SEO Data Lab: Practical Audits | MediarDX with Sahil kumawat

Learn to scope an audit, distinguish observations from assumptions, clean data carefully, inspect enquiry paths, compare sitemap/crawl samples, map page intent and report results responsibly. A complete fictional audit walkthrough shows how to turn evidence into an owner-friendly recommendation.

What you receive: a 29-page PDF, a reflowable EPUB, a browser-readable HTML edition, original offline lab, synthetic input fixtures, practice worksheets, self-check answers and source/licence notes. The book has 13 main chapters plus appendices, a worked walkthrough and a portfolio project.

Who it suits: Marketers, SEO freelancers and agency teams comfortable with rows and columns.

Format: self-paced written ebook. No recorded video, live class, personal coaching, individual grading, API credit or production deployment is included. Optional third-party tools can cost extra. The included Python lab uses only the standard library and makes no network or model calls.

Independent publication: original MediarDX instruction with credited optional references to freely available upstream resources. Not an official Microsoft, DAIR.AI or advertools product. No endorsement, accreditation, guaranteed employment, earnings, rankings or performance outcome is claimed.