Colly is a popular web scraping framework for Go (Golang) that is designed to simplify the process of scraping content from websites. However, out of the box, Colly does not handle JavaScript because it does not include a JavaScript rendering engine. Websites that rely heavily on JavaScript to load content or to generate HTML dynamically can be challenging for web scrapers that do not execute JavaScript.
For JavaScript-heavy websites, the content you want to scrape may not be present in the initial HTML source that Colly fetches. Instead, it is generated client-side after the JavaScript is executed in the browser. Since Colly does not execute JavaScript, it will not be able to access that content directly.
To scrape JavaScript-heavy websites with Colly, you would typically need to combine it with another tool that can render JavaScript. One common approach is to use a headless browser like Chromium with a tool like Puppeteer (for Node.js) or Selenium with a WebDriver for Chrome or Firefox. These tools can control a browser programmatically, allowing you to load and interact with pages as a user would, including executing JavaScript.
Here's a conceptual overview of how you might use Colly in combination with a headless browser to scrape a JavaScript-heavy website:
- Use the headless browser to navigate to the page you want to scrape.
- Wait for the necessary JavaScript to execute and the content to load.
- Retrieve the fully rendered HTML from the headless browser.
- Pass the rendered HTML to Colly to parse and extract the data.
As an example (note that this is a conceptual example and not a working implementation):
package main
import (
"context"
"fmt"
"log"
"github.com/chromedp/chromedp"
"github.com/gocolly/colly"
)
func main() {
// Context for headless browser
ctx, cancel := chromedp.NewContext(context.Background())
defer cancel()
// Navigate to the page and wait for the selector that indicates JavaScript content is loaded
var renderedHTML string
err := chromedp.Run(ctx,
chromedp.Navigate(`https://example.com`), // replace with JavaScript-heavy website URL
chromedp.WaitVisible(`#dynamic-content`, chromedp.ByID), // replace with the appropriate selector
chromedp.OuterHTML("html", &renderedHTML),
)
if err != nil {
log.Fatal(err)
}
// Create a new collector
c := colly.NewCollector()
// On every HTML element which has the class "item" call the callback function
c.OnHTML(".item", func(e *colly.HTMLElement) {
fmt.Println("Item found:", e.Text)
})
// Use the rendered HTML with Colly
err = c.LoadHTML(renderedHTML)
if err != nil {
log.Fatal(err)
}
// Start scraping
c.Visit(`https://example.com`) // replace with JavaScript-heavy website URL
}
In this example, we use chromedp
to control a headless Chrome browser to navigate to a page and wait for JavaScript to execute. Then, we get the rendered HTML and pass it to Colly for scraping.
If you need to scrape JavaScript-heavy websites frequently, you might want to consider using a scraping tool that inherently supports JavaScript execution, such as Puppeteer or Playwright. These tools are designed to work with modern web applications that rely heavily on JavaScript.