/ LAB

Lab notes.

Deep technical pieces for growth engineers and senior SEOs — hydration debugging, SQL pipelines, embeddings, SERP scraping. Engineering-grade, not CMO-friendly. Read at your own risk.

7 notes · ← back to writing

2026 · 05 · 20 Solving Next.js hydration issues that tank SEO LAB 2026 · 05 · 20 Localization engineering: scalable multilingual SEO architecture LAB 2026 · 05 · 20 Predictive search analytics: forecast demand before it spikes LAB 2026 · 05 · 20 Semantic distance modeling: grouping keywords for authority LAB 2026 · 05 · 20 Automated SERP analysis: Python frameworks for scale LAB 2026 · 05 · 20 SQL for SEO: the architecture that replaces spreadsheets LAB 2026 · 05 · 20 Vector embeddings in search: the math behind modern SEO LAB

Privacy · GDPR · v2026.05.21

Pick what to allow.

Three switches, plain English. Necessary is on because the site can't run without it. Everything else is off until you say otherwise.

Strictly necessary ALWAYS ACTIVE

Required for the site to function. Session continuity, CSRF, and storing this consent record.

Functional

Remember preferences — theme, locale, the page you were reading.

Analytics

Google Analytics 4 via GTM — aggregate page views and traffic sources. IP anonymised.

Marketing NO VENDORS

Not used today. Reserved if I ever run an ad campaign.

Analytics — IP anonymisation enabled, no cross-site ad signals, no personal data sold or shared. Tag firing controlled by your selection above.

Vendor	Purpose	Expires
Google Analytics 4	aggregate page views · referrers	2 years
Google Tag Manager	tag delivery (no data without analytics consent)	session