Python Tutorial 13 for Growth Hacker & Digital Marketer – Scrape Instagram Email, Followers, Posts, and More Using Selenium, BeautifulSoup, and JSON

Search keyword volume tells us the trend of up and down implying the customer end demand momentum. It reflects the information, content and products that are demandable as well. Instagram is one of the most ideal places to understand how the business creates content and engages with audiences. It’s not surprising that most people are looking for a more efficient way to fetch the data and learn insights. You can use Python, or a software, or even manually collect. The answer is obvious. It’s because good value for money and time is the evergreen strategy.

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In the previous Python Tutorial chapter, I walked you through how to scrape the potential Instagram partners by using hashtags and selenium. Basically, you are able to collect a list of hundreds of candidates by just spending 10 mins. Of course, this will not be the ending. It’s because learning trending content, monitoring your competitor’s latest activities, and automating the communication must be the next step.

So in this Python Tutorial for digital marketers, I would walk you through two methods to collect the Instagram user profile data. One is to continue using selenium arguments and syntax. The other is to use Beautifulsoup and JSON, apart from Selenium. By the end of this article, you can learn the logic to write the script, and of course, collect all the information in a single excel sheet.

Python Tutorial – Open and Read the Fetched Links in a CSV File

In the previous Python Tutorial, we have saved all the fetched Instagram hashtag’s post links, post likes, and the user IG profile link. So you can reuse the CSV file, and generate all the Instagram user profile links you are going to scrape.

Here are the codes to read the links. csv_reading [1] means the second column in the sheet is your scraping objective. It’s because 0 represents the first and 1 represents the second in computer science.

with open('dafdsfere.csv','r') as csv_file:
csv_reading = csv.reader(csv_file)

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In the sublime text, it represents working if you can print csv_reading and see the result of this KOL profile list.

Being said that, I am not going to highlight how to use selenium to login into your Instagram account and scrape. If you are interested in it, please check out the previous article of Python Tutorial chapter 12.

Python Tutorial for Digital Marketer 12 – Using Hashtags to Scrape Top Instagram Posts and Instagram Users

Python Tutorial – Method of Selenium find_element_by_xpath Argument

Now it’s time to scrape the data we want. First thing, we need to create a loop and only click through the column. Then, you can use selenium syntax to open the links. Below are the codes

for line in csv_reading:
links = line[1]
Page = driver.get(links)
except Exception as e:
Page = None

Secondly, you can inspect the object and copy the XPath. It’s for the purpose to lock the position and fetch the objective data. It’s the same as our previous approach.

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Take the posts and followers for example. Post-XPath and follower XPath are listed below


So we can use find_element_by_xpath to fetch the data and use the text syntax to get the numbers.

PostNumber = driver.find_element_by_xpath('//*[@id="react-root"]/section/main/div/header/section/ul/li[1]/span/span')

PostNumber2 = PostNumber.text

FollowerNumber = driver.find_element_by_xpath('//*[@id="react-root"]/section/main/div/header/section/ul/li[2]/a/span')

FollowerNumber2 = FollowerNumber.text

Last but not least, you need to append the data and generate a CSV file by using pandas. For more details, please check out the chapter 12 article.

Python Tutorial – Use Selenium, BeautifulSoup, and JSON method

The cons in the above section are you can’t find the email element. It’s because only the mobile version shows the email contact button. And not all of the users show the email address in their profile.

For easier fetching user data, you can refer to Instagram JSON. This approach is very similar to fetch Shopify product data we discussed previously.

Adding ?__a=1 behind Instagram’s user profile URL can show you the JSON data structure. I take this IG user for example. Basically, you can find what elements are open to access via API JSON. For example, they are emails, posts, followers, photos, external URLs, etc.

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Regarding the Python script, the lines of coding are very similar to fetching by using the selenium find by XPath method. It’s different after defining the looping section.

Core lines of coding

First of all, you need to click through the URL links with additional parameters. So then, you need to convert the source code into an organized and JSON format by using beautiful soup and JSON. Here are the codings

for line in csv_reading:
links = line[1]

page = driver.get(links + "?__a=1")

soup = BeautifulSoup(driver.page_source, "html.parser").get_text()

jsondata = json.loads(soup)

Then, it’s very similar to fetch Shopify product data. You need to find the path of each element data you aim to fetch, and then create the codings. Below is an example to fetch the biography data.

biography = jsondata["graphql"]["user"]["biography"]

Last but not least, you can print a biography to see if it’s working. If it’s working, you can append the column data and save it as a CSV file. Here is a sample if you use the codings and generate the fetch data.

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Full Python Script of Instagram Email Scraper

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