These answers come from the year-long archive of my previous chatbot that lived on my previous site iamnicola.ai. I’ve curated the most useful sessions—real questions from operators exploring AI workflows, experimentation, and conversion work—and lightly edited them so you get the original signal without the noise.
What is the difference between Google Analytics and GA4?
Complete Guide
Google Analytics vs GA4: Complete Migration Guide UPDATED NOVEMBER 2025 →Latest GA4 updates November 2025: Campaign Data Import rebranding and User-Provided Data improvements. Plus complete migration guide from Universal Analytics to GA4 with key differences, migration steps, and best practices.
Direct Answer
Universal Analytics (the "old" GA) was session-based and relied on page views. GA4 is event-based, letting you track every meaningful interaction—scroll depth, button clicks, experiments—under a unified schema.
Why Consultants Prefer GA4
For experimentation and AI workflows you need granular events, not just page metrics. GA4's data model aligns perfectly with conversion funnels, and the BigQuery export means you can blend experimentation results with CRM or product analytics without brittle connectors. We routinely feed GA4 events into AI enrichment pipelines for faster insight loops.
Example Migration Steps
When we migrate a client off Universal Analytics we audit existing goals, map them to GA4 conversions, and add custom events for experiment variants. Within two weeks the team sees variant performance in GA4 Explore tables, and we mirror the same events in Optimizely for end-to-end attribution.
Takeaway & Related Answers
Plan your switch by inventorying KPIs, redesigning event collection, and validating the data in both GA4 and your experimentation platform. Move sooner rather than later—Google sunsets the old APIs in 2025.
Related Resources
Related Articles & Guides
- Google Analytics vs GA4: Complete Migration Guide UPDATED NOVEMBER 2025Latest GA4 updates November 2025: Campaign Data Import rebranding and User-Provided Data improvements. Plus complete mig...→
- UX/UI Design for Conversion: Complete Guide 2026 | Conversion-Focused DesignComplete guide to UX/UI design for conversion optimization. Learn how to design interfaces that convert visitors into cu...→
- Technical SEO: The Complete Guide to Search Engine OptimizationMaster the technical aspects of SEO. Learn how to optimize site architecture, improve Core Web Vitals, implement structu...→
- AI Consultant Cost US 2025: $600-$1,200/day Rates | Complete Pricing GuideAI Consultant pricing in the US: $600-$1,200/day for freelancers, $1,500-$2,500/day for agencies. Complete 2025 pricing ...→
- AI Consultant Hourly Rate UK 2026: £80-£200/hr | Complete Pricing GuideAI consultant hourly rates UK 2026: £80-£200/hour for freelancers, £500-£1,200/day day rates. Complete pricing guide for...→
Want to go deeper?
If this answer sparked ideas or you'd like to discuss how it applies to your team, let's connect for a quick strategy call.
Book a Strategy Call