以下为 基于AGC用户分群实现HarmonyOS 5精准节日营销推送的完整ArkTS解决方案,包含用户画像分析、分群策略配置和智能推送触达的代码示例:
1. 系统架构
2. 用户分群策略
2.1 动态分群规则
// user-segmentation.ets
import { Analytics } from '@hw-agconnect/analytics';
export const FESTIVAL_SEGMENTS = {
highValue: {
rules: [
'last_purchase_time > now()-30d',
'order_count >= 3',
'avg_order_value > 100'
],
pushContent: {
title: '会员专属福利',
body: '您获得限量节日礼盒资格'
}
},
inactive: {
rules: [
'last_login_time < now()-90d',
'push_enabled == true'
],
pushContent: {
title: '我们想您了',
body: '回归即赠50元无门槛券'
}
}
};
export async function refreshUserSegments() {
const segments = await Analytics.createSegments({
name: 'festival_2023',
rules: FESTIVAL_SEGMENTS,
refreshInterval: '24h'
});
return segments;
}
2.2 实时分群监听
// segment-listener.ets
Analytics.onSegmentChange((userId, newSegment, oldSegment) => {
if (newSegment === 'highValue' && oldSegment !== 'highValue') {
triggerPush(userId, FESTIVAL_SEGMENTS.highValue.pushContent);
}
});
3. 智能推送配置
3.1 推送任务创建
// push-manager.ets
import { Push } from '@hw-agconnect/push';
export async function createFestivalPush(segment: string) {
const config = {
target: {
type: 'segment',
value: segment
},
message: {
title: FESTIVAL_SEGMENTS[segment].pushContent.title,
body: FESTIVAL_SEGMENTS[segment].pushContent.body,
deepLink: `app://festival/${segment}`
},
timing: {
bestTime: true, // 使用最佳推送时间算法
timezone: 'local'
}
};
return Push.createTask(config);
}
3.2 个性化消息模板
// message-template.ets
export function generatePersonalizedPush(user: UserProfile) {
return {
title: `${user.name}的专属福利`,
body: `您有${user.points}积分将于3天后过期`,
image: user.preferredTheme === 'dark' ?
'dark_coupon.png' : 'light_coupon.png',
buttons: [
{ text: '立即兑换', action: 'redeem' },
{ text: '查看详情', action: 'details' }
]
};
}
4. 推送效果优化
4.1 A/B测试推送文案
// push-abtest.ets
export async function runPushABTest() {
const variants = [
{
id: 'v1',
title: '节日大促开启',
body: '全场5折起',
weight: 0.3
},
{
id: 'v2',
title: '您的专属优惠',
body: '限量礼盒待领取',
weight: 0.7
}
];
return Push.testMessages({
experimentId: 'festival_push_2023',
segments: ['highValue'],
variants,
primaryMetric: 'openRate'
});
}
4.2 疲劳度控制
// fatigue-control.ets
export function checkPushFatigue(userId: string) {
const recentPushes = Push.getUserHistory(userId);
return {
isFatigued: recentPushes.count > 3,
coolDownHours: 24 - recentPushes.lastHours
};
}
5. 数据追踪与分析
5.1 推送效果埋点
// push-tracker.ets
export function trackPushPerformance(taskId: string) {
Push.onReceive(taskId, (payload) => {
Analytics.logEvent('push_received', {
campaign: payload.campaignId,
segment: payload.segment
});
});
Push.onOpen(taskId, (payload) => {
Analytics.logEvent('push_click', {
campaign: payload.campaignId,
element: payload.clickElement
});
});
}
5.2 转化漏斗分析
// funnel-analysis.ets
export async function analyzePushFunnel(taskId: string) {
const report = await Analytics.buildFunnel([
'push_received',
'push_click',
'landing_page_view',
'checkout_start',
'purchase_complete'
], {
filters: { campaignId: taskId }
});
return {
openRate: report.steps[1].count / report.steps[0].count,
conversionRate: report.steps[4].count / report.steps[0].count
};
}
6. 完整节日营销工作流
6.1 活动预热阶段
// preheat-campaign.ets
async function runPreheatCampaign() {
// 1. 更新用户分群
await refreshUserSegments();
// 2. 创建A/B测试
const abTest = await runPushABTest();
// 3. 发送预热推送
const task = await createFestivalPush('highValue');
// 4. 监控实时数据
trackPushPerformance(task.id);
}
6.2 活动爆发阶段
// peak-campaign.ets
async function runPeakCampaign() {
// 1. 检查疲劳度
const segments = await getActiveSegments();
// 2. 分批次推送
for (const segment of segments) {
if (!checkPushFatigue(segment).isFatigued) {
await createFestivalPush(segment);
}
}
// 3. 动态调整策略
const funnel = await analyzePushFunnel();
if (funnel.conversionRate < 0.1) {
adjustPushContent();
}
}
7. 关键配置参数
| 参数 | 说明 | 示例值 |
|---|---|---|
bestTimeWindow | 最佳推送时间段 | 18:00-21:00 |
fatigueThreshold | 用户推送疲劳阈值 | 3次/24小时 |
segmentRefresh | 分群刷新频率 | 24h |
abTestDuration | A/B测试持续时间 | 48h |
8. 高级功能扩展
8.1 地理位置围栏
// geo-fence.ets
export function setupLocationBasedPush() {
GeoFence.onEnter('mall_123', (users) => {
Push.sendToUsers(users, {
title: '附近门店有活动',
body: '距离您500米的旗舰店限时折扣'
});
});
}
8.2 实时行为触发
// behavior-trigger.ets
export function setupBehaviorTriggers() {
Analytics.onEvent('cart_abandon', (userId) => {
if (UserSegments.get(userId) === 'highValue') {
Push.sendToUser(userId, {
title: '您的购物车有未结算商品',
body: '专属客服为您保留15分钟'
});
}
});
}
9. 效果评估指标
| 指标 | 计算公式 | 行业基准 |
|---|---|---|
| 打开率 | 点击推送/送达数 | 15%-25% |
| 转化率 | 完成目标/点击推送数 | 5%-10% |
| 唤醒率 | 回流用户/推送用户数 | 8%-12% |
| 卸载率 | 推送后卸载数/推送用户数 | <0.3% |
10. 完整示例项目结构
push-campaign/
├── segments/ # 用户分群策略
├── messages/ # 推送模板
├── triggers/ # 触发逻辑
├── analytics/ # 效果分析
└── workflows/ # 营销活动流程
通过本方案可实现:
- 秒级 用户分群更新
- 智能 最佳推送时机
- 动态 疲劳度控制
- 可视化 转化漏斗
完整代码模板可通过 AGC消息推送示例库 获取(搜索"Precision-Push-Template")。