技能 数据科学 PostHog事件与数据分析

PostHog事件与数据分析

v20260423
posthog-webhooks-events
本技能指导用户如何集成PostHog的客户数据平台(CDP)功能。它涵盖了设置Webhook,实现在特定用户事件发生时触发实时操作(如同步到CRM、发送通知)。此外,还展示了如何使用事件API查询事件数据,并利用HogQL进行复杂的漏斗分析,从而获得用户行为的深度自定义洞察。
获取技能
219 次下载
概览

PostHog Webhooks & Events

Overview

PostHog sends webhooks via its CDP (Customer Data Platform) Destinations feature. You configure a Destination that fires when matching events are captured, sending an HTTP POST to your endpoint. This skill covers webhook destination setup, receiving and processing webhook payloads, querying events via the API, and using HogQL for custom event analysis.

Prerequisites

  • PostHog project with personal API key (phx_...)
  • HTTPS endpoint to receive webhooks
  • Events being captured in PostHog

Instructions

Step 1: Create a Webhook Destination via API

set -euo pipefail
# Create a webhook destination that fires on specific events
curl -X POST "https://app.posthog.com/api/projects/$POSTHOG_PROJECT_ID/pipeline_destinations/" \
  -H "Authorization: Bearer $POSTHOG_PERSONAL_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "name": "Signup Notifications",
    "description": "Send webhook when user signs up",
    "config": {
      "url": "https://your-app.com/webhooks/posthog",
      "method": "POST",
      "headers": {
        "X-Webhook-Secret": "your-webhook-secret"
      },
      "body": {
        "event": "{event}",
        "distinct_id": "{distinct_id}",
        "person": "{person}",
        "properties": "{properties}",
        "timestamp": "{timestamp}"
      }
    },
    "filters": {
      "events": [
        {"id": "user_signed_up", "type": "events"},
        {"id": "subscription_started", "type": "events"}
      ]
    }
  }'

Step 2: Receive and Process Webhooks

// api/webhooks/posthog.ts
import { NextResponse } from 'next/server';
import crypto from 'crypto';

const WEBHOOK_SECRET = process.env.POSTHOG_WEBHOOK_SECRET!;

// Verify webhook authenticity
function verifySignature(payload: string, signature: string): boolean {
  const expected = crypto.createHmac('sha256', WEBHOOK_SECRET)
    .update(payload)
    .digest('hex');
  return crypto.timingSafeEqual(Buffer.from(signature), Buffer.from(expected));
}

interface PostHogWebhookPayload {
  event: string;
  distinct_id: string;
  properties: Record<string, any>;
  person: {
    properties: Record<string, any>;
  };
  timestamp: string;
}

export async function POST(request: Request) {
  const body = await request.text();
  const signature = request.headers.get('x-webhook-secret') || '';

  // Verify webhook is from PostHog
  if (WEBHOOK_SECRET && signature !== WEBHOOK_SECRET) {
    return NextResponse.json({ error: 'Invalid signature' }, { status: 401 });
  }

  const payload: PostHogWebhookPayload = JSON.parse(body);

  // Route to handlers based on event type
  switch (payload.event) {
    case 'user_signed_up':
      await onUserSignup(payload);
      break;
    case 'subscription_started':
      await onSubscriptionStarted(payload);
      break;
    case 'subscription_canceled':
      await onSubscriptionCanceled(payload);
      break;
    default:
      console.log(`Unhandled PostHog event: ${payload.event}`);
  }

  return NextResponse.json({ received: true });
}

async function onUserSignup(payload: PostHogWebhookPayload) {
  const { distinct_id, properties, person } = payload;
  console.log(`New signup: ${distinct_id}`);

  // Sync to CRM
  await fetch('https://api.hubspot.com/contacts/v1/contact/', {
    method: 'POST',
    headers: { Authorization: `Bearer ${process.env.HUBSPOT_KEY}` },
    body: JSON.stringify({
      properties: [
        { property: 'email', value: person.properties.email },
        { property: 'posthog_id', value: distinct_id },
      ],
    }),
  });

  // Notify Slack
  await fetch(process.env.SLACK_WEBHOOK_URL!, {
    method: 'POST',
    body: JSON.stringify({
      text: `New signup: ${person.properties.email || distinct_id} (${properties.source || 'unknown'})`,
    }),
  });
}

async function onSubscriptionStarted(payload: PostHogWebhookPayload) {
  console.log(`New subscription: ${payload.distinct_id}, plan: ${payload.properties.plan}`);
}

async function onSubscriptionCanceled(payload: PostHogWebhookPayload) {
  console.log(`Cancellation: ${payload.distinct_id}`);
}

Step 3: Query Events via the API

set -euo pipefail
# List recent events by type
curl "https://app.posthog.com/api/projects/$POSTHOG_PROJECT_ID/events/?event=user_signed_up&limit=10&orderBy=-timestamp" \
  -H "Authorization: Bearer $POSTHOG_PERSONAL_API_KEY" | \
  jq '.results[] | {
    distinct_id,
    event,
    timestamp,
    properties: (.properties | {source, plan, referrer: ."$referrer"})
  }'

# Get events for a specific person
curl "https://app.posthog.com/api/projects/$POSTHOG_PROJECT_ID/events/?distinct_id=user-123&limit=20" \
  -H "Authorization: Bearer $POSTHOG_PERSONAL_API_KEY" | \
  jq '.results[] | {event, timestamp}'

Step 4: Query Events with HogQL

// Complex event analysis with HogQL (PostHog's SQL dialect)
async function queryPostHog(hogql: string) {
  const response = await fetch(
    `https://app.posthog.com/api/projects/${process.env.POSTHOG_PROJECT_ID}/query/`,
    {
      method: 'POST',
      headers: {
        'Content-Type': 'application/json',
        Authorization: `Bearer ${process.env.POSTHOG_PERSONAL_API_KEY}`,
      },
      body: JSON.stringify({
        query: { kind: 'HogQLQuery', query: hogql },
      }),
    }
  );
  return response.json();
}

// Example: Signup funnel analysis
const funnelData = await queryPostHog(`
  SELECT
    properties.$referrer AS referrer,
    count() AS signups,
    uniq(distinct_id) AS unique_users
  FROM events
  WHERE event = 'user_signed_up'
    AND timestamp > now() - interval 30 day
  GROUP BY referrer
  ORDER BY signups DESC
  LIMIT 20
`);

// Example: Feature adoption by plan
const adoptionData = await queryPostHog(`
  SELECT
    person.properties.plan AS plan,
    properties.feature_name AS feature,
    count() AS usage_count,
    uniq(distinct_id) AS unique_users
  FROM events
  WHERE event = 'feature_used'
    AND timestamp > now() - interval 7 day
  GROUP BY plan, feature
  ORDER BY usage_count DESC
  LIMIT 50
`);

Step 5: Set Up Slack Webhook Destination (UI)

PostHog has built-in Slack integration via Data Pipelines > Destinations:

  1. Go to Data Pipelines > Destinations > New Destination
  2. Select "Slack" or "Webhook"
  3. Configure event filters (which events trigger the notification)
  4. Set the webhook URL and message template
  5. Test with a sample event

Error Handling

Issue Cause Solution
Webhook not firing No matching destination filter Check event name matches filter exactly
Duplicate webhooks Event matches multiple destinations Narrow destination filters
Webhook timeout Handler too slow Acknowledge with 200 immediately, process async
HogQL query timeout Unfiltered table scan Add timestamp > filter and LIMIT
429 on events API Too many queries Cache results, reduce polling frequency

Output

  • Webhook destination configured for specific events
  • Express/Next.js webhook handler with event routing
  • Event queries via REST API and HogQL
  • Slack/CRM integration on user lifecycle events

Resources

Next Steps

For deployment setup, see posthog-deploy-integration.

信息
Category 数据科学
Name posthog-webhooks-events
版本 v20260423
大小 5.61KB
更新时间 2026-04-28
语言