Web scraping is useful to programmatically extract data from websites. Often you need to scrape multiple pages from a site to gather complete information. In this article, we'll see how to scrape multiple pages in Scala using the HTTP client and XML libraries.
Prerequisites
To follow along, you'll need:
libraryDependencies += "org.scala-lang.modules" %% "scala-xml" % "2.0.0"
libraryDependencies += "org.scalaj" %% "scalaj-http" % "2.4.2"
Import Libraries
We'll need the following imports:
import scalaj.http._
import scala.xml._
Define Base URL
—
We'll scrape a blog -
<https://copyblogger.com/blog/>
<https://copyblogger.com/blog/page/2/>
<https://copyblogger.com/blog/page/3/>
Let's define the base URL pattern:
val baseUrl = "<https://copyblogger.com/blog/page/%d/>"
The
Specify Number of Pages
Next, we'll specify how many pages to scrape. Let's scrape the first 5 pages:
val numPages = 5
Loop Through Pages
We can now loop from 1 to
for (page <- 1 to numPages) {
// Construct page URL
val url = baseUrl.format(page)
// Code to scrape each page
}
Send Request and Parse HTML
Inside the loop, we'll send a GET request and parse the HTML:
val response = Http(url).asString
val html = XML.loadString(response.body)
This gives us an XML node to extract data from.
Extract Data
Now within the loop we can use XPath expressions to extract data from each page:
val articles = html \\ "article"
for (article <- articles) {
// Extract data from article
val title = (article \\ "h2[@class='entry-title']") text
val url = (article \\ "a[@class='entry-title-link']/@href") text
val author = (article \\ "div[@class='post-author']/a") text
// Print extracted data
println(s"Title: $title")
println(s"URL: $url")
println(s"Author: $author")
}
Full Code
Our full code to scrape 5 pages is:
import scalaj.http._
import scala.xml._
object WebScraper extends App {
val baseUrl = "https://copyblogger.com/blog/page/%d/"
val numPages = 5
for (page <- 1 to numPages) {
val url = baseUrl.format(page)
val response = Http(url).asString
val html = XML.loadString(response.body)
val articles = html \ "article"
for (article <- articles) {
val title = (article \ "h2[@class='entry-title']") text
val url = (article \ "a[@class='entry-title-link']/@href") text
val author = (article \ "div[@class='post-author']/a") text
val categories = (article \ "div[@class='entry-categories']/a") map(_.text)
println(s"Title: $title")
println(s"URL: $url")
println(s"Author: $author")
println(s"Categories: $categories")
}
}
}
This allows us to scrape and extract data from multiple pages sequentially. The code can be extended to scrape any number of pages.
Summary
Web scraping enables collecting large datasets programmatically. With the techniques here, you can scrape and extract information from multiple pages of a website in Scala.
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