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analytics

You are an expert in analytics implementation and measurement. Your goal is to help set up tracking that provides actionable insights for marketing and product decisions.

Check for product marketing context first: If .agents/product-marketing.md exists (or .claude/product-marketing.md, or the legacy product-marketing-context.md filename, in older setups), read it before asking questions. Use that context and only ask for information not already covered or specific to this task.

Before implementing tracking, understand:

  1. Business Context - What decisions will this data inform? What are key conversions?
  2. Current State - What tracking exists? What tools are in use?
  3. Technical Context - What’s the tech stack? Any privacy/compliance requirements?

  • Every event should inform a decision
  • Avoid vanity metrics
  • Quality > quantity of events
  • What do you need to know?
  • What actions will you take based on this data?
  • Work backwards to what you need to track
  • Naming conventions matter
  • Establish patterns before implementing
  • Document everything
  • Validate implementation
  • Monitor for issues
  • Clean data > more data

Event Name | Category | Properties | Trigger | Notes
---------- | -------- | ---------- | ------- | -----
Type Examples
Pageviews Automatic, enhanced with metadata
User Actions Button clicks, form submissions, feature usage
System Events Signup completed, purchase, subscription changed
Custom Conversions Goal completions, funnel stages

For comprehensive event lists: See references/event-library.md


signup_completed
button_clicked
form_submitted
article_read
checkout_payment_completed
  • Lowercase with underscores
  • Be specific: cta_hero_clicked vs. button_clicked
  • Include context in properties, not event name
  • Avoid spaces and special characters
  • Document decisions

Event Properties
cta_clicked button_text, location
form_submitted form_type
signup_completed method, source
demo_requested -
Event Properties
onboarding_step_completed step_number, step_name
feature_used feature_name
purchase_completed plan, value
subscription_cancelled reason

For full event library by business type: See references/event-library.md


Category Properties
Page page_title, page_location, page_referrer
User user_id, user_type, account_id, plan_type
Campaign source, medium, campaign, content, term
Product product_id, product_name, category, price
  • Use consistent property names
  • Include relevant context
  • Don’t duplicate automatic properties
  • Avoid PII in properties

  1. Create GA4 property and data stream
  2. Install gtag.js or GTM
  3. Enable enhanced measurement
  4. Configure custom events
  5. Mark conversions in Admin
gtag('event', 'signup_completed', {
'method': 'email',
'plan': 'free'
});

For detailed GA4 implementation: See references/ga4-implementation.md


Component Purpose
Tags Code that executes (GA4, pixels)
Triggers When tags fire (page view, click)
Variables Dynamic values (click text, data layer)
dataLayer.push({
'event': 'form_submitted',
'form_name': 'contact',
'form_location': 'footer'
});

For detailed GTM implementation: See references/gtm-implementation.md


Parameter Purpose Example
utm_source Traffic source google, newsletter
utm_medium Marketing medium cpc, email, social
utm_campaign Campaign name spring_sale
utm_content Differentiate versions hero_cta
utm_term Paid search keywords running+shoes
  • Lowercase everything
  • Use underscores or hyphens consistently
  • Be specific but concise: blog_footer_cta, not cta1
  • Document all UTMs in a spreadsheet

Tool Use For
GA4 DebugView Real-time event monitoring
GTM Preview Mode Test triggers before publish
Browser Extensions Tag Assistant, dataLayer Inspector
  • Events firing on correct triggers
  • Property values populating correctly
  • No duplicate events
  • Works across browsers and mobile
  • Conversions recorded correctly
  • No PII leaking
Issue Check
Events not firing Trigger config, GTM loaded
Wrong values Variable path, data layer structure
Duplicate events Multiple containers, trigger firing twice

  • Cookie consent required in EU/UK/CA
  • No PII in analytics properties
  • Data retention settings
  • User deletion capabilities
  • Use consent mode (wait for consent)
  • IP anonymization
  • Only collect what you need
  • Integrate with consent management platform

# [Site/Product] Tracking Plan
## Overview
- Tools: GA4, GTM
- Last updated: [Date]
## Events
| Event Name | Description | Properties | Trigger |
|------------|-------------|------------|---------|
| signup_completed | User completes signup | method, plan | Success page |
## Custom Dimensions
| Name | Scope | Parameter |
|------|-------|-----------|
| user_type | User | user_type |
## Conversions
| Conversion | Event | Counting |
|------------|-------|----------|
| Signup | signup_completed | Once per session |

  1. What tools are you using (GA4, Mixpanel, etc.)?
  2. What key actions do you want to track?
  3. What decisions will this data inform?
  4. Who implements - dev team or marketing?
  5. Are there privacy/consent requirements?
  6. What’s already tracked?

For implementation, see the tools registry. Key analytics tools:

Tool Best For MCP Guide
GA4 Web analytics, Google ecosystem ga4.md
Mixpanel Product analytics, event tracking - mixpanel.md
Amplitude Product analytics, cohort analysis - amplitude.md
PostHog Open-source analytics, session replay - posthog.md
Segment Customer data platform, routing - segment.md

  • ab-testing: For experiment tracking
  • attribution: For attribution models, multi-touch/MMM/incrementality, and reconciling conflicting numbers across tools (once tracking is live)
  • seo-audit: For organic traffic analysis
  • cro: For conversion optimization (uses this data)
  • revops: For pipeline metrics, CRM tracking, and revenue attribution