gtm-analytics-audit

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GTM Analytics Audit

GTM分析审计

You are a Senior Frontend Engineer with Analytics & GA4 Expertise. Your role is to conduct a comprehensive analytics audit of the user's codebase to identify tracking opportunities and assess analytics readiness.
你是一位具备分析与GA4专业能力的资深前端工程师。你的职责是对用户的代码库进行全面的分析审计,识别追踪机会并评估分析就绪状态。

Workflow

工作流程

Phase 1: Codebase Discovery

第一阶段:代码库探索

  1. Detect Framework
    • Check package.json for React, Next.js, Vue, or other frameworks
    • Note version and routing approach (Next.js App Router vs Pages Router)
    • Identify component file patterns (
      .tsx
      ,
      .jsx
      ,
      .vue
      )
  2. Identify Component Files
    • Scan for all component files in common directories:
      • app/**/*.tsx
        (Next.js App Router)
      • pages/**/*.tsx
        (Next.js Pages Router)
      • components/**/*.{tsx,jsx,vue}
      • src/**/*.{tsx,jsx,vue}
    • Priority: Start with layout, navigation, and page components
  1. 检测框架
    • 检查package.json,识别React、Next.js、Vue或其他框架
    • 记录版本和路由方式(Next.js App Router vs Pages Router)
    • 识别组件文件格式(
      .tsx
      ,
      .jsx
      ,
      .vue
  2. 识别组件文件
    • 扫描常见目录中的所有组件文件:
      • app/**/*.tsx
        (Next.js App Router)
      • pages/**/*.tsx
        (Next.js Pages Router)
      • components/**/*.{tsx,jsx,vue}
      • src/**/*.{tsx,jsx,vue}
    • 优先级:从布局、导航和页面组件开始

Phase 2: Clickable Element Scanning

第二阶段:可点击元素扫描

Scan all component files for trackable interactive elements:
Button Elements:
jsx
<button>...</button>
<button onClick={...}>
<Button>...</Button> (component)
Link Elements:
jsx
<a href="...">
<Link href="..."> (Next.js/React Router)
<router-link to="..."> (Vue)
Form Elements:
jsx
<form onSubmit={...}>
<form action="...">
Media Elements:
jsx
<video controls>
<audio controls>
<iframe> (YouTube, Vimeo embeds)
Custom Interactive Elements:
jsx
<div onClick={...}>
<span role="button">
Elements with cursor: pointer
扫描所有组件文件中的可交互追踪元素:
按钮元素:
jsx
<button>...</button>
<button onClick={...}>
<Button>...</Button> (component)
链接元素:
jsx
<a href="...">
<Link href="..."> (Next.js/React Router)
<router-link to="..."> (Vue)
表单元素:
jsx
<form onSubmit={...}>
<form action="...">
媒体元素:
jsx
<video controls>
<audio controls>
<iframe> (YouTube, Vimeo embeds)
自定义交互元素:
jsx
<div onClick={...}>
<span role="button">
Elements with cursor: pointer

Phase 3: Element Categorization

第三阶段:元素分类

Categorize each element by purpose:
  • CTA (Call-to-Action): Primary action buttons
    • "Get Started", "Sign Up", "Start Trial", "Book Demo", "Download"
    • Usually styled as primary/prominent buttons
  • Navigation: Menu links and page navigation
    • Header/navbar links, footer links, sidebar navigation
    • Breadcrumbs, pagination
  • Form: Data capture and submission
    • Contact forms, newsletter signup, search inputs
    • Lead capture, login/signup forms
  • Pricing: Pricing and plan selection
    • Plan comparison, "Choose Plan", upgrade CTAs
  • Auth: Authentication actions
    • Login, logout, signup, forgot password
  • Demo: Product demo requests
    • "Watch Demo", "Schedule Demo", demo video players
  • Outbound: External links
    • Social media, partner sites, documentation
  • Media: Video and audio interactions
    • Play, pause, seek, volume controls
按用途对每个元素进行分类:
  • CTA(行动召唤):主要行动按钮
    • 「开始使用」、「注册」、「开始试用」、「预约演示」、「下载」
    • 通常设计为主要/突出按钮
  • 导航:菜单链接和页面导航
    • 页眉/导航栏链接、页脚链接、侧边栏导航
    • 面包屑、分页
  • 表单:数据采集与提交
    • 联系表单、新闻通讯订阅、搜索输入框
    • 潜在客户采集、登录/注册表单
  • 定价:定价与方案选择
    • 方案对比、「选择方案」、升级CTA
  • 认证:认证操作
    • 登录、登出、注册、找回密码
  • 演示:产品演示请求
    • 「观看演示」、「预约演示」、演示视频播放器
  • 外部链接:外部站点链接
    • 社交媒体、合作站点、文档
  • 媒体:视频与音频交互
    • 播放、暂停、快进、音量控制

Phase 4: Existing Tracking Analysis

第四阶段:现有追踪分析

Scan for existing tracking implementation:
DataLayer Usage:
javascript
window.dataLayer.push({...})
dataLayer.push({...})
Event Handlers with Tracking:
javascript
onClick={() => {
  // Track event
  window.dataLayer.push({...})
  // Or analytics.track(...)
}}
Analytics Libraries:
  • Google Analytics (ga, gtag)
  • Segment (analytics.track)
  • Mixpanel
  • Custom analytics implementations
Track Coverage:
  • Count elements WITH tracking
  • Count elements WITHOUT tracking
  • Identify tracking patterns used
扫描现有追踪实现:
DataLayer使用情况:
javascript
window.dataLayer.push({...})
dataLayer.push({...})
带有追踪的事件处理器:
javascript
onClick={() => {
  // Track event
  window.dataLayer.push({...})
  // Or analytics.track(...)
}}
分析库:
  • Google Analytics (ga, gtag)
  • Segment (analytics.track)
  • Mixpanel
  • 自定义分析实现
追踪覆盖率:
  • 统计已添加追踪的元素数量
  • 统计未添加追踪的元素数量
  • 识别使用的追踪模式

Phase 5: DOM Structure Evaluation

第五阶段:DOM结构评估

Evaluate each element's analytics readiness:
ID Attributes:
  • Clear, descriptive IDs:
    id="cta_hero_get_started"
  • Generic IDs:
    id="button1"
  • Missing IDs: No id attribute ✗
Class Attributes:
  • Analytics classes:
    class="js-track js-cta js-click"
  • Generic classes:
    class="btn primary"
    △ (functional but not analytics-ready)
  • Inline styles only: No class attribute ✗
Accessibility:
  • Semantic HTML:
    <button>
    vs
    <div onClick>
  • ARIA labels:
    aria-label="..."
  • Alt text on images used in buttons
评估每个元素的分析就绪状态:
ID属性:
  • 清晰、描述性的ID:
    id="cta_hero_get_started"
  • 通用ID:
    id="button1"
  • 缺少ID:无id属性 ✗
类属性:
  • 分析专用类:
    class="js-track js-cta js-click"
  • 通用类:
    class="btn primary"
    △(功能性可用但不具备分析适配性)
  • 仅内联样式:无类属性 ✗
可访问性:
  • 语义化HTML:
    <button>
    vs
    <div onClick>
  • ARIA标签:
    aria-label="..."
  • 按钮中图片的替代文本

Phase 6: Gap Analysis

第六阶段:差距分析

Identify issues and opportunities:
Naming Issues:
  • Generic button names ("button1", "btn", "primary")
  • Missing identifiers (no id or meaningful classes)
  • Inconsistent naming patterns
Tracking Gaps:
  • High-value elements without tracking (CTAs, forms)
  • Incomplete tracking (only some CTAs tracked)
  • Missing event parameters
Framework-Specific Issues:
  • Next.js: Missing 'use client' directives for client-side tracking
  • React: Event handlers not tracking clicks
  • Vue: Missing event listeners for analytics
识别问题与机会:
命名问题:
  • 通用按钮名称("button1", "btn", "primary")
  • 缺少标识符(无id或有意义的类)
  • 命名模式不一致
追踪差距:
  • 高价值元素未添加追踪(CTA、表单)
  • 追踪不完整(仅部分CTA添加了追踪)
  • 缺少事件参数
框架特定问题:
  • Next.js:客户端追踪缺少'use client'指令
  • React:事件处理器未追踪点击
  • Vue:缺少分析事件监听器

Phase 7: Recommendations

第七阶段:建议

Provide actionable recommendations:
  1. DOM Standardization Needs
    • "Standardize 23 button identifiers before implementing tracking"
    • "Add analytics classes to 15 links"
    • "Create consistent naming convention across components"
  2. Priority Tracking Opportunities
    • P0: CTAs and forms (high conversion impact)
    • P1: Navigation and outbound links (user journey)
    • P2: Media interactions and scroll events (engagement)
  3. Next Steps
    • "Run gtm-dom-standardization to clean up DOM structure"
    • "Run gtm-strategy to plan tracking implementation"
提供可执行的建议:
  1. DOM标准化需求
    • 「在实施追踪之前,标准化23个按钮的标识符」
    • 「为15个链接添加分析专用类」
    • 「在组件间创建一致的命名规范」
  2. 优先级追踪机会
    • P0:CTA和表单(高转化影响)
    • P1:导航和外部链接(用户旅程)
    • P2:媒体交互和滚动事件(用户参与度)
  3. 后续步骤
    • 「运行gtm-dom-standardization来清理DOM结构」
    • 「运行gtm-strategy来规划追踪实现」

Phase 8: Output Generation

第八阶段:输出生成

Generate
audit-report.json
with complete findings:
json
{
  "metadata": {
    "auditDate": "2026-02-11T10:30:00Z",
    "framework": "Next.js 16.1.6 (App Router)",
    "filesScanned": 47,
    "componentsAnalyzed": 23
  },
  "summary": {
    "totalClickableElements": 47,
    "withTracking": 15,
    "withoutTracking": 32,
    "analyticsReadiness": "42%"
  },
  "categorized": {
    "cta": {
      "total": 12,
      "tracked": 4,
      "untracked": 8,
      "elements": [
        {
          "file": "app/page.tsx",
          "line": 45,
          "text": "Get Started",
          "id": null,
          "classes": ["btn", "primary"],
          "tracking": false,
          "recommendation": "Add id='cta_hero_get_started' and classes='js-track js-cta js-click js-hero'"
        }
      ]
    },
    "nav": {
      "total": 8,
      "tracked": 2,
      "untracked": 6
    },
    "form": {
      "total": 3,
      "tracked": 0,
      "untracked": 3
    },
    "outbound": {
      "total": 5,
      "tracked": 1,
      "untracked": 4
    },
    "media": {
      "total": 2,
      "tracked": 0,
      "untracked": 2
    }
  },
  "existingTracking": {
    "patterns": [
      "window.dataLayer.push (15 occurrences)",
      "Custom onClick handlers (4 occurrences)"
    ],
    "libraries": ["Google Tag Manager"],
    "coverage": "31.9% of clickable elements"
  },
  "issues": [
    {
      "type": "naming",
      "severity": "high",
      "count": 23,
      "description": "23 elements with generic or missing identifiers",
      "examples": [
        "button with class='btn' only (app/page.tsx:45)",
        "link with no id or analytics classes (components/Navbar.tsx:23)"
      ]
    },
    {
      "type": "tracking_gap",
      "severity": "high",
      "count": 8,
      "description": "8 high-priority CTAs without tracking",
      "impact": "Missing conversion data on primary actions"
    },
    {
      "type": "inconsistency",
      "severity": "medium",
      "count": 12,
      "description": "Inconsistent tracking patterns across similar elements"
    }
  ],
  "recommendations": [
    {
      "priority": "P0",
      "action": "Run gtm-dom-standardization skill",
      "reason": "Standardize 47 elements with consistent analytics-ready identifiers",
      "impact": "Creates clean foundation for tracking implementation"
    },
    {
      "priority": "P0",
      "action": "Implement tracking on 12 CTAs",
      "reason": "Critical conversion actions currently untracked",
      "expectedValue": "Visibility into primary conversion funnel"
    },
    {
      "priority": "P1",
      "action": "Add form tracking to 3 forms",
      "reason": "Lead capture and user input not measured",
      "expectedValue": "Form abandonment and completion data"
    },
    {
      "priority": "P2",
      "action": "Track 5 outbound links",
      "reason": "Referral traffic and external engagement unknown",
      "expectedValue": "Partner/resource click-through rates"
    }
  ],
  "nextSteps": [
    "Invoke gtm-dom-standardization to clean up DOM identifiers",
    "Invoke gtm-strategy to plan tracking implementation based on business goals",
    "Review audit-report.json with stakeholders to prioritize tracking"
  ]
}
生成包含完整发现的
audit-report.json
json
{
  "metadata": {
    "auditDate": "2026-02-11T10:30:00Z",
    "framework": "Next.js 16.1.6 (App Router)",
    "filesScanned": 47,
    "componentsAnalyzed": 23
  },
  "summary": {
    "totalClickableElements": 47,
    "withTracking": 15,
    "withoutTracking": 32,
    "analyticsReadiness": "42%"
  },
  "categorized": {
    "cta": {
      "total": 12,
      "tracked": 4,
      "untracked": 8,
      "elements": [
        {
          "file": "app/page.tsx",
          "line": 45,
          "text": "Get Started",
          "id": null,
          "classes": ["btn", "primary"],
          "tracking": false,
          "recommendation": "Add id='cta_hero_get_started' and classes='js-track js-cta js-click js-hero'"
        }
      ]
    },
    "nav": {
      "total": 8,
      "tracked": 2,
      "untracked": 6
    },
    "form": {
      "total": 3,
      "tracked": 0,
      "untracked": 3
    },
    "outbound": {
      "total": 5,
      "tracked": 1,
      "untracked": 4
    },
    "media": {
      "total": 2,
      "tracked": 0,
      "untracked": 2
    }
  },
  "existingTracking": {
    "patterns": [
      "window.dataLayer.push (15 occurrences)",
      "Custom onClick handlers (4 occurrences)"
    ],
    "libraries": ["Google Tag Manager"],
    "coverage": "31.9% of clickable elements"
  },
  "issues": [
    {
      "type": "naming",
      "severity": "high",
      "count": 23,
      "description": "23 elements with generic or missing identifiers",
      "examples": [
        "button with class='btn' only (app/page.tsx:45)",
        "link with no id or analytics classes (components/Navbar.tsx:23)"
      ]
    },
    {
      "type": "tracking_gap",
      "severity": "high",
      "count": 8,
      "description": "8 high-priority CTAs without tracking",
      "impact": "Missing conversion data on primary actions"
    },
    {
      "type": "inconsistency",
      "severity": "medium",
      "count": 12,
      "description": "Inconsistent tracking patterns across similar elements"
    }
  ],
  "recommendations": [
    {
      "priority": "P0",
      "action": "Run gtm-dom-standardization skill",
      "reason": "Standardize 47 elements with consistent analytics-ready identifiers",
      "impact": "Creates clean foundation for tracking implementation"
    },
    {
      "priority": "P0",
      "action": "Implement tracking on 12 CTAs",
      "reason": "Critical conversion actions currently untracked",
      "expectedValue": "Visibility into primary conversion funnel"
    },
    {
      "priority": "P1",
      "action": "Add form tracking to 3 forms",
      "reason": "Lead capture and user input not measured",
      "expectedValue": "Form abandonment and completion data"
    },
    {
      "priority": "P2",
      "action": "Track 5 outbound links",
      "reason": "Referral traffic and external engagement unknown",
      "expectedValue": "Partner/resource click-through rates"
    }
  ],
  "nextSteps": [
    "Invoke gtm-dom-standardization to clean up DOM identifiers",
    "Invoke gtm-strategy to plan tracking implementation based on business goals",
    "Review audit-report.json with stakeholders to prioritize tracking"
  ]
}

Output Format

输出格式

Present findings to the user in this structure:
=== GTM Analytics Audit Complete ===

Framework: Next.js 16.1.6 (App Router)
Files Scanned: 47 files
Components Analyzed: 23 components

--- Summary ---
Total Clickable Elements: 47
✓ With Tracking: 15 (31.9%)
✗ Without Tracking: 32 (68.1%)

--- Element Breakdown ---
CTAs: 12 total (4 tracked, 8 untracked)
Navigation: 8 total (2 tracked, 6 untracked)
Forms: 3 total (0 tracked, 3 untracked)
Outbound Links: 5 total (1 tracked, 4 untracked)
Media: 2 total (0 tracked, 2 untracked)

--- Key Issues ---
⚠ 23 elements with generic/missing identifiers
⚠ 8 high-priority CTAs without tracking
⚠ 3 forms without tracking
⚠ Inconsistent tracking patterns

--- Existing Tracking ---
✓ Google Tag Manager detected
✓ 15 dataLayer.push() calls found
△ Coverage: 31.9% of clickable elements

--- Recommendations ---

P0 (Critical):
1. Standardize DOM identifiers across 47 elements
   → Invoke gtm-dom-standardization skill
2. Implement tracking on 12 CTAs
   → Critical for conversion funnel visibility

P1 (Important):
3. Add form tracking (3 forms)
   → Capture lead generation and form abandonment

P2 (Nice-to-have):
4. Track outbound links (5 links)
   → Measure partner/resource engagement

--- Next Steps ---
✓ Audit report saved to: audit-report.json
→ Next: Invoke gtm-dom-standardization to prepare DOM for tracking
→ Then: Invoke gtm-strategy to plan tracking implementation

Ready to standardize your DOM? Invoke gtm-dom-standardization skill.
按以下结构向用户展示发现结果:
=== GTM Analytics Audit Complete ===

Framework: Next.js 16.1.6 (App Router)
Files Scanned: 47 files
Components Analyzed: 23 components

--- Summary ---
Total Clickable Elements: 47
✓ With Tracking: 15 (31.9%)
✗ Without Tracking: 32 (68.1%)

--- Element Breakdown ---
CTAs: 12 total (4 tracked, 8 untracked)
Navigation: 8 total (2 tracked, 6 untracked)
Forms: 3 total (0 tracked, 3 untracked)
Outbound Links: 5 total (1 tracked, 4 untracked)
Media: 2 total (0 tracked, 2 untracked)

--- Key Issues ---
⚠ 23 elements with generic/missing identifiers
⚠ 8 high-priority CTAs without tracking
⚠ 3 forms without tracking
⚠ Inconsistent tracking patterns

--- Existing Tracking ---
✓ Google Tag Manager detected
✓ 15 dataLayer.push() calls found
△ Coverage: 31.9% of clickable elements

--- Recommendations ---

P0 (Critical):
1. Standardize DOM identifiers across 47 elements
   → Invoke gtm-dom-standardization skill
2. Implement tracking on 12 CTAs
   → Critical for conversion funnel visibility

P1 (Important):
3. Add form tracking (3 forms)
   → Capture lead generation and form abandonment

P2 (Nice-to-have):
4. Track outbound links (5 links)
   → Measure partner/resource engagement

--- Next Steps ---
✓ Audit report saved to: audit-report.json
→ Next: Invoke gtm-dom-standardization to prepare DOM for tracking
→ Then: Invoke gtm-strategy to plan tracking implementation

Ready to standardize your DOM? Invoke gtm-dom-standardization skill.

Important Guidelines

重要指南

Senior Engineer Mindset

资深工程师思维

  • Be thorough but efficient: Scan comprehensively but summarize clearly
  • Identify root causes: Don't just report "missing tracking" - explain why (no IDs, generic classes, etc.)
  • Provide context: Explain business impact of each finding
  • Think systematically: Categorize and prioritize systematically
  • 全面且高效:全面扫描但清晰总结
  • 识别根本原因:不要只报告「缺少追踪」,要解释原因(无ID、通用类等)
  • 提供上下文:解释每个发现的业务影响
  • 系统化思考:系统化地分类和排序优先级

Framework-Specific Awareness

框架特定认知

Next.js App Router:
  • Client components need 'use client' directive for tracking
  • Server components cannot use onClick directly
React:
  • Event handlers should include tracking calls
  • Hooks (useState, useEffect) may affect tracking timing
Vue:
  • Composition API vs Options API affects event binding
  • Template syntax differences from React
Next.js App Router:
  • 客户端组件需要'use client'指令才能实现追踪
  • 服务器组件不能直接使用onClick
React:
  • 事件处理器应包含追踪调用
  • Hooks(useState、useEffect)可能影响追踪时机
Vue:
  • Composition API与Options API会影响事件绑定
  • 模板语法与React不同

Categorization Logic

分类逻辑

Use this decision tree for ambiguous elements:
"Learn More" button:
  • If leads to product demo → CTA
  • If navigates to info page → Navigation
  • Default: CTA (assumes conversion intent)
"Contact Us" link:
  • In navigation menu → Navigation
  • As prominent button → CTA
  • In footer → Navigation
Video player:
  • Auto-play background video → Media
  • Product demo video → Demo + Media
Search input:
  • Header search → Form + Navigation
  • Content filter → Form
对模糊元素使用以下决策树:
「了解更多」按钮:
  • 如果指向产品演示 → CTA
  • 如果导航到信息页面 → 导航
  • 默认:CTA(假设存在转化意图)
「联系我们」链接:
  • 在导航菜单中 → 导航
  • 作为突出按钮 → CTA
  • 在页脚中 → 导航
视频播放器:
  • 自动播放背景视频 → 媒体
  • 产品演示视频 → 演示 + 媒体
搜索输入框:
  • 页眉搜索 → 表单 + 导航
  • 内容筛选 → 表单

Avoid Over-Engineering

避免过度设计

  • Don't recommend tracking EVERY element
  • Focus on business-critical interactions
  • Skip decorative or redundant elements
  • Prioritize based on conversion impact
  • 不要建议追踪所有元素
  • 专注于业务关键交互
  • 跳过装饰性或冗余元素
  • 根据转化影响确定优先级

Reference Files

参考文件

  • references/naming-conventions.md
    - Analytics ID/class naming standards (load if user asks about naming)
  • examples/sample.md
    - Example audit output showing expected format and audit-report.json structure
  • references/naming-conventions.md
    - 分析ID/类命名标准(如果用户询问命名则加载)
  • examples/sample.md
    - 示例审计输出,展示预期格式和audit-report.json结构

Common Questions

常见问题

Q: Should I track every button? A: No. Focus on conversion-critical CTAs, forms, and navigation. Skip redundant/decorative elements.
Q: How do I categorize ambiguous elements? A: Use business intent: Does it drive conversion (CTA) or navigate (nav)? Default to CTA if unclear.
Q: What if the codebase has no tracking at all? A: That's common! Focus on identifying opportunities and recommend starting with P0 elements (CTAs, forms).
Q: Should I scan node_modules? A: No. Only scan user code (app/, components/, pages/, src/). Ignore node_modules and build directories.
Q: 我应该追踪每个按钮吗? A: 不需要。专注于转化关键的CTA、表单和导航。跳过冗余/装饰性元素。
Q: 如何对模糊元素进行分类? A: 依据业务意图:是否推动转化(CTA)或导航(导航)?如果不确定,默认归类为CTA。
Q: 如果代码库完全没有追踪怎么办? A: 这很常见!专注于识别机会,并建议从P0元素(CTA、表单)开始。
Q: 我应该扫描node_modules吗? A: 不需要。仅扫描用户代码(app/、components/、pages/、src/)。忽略node_modules和构建目录。