready-to-use templates that save hours of drafting and keep every message on-brand. Plug-and-play formats with [bracket] placeholders, so you go from template to finished in minutes. Written in clear, natural language that works as-is — professional results without the blank-page struggle.
WHEN TO USE THIS
When: I need to pull product prices or listings from a website regularly
For example: Copy the price-tracking snapshot prompt, drop in the product URL, and get a clean JSON line of price, currency and timestamp every day.
When: My scraper keeps getting blocked or returning empty pages
For example: Run the pre-flight checklist and the anti-block rules — realistic headers, pacing, block-page detection — before the next run.
When: I need the right CSS selector for a tricky page element
For example: Search the 25 selector cheat patterns for lazy images, prices, dates or pagination and paste the pattern into Playwright or BeautifulSoup.
When: Scraped data comes back messy with symbols and mixed formats
For example: Apply the data-cleaning rules to normalise prices to numbers, dates to ISO format and URLs to absolute links before export.
# The Web Scraping Pack — 120 Prompts for Extraction, Selectors, Anti-Block & Data Cleanup **Who this is for:** AI agent builders, growth hackers, data freelancers, and indie hackers who pull structured data from websites without getting blocked — and need copy-paste task prompts, selector patterns, and anti-block checklists they can use today. **How to use:** Copy any prompt into your agent or LLM, replace the `[bracket]` placeholders with your target, and run it. Selector patterns work in Playwright, Puppeteer, BeautifulSoup, and any CSS/XPath tool. Checklists go before every scrape. --- ## PART 1 — 40 Scraping Task Prompts 1. **Single page field extraction.** "Extract from this page's HTML: [field list, e.g. title, price, SKU, stock status]. Return a JSON object with exactly these keys. The page URL is [URL]." 2. **Table scrape.** "Find every HTML table on [URL] whose header contains [keyword, e.g. price]. Convert each matching table to rows of JSON objects, one object per data row." 3. **List-card scrape.** "This page shows cards for [item type, e.g. job postings]. Extract one record per card: [fields]. Ignore sponsored cards marked [marker text]. URL: [URL]." 4. **Product details.** "Scrape [URL]. Return: name, current price, original price if present, rating, review count, image URL of the main product photo, and a 2-sentence description." 5. **Price tracking snapshot.** "Capture from [URL]: product name, price, timestamp [datetime], and currency. Save in one JSON
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SELLER
PackVault sells ready-to-send marketing script packs for home-service contractors and local businesses: plumbers, HVAC and heating-cooling companies, electricians, roofers, solar installers, pest control, landscapers, cleaners, painters, remodelers and 100+ more trades — plus plug-and-play business template packs for sales teams, HR, support, marketers and creators (cold outreach scripts, email sequences, SOPs, meeting templates, SEO prompts, AI prompts). Every pack holds 100-150 complete, original templates with [bracket] placeholders, written in plain simple English, delivered instantly on purchase. New packs published daily.
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