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test-repo/docs/.vitepress/theme/components/appendix/tracking-design/DataModelDesignDemo.vue
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<!--
DataModelDesignDemo.vue
数据模型设计 - 事件用户会话模型
-->
<template>
<div class="data-model-design-demo">
<div class="header">
<div class="title">数据模型设计</div>
<div class="subtitle">埋点数据的核心三要素事件用户会话</div>
</div>
<div class="model-tabs">
<button
v-for="model in models"
:key="model.id"
class="model-tab"
:class="{ active: selectedModel === model.id }"
@click="selectModel(model.id)"
>
{{ model.name }}
</button>
</div>
<div class="model-content">
<!-- 事件模型 -->
<div v-if="selectedModel === 'event'" class="model-detail">
<div class="model-intro">
<div class="intro-icon">📊</div>
<div class="intro-text">
<div class="intro-title">事件模型 (Event Model)</div>
<div class="intro-desc">
一个事件 = 用户的一次行为动作是埋点系统中最基本的数据单元
</div>
</div>
</div>
<div class="event-naming">
<div class="section-title">命名规范</div>
<div class="naming-rules">
<div class="rule-item good">
<div class="rule-label"> 好的命名</div>
<div class="rule-examples">
<code>click_button</code>
<code>view_page</code>
<code>add_to_cart</code>
<code>submit_form</code>
</div>
</div>
<div class="rule-item bad">
<div class="rule-label"> 不好的命名</div>
<div class="rule-examples">
<code>button_click</code>
<code>page_view</code>
<code>cart_add</code>
<code>form_submit</code>
</div>
</div>
</div>
<div class="naming-tip">💡 原则动词在前名词在后简洁明确</div>
</div>
<div class="event-structure">
<div class="section-title">事件数据结构</div>
<div class="code-example">
<pre><code>{
<span class="key">"event"</span>: <span class="string">"click_button"</span>,
<span class="key">"timestamp"</span>: <span class="number">1704067200000</span>,
<span class="comment">// 公共属性 (SDK 自动采集)</span>
<span class="key">"common"</span>: {
<span class="key">"platform"</span>: <span class="string">"iOS"</span>,
<span class="key">"app_version"</span>: <span class="string">"1.2.3"</span>,
<span class="key">"device_id"</span>: <span class="string">"device_123"</span>,
<span class="key">"network"</span>: <span class="string">"WiFi"</span>
},
<span class="comment">// 自定义属性 (业务数据)</span>
<span class="key">"properties"</span>: {
<span class="key">"button_name"</span>: <span class="string">"立即购买"</span>,
<span class="key">"page"</span>: <span class="string">"商品详情页"</span>,
<span class="key">"product_id"</span>: <span class="string">"prod_98765"</span>,
<span class="key">"price"</span>: <span class="number">299.00</span>
}
}</code></pre>
</div>
</div>
<div class="event-best-practices">
<div class="section-title">最佳实践</div>
<div class="practices-grid">
<div class="practice-item">
<div class="practice-icon">🎯</div>
<div class="practice-content">
<div class="practice-title">明确事件目标</div>
<div class="practice-desc">
每个事件都应有明确的业务分析目标
</div>
</div>
</div>
<div class="practice-item">
<div class="practice-icon">📝</div>
<div class="practice-content">
<div class="practice-title">属性完整丰富</div>
<div class="practice-desc">包含所有可能影响业务决策的维度</div>
</div>
</div>
<div class="practice-item">
<div class="practice-icon">🔄</div>
<div class="practice-content">
<div class="practice-title">保持命名一致</div>
<div class="practice-desc">同一类型事件使用统一的命名规范</div>
</div>
</div>
<div class="practice-item">
<div class="practice-icon">🚫</div>
<div class="practice-content">
<div class="practice-title">避免过度采集</div>
<div class="practice-desc">只采集必要数据减少隐私风险</div>
</div>
</div>
</div>
</div>
</div>
<!-- 用户模型 -->
<div v-if="selectedModel === 'user'" class="model-detail">
<div class="model-intro">
<div class="intro-icon">👤</div>
<div class="intro-text">
<div class="intro-title">用户模型 (User Model)</div>
<div class="intro-desc">
跨设备关联用户身份实现用户全生命周期管理
</div>
</div>
</div>
<div class="user-identity">
<div class="section-title">身份识别体系</div>
<div class="identity-types">
<div class="identity-card primary">
<div class="identity-header">
<div class="identity-icon">🆔</div>
<div class="identity-name">user_id</div>
</div>
<div class="identity-info">
<div class="info-row">
<span class="label">稳定性</span>
<span class="value high">极高</span>
</div>
<div class="info-row">
<span class="label">来源</span>
<span class="value">后端分配</span>
</div>
<div class="info-row">
<span class="label">用途</span>
<span class="value">跨设备关联</span>
</div>
</div>
</div>
<div class="identity-card secondary">
<div class="identity-header">
<div class="identity-icon">📱</div>
<div class="identity-name">device_id</div>
</div>
<div class="identity-info">
<div class="info-row">
<span class="label">稳定性</span>
<span class="value medium"></span>
</div>
<div class="info-row">
<span class="label">来源</span>
<span class="value">设备指纹</span>
</div>
<div class="info-row">
<span class="label">用途</span>
<span class="value">匿名用户分析</span>
</div>
</div>
</div>
<div class="identity-card tertiary">
<div class="identity-header">
<div class="identity-icon">🌐</div>
<div class="identity-name">session_id</div>
</div>
<div class="identity-info">
<div class="info-row">
<span class="label">稳定性</span>
<span class="value low"></span>
</div>
<div class="info-row">
<span class="label">来源</span>
<span class="value">会话生成</span>
</div>
<div class="info-row">
<span class="label">用途</span>
<span class="value">单次会话分析</span>
</div>
</div>
</div>
</div>
</div>
<div class="id-mapping">
<div class="section-title">ID Mapping身份打通</div>
<div class="mapping-flow">
<div class="mapping-step">
<div class="step-title">注册前匿名</div>
<div class="step-code">
<code>device_id: "device_123"</code><br />
<code>user_id: null</code>
</div>
</div>
<div class="mapping-arrow"></div>
<div class="mapping-step">
<div class="step-title">注册后登录</div>
<div class="step-code">
<code>device_id: "device_123"</code><br />
<code>user_id: "user_456"</code>
</div>
</div>
<div class="mapping-arrow"></div>
<div class="mapping-step">
<div class="step-title">数据分析</div>
<div class="step-desc">
通过 device_id 关联<br />
用户注册前后行为
</div>
</div>
</div>
</div>
<div class="user-profile">
<div class="section-title">用户画像维度</div>
<div class="profile-dimensions">
<div class="dimension-group">
<div class="group-title">基础属性</div>
<div class="dimension-list">
<span class="dimension-tag">性别</span>
<span class="dimension-tag">年龄</span>
<span class="dimension-tag">地域</span>
<span class="dimension-tag">语言</span>
</div>
</div>
<div class="dimension-group">
<div class="group-title">行为特征</div>
<div class="dimension-list">
<span class="dimension-tag">活跃度</span>
<span class="dimension-tag">偏好</span>
<span class="dimension-tag">购买力</span>
<span class="dimension-tag">生命周期</span>
</div>
</div>
<div class="dimension-group">
<div class="group-title">设备信息</div>
<div class="dimension-list">
<span class="dimension-tag">平台</span>
<span class="dimension-tag">操作系统</span>
<span class="dimension-tag">分辨率</span>
<span class="dimension-tag">运营商</span>
</div>
</div>
</div>
</div>
</div>
<!-- 会话模型 -->
<div v-if="selectedModel === 'session'" class="model-detail">
<div class="model-intro">
<div class="intro-icon"></div>
<div class="intro-text">
<div class="intro-title">会话模型 (Session Model)</div>
<div class="intro-desc">
用户一次连续的使用过程用于分析用户粘性和转化
</div>
</div>
</div>
<div class="session-definition">
<div class="section-title">会话定义</div>
<div class="session-rules">
<div class="rule-card web">
<div class="rule-icon">🌐</div>
<div class="rule-content">
<div class="rule-title">Web 会话</div>
<div class="rule-desc">连续浏览无操作超过 30 分钟则结束</div>
</div>
</div>
<div class="rule-card app">
<div class="rule-icon">📱</div>
<div class="rule-content">
<div class="rule-title">App 会话</div>
<div class="rule-desc">
App 从后台回到前台超过 5 分钟则新会话
</div>
</div>
</div>
</div>
</div>
<div class="session-metrics">
<div class="section-title">会话关键指标</div>
<div class="metrics-grid">
<div class="metric-card">
<div class="metric-icon">📊</div>
<div class="metric-name">会话时长</div>
<div class="metric-value">8m 32s</div>
<div class="metric-desc">用户平均使用时长</div>
</div>
<div class="metric-card">
<div class="metric-icon">📄</div>
<div class="metric-name">会话深度</div>
<div class="metric-value">12.5</div>
<div class="metric-desc">平均浏览页面数</div>
</div>
<div class="metric-card">
<div class="metric-icon">🔄</div>
<div class="metric-name">会话频率</div>
<div class="metric-value">3.2/</div>
<div class="metric-desc">日均打开次数</div>
</div>
<div class="metric-card">
<div class="metric-icon">💼</div>
<div class="metric-name">跳出率</div>
<div class="metric-value">35.2%</div>
<div class="metric-desc">单页面跳出比例</div>
</div>
</div>
</div>
<div class="session-use-cases">
<div class="section-title">典型应用场景</div>
<div class="use-case-list">
<div class="use-case-item">
<div class="use-case-number">1</div>
<div class="use-case-content">
<div class="use-case-title">转化漏斗分析</div>
<div class="use-case-desc">
分析用户从进入到完成目标的转化路径识别流失环节
</div>
</div>
</div>
<div class="use-case-item">
<div class="use-case-number">2</div>
<div class="use-case-content">
<div class="use-case-title">用户粘性分析</div>
<div class="use-case-desc">
通过会话时长和频次评估产品吸引力和用户忠诚度
</div>
</div>
</div>
<div class="use-case-item">
<div class="use-case-number">3</div>
<div class="use-case-content">
<div class="use-case-title">用户分群</div>
<div class="use-case-desc">
基于会话行为特征将用户分为高价值流失风险等群体
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</template>
<script setup>
import { ref } from 'vue'
const selectedModel = ref('event')
const models = [
{ id: 'event', name: '事件模型' },
{ id: 'user', name: '用户模型' },
{ id: 'session', name: '会话模型' }
]
const selectModel = (modelId) => {
selectedModel.value = modelId
}
</script>
<style scoped>
.data-model-design-demo {
border: 1px solid var(--vp-c-divider);
background: var(--vp-c-bg-soft);
border-radius: 12px;
padding: 2rem;
margin: 2rem 0;
font-family: var(--vp-font-family-base);
}
.header {
text-align: center;
margin-bottom: 2rem;
}
.title {
font-weight: 700;
font-size: 1.3rem;
margin-bottom: 0.5rem;
}
.subtitle {
color: var(--vp-c-text-2);
font-size: 1rem;
}
.model-tabs {
display: flex;
justify-content: center;
gap: 1rem;
margin-bottom: 2rem;
}
.model-tab {
padding: 0.75rem 2rem;
background: var(--vp-c-bg);
border: 2px solid var(--vp-c-divider);
border-radius: 6px;
font-size: 1rem;
font-weight: 600;
cursor: pointer;
transition: all 0.3s;
color: var(--vp-c-text-1);
}
.model-tab:hover {
border-color: var(--vp-c-brand);
}
.model-tab.active {
background: var(--vp-c-brand);
border-color: var(--vp-c-brand);
color: white;
}
.model-content {
background: var(--vp-c-bg);
border-radius: 12px;
padding: 1.5rem;
border: 1px solid var(--vp-c-divider);
}
.model-intro {
display: flex;
align-items: center;
gap: 1rem;
margin-bottom: 2rem;
padding-bottom: 1.5rem;
border-bottom: 1px solid var(--vp-c-divider);
}
.intro-icon {
font-size: 3rem;
}
.intro-title {
font-weight: 700;
font-size: 1.2rem;
margin-bottom: 0.25rem;
}
.intro-desc {
color: var(--vp-c-text-2);
font-size: 0.95rem;
}
.section-title {
font-weight: 600;
font-size: 1rem;
margin-bottom: 1rem;
color: var(--vp-c-text-1);
}
/* 事件模型样式 */
.event-naming {
margin-bottom: 2rem;
}
.naming-rules {
display: grid;
grid-template-columns: 1fr 1fr;
gap: 1rem;
margin-bottom: 1rem;
}
.rule-item {
padding: 0.75rem;
border-radius: 10px;
}
.rule-item.good {
background: #dcfce7;
border: 2px solid #22c55e;
}
.rule-item.bad {
background: #fee2e2;
border: 2px solid #ef4444;
}
.rule-label {
font-weight: 600;
margin-bottom: 0.75rem;
font-size: 0.9rem;
}
.rule-examples {
display: flex;
flex-wrap: wrap;
gap: 0.5rem;
}
.rule-examples code {
padding: 0.25rem 0.75rem;
background: white;
border-radius: 6px;
font-size: 0.85rem;
font-family: 'Monaco', 'Courier New', monospace;
}
.naming-tip {
text-align: center;
padding: 0.75rem;
background: var(--vp-c-bg-soft);
border-radius: 6px;
font-size: 0.9rem;
font-weight: 600;
}
.event-structure {
margin-bottom: 2rem;
}
.code-example {
background: #1e1e1e;
border-radius: 10px;
padding: 1.5rem;
overflow-x: auto;
}
.code-example pre {
margin: 0;
font-family: 'Monaco', 'Courier New', monospace;
font-size: 0.85rem;
line-height: 1.8;
}
.key {
color: #9cdcfe;
}
.string {
color: #ce9178;
}
.number {
color: #b5cea8;
}
.comment {
color: #6a9955;
font-style: italic;
}
.event-best-practices {
margin-bottom: 1rem;
}
.practices-grid {
display: grid;
grid-template-columns: repeat(2, 1fr);
gap: 1rem;
}
.practice-item {
display: flex;
align-items: flex-start;
gap: 0.75rem;
padding: 0.75rem;
background: var(--vp-c-bg-soft);
border-radius: 10px;
}
.practice-icon {
font-size: 1.5rem;
}
.practice-title {
font-weight: 600;
font-size: 0.9rem;
margin-bottom: 0.25rem;
}
.practice-desc {
font-size: 0.8rem;
color: var(--vp-c-text-2);
line-height: 1.5;
}
/* 用户模型样式 */
.user-identity {
margin-bottom: 2rem;
}
.identity-types {
display: grid;
grid-template-columns: repeat(3, 1fr);
gap: 1rem;
}
.identity-card {
padding: 1.25rem;
border-radius: 12px;
border: 2px solid;
}
.identity-card.primary {
background: linear-gradient(135deg, #dbeafe, #bfdbfe);
border-color: #3b82f6;
}
.identity-card.secondary {
background: linear-gradient(135deg, #fef3c7, #fde68a);
border-color: #f59e0b;
}
.identity-card.tertiary {
background: linear-gradient(135deg, #dcfce7, #bbf7d0);
border-color: #22c55e;
}
.identity-header {
display: flex;
align-items: center;
gap: 0.75rem;
margin-bottom: 1rem;
}
.identity-icon {
font-size: 2rem;
}
.identity-name {
font-weight: 700;
font-size: 1.1rem;
}
.identity-info {
display: flex;
flex-direction: column;
gap: 0.5rem;
}
.info-row {
display: flex;
font-size: 0.85rem;
}
.info-row .label {
color: var(--vp-c-text-2);
margin-right: 0.5rem;
}
.value.high {
color: #22c55e;
font-weight: 600;
}
.value.medium {
color: #f59e0b;
font-weight: 600;
}
.value.low {
color: #ef4444;
font-weight: 600;
}
.id-mapping {
margin-bottom: 2rem;
}
.mapping-flow {
display: flex;
align-items: center;
justify-content: space-between;
gap: 1rem;
}
.mapping-step {
flex: 1;
padding: 0.75rem;
background: var(--vp-c-bg-soft);
border-radius: 10px;
text-align: center;
}
.step-title {
font-weight: 600;
margin-bottom: 0.5rem;
font-size: 0.9rem;
}
.step-code {
font-family: 'Monaco', 'Courier New', monospace;
font-size: 0.8rem;
line-height: 1.6;
color: var(--vp-c-text-2);
}
.step-desc {
font-size: 0.8rem;
color: var(--vp-c-text-2);
line-height: 1.5;
}
.mapping-arrow {
font-size: 1.5rem;
color: var(--vp-c-text-2);
}
.user-profile {
margin-bottom: 1rem;
}
.profile-dimensions {
display: flex;
flex-direction: column;
gap: 1rem;
}
.dimension-group {
background: var(--vp-c-bg-soft);
padding: 0.75rem;
border-radius: 10px;
}
.group-title {
font-weight: 600;
margin-bottom: 0.75rem;
font-size: 0.9rem;
}
.dimension-list {
display: flex;
flex-wrap: wrap;
gap: 0.5rem;
}
.dimension-tag {
padding: 0.25rem 0.75rem;
background: white;
border: 1px solid var(--vp-c-divider);
border-radius: 20px;
font-size: 0.8rem;
font-weight: 500;
}
/* 会话模型样式 */
.session-definition {
margin-bottom: 2rem;
}
.session-rules {
display: grid;
grid-template-columns: 1fr 1fr;
gap: 1rem;
}
.rule-card {
display: flex;
align-items: center;
gap: 1rem;
padding: 1.25rem;
border-radius: 10px;
border: 2px solid;
}
.rule-card.web {
background: linear-gradient(135deg, #e0e7ff, #c7d2fe);
border-color: #6366f1;
}
.rule-card.app {
background: linear-gradient(135deg, #fce7f3, #fbcfe8);
border-color: #ec4899;
}
.rule-icon {
font-size: 2.5rem;
}
.rule-title {
font-weight: 700;
font-size: 1rem;
margin-bottom: 0.25rem;
}
.rule-desc {
font-size: 0.85rem;
color: var(--vp-c-text-2);
}
.session-metrics {
margin-bottom: 2rem;
}
.metrics-grid {
display: grid;
grid-template-columns: repeat(4, 1fr);
gap: 1rem;
}
.metric-card {
text-align: center;
padding: 1.25rem;
background: var(--vp-c-bg-soft);
border-radius: 10px;
}
.metric-icon {
font-size: 2rem;
margin-bottom: 0.5rem;
}
.metric-name {
font-weight: 600;
font-size: 0.9rem;
margin-bottom: 0.25rem;
}
.metric-value {
font-size: 1.25rem;
font-weight: 700;
color: var(--vp-c-brand);
margin-bottom: 0.25rem;
}
.metric-desc {
font-size: 0.8rem;
color: var(--vp-c-text-2);
}
.session-use-cases {
margin-bottom: 1rem;
}
.use-case-list {
display: flex;
flex-direction: column;
gap: 1rem;
}
.use-case-item {
display: flex;
gap: 1rem;
padding: 0.75rem;
background: var(--vp-c-bg-soft);
border-radius: 10px;
}
.use-case-number {
width: 36px;
height: 36px;
background: var(--vp-c-brand);
color: white;
border-radius: 50%;
display: flex;
align-items: center;
justify-content: center;
font-size: 1.1rem;
font-weight: 700;
flex-shrink: 0;
}
.use-case-title {
font-weight: 600;
font-size: 0.95rem;
margin-bottom: 0.25rem;
}
.use-case-desc {
font-size: 0.85rem;
color: var(--vp-c-text-2);
line-height: 1.5;
}
@media (max-width: 768px) {
.naming-rules,
.practices-grid,
.identity-types,
.mapping-flow,
.session-rules,
.metrics-grid {
grid-template-columns: 1fr;
}
.mapping-flow {
flex-direction: column;
}
}
</style>