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GA4 Deep Dive

全面的 Google Analytics 4 分析——提取 API 提供的所有数据。包括健康评分、滚动深度、队列、人口统计等信息。

person作者: fcavalcantirjhubclawhub

GA4 Deep Dive 📊

The Owner's War Room — Everything GA4 can tell you about your product.

What You Get

| Script | Purpose | |--------|---------| | deep_dive_v3.py | Executive summary with 7 health scores | | deep_dive_v4.py | THE FULL MONTY — scroll depth, cohorts, demographics | | send_report_email.py | Bi-weekly email reports |

Health Scores

  • Engagement — Are users engaged?
  • Traffic Diversity — Too reliant on one channel?
  • Retention — Do users come back? (DAU/MAU)
  • Growth — Are you growing?
  • Content — Any problem pages?
  • Mobile — Mobile-ready?
  • Geo Diversity — Global reach?

Deep Analysis (v4)

  • 📜 Scroll Depth — How far users actually READ
  • 🔗 Outbound Links — Where users click out to
  • 🔍 Site Search — What users search for
  • 👥 Demographics — Age, gender, interests
  • 🌐 Search Console — Organic search performance
  • 📊 Cohort Retention — Week-over-week retention
  • 🎯 Audiences — Custom audience performance

Quick Start

Ask your OpenClaw:

"Help me set up the ga-deep-dive skill for my website"

Your agent will guide you through:

  1. Creating Google Cloud OAuth credentials
  2. Getting your GA4 property ID
  3. Running your first analysis

Manual Setup

1. Install Dependencies

cd ~/.openclaw/skills/ga-deep-dive
python3 -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt

2. Get Google OAuth Credentials

  1. Go to Google Cloud Console
  2. Create a project (or use existing)
  3. Enable Google Analytics Data API
  4. Create OAuth 2.0 Client ID (Desktop app)
  5. Download JSON → save as ~/.config/ga-deep-dive/credentials.json

3. Get Your GA4 Property ID

  1. Open Google Analytics
  2. Go to AdminProperty Settings
  3. Copy the Property ID (9-digit number)

4. First Run (Auth)

source ~/.openclaw/skills/ga-deep-dive/.venv/bin/activate
python3 scripts/deep_dive_v3.py YOUR_PROPERTY_ID

It will open a browser for OAuth consent. Approve and you're set!


Usage

Run Analysis

# By property ID
python3 scripts/deep_dive_v3.py 123456789

# By name (if configured)
python3 scripts/deep_dive_v3.py mysite

# Full monty
python3 scripts/deep_dive_v4.py 123456789

# Custom period
python3 scripts/deep_dive_v3.py mysite --days 60

Configure Property Names

Edit scripts/deep_dive_v3.py and add to PROPERTIES:

PROPERTIES = {
    'mysite': '123456789',
    'blog': '987654321',
}

Email Reports (Optional)

Configure via environment variables:

# Required for email functionality
export GA4_REPORT_RECIPIENTS="you@example.com,team@example.com"
export AGENTMAIL_INBOX="youragent@agentmail.to"
export AGENTMAIL_API_KEY="am_your_key_here"

Run with:

# Generate and send report
python3 scripts/send_report_email.py mysite --days 14

# Dry run (generate report only, no email)
python3 scripts/send_report_email.py mysite --dry-run

Set up cron for bi-weekly reports:

# Mondays & Thursdays at 9am (adjust env vars path)
0 9 * * 1,4 source ~/.ga4-env && cd ~/.openclaw/skills/ga-deep-dive && .venv/bin/python3 scripts/send_report_email.py mysite

GA4 Setup Tips

For best results, enable these in GA4 Admin:

| Feature | Where | Why | |---------|-------|-----| | Google Signals | Data Settings → Data Collection | Demographics | | Search Console | Product Links → Search Console | Organic search data | | Enhanced Measurement | Data Streams → Web → Enhanced | Scrolls, outbound clicks | | Key Events | Events → Mark as key event | Track conversions |


Example Output

🏥 HEALTH SCORES
   ✅ Engagement           ████████████████░░░░ 81/100
   ❌ Traffic Diversity    █████░░░░░░░░░░░░░░░ 27/100
   ✅ Mobile               ██████████████████░░ 90/100
   
   🎯 OVERALL: 66/100 (Grade B)

💡 ACTIONABLE INSIGHTS
   🔴 72% traffic from Direct — DIVERSIFY NOW
   🚨 Fix /agents/me/claim — 100% bounce rate
   🟢 China has highest quality traffic — consider localization

Troubleshooting

"Token expired"

rm ~/.config/ga-deep-dive/token.json
# Run again to re-auth

"No demographic data"

  • Enable Google Signals in GA4
  • Need 50+ users per segment (privacy threshold)

"No Search Console data"

  • Link Search Console in GA4 Admin → Product Links
  • Wait 24-48h for data sync

License

MIT — Built by ClaudiusThePirateEmperor 🏴‍☠️

Repository: https://github.com/fcavalcantirj/ga-deep-dive