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Roundtable Episode 3

Stop Guessing. Start Testing: The Real-World SEO Testing Round Table

A 45-minute Roundtable discussion on how to stop relying on SEO myths and start using real-world testing to understand how Google responds to specific changes.

This Roundtable focuses on how SEOs can move beyond assumptions and use testing to uncover real patterns in Google. The discussion explores how experienced SEO professionals design tests, isolate variables, reduce noise, and evaluate what actually impacts rankings and indexation.


Rather than relying only on best practices or opinions, this episode looks at practical testing frameworks that help marketers, SEO specialists, and agency owners make better decisions based on evidence.

SPEAKERS

Yoyo Hsueh

Founder at Floyi. Yoyo brings technical and strategic SEO experience, with a focus on topical maps, niche site strategy, and helping businesses improve rankings and traffic.


Kaitlin McMichael

Sr Product Manager at Amazon Web Services. Kaitlin is a digital marketing and SEO leader with experience across in-house, agency, and consultancy roles, with expertise in technical SEO, international SEO, content strategy, analytics, and SEO testing.

TOPICS

  • How to make SEO testable

  • Why SEO myths and best practices are not enough

  • How to run single-variable tests

  • Why changing only one variable matters

  • How to control SERP noise

  • Using nonsense keywords for clearer testing

  • Indexing strategies

  • Link testing

  • How to identify real ranking patterns

  • Data-driven SEO decision-making

KEY TAKEAWAYS

1. SEO testing helps replace assumptions with evidence

Instead of relying only on opinions or general best practices, structured tests can help reveal how Google responds to specific changes.


2. Single-variable testing is essential

Changing only one variable at a time makes it easier to understand whether a ranking or indexing change was caused by the test itself.


3. Controlling the SERP reduces noise

Using controlled test environments, including nonsense keywords, can help remove outside ranking factors and make results easier to interpret.


4. Indexing and links need to be tested, not guessed

The episode explores what may actually help test pages get discovered, indexed, and ranked.


5. SEO decisions should be driven by patterns

The goal is not just to run isolated experiments, but to identify repeatable patterns that can inform smarter SEO strategies.

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