Categories: BLOG2

How to Leverage BigQuery for Advanced Internal Link Analysis

Prerequisites

First, you’ll need a CSV containing all your internal links.

At the very least, your file should have a column for the source (origin of the internal link) and a column for the destination (where the link leads). However, if possible, include additional columns for the anchor, status code, and type of link (such as image, text, and hreflang) to enrich your analysis.

For example, I used data from my agency’s website. While it’s a small site with 1,678 pages (including redirects and erroneous pages), it contains 338,656 links when accounting for CSS, JavaScript, sitemaps, and more. Although manageable in a raw Excel sheet, applying custom formulas and filters could become challenging.

Below are my CSV columns:

  • Type: Identifies whether the link is from a sitemap, hreflang, canonical, simple hyperlink, image, CSS, etc.

  • Source: The page where the link is located.

  • Destination: Points to the target page.

  • Alt Text: If the link is an image, this column contains its alt attribute text.

  • Anchor: The HTTP status code of the destination.

  • Status: The status of the destination (e.g., canonicalized, non-indexable).

  • Follow: Useful for determining if the link impacts SEO.

  • Link position: Indicates if the link is in the navigation, head, content, or elsewhere. Ensure the tool settings are accurate.

  • Link origin: Specifies whether the link is only present in the HTML or the rendered HTML post-JavaScript execution. This is helpful in troubleshooting JavaScript-rich websites.

With the file ready and a Google Cloud account set up, what’s next?

There are two options:

1. If your file is under 100 MB, upload it directly via the BigQuery interface

2. For larger files, use Cloud Storage.

Although the process is similar to the first option, I’ll explore the second option (as my file exceeds 100 MB).

Create a bucket and load the CSV

1. Return to the Cloud Hub and click “Cloud Storage” at the bottom left.

If you liked How to Leverage BigQuery for Advanced Internal Link Analysis by Corentin Donneaux Then you'll love Miami SEO Expert

Corentin Donneaux

Share
Published by
Corentin Donneaux

Recent Posts

Did We Pass Peak AIO? — Whiteboard Friday

We should talk briefly about the elephants in the room. Obviously, a lot of people…

2 days ago

Why Does Google Parameter &num= Matter? — Whiteboard Friday

So why does it matter? What does this actually affect? So the most obvious thing…

2 weeks ago

A Round-up of All the Great Talks From MozCon New York 2025

Bianca challenged SEO’s obsession with traffic and introduced the “Heavy Hitters” framework for finding and…

3 weeks ago

2026 SEO Trends: Top Predictions from 20 Industry Experts

If 2024 felt like a telenovela, 2025 was the spinoff nobody asked for.Many websites suffered…

4 weeks ago

Introducing AI Content Brief: Our Data, Your Creativity

We designed Moz’s AI Content Brief to let LLMs do what they do best—produce natural-language…

1 month ago

How I Used Vibe Coding to Build Custom SEO Tools (Without Writing Code!)

Here’s what stuck with me:Start simple. A rough prototype beats a perfect idea.Be specific when…

2 months ago