Python SEO

“Do more, with less”.

Hamlet Batista

“Work once, infinitely repeat, for free… almost.”

Elias Dabbas

Entity SEO Knowledge Graph

How to use Google Knowledge Graph API via Python and Advertools?

Google Knowledge Graph produces Knowledge Panels for entities that are reliable and have enough “Search Demand”. Knowledge Panels that appear in SERP show the relationships of related entities and how Google interprets the character of queries and search intent. More information is available on Knowledge Graph and Knowledge Panel features that are of great value …

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Knowledge Graph Creation via Python for SEO

How to Create an Entity Relation Diagram with Information Extraction with Python for SEO?

A knowledge graph is a graph that consists of different types of entities and their connection to each other. Search Engines create a Knowledge Graph while crawling the web so that they can easily detect the relations between entities and understand the purpose of the web page or relevance of the web page for certain …

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Crawl a website with Python

How to Crawl a Web Site with All Aspects via Python

There are many Python Modules available that can be used to crawl a website in all aspects on a large scale. Custom scripts that can be written in modules such as Scrapy, BeautifulSoup, Requests will be sufficient in this regard. However, there is a problem that there is no Python Module or a scripting script …

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Content Analysis via Python and Sitemaps

How to Perform a Content Analysis based on Sitemaps via Python

A sitemap is the name of an XML File that collects URLs that must be indexed by the Search Engine on a website. Sitemap Files can contain data on URL Categories, URL publishes date, URL content, content-language, content author, subject, etc. An experienced Holistic SEO can analyze a website even manually through Sitemaps. In this …

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How to verify and test Robots.txt via Python

How to Verify and Test Robots.txt File via Python

The robots.txt file is a text file with the “txt” extension in the root directory of the website that tells a crawler which parts of a web entity can or cannot be accessed. Thanks to “robots.txt” files, web site owners can control the crawlers of Search Engines so that they can index only the necessary …

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How to Analyse Robots.txt via Python

How to Check, Analyse and Compare Robots.txt Files via Python

Robots.txt file is a text file that tells how a crawler should behave when scanning a web entity. Even the slightest errors in the Robots.txt file in the root directory can put many SEO Projects at risk. Therefore, checking and editing the Robots.txt file for a web entity is one of the most important tasks. …

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How to Categorize URLs via Python

How to Categorize URL Parameters and Queries via Python for Analyzing SEO

URL Parameters are important for SEO and Search Engine Crawlers. Different parameters can have different functions and meanings for both users and Search Engines. Complex URL Parameters can confuse the Search Engine’s Algorithms and create Ranking Signal Dilution in terms of SEO. Also, using and creating unnecessary repetitive and duplicate content with looping products, services …

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DNS Reverse Lookup with Python for SEO

How to Perform DNS Reverse Lookup for Verifying Googlebot via Python

Reverse DNS Lookup is to check whether the same IP address will be obtained as a result by making a request to the Domain Name Server obtained in a request made to an IP address. The main purpose of this process is to see if the client’s IP Address is as shown to the server. …

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Check Grammar Errors with Python

How to Check Grammar and Language Errors in Content via Python?

When it comes to SEO, spelling errors, word errors, inverted sentences are factors that affect the user experience and damage the publisher’s expertise. Google Algorithm has been competing since the era of Panda and RankBrain Algorithms to spot both “stemming” and spelling errors, correct them, and rewrite queries. Google has also released a style guideline …

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Text Analysis with Python

How to Perform Text Analysis via Python and Advertools

Text or content is a written source that conveys certain information in a certain structure, emotion and voice, and with different methodologies. Each piece of writing can be perceived as better with a specific subject in different aspects. Using different spelling techniques, sentence structures, or using different words makes the two texts on the same …

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How to perform TF-IDF Analysis via Python

How to Perform TF-IDF Analysis via Python?

TF-IDF Analysis is one of the oldest methodologies to understand the context. Calculating the weights of a word in a document can help SEOs to understand documents on a SERP for a specific query or a web entity’s content structure and methodology. TF-IDF or Term Frequency and Inverse Document Frequency is useful to extract the …

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Categorize Queries for SEO Analysis via Python

How to Categorize Queries for SEO Analysis via Python

Every query has different aspects in terms of entity profile, user, and search intent or its word counts. Thanks to queries (keywords or search terms), a Holistic SEO can understand how people think, what people care about, or what people fear, desire, or seek. According to the queries, the Search Engine Results Page (SERP) can …

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URL Status Code Checking for SEO via Python

How to Check Status Codes of URLs in a Sitemap via Python

Sitemaps are the XML Files that include all URLs website owner wants Search Engines to index. Since all of those URLs are wanted to be indexed, they all need to be crawlable and working URLs with a solid “OK” and “200” HTTP Status Code. Including URLs with Non-200 Status Code is an incorrect practice. It …

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How to Scrape PAA Questions on SERP via Python

How to Scrape PAA Questions on SERP via Python for SEO

“People Also Ask” Questions is one of the most important guides of Holistic SEOs. People Also Ask (PAA) Questions on the SERP shows the questions which are the most relevant with the search term. Understanding the search intent and user intent, different sides of the topic can be easier via PAA. In addition to these, …

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Pytrend SEO Usage

PyTrend Guideline: Create Dashboard for Google Trends with Python

Google Trend is an application of Google which shows the search terms’ trends over time for different geographies. It shows real-time search trends and daily search trends for every city in the world. Thanks to Google Trend, understanding the users’ intent through different seasons for different queries is easier. Also, real-time events and real-world entities …

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Resize Images in Bulk with Python

How to Resize Images with Python in Bulk

Image manipulation, optimization and resizing or downscaling, color type changing, or other kinds of image-related processes have value for SEO, UX, Page Speed, and Bandwith. Because of those motivations, Image Compression Algorithms are developed every year. In this article, we will focus on how to resize multiple images in bulk with Python. For multiple images …

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Optimize Images via Python

How to Optimize Images with Python for SEO and UX

On a website, usually, the most expensive resource is Javascript. The most expensive source after javascript is images for a browser. Visual optimization is one of the most important factors for page loading speed and user experience along with SEO. One of the quick actions that can be taken to make a web page faster …

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