@eliasdabbas.bsky.social is here with “Python for SEO vs. Data Science for SEO.” 📊 After a stellar main stage performance yesterday, Elias breaks down the data science and python essentials for SEOs. Time to level up your SEO game. #SearchNStuff2025 #DigitalMarketing #PythonSEO #DataScience

☀️ What a start to Day 1! Big cheers to @aleyda.bsky.social, @divingfor.fun, @markwilliamscook.com, and @eliasdabbas.bsky.social for bringing the morning energy and setting the tone for the day. We’re just getting started — stay tuned for more! ✨ #SearchNStuff2025 #Community #SEO #DigitalMarketing

Honored to have my package dash-aggrid-scales featured as Component of the Month in Plotly's newsletter. If you miss the pandas functionality of df\.style\.background_gradient or df\.style\.bar you now have this functionaliy in AgGrid tables. Check it out here, together with other great updates:

Google's helpful content checker tool (update) Minor update in functionality, with potentially big implications: You can now edit any or all of the questions to evaluate your articles to customize the evaluation. What kinds of bulk questions you want to ask an LLM about your content? 1/2

AI-Powered Bulk Content Audits Google's helpful content checker tool (updated) 🔵 Evaluate which of the guidelines your articles satisfy 🔵 Get an average score for all articles (up to 25) 🔵 Full data (each question per URL, with title, and body text) #advertools #Python #DataScience #AI #SEO 1/2

If #crawling & #scraping websites with #Python and #advertools is something you want to get started with, I have a tutorial for that: 🔵 Basics of the crawl function 🔵 List mode 🔵 Spider mode 🔵 Controlling which links get followed - Using URL regex - Using URL query parameters 1/2

I love @lazarinastoy.com way of deciding using data and solution characteristics. @eliasdabbas.bsky.social also has a brilliant approach to considering wheater to build an LLM apps - includes risk/harm of being wrong which is so needed blog.adver.tools/posts/llm-ap...

Python + advertools script for auditing and analyzing structured data 🔵 Go one step deeper than, "Does the website have structured data?" 🔵 Get JSON-LD, Twitter, and OpenGraph tags bit.ly/4aI5p85 #DataScience #advertools #SEO #SEM #DigitalMarketing #Python #StructuredData 1/2

Python + advertools script to download & visualize XML sitemaps 🔵 Get the URL structure of all URLs in the sitemap 🔵 Visualize publishing trends 🔵 CSV export of the sitemap(s) 🔵 Emailable HTML charts 🔵 uv run adv_sitemaps.py ROBOTS_URL #advertools #DataScience #SEO #Python youtu.be/HX3cVI5TEBY

GSC Data from GBQ export Anonymous queries (shown here as "nan") seem to form a much larger share of overall impressions/clicks than I thought they would. Here are examples where anonymous impressions are 12-16% of the total impressions & is one of the top queries. Any similar observations?

Test changes in robots files and their effects on every URL in the XML sitemap, and for every User-agent. Uses and extends yesterday's script for locally checking any changes before deploying a new robots file. youtu.be/BYYZkbfUJYM

Python script for checking if your robots rules block URLs in your XML sitemaps 🔵 Provide a robots URL and get the full report 🔵 Runs through all combinations of User-agent/URL combinations 🔵 Runs thousands of tests in bulk www.youtube.com/watch?v=RtHu... #advertools #DataScience #SEO #Python

How to create a broken links checker with Python + advertools A quick how-to guide on how to achieve that with a site crawled with advertools 🔵 Get a mapping of all links on the site 🔵 Find error URLs (define "errors" any way you want) #DataScience #SEO #advertools #Python #pandas 1/2

Google is still sending me notifications whenever OpenAI publishes a new video in their 12 release series. All because I once wrote this in a Google docs sheet (which I've deleted a day or two after). On this front, Google might have a huge edge over OpenAI. 1/2

Word of the day is ‘forswunk’ (13th century): exhausted by work. I like to add ‘foreswunk’, exhausted before you even begin.

Python SEO "When some field is just getting started and you don't really understand it very well [Data Science], it's very easy to confuse the essence of what you're doing with the tools that you use [Python]." – Harold Abelson 1/4

SEO -> LLMO /robots.txt -> /llms.txt A new interesting proposal for creating a special file for LLM's to more easily and cost-effectively understand, analyze, and utilize a website's content. 🔵 Lives on the root of the domain 🔵 Is in markdown format 1/2

If you're having issues with your XML sitemaps, here's a reminder that we're all human. You can always use #advertools + adviz to check, parse, audit, and analyze sitemaps with very little code. 1/2

Concurrent bulk requests to the OpenAI API Here’s a recipe of how you can do that. Essentially: 🔵 completion_single is a thin wrapper around client.chat.completions.create. Here's where you create the prompt template, and add any other parameters you want. #ai #openai #python #concurrency

Evaluating content with AI on a large scale - I have an app for that Recipe: Google content guidelines + advertools + OpenAI API + Dash 🔵 Content guidelines: Set of questions to ask about a web page's content. #AI #SEO #advertools #scraling #content #GenerativeAI #OpenAI 1/3

What's your favorite Python SEO crawler? According to The Google, there seems to be one dominant option. python3 -m pip install advertools There are also 2 others: For status codes and all response headers For downloading images from a list of URLs #advertools #SEO #DataScience #Python