{"id":5403,"date":"2026-01-10T14:32:00","date_gmt":"2026-01-10T14:32:00","guid":{"rendered":"https:\/\/scraping-bot.io\/blogs\/4-things-to-know-about-web-automation\/"},"modified":"2026-06-09T11:20:44","modified_gmt":"2026-06-09T11:20:44","slug":"web-automation-api","status":"publish","type":"post","link":"https:\/\/scraping-bot.io\/blogs\/web-automation-api\/","title":{"rendered":"4 Things You Need To Know About Web Automation"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5403\" class=\"elementor elementor-5403\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a17e318 e-flex e-con-boxed e-con e-parent\" data-id=\"a17e318\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c1571e elementor-widget elementor-widget-html\" data-id=\"3c1571e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<!DOCTYPE html>\r\n<html lang=\"en\">\r\n<head>\r\n<meta charset=\"UTF-8\">\r\n<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\r\n<title>Web Automation API \u2014 4 Things You Need to Know<\/title>\r\n<meta name=\"description\" content=\"Learn what a web automation API can do. Free guide with Python & Node.js examples.\">\r\n<link rel=\"canonical\" href=\"https:\/\/scraping-bot.io\/blog\/web-automation-api\">\r\n<\/head>\r\n<body>\r\n<article class=\"sb-article\">\r\n\r\n  <div class=\"sb-meta\">\r\n    <span class=\"sb-tag\">Automation<\/span>\r\n    <span class=\"sb-read-time\">10 min read &nbsp;\u00b7&nbsp; Published: 07\/05\/2026<\/span>\r\n  <\/div>\r\n\r\n  <h1>Web Automation API: 4 Things You Need to Know<\/h1>\r\n\r\n  <p class=\"sb-intro\">A <strong>web automation API<\/strong> lets you replace repetitive manual browser tasks \u2014 clicking, form filling, data extraction, and testing \u2014 with reliable, scalable code. In this guide, we cover the four things every developer needs to understand before building a <strong>web automation API<\/strong> pipeline: what it can automate, how to avoid getting blocked, and how to connect it to real-world workflows. Whether you use <a href=\"https:\/\/www.selenium.dev\" target=\"_blank\" rel=\"noopener\">Selenium<\/a>, <a href=\"https:\/\/playwright.dev\" target=\"_blank\" rel=\"noopener\">Playwright<\/a>, or a managed scraping API like Scraping-bot.io, these principles apply across all tools.<\/p>\r\n\r\n  <div class=\"sb-toc\">\r\n    <p class=\"sb-toc-title\">Table of contents<\/p>\r\n    <ol>\r\n      <li><a href=\"#testing\">Automate website testing<\/a><\/li>\r\n      <li><a href=\"#browser\">Automate browser tasks<\/a><\/li>\r\n      <li><a href=\"#blocking\">Avoid getting blocked<\/a><\/li>\r\n      <li><a href=\"#usecases\">Real-life applications<\/a><\/li>\r\n      <li><a href=\"#choosing\">Choosing the right web automation API<\/a><\/li>\r\n    <\/ol>\r\n  <\/div>\r\n\r\n  <h2 id=\"testing\">1. A web automation API lets you test websites automatically<\/h2>\r\n  <p>Web automation is an excellent asset for developers because it removes the need to manually repeat the same test scenarios dozens of times per day. Furthermore, automated tests run faster than manual ones, catch regressions earlier, and produce consistent results regardless of who runs them.<\/p>\r\n\r\n  <p>However, not all testing can be fully automated. Critical user journeys \u2014 checkout flows, payment forms, accessibility checks \u2014 still benefit from manual review. The most effective approach combines a <strong>web automation API<\/strong> for repetitive regression tests with targeted manual testing for high-risk paths.<\/p>\r\n\r\n  <h3>What automated testing covers<\/h3>\r\n  <table class=\"sb-table\">\r\n    <thead>\r\n      <tr><th>Test type<\/th><th>What it checks<\/th><th>Automation fit<\/th><\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr><td><strong>Functional tests<\/strong><\/td><td>Buttons, forms, navigation links work as expected<\/td><td>\u2705 Excellent<\/td><\/tr>\r\n      <tr><td><strong>Regression tests<\/strong><\/td><td>New deployments haven't broken existing features<\/td><td>\u2705 Excellent<\/td><\/tr>\r\n      <tr><td><strong>Performance tests<\/strong><\/td><td>Page load times, API response times under load<\/td><td>\u2705 Good<\/td><\/tr>\r\n      <tr><td><strong>Visual tests<\/strong><\/td><td>Layout, fonts, and colours render correctly<\/td><td>\u26a0\ufe0f Partial<\/td><\/tr>\r\n      <tr><td><strong>Accessibility tests<\/strong><\/td><td>Screen reader compatibility, contrast ratios<\/td><td>\u26a0\ufe0f Partial<\/td><\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n\r\n  <h3>Example: automated page health check with Python<\/h3>\r\n  <p>The following script uses Scraping-bot.io's web automation API to verify that a page loads correctly, returns a 200 status, and contains the expected H1:<\/p>\r\n\r\n  <pre><code>import requests, base64\r\nfrom bs4 import BeautifulSoup\r\n\r\nUSERNAME = \"your_username\"\r\nAPI_KEY  = \"your_api_key\"\r\ncreds    = base64.b64encode(f\"{USERNAME}:{API_KEY}\".encode()).decode()\r\n\r\ndef check_page(url, expected_h1):\r\n    r = requests.post(\r\n        \"https:\/\/api.scraping-bot.io\/scrape\/raw-html\",\r\n        headers={\"Authorization\": f\"Basic {creds}\",\r\n                 \"Content-Type\": \"application\/json\"},\r\n        json={\"url\": url, \"options\": {\"waitForNetworkIdle\": True}}\r\n    )\r\n    data = r.json()\r\n\r\n    assert data[\"statusCode\"] == 200, f\"Expected 200, got {data['statusCode']}\"\r\n    assert not data[\"captchaFound\"],  \"CAPTCHA detected \u2014 page may be blocked\"\r\n\r\n    soup = BeautifulSoup(data[\"html\"], \"html.parser\")\r\n    h1   = soup.find(\"h1\")\r\n    assert h1 and expected_h1.lower() in h1.text.lower(), \\\r\n        f\"H1 not found or incorrect: {h1.text if h1 else 'None'}\"\r\n\r\n    print(f\"\u2705 {url} \u2014 OK\")\r\n\r\ncheck_page(\"https:\/\/example.com\/product\/123\", \"Product Title\")<\/code><\/pre>\r\n\r\n  <div class=\"sb-note\">\r\n    <strong>\ud83d\udca1 Tip:<\/strong> Run this check after every deployment as part of your CI\/CD pipeline. Add it as a post-deploy step in GitHub Actions or GitLab CI to catch broken pages before users do.\r\n  <\/div>\r\n\r\n  <h2 id=\"browser\">2. A web automation API lets you automate browser tasks at scale<\/h2>\r\n  <p>Beyond testing, a web automation API can replace virtually any task a human would perform in a browser. As a result, teams save significant time on repetitive operations that would otherwise require constant manual attention.<\/p>\r\n\r\n  <h3>Common browser tasks you can automate<\/h3>\r\n  <table class=\"sb-table\">\r\n    <thead>\r\n      <tr><th>Task<\/th><th>Use case<\/th><\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr><td><strong>Data extraction<\/strong><\/td><td>Scrape product prices, listings, news, or structured content from any page<\/td><\/tr>\r\n      <tr><td><strong>Form submission<\/strong><\/td><td>Auto-fill and submit forms for lead generation or data entry workflows<\/td><\/tr>\r\n      <tr><td><strong>Content monitoring<\/strong><\/td><td>Detect changes on competitor pages, job boards, or regulatory sites<\/td><\/tr>\r\n      <tr><td><strong>Screenshot capture<\/strong><\/td><td>Generate visual snapshots of pages for archiving or visual regression testing<\/td><\/tr>\r\n      <tr><td><strong>Data transfer<\/strong><\/td><td>Move structured data between web apps without a native integration<\/td><\/tr>\r\n      <tr><td><strong>PDF generation<\/strong><\/td><td>Render pages to PDF for reporting, invoicing, or compliance archiving<\/td><\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n\r\n  <h3>Example: multi-page data extraction with Node.js<\/h3>\r\n  <p>The following Node.js script scrapes a paginated listing page, collects all items across multiple pages, and returns a structured array:<\/p>\r\n\r\n  <pre><code>const fetch = require(\"node-fetch\");\r\nconst cheerio = require(\"cheerio\");\r\n\r\nconst creds = Buffer.from(\"your_username:your_api_key\").toString(\"base64\");\r\n\r\nasync function scrapePage(url) {\r\n  const res = await fetch(\"https:\/\/api.scraping-bot.io\/scrape\/raw-html\", {\r\n    method: \"POST\",\r\n    headers: { \"Authorization\": `Basic ${creds}`,\r\n                \"Content-Type\": \"application\/json\" },\r\n    body: JSON.stringify({ url, options: { waitForNetworkIdle: true } })\r\n  });\r\n  return res.json();\r\n}\r\n\r\nasync function scrapeAllPages(baseUrl, totalPages) {\r\n  const results = [];\r\n\r\n  for (let page = 1; page <= totalPages; page++) {\r\n    const url  = `${baseUrl}?page=${page}`;\r\n    const data = await scrapePage(url);\r\n\r\n    if (data.statusCode !== 200) {\r\n      console.warn(`Skipping page ${page} \u2014 status ${data.statusCode}`);\r\n      continue;\r\n    }\r\n\r\n    const $ = cheerio.load(data.html);\r\n    $(\".listing-item\").each((_, el) => {\r\n      results.push({\r\n        title: $(el).find(\".item-title\").text().trim(),\r\n        price: $(el).find(\".item-price\").text().trim(),\r\n        url:   $(el).find(\"a\").attr(\"href\")\r\n      });\r\n    });\r\n\r\n    \/\/ Polite delay between pages\r\n    await new Promise(r => setTimeout(r, 800 + Math.random() * 700));\r\n  }\r\n\r\n  return results;\r\n}\r\n\r\nconst items = await scrapeAllPages(\"https:\/\/example.com\/listings\", 5);\r\nconsole.log(`Collected ${items.length} items`);<\/code><\/pre>\r\n\r\n  <h2 id=\"blocking\">3. Your web automation API will only work if you avoid getting blocked<\/h2>\r\n  <p>Web automation has many advantages, but it only delivers value if your requests actually reach the target page. Unfortunately, most websites actively detect and block automated traffic. Therefore, understanding the protection mechanisms you will encounter \u2014 and how to bypass them \u2014 is essential before deploying any automation at scale.<\/p>\r\n\r\n  <h3>Common blocking mechanisms<\/h3>\r\n  <table class=\"sb-table\">\r\n    <thead>\r\n      <tr><th>Protection<\/th><th>How it works<\/th><th>How Scraping-bot.io handles it<\/th><\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr><td><strong>IP rate limiting<\/strong><\/td><td>Blocks IPs that make too many requests in a short window<\/td><td>Rotating IP pool \u2014 each request can use a different IP<\/td><\/tr>\r\n      <tr><td><strong>User-agent detection<\/strong><\/td><td>Rejects requests from known bot user-agent strings<\/td><td>Realistic browser user-agents rotated automatically<\/td><\/tr>\r\n      <tr><td><strong>CAPTCHAs<\/strong><\/td><td>Challenges the client to prove it is human<\/td><td>Residential proxies (<code>premiumProxy: true<\/code>) bypass most CAPTCHAs<\/td><\/tr>\r\n      <tr><td><strong>JavaScript challenges<\/strong><\/td><td>Runs JS to fingerprint the browser before serving content<\/td><td>Full headless browser rendering via <code>waitForNetworkIdle<\/code><\/td><\/tr>\r\n      <tr><td><strong>Geo-blocking<\/strong><\/td><td>Serves different content or blocks access by country<\/td><td>Country-specific routing via the <code>country<\/code> option<\/td><\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n\r\n  <h3>Example: handling blocks gracefully in Python<\/h3>\r\n  <p>Rather than letting a blocked request silently fail, this pattern detects the block and retries with a stronger proxy configuration:<\/p>\r\n\r\n  <pre><code>import requests, base64, time\r\n\r\nUSERNAME = \"your_username\"\r\nAPI_KEY  = \"your_api_key\"\r\ncreds    = base64.b64encode(f\"{USERNAME}:{API_KEY}\".encode()).decode()\r\n\r\ndef scrape(url, premium=False):\r\n    r = requests.post(\r\n        \"https:\/\/api.scraping-bot.io\/scrape\/raw-html\",\r\n        headers={\"Authorization\": f\"Basic {creds}\",\r\n                 \"Content-Type\": \"application\/json\"},\r\n        json={\"url\": url, \"options\": {\r\n            \"premiumProxy\": premium,\r\n            \"waitForNetworkIdle\": True\r\n        }}\r\n    )\r\n    r.raise_for_status()\r\n    return r.json()\r\n\r\ndef scrape_safe(url, max_retries=3):\r\n    for attempt in range(1, max_retries + 1):\r\n        result = scrape(url, premium=(attempt > 1))  # upgrade on retry\r\n\r\n        if result[\"statusCode\"] == 200 and not result[\"captchaFound\"]:\r\n            return result\r\n\r\n        if result[\"captchaFound\"]:\r\n            print(f\"CAPTCHA on attempt {attempt} \u2014 retrying with premium proxy\")\r\n        elif result[\"statusCode\"] == 429:\r\n            print(f\"Rate limited on attempt {attempt} \u2014 waiting before retry\")\r\n            time.sleep(2 ** attempt)  # exponential backoff\r\n        else:\r\n            print(f\"Attempt {attempt} failed with status {result['statusCode']}\")\r\n\r\n    raise RuntimeError(f\"All {max_retries} attempts failed for {url}\")\r\n\r\ndata = scrape_safe(\"https:\/\/example.com\/protected-page\")<\/code><\/pre>\r\n\r\n  <div class=\"sb-note\">\r\n    <strong>\ud83d\udca1 Best practice:<\/strong> Always start with <code>premiumProxy: false<\/code> to conserve credits. Only escalate to <code>premiumProxy: true<\/code> automatically on a <code>captchaFound: true<\/code> response or a <code>403<\/code> status code.\r\n  <\/div>\r\n\r\n  <h2 id=\"usecases\">4. A web automation API has many real-life applications<\/h2>\r\n  <p>Now that you understand the mechanics, here are the most impactful real-world applications teams are building today with a web automation API.<\/p>\r\n\r\n  <h3>Price and content monitoring<\/h3>\r\n  <p>Retailers and analysts use web automation to track competitor pricing, stock availability, and promotional changes in real time. Instead of checking pages manually, a scheduled script collects the data and triggers an alert the moment something changes.<\/p>\r\n\r\n  <pre><code>from bs4 import BeautifulSoup\r\n\r\ndef get_price(url):\r\n    data = scrape_safe(url)\r\n    soup = BeautifulSoup(data[\"html\"], \"html.parser\")\r\n    return float(\r\n        soup.select_one(\".product-price\")\r\n            .text.strip()\r\n            .replace(\"\u20ac\", \"\")\r\n            .replace(\",\", \".\")\r\n    )\r\n\r\ncurrent_price  = get_price(\"https:\/\/example-shop.com\/product\/456\")\r\nprevious_price = 29.99  # loaded from your database\r\n\r\nif current_price != previous_price:\r\n    print(f\"Price changed: {previous_price} \u2192 {current_price}\")\r\n    # trigger Slack alert or update database<\/code><\/pre>\r\n\r\n  <h3>Lead generation and CRM enrichment<\/h3>\r\n  <p>Sales teams use web automation to enrich prospect records automatically \u2014 pulling company size, industry, contact details, and technology stack from public pages and pushing the structured data directly into their CRM.<\/p>\r\n\r\n  <h3>Automated reporting and archiving<\/h3>\r\n  <p>Compliance and legal teams use web automation to snapshot pages at regular intervals, creating a timestamped archive of public content \u2014 useful for regulatory monitoring, competitive intelligence, and litigation support.<\/p>\r\n\r\n  <h3>CI\/CD pipeline integration<\/h3>\r\n  <p>Engineering teams embed web automation API calls into their deployment pipelines to verify that every new release renders correctly in production before traffic is switched over. Consequently, broken deployments are caught automatically rather than reported by users.<\/p>\r\n\r\n  <h2 id=\"choosing\">5. Choosing the right web automation API<\/h2>\r\n  <p>Not all web automation APIs are equal. Specifically, the right choice depends on whether you need full JavaScript rendering, proxy rotation, or simple static HTML extraction. Here is how the main options compare:<\/p>\r\n\r\n  <table class=\"sb-table\">\r\n    <thead>\r\n      <tr><th>Capability<\/th><th>Simple HTTP client<\/th><th>Headless browser (self-hosted)<\/th><th>Scraping-bot.io API<\/th><\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr><td>Static HTML extraction<\/td><td>\u2705<\/td><td>\u2705<\/td><td>\u2705<\/td><\/tr>\r\n      <tr><td>JavaScript rendering<\/td><td>\u274c<\/td><td>\u2705<\/td><td>\u2705<\/td><\/tr>\r\n      <tr><td>CAPTCHA bypass<\/td><td>\u274c<\/td><td>\u274c<\/td><td>\u2705<\/td><\/tr>\r\n      <tr><td>Rotating proxies<\/td><td>\u274c<\/td><td>\u274c (manual setup)<\/td><td>\u2705<\/td><\/tr>\r\n      <tr><td>Geo-location routing<\/td><td>\u274c<\/td><td>\u274c (manual setup)<\/td><td>\u2705<\/td><\/tr>\r\n      <tr><td>Infrastructure to maintain<\/td><td>None<\/td><td>High<\/td><td>None<\/td><\/tr>\r\n      <tr><td>Time to first request<\/td><td>Minutes<\/td><td>Hours \/ days<\/td><td>Minutes<\/td><\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n\r\n  <p>In short, a self-hosted headless browser gives you full control but requires significant infrastructure work. By contrast, Scraping-bot.io's web automation API gives you the same rendering capabilities out of the box \u2014 with proxy rotation, CAPTCHA handling, and geo-routing included \u2014 so you can focus on your data pipeline rather than your scraping infrastructure.<\/p>\r\n\r\n  <div class=\"sb-note\">\r\n    <strong>\ud83d\udca1 Get started free:<\/strong> Scraping-bot.io offers <strong>100 free credits per month<\/strong> \u2014 no payment information required. Sign up at <a href=\"https:\/\/scraping-bot.io\" target=\"_blank\" rel=\"noopener\">scraping-bot.io<\/a> and make your first web automation API call in under five minutes.\r\n  <\/div>\r\n\r\n<\/article>\r\n\r\n<style>\r\n.sb-article { max-width: 800px; margin: 0 auto; font-family: inherit; color: inherit; line-height: 1.7; }\r\n.sb-article h1 { font-size: 28px; font-weight: 700; margin: 0 0 1.25rem; line-height: 1.3; }\r\n.sb-meta { display: flex; align-items: center; gap: 12px; margin-bottom: 1.5rem; flex-wrap: wrap; }\r\n.sb-tag { background: #e6f1fb; color: #185fa5; font-size: 12px; padding: 4px 12px; border-radius: 6px; font-weight: 500; }\r\n.sb-read-time { font-size: 13px; color: #888; }\r\n.sb-intro { font-size: 16px; border-left: 3px solid #378add; padding-left: 1rem; color: #444; margin-bottom: 2rem; }\r\n.sb-toc { background: #f8f8f8; border: 1px solid #e8e8e8; border-radius: 8px; padding: 1rem 1.5rem; margin-bottom: 2rem; }\r\n.sb-toc-title { font-size: 13px; font-weight: 600; color: #666; margin: 0 0 8px; text-transform: uppercase; letter-spacing: 0.05em; }\r\n.sb-toc ol { margin: 0; padding-left: 1.25rem; }\r\n.sb-toc li { font-size: 14px; padding: 3px 0; }\r\n.sb-toc a { color: #185fa5; text-decoration: none; }\r\n.sb-toc a:hover { text-decoration: underline; }\r\n.sb-article h2 { font-size: 22px; font-weight: 600; margin: 2.5rem 0 0.75rem; border-bottom: 1px solid #eee; padding-bottom: 0.5rem; }\r\n.sb-article h3 { font-size: 17px; font-weight: 600; margin: 1.5rem 0 0.5rem; }\r\n.sb-article p { margin: 0 0 1rem; }\r\n.sb-article ul, .sb-article ol { margin: 0 0 1rem; padding-left: 1.5rem; }\r\n.sb-article li { margin-bottom: 6px; }\r\n.sb-article pre { background: #1e1e1e; color: #d4d4d4; border-radius: 8px; padding: 1.25rem; overflow-x: auto; margin: 1rem 0 1.5rem; }\r\n.sb-article code { font-family: 'Courier New', monospace; font-size: 13px; line-height: 1.6; }\r\n.sb-article p code { background: #f4f4f4; padding: 2px 6px; border-radius: 4px; font-size: 13px; color: #c7254e; }\r\n.sb-table { width: 100%; border-collapse: collapse; margin: 1rem 0 1.5rem; font-size: 14px; }\r\n.sb-table th { text-align: left; padding: 10px 14px; background: #f4f4f4; font-weight: 600; border-bottom: 2px solid #ddd; }\r\n.sb-table td { padding: 10px 14px; border-bottom: 1px solid #eee; }\r\n.sb-table tr:last-child td { border-bottom: none; }\r\n.sb-note { background: #fffbea; border: 1px solid #f0e28a; border-radius: 8px; padding: 1rem 1.25rem; margin: 1rem 0 1.5rem; font-size: 14px; color: #5a4a00; }\r\n<\/style>\r\n<\/body>\r\n<\/html>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>&nbsp; Automation 10 min read \u00a0\u00b7\u00a0 Published: 07\/05\/2026 Web Automation API: 4 Things You Need to Know A web automation API lets you replace repetitive manual browser tasks \u2014 clicking, form filling, data extraction, and testing \u2014 with reliable, scalable code. In this guide, we cover the four things every developer needs to understand before [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":6303,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[6],"tags":[],"class_list":["post-5403","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-web-scraping-in-general"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.5 (Yoast SEO v27.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Web Automation API \u2014 4 Things You Need to Know<\/title>\n<meta name=\"description\" content=\"Learn what a web automation API can do: automated, browser task automation, anti-block techniques and real-life use cases. Python &amp; Node.js\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/scraping-bot.io\/blogs\/web-automation-api\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"4 Things You Need To Know About Web Automation\" \/>\n<meta property=\"og:description\" content=\"Learn what a web automation API can do: automated, browser task automation, anti-block techniques and real-life use cases. 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