Web Scraping Google Scholar in Go

Jan 21, 2024 · 7 min read

Google Scholar is an excellent source of academic papers and research. In this article, we'll go through code to scrape Google Scholar search results using Go. The code searches for "transformers", then extracts key data like title, URL, authors, and abstract for each search result.

This is the Google Scholar result page we are talking about…

We'll dive deep into how it works - explaining each step clearly for beginners.


Let's first look at the imports:

import (

These provide the key functionality we need:

  • fmt: Print formatted output
  • log: Log errors
  • net/http: Make HTTP requests to web pages
  • strings: String manipulation
  • goquery: Parse and scrape HTML pages
  • Main Function

    The main() function handles the key workflow:

    func main() {
        // Define Google Scholar URL
        url := "<https://scholar.google.com/scholar?hl=en&as_sdt=0%2C5&q=transformers&btnG=>"
        // Set User-Agent header
        headers := map[string]string{
            "User-Agent": "Mozilla/5.0...",
        // Make GET request
        resp, err := http.Get(url)
        // Check if status code is 200 OK
        if resp.StatusCode == 200 {
            // Parse HTML using goquery
            doc, err := goquery.NewDocumentFromReader(resp.Body)
            // Find search results
            doc.Find(".gs_ri").Each(func(i int, s *goquery.Selection) {
                // Extract data from each search result
                // And print

    Let's break this down:

    1. Define URL: We define the Google Scholar URL to search for "transformers".
    2. Set User-Agent header: We set a browser User-Agent header to mimic a real user.
    3. Make GET request: We use net/http to make the GET request to the URL.
    4. Check status code: We check if the status code in the response is 200 OK.
    5. Parse HTML with goquery: If status is OK, we parse the HTML content using goquery.
    6. Find search results: We use a CSS selector to find all search result blocks.
    7. Extract data & print: We loop through each search result block to extract and print data.

    Next we'll dive deep into extracting data from each search result.

    Scraping Each Search Result

    Inspecting the code

    You can see that the items are enclosed in a

    element with the class gs_ri

    The key part is using goquery to find search result elements on the page and extract data:

    doc.Find(".gs_ri").Each(func(i int, s *goquery.Selection) {
        // Extract title, URL, authors, abstract for each result

    Let's understand this:

    CSS Selectors

    We use the .Find() function along with a CSS selector to locate elements.

    A CSS selector is like an address that uniquely identifies elements on a web page.

    Here we use selector .gs_ri to find all elements with class="gs_ri". This matches the search result containers.

    Looping Through Results

    The .Each() function loops through all matching elements, so we can extract data from each search result.

    We get a pointer s to the current search result element.

    Extracting Title & URL

    Let's see how the title and URL are extracted:

    titleElem := s.Find("h3.gs_rt")
    title := titleElem.Text()
    url, _ := titleElem.Find("a").Attr("href")

    We first find the

    element with class gs_rt inside current search result. This contains title and link.

    We use .Text() function to extract just the text within - i.e. the paper's title.

    For URL, we dig into the tag and get the href attribute using .Attr() function.

    So it selects:

    And extracts the title text and URL separately.

    Authors & Abstract

    Similarly, authors are extracted using the .gs_a selector:

    And the abstract using .gs_rs selector:

    So goquery allows easily drilling down and extracting any data from elements.

    Printing Output

    Finally, we print out all the extracted info - title, URL, authors, abstract:

    This gives us nicely structured data for each search result.

    The process then repeats for every result on the page by looping through .Each()

    Full Code

    For easy reference, here is the complete code:

    package main
    import (
    func main() {
    	// Define the URL of the Google Scholar search page
    	url := "https://scholar.google.com/scholar?hl=en&as_sdt=0%2C5&q=transformers&btnG="
    	// Define a User-Agent header
    	headers := map[string]string{
    		"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/98.0.4758.102 Safari/537.36",
    	// Send a GET request to the URL with the User-Agent header
    	client := &http.Client{}
    	req, err := http.NewRequest("GET", url, nil)
    	if err != nil {
    	for key, value := range headers {
    		req.Header.Add(key, value)
    	// Check if the request was successful (status code 200)
    	resp, err := client.Do(req)
    	if err != nil {
    	defer resp.Body.Close()
    	if resp.StatusCode == 200 {
    		// Parse the HTML content of the page using goquery
    		doc, err := goquery.NewDocumentFromReader(resp.Body)
    		if err != nil {
    		// Find all the search result blocks with class "gs_ri"
    		doc.Find(".gs_ri").Each(func(i int, s *goquery.Selection) {
    			// Extract the title and URL
    			titleElem := s.Find("h3.gs_rt")
    			title := titleElem.Text()
    			url, _ := titleElem.Find("a").Attr("href")
    			// Extract the authors and publication details
    			authorsElem := s.Find("div.gs_a")
    			authors := authorsElem.Text()
    			// Extract the abstract or description
    			abstractElem := s.Find("div.gs_rs")
    			abstract := abstractElem.Text()
    			// Print the extracted information
    			fmt.Println("Title:", title)
    			fmt.Println("URL:", url)
    			fmt.Println("Authors:", authors)
    			fmt.Println("Abstract:", abstract)
    			fmt.Println(strings.Repeat("-", 50)) // Separating search results
    	} else {
    		fmt.Println("Failed to retrieve the page. Status code:", resp.StatusCode)

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