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Freedom251 › Blog › Indian coaching institutes

How to Generate Website Thumbnails for a List of Indian Coaching Institute Websites

By Freedom251 Team · · 6 min read

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Use a browser screenshot for each URL, with the same viewport, image format and wait strategy across the list. Playwright is a flexible do-it-yourself option: read and validate the URLs, capture each page, and save a matching filename. For repeated or larger batches, a screenshot API can take some browser setup off your hands.

Choose a consistent thumbnail profile

A webpage thumbnail is a browser-rendered screenshot, not a page preview generated from its URL alone. Decide what you want the images to show before capturing them: a standard viewport is usually easier to compare in a directory, while a full-page capture includes content below the fold. That distinction is based on the available capture modes, not on testing these particular sites.

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  • Viewport: Set one width and height for every page. Use a desktop profile for a directory intended for desktop viewing, or a mobile profile if the directory is meant to represent phone layouts.
  • Format: Choose one image format and use it throughout the batch. The Playwright examples below save PNG files; other tools may offer additional formats.
  • Wait strategy: Use the same navigation wait condition and, if needed, the same short delay for every URL. Dynamic pages can render differently, so inspect a sample rather than assuming navigation completion means every visual element has appeared.
  • Names: Keep each original URL associated with its output filename, for example in a CSV or JSON manifest. This makes it possible to identify redirects, failures and images later.

Playwright documents viewport, element and full-page capture in its screenshot tool documentation, and screenshot output to a file or buffer in its screenshots documentation.

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Generate thumbnails locally with Playwright

The example below uses Node.js and Playwright. It reads one URL per line from urls.txt, creates a thumbnails directory, and saves a viewport PNG for each URL. It also records per-URL errors in the terminal and continues to the next site.

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1. Install Playwright

  1. Install a current Node.js release suitable for your environment.
  2. In a new project directory, run npm init -y.
  3. Install Playwright with npm install playwright, then install its browser with npx playwright install chromium.

2. Prepare the URL list

Create urls.txt with one complete URL per line. Include the scheme, such as https://example.in. Blank lines and lines beginning with # are ignored. The script does not establish whether a site permits automated capture or reuse of its images; check the applicable site terms and rules for your intended use.

3. Save and run the capture script

const fs = require('node:fs/promises');
const path = require('node:path');
const { chromium } = require('playwright');

const inputFile = process.argv[2] || 'urls.txt';
const outputDir = process.argv[3] || 'thumbnails';
const width = 1280;
const height = 800;

function safeName(url, index) {
  const host = new URL(url).hostname.replace(/^www./, '');
  const slug = host.toLowerCase().replace(/[^a-z0-9.-]+/g, '-');
  return `${String(index).padStart(3, '0')}-${slug}.png`;
}

async function main() {
  const lines = (await fs.readFile(inputFile, 'utf8'))
    .split(/r?n/)
    .map(line => line.trim())
    .filter(line => line && !line.startsWith('#'));

  const urls = [];
  for (const line of lines) {
    try {
      const parsed = new URL(line);
      if (!['http:', 'https:'].includes(parsed.protocol)) throw new Error('Use http or https');
      urls.push(parsed.href);
    } catch (error) {
      console.error(`Skipping invalid URL: ${line} (${error.message})`);
    }
  }

  await fs.mkdir(outputDir, { recursive: true });
  const browser = await chromium.launch({ headless: true });
  const results = [];

  try {
    for (const [index, url] of urls.entries()) {
      const page = await browser.newPage({ viewport: { width, height }, deviceScaleFactor: 1 });
      const file = safeName(url, index + 1);
      try {
        const response = await page.goto(url, { waitUntil: 'domcontentloaded', timeout: 45000 });
        await page.waitForTimeout(1500);
        await page.screenshot({ path: path.join(outputDir, file), type: 'png' });
        const status = response ? response.status() : 'no main response';
        console.log(`Saved ${file} | ${status} | ${page.url()}`);
        results.push({ input: url, finalUrl: page.url(), file, status, error: null });
      } catch (error) {
        console.error(`Failed ${url}: ${error.message}`);
        results.push({ input: url, finalUrl: page.url(), file: null, status: null, error: error.message });
      } finally {
        await page.close();
      }
    }
  } finally {
    await browser.close();
  }

  await fs.writeFile('thumbnail-results.json', JSON.stringify(results, null, 2));
  console.log(`Finished ${urls.length} URL(s); see thumbnail-results.json for outcomes.`);
}

main().catch(error => {
  console.error(error);
  process.exitCode = 1;
});

Run node capture.js urls.txt thumbnails (save the code as capture.js). The script uses a 1280 × 800 viewport, waits for the DOM content to load and then waits 1.5 seconds before taking a screenshot. Those are example settings, not tested optimal values for coaching institute sites. Increase the delay or use a different wait condition only if review shows the pages need it.

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Viewport versus full page

To capture the entire scrollable page instead, change the screenshot call to await page.screenshot({ path: path.join(outputDir, file), type: 'png', fullPage: true });. A long page may produce an image that is too tall for a compact thumbnail grid. Playwright also supports capturing a specific element; consult its documentation for the relevant API and adjust the script if every site shares a suitable selector. A selector that is not present on a site will need error handling.

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Review failures and keep the batch reliable

The script records an outcome for each valid URL, but it does not guarantee a useful screenshot for every site. A page may redirect, display an error, take longer than the timeout, or need more time for images and other dynamic content. No specific coaching institute website was tested for this article.

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  • Open a sample of the saved PNGs at their intended display size; confirm the page is visible and the framing is useful.
  • Check thumbnail-results.json for the final URL, HTTP status where available, and any navigation or screenshot error.
  • Retry only the failed or visibly incomplete pages with a longer timeout or adjusted wait strategy, rather than slowing every capture unnecessarily.
  • Keep the manifest alongside the images so duplicate hostnames, redirects and failed captures can be traced to their original input URLs.

Or skip the browser setup

ScreenshotNeo is a hosted website screenshot API and MCP server. To capture one URL, sign up for an access key and run this cURL request (replace the target URL as needed):

curl -G "https://api.screenshotneo.com/v1/shot" -d access_key=YOUR_API_KEY --data-urlencode url=https://stripe.com -o shot.webp

See the ScreenshotNeo API documentation for request options. For a list of URLs, submit captures in your own loop or integration; ScreenshotNeo supports bulk capture of up to 100 URLs per call. Cookie banners are accepted as a visitor and removed along with 60+ known consent platforms, newsletter popups and chat widgets before capture; each of those steps can be turned off. Bot checks or CAPTCHAs, blank pages, timeouts, failed loads and cache hits are not billed, and responses indicate the page verdict and billing status in headers. An MCP server provides take_screenshot, get_page_info and capture_pdf tools for AI agents. The free plan includes 1,000 screenshots per month with no card; paid plans start at $5 for 3,000 screenshots.

Sign up for ScreenshotNeo’s free plan to start with 1,000 screenshots a month and no card.

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When a hosted batch service is worth considering

Hosted tools can reduce the work of managing browser infrastructure and may offer queued processing. AddScreenshots describes asynchronous bulk processing for URL lists in its API documentation. Site-Shot advertises desktop, tablet and mobile captures and country options at its service page; check current availability and plan terms before relying on those options. Capture 815 describes bulk website screenshots and an API at its service page. These are provider descriptions, not independent performance tests, and the available batch size, per-URL error reporting, storage and retries should be confirmed with each provider before adoption.

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Practical checks before publishing the thumbnails

  • Confirm your output dimensions and format fit the directory, report or application where images will appear.
  • Review licensing, site terms and applicable jurisdiction for both automated capture and the planned use of screenshots.
  • For a hosted service, check current request limits, pricing, retention, storage location and API-key handling directly with the provider.
  • Do not treat a successful image file as proof that the intended page content loaded; inspect representative outputs and use the recorded final URLs and statuses.

Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.

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