SEO Automations
Dive into Python scripts, APIs, no-code connectors, and advanced technical workflows designed to eliminate your grunt work.
Simple GPT Explained for SEOs
GPT models aren’t magical beasts. They’re matrix math, attention heads, and token predictions stacked on top of each other. Read the code once carefully and the whole thing makes sense. Most SEOs interact with these models daily without knowing what’s running underneath, and that gap shows up when you’re debugging why a piece of content…
Script: Bulk Schema Checker
Structured data audits can be a nasty business. Someone opens a validator, pastes in one URL, gets a green check, and declares victory. Meanwhile the other 4,982 templates on the site are sitting there with broken JSON-LD, missing @type, and duplicate graphs. What you might need is a repeatable way to pull a list of…
Connecting the GSC API to Google Sheets
It’s Monday morning, you’re staring at your Google Search Console CSVs, and the thought of downloading, opening, and cleaning them makes you want to crawl back into bed. But what if I told you there’s a way to skip all that and have your GSC data flowing into Google Sheets like magic? That’s right –…
Script: Broken Link Checker
You’ve got a site, maybe it’s a blog, maybe a sprawling SaaS documentation portal, or something in-between. You update content, write new posts, adjust internal linking, pull in external references, and yet, somewhere along the way, links start to die. It’s like termites quietly chewing through your SEO foundation. Broken links are signals to search…
Script: XML Sitemap Generator
We are going to write a Python script that doesn’t care if you have 100 pages or 10 000. It uses Generators (the yield keyword) to fetch data lazily, ensuring your server’s RAM flatlines while the disk does the heavy lifting. This is a skeleton for a production-grade cartographer. Architecture and Dependencies We need three…
Unlocking the Major LLM APIs
In the early days of SEO, an “API key” was a novelty for enthusiasts. Today, it is the primary currency of the digital economy. Whether you are building an autonomous agent, a content pipeline, or a custom internal tool, your API keys are the gatekeepers to the world’s most powerful intelligence. The landscape has shifted.…
Script: Basic Alt Text Automator
We usually talk about alt text as an SEO “trick”, but that’s actually the least impressive thing about it. At its core, alt text is the primary bridge between your visual content and the millions of people navigating the web via screen readers. When you skip it, you are telling a significant portion of your…
Script: A Basic Keyword Permutator
You are setting up a Google Ads campaign or planning a massive programmatic SEO strategy, and you need every single variation of a phrase. You have your modifiers (“best”, “cheap”, “top”). You have your products (“running shoes”, “sneakers”, “kicks”). You have your locations (“New York”, “Chicago”, “online”). You could open Excel and drag cells around…
Script: Bulk Meta Data Extractor
The dream of manually auditing meta tags died somewhere around the time Google started rewriting 60% of them on the fly. If you are still clicking “View Source” and copy-pasting titles into a spreadsheet, you’re doing digital archaeology. We’ve already established that the search engine is now an “Answer Engine.” But for that engine to…
Script: Simple HTTP Status Checker
Sure, you could fire up Screaming Frog, wait for the Java environment to load, configure the include and exclude settings, run the crawl, and export the CSV. But that’s like firing up a V8 engine just to drive to the mailbox. Sometimes, you just need a pocket knife. You need to check 50 URLs right…
Pandas & Requests for SEO Automation
Python is the engine, Requests and Pandas are the fuel and the transmission. You literally cannot be an SEO Engineer without mastering these two libraries. They are the difference between manually checking 10 URLs and programmatically auditing 10 000. Here is your primer on the Heavy Lifters. More on Pandas & Requests We are creatures…
Setting Up Python & VS Code for SEO
You have a CSV with 500,000 rows, VLOOKUP is taking a coffee break, and your RAM is screaming. The shift from “SEO Specialist” to “SEO Engineer” starts with the toolset. You need a hammer that doesn’t break when you hit a big problem. That hammer is Python, and your workbench is VS Code. This isn’t…
What is SEO Automation?
Let’s be real for a second. How much of your week is spent clicking the same buttons, downloading the same CSVs, and formatting the same spreadsheets? If the answer is “too much,” welcome to the club. In the industry, “SEO Automation” is often treated as a buzzword for buying expensive enterprise tools. But if you…