Example of how Python helps with keyword clustering
Retrieve search results with an API
To start, we need to find the current search results from the list of keywords. There are several APIs that can help with this. Scraping the search results page yourself is quite complex with Python. Especially since the costs of these APIs are relatively low and their operation is a lot more reliable, this is the best choice.
In my example I use the SerpAPI API
This has Turkey Phone Number free trial for up to one hundred searches and is then paid. You can easily recover the costs when you find out how much time this saves in practice.
You can choose to use a different API or scrape the search results yourself. Even then you can just use the rest of the script, but you will have to rewrite the first part.
Keyword clustering script with SerpAPI – Source: SerpAPI homepage
Compare and bundle data
The data received from the per keyword. These are the Afghanistan Phone Number List links from the organic results of the keyword search results. The script then compares the results of these keywords. If there is an overlap, these are combined in a separate dictionary.
