In this post, I will explain how to use GSC (Google Search Console) API with Python Script to identify the outliers in Search Impressions & Search Clicks data. Outliers here means Anomalies in the data. i.e. query you received impressions or clicks for unusally. Let’s say there are X number of queries you receive clicks … Read more
Ever wondered what Carbon Footprint your webpage left behind? Let’s first establish what a Carbon Footprint is. In the words of Emich.edu A carbon footprint is the total greenhouse gas (GHG) emissions caused directly and indirectly by an individual, organization, event or product. The internet consumes a lot of electricity and the same electricity (at … Read more
Wikipedia has covered pretty much every topic your mind can conceive. Another thing Wikipedia is good at is internally linking from one page to another. Wouldn’t it be great to have this corpus of knowledge as a reference point? I was doing some research & found out that there happens to be a Wikipedia API … Read more
Vector Embeddings are all the rage in SEO right now. Since LLMs like ChatGPT & Google AIO came into the picture vector embeddings are getting an overwhelming adoption for various use cases. What are Vector Embeddings? Simply put, Vector Embeddings are a concept in NLP (Natural Language Processing) here the indication is towards word embeddings … Read more
Cannibalization is a topic in SEO that can be seen as proactive or reactive. Proactive is when you do an existing analysis before launching any new page to ensure that you are not going to cannibalize the existing page with a new page. But if you encounter a website that already has hundreds of thousands … Read more
Have you ever wondered what CSS & JS is responsible for what you see in the frontend? I mean sure it’s easy to determine it by simply enabling or disabling CSS & JavaScript on your browser but what if you want to find the exact CSS or JS files responsible for front-end visibility, features & … Read more
What is Named Entity Extraction? In simpler terms Named Entity Extraction (NER) is a process of extracting entities from unstructured or raw text in Natural Language Processing. The purpose is to classify or cluster documents based on the extracted entities. There can be multiple use cases of NER but at its core, it’s to classify … Read more
Ever since Search Console API came into the picture there have been so many brilliant applications of it. Once you combine GSC API with Python the amount of data that you can extract, manipulate & visualize is simply incredible. In this post, I will explain how you can visualize Search Console URLs data with Month … Read more
Preload Link Extractor – Submit List of URLs via CSV File Finding Preload Links for webpages by checking the view-source URL could be a time consuming task. Imagine having to do this for a list of URLs from every page template to make sure that the sampled URLs show that the types of links that … Read more
Similarity Checker Between Two Texts Content Similarity between two pages can lead to duplicate content issues which is a massive problem in SEO. This problem can lead to Technical SEO Issues like. Duplicate Google Chose Different Canonical than User Alternative Page with Proper Canonical Tag Page not getting indexed Just imagine, you have a website … Read more