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Personalized Python Tools for Technical SEO, On-page SEO, and Competitor analysis

Check all Advanced Python Solutions:
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1.Crawling and Indexing API - Google Search Console (GSC) with Python

Solution: Your pages were not visible on Google. After the Indexing API process with Google Search Console, they are crawled and indexed immediately.

This tool uses a Python script to send your new or updated URLs directly to Google via the API so they enter the crawl queue without waiting for natural discovery.

It is especially useful for time-sensitive content, new money pages, and large sites where manual URL submission is impossible or too slow.

2. Extracting Keywords from Headings

Python solution to find how many times a given keyword is repeated in the headings of selected URLs. It can target your websites or competitors without limitations. It aids in organizing content structure and competitive analysis.

The script crawls selected URLs, collects H1–H6 tags, and counts the frequency of chosen keywords or phrases for each page.

It is useful to detect over-optimized headings, missing target terms, and to reverse‑engineer how competitors structure their topical hierarchy.

3. Extracting Internal Links (Incoming & Outgoing)

Internal links are among the top SEO factors. If you lack internal linking or manage it incorrectly, you miss opportunities to rank better for semantic keywords. The tool I created is based on Python and can extract all anchors and their respective internal links.

The tool crawls your site, extracts all internal links with their anchor texts, and maps which pages send and receive links.

It is ideal for finding orphan pages, weakly linked key URLs, and opportunities to redistribute internal link equity towards priority topics.

4. Content Cannibalization Detection

Do you have duplicated or partially duplicated content on your website? You probably do, but you may not be aware of it, and some of your pages may be competing for the same keywords and semantic topics. The tool shows you which pages are affected and helps you make the right decision.

This solution compares URLs based on their main content, titles, and targeted queries to identify pages that overlap in intent.

It is useful for deciding when to merge, redirect, or re‑position pages so that only one strong asset targets each keyword cluster.

5. Bulk URL Meta Elements and Headings Extraction

Meta titles, descriptions, and H1 headings are vital parts of your on-page SEO efforts. If you don't know the condition of these elements, your pages may not be correctly optimized. This can lead to missed ranking opportunities and hinder CTR improvement. These elements can more than double your CTR. The tool extracts all or any of the page elements you desire in a simple document.

The script processes hundreds or thousands of URLs and exports all key on‑page elements (titles, metas, H1–H6) into a single spreadsheet.

It is perfect for quick audits to spot missing, duplicated, or weak meta data and prioritize pages for rewrite and testing.

6. Scraping Competitors' Subtopics

If you want to target your content efforts effectively, achieve positive results, and save a lot of time, you can turn your "digital enemies" into your best friends. How is it possible? By using their top-ranking pages and consolidating all relevant subtopics in one simple document, extracted with Python from any pages that rank in Google or another search engine.

This tool crawls competitor ranking pages, extracts headings, lists, and key sections, and organizes all discovered subtopics in a structured file.

It is ideal for building complete content briefs and topic maps that cover everything competitors rank for, plus your own gaps.

7. Web migration and Redirection Mapping

Migrating a website(s) is always risky and somewhat complicated. Instead of creating complex, difficult, and time-consuming redirection plans, our solution provides almost instant and freelance migration and redirection mapping.

The tool compares old vs. new URL sets (sitemaps, exports) and automatically suggests one‑to‑one or pattern‑based redirect rules.

It is especially useful during domain changes, CMS migrations, and URL restructures where losing indexation or rankings is a high risk.

8. Keyword Clustering for Effective Content Marketing

Your content roadmap is one of the most critical elements for the future of your online business in the long term. If your content clusters are mixed, overlapping, or nonexistent, the tool can provide you with thousands of relevant clusters for your content plan and can help you organize the rest of the published pages and improve their semantic structure.

This solution groups large keyword lists into meaningful clusters based on semantic similarity and search patterns.

It is useful to design content hubs, pillar pages, and supporting articles so each cluster has a clear main page and supporting structure.

9. Sitemap Generator for Crawling and Indexing

Some CMSs do not provide the best SEO solutions for crawling, indexing, and future ranking of your web pages. The tool can create sitemaps based on your preferences.

The generator creates XML sitemaps (and sitemap indexes if needed) from your URL lists, including priority and change‑frequency options.

It is useful when your CMS has limited or no sitemap functionality, or when you need custom sitemaps per language, folder, or template.

10. Extracting all links pointing to external websites

It is possible to separate external links by folders and obtain the anchors of each link.

The script scans your pages, collects all outbound links, and classifies them by target domain, path, and anchor text.

It is useful to monitor partner links, sponsored links, and potential leak of authority or compliance issues across large sites.

11. Automatically change word or text in your content

Python script that handles word changes in a given text. Only a copy of the text is needed.

The tool performs controlled find‑and‑replace operations across many files or texts while keeping HTML structure and formatting intact.

It is ideal for brand renames, terminology updates, or bulk SEO improvements such as changing anchor phrases consistently.

12. Extract only URLs of your website where Google changes the original Meta Titles

This is an unique SEO option. It will help you increase significantly your CTR, rankings and will save you a lot of time

The tool compares your stored meta titles with the titles shown in search results to detect where search engines rewrite them.

It is useful for identifying patterns that trigger rewrites and for fixing titles so they better align with user intent and SERP behavior.

13. Checking in bulk pages for structured data

You don't need to check individually each page, only to copy the urls that you like to check and you get the result.

The script fetches each URL, detects JSON‑LD/Microdata/RDFa, and validates the presence of key schema types.

It is useful to quickly see which pages are missing structured data or contain broken markup that blocks rich results.

14. Adjusting toxic backlinks disavow file from URLs to Domains

Tools like Semrush, Ahrefs and other can not always convert your disavow file as per your needs. The tool can convert URLs to Domains as per Google requirements

This solution normalizes your disavow list by extracting root domains from individual URLs and reformatting entries correctly.

It is useful to clean up messy exports from different tools and to ensure your disavow file is concise and compliant.

15. Goggle Search Algorithm solution script

Checking automatically your & competitors'on-site factors to detect the exact issue with you ranking drop.

The script pulls and compares critical metrics (content, technical, internal links, CTR, etc.) before and after an update.

It is useful to isolate which specific signals changed versus competitors so you can act on the real cause of ranking drops.

16. Semantic Similarity Analysis

Automated tools and algorithms to measure semantic similarity between texts, helping identify duplicate or related content to improve SEO strategy and content uniqueness.

The tool uses embeddings or vectorization techniques to score how similar two or more texts are at a meaning level, not just by keywords.

It is useful to detect near‑duplicate articles, overlapping product descriptions, or pages that should be merged or differentiated.

17. CTR Ratio Check via Google Search Console API

Automate retrieval and analysis of click-through rates for your pages using the Google Search Console API, enabling data-driven optimization of page performance.

The script collects CTR, impressions, and position data per page or query and flags URLs with low CTR relative to their ranking.

It is useful for prioritizing which titles, descriptions, and SERP elements to test first for maximum traffic gains.

18. Top Pages and Keyword Extraction Using GSC API

Fetch your top-performing pages with Python GSC API and their associated keywords via Google Search Console API to understand traffic sources and optimize content focus.

The tool pulls a list of your best pages and connects them with the queries that drive clicks and impressions.

It is ideal for discovering content that deserves expansion, internal linking, or additional supporting articles.

19. Adjust Disavow File from URL-Level to Domain-Level

Convert URL-based disavow lists into domain-level disavow files to comply with Google's latest recommendations and improve backlink management.

This script consolidates many toxic URLs from the same host into one domain‑level rule, reducing file size and redundancy.

It is useful when you receive large exports from SEO tools and want to maintain a cleaner, easier‑to‑manage disavow file.

20. Find Missing Pages Between Two Files

Automate comparison between two URL lists to quickly identify pages missing in one file, useful for audits and migration checks.

The tool compares any two URL datasets (sitemaps, crawls, exports) and highlights which URLs are only present in one of them.

It is useful to verify migrations, identify dropped URLs, and cross‑check third‑party data against your own records.

21. Extract Meta Elements and Headings in Bulk

Gather meta titles, descriptions, and heading tags from multiple pages efficiently for SEO audits and content refinement.

The script crawls or reads a URL list and exports titles, metas, and headings into an audit‑ready spreadsheet.

It is useful to spot missing or duplicated SEO elements and to plan systematic rewriting campaigns.

22. Verify Correct Redirects and Canonical Tags

Check that redirects (301/302) and canonical URLs are properly implemented to ensure optimal crawlability and duplicate content prevention.

This tool tests each URL, follows redirect chains, and reads canonical tags to confirm they point to the correct final destinations.

It is useful to avoid redirect loops, incorrect canonicals, and crawl waste, especially after migrations or large changes.

23. Modify Screaming Frog Files for Internal Linking Improvements

Process Screaming Frog export files to identify and optimize internal link structures, improving site navigation and link equity distribution.

The tool ingests Screaming Frog CSV exports and surfaces opportunities such as orphan pages, shallow‑linked key URLs, and thin hubs.

It is useful for creating targeted internal linking briefs and for implementing scalable link improvements across large sites.

24. Create Articles Based on Competitor Analysis

Leverage competitor content insights and keyword data to generate relevant article ideas and draft content aimed at outranking competition.

This solution combines competitor keyword data and page structures into outlines, suggested headings, and topic coverage lists.

It is useful when you want to publish content that is more complete and better aligned with user intent than existing SERP leaders.

25. Extract Keywords from Headings Across URLs

Analyze heading tags to extract keywords, highlighting key topics for better on-page SEO targeting.

The script reads headings at scale and extracts the most frequent n‑grams or terms used in H1–H6 elements.

It is useful to understand how topics are framed on your site or competitors’ sites and to refine your own heading strategy.

26. Automatically Change Exact Words in Content

Perform precision text modifications across bulk content to update phrases or keywords, improving consistency or SEO impact.

The tool searches for exact matches of a word or phrase and replaces them consistently across multiple documents or HTML files.

It is useful to standardize terminology, update outdated phrases, or run controlled SEO experiments at scale.

27. Semantic Similarity Detection Based on Vectorization

Use vector-based machine learning models to detect semantic similarity in content using input files, refining content relevance and avoiding duplication.

The script transforms documents into vectors and calculates similarity scores to highlight overlapping or redundant pieces.

It is useful for pruning large content libraries and consolidating similar pages to strengthen overall topical authority.

28. Checking in Bulk Pages for Structured Data

You do not need to check each page individually; input a list of URLs and automatically verify structured data markup compliance and completeness.

The tool verifies which schema types exist per URL and can flag missing mandatory fields or invalid markup.

It is useful when you roll out or update schema across many templates and need to confirm correct deployment.

29. Adjust Toxic Backlinks Disavow File from URLs to Domains

Convert URL-based disavow files to domain-level files, ensuring comprehensive disavowal coverage per Google’s domain disavow recommendations.

This solution parses each line, extracts the base domain, and rewrites entries into the preferred domain disavow format.

It is useful to simplify maintenance of disavow files and to ensure that entire bad domains are covered, not just single URLs.

30. Google Search Algorithm Diagnostic Script

Automate analysis of onsite SEO factors and competitor data to identify precise issues affecting your rankings after algorithm updates.

The script correlates ranking changes with factors like content depth, internal links, structured data, and UX metrics.

It is useful to move from “guessing” about updates to evidence‑based hypotheses and concrete change lists.

31. Personalized requests depending on your needs

It can be data scraping, unique tool or solutions similar to the ones above.

Custom scripts are developed around your specific stack, data sources, and business goals (e.g., gambling, classifieds, local).

They are useful when standard SEO tools cannot solve a particular workflow, integration, or automation problem you face.

What can you do having acces to those tools?

Each solution is tailored to the needs of modern digital businesses of any type and size like affiliate marketers, e-shops to enterprise brands. Almost all of those Python-driven tools are unique and build by me personally.

What else is possible to do?


What are you missing by not using Python for SEO?

Exploring Data Science reveals a more advanced and standardized approach compared to traditional techniques. It introduces a fresh way of working that empowers SEO and digital marketing professionals by facilitating tasks and analyses once considered challenging or unattainable.

Data Innovation in SEO

Data handling in SEO has undergone a significant transformation over recent decades, spurred by technological advances across software, hardware, and data libraries. This evolution enables even non-developers to actively engage with programming for complex data manipulation and evaluation.

At the core is Artificial Intelligence, encompassing machine learning and deep learning, which depends heavily on solid data expertise. This growing importance is fueled by:

  • The efficiency gains from automating extensive queries.
  • The enhancement of data analysis through AI integration.

It is essential to distinguish between programming specifically for data tasks and full-scale software development; most SEO professionals focus on the former to boost their productivity without needing deep software engineering skills.

Why Python is a Preferred Choice for SEO Data Tasks

Python stands out for several reasons:

  • Its prevalence as a leading language in data science.
  • Its straightforward yet powerful syntax.
  • Its foundational role in modern AI platforms dealing with search and language models.
  • Its versatility across general programming and niche specialties.

Getting Started with Python for SEO

Python allows concise and effective expression of complex workflows. For instance, a single function call can initiate an entire website crawl, analogous to how spreadsheet functions operate but with much broader capabilities.

Interactive programming environments offer intuitive tools for function exploration and learning, smoothing the transition for those accustomed to spreadsheet formulas.

Key Python Resources for SEO

While many Python libraries cover data science broadly, some quality packages cater specifically to SEO-related needs, such as:

  • Customizable web crawling and scraping frameworks.
  • Tools for parsing and analyzing crawl logs, sitemaps, and robots.txt files.
  • Utilities for URL and content examination.
  • Extraction of structured data, hashtags, or social signals.
  • Multilingual support for stopwords and text processing.
  • SERP mining and visualization tools.
  • Google Search Console data handling libraries.

Python’s Role in SEO Ecosystems

Python functions as a versatile integrator, connecting diverse data sources and tools, enabling personalized analytics that surpass the limits of conventional SEO software. This versatility empowers experts to develop custom insight pipelines tailored precisely to their unique questions and datasets.

You can contact me for a custom Python Integration, Audit or SEO consultation. Book a call to discuss future Python & Tools automation:

Your Name
Yanko Ivanov Slavov

Web Tools Development | +15 Years Experience

Focus: Internet freedom & privacy-first tech

Past work: SEO automation

Email: info@seoframe.com

Phone: +359 899 07 50 61

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