Skills Development Privacy-Safe Analytics and Data Compliance

Privacy-Safe Analytics and Data Compliance

v20260423
posthog-data-handling
This guide provides comprehensive strategies for implementing privacy-safe analytics using PostHog. It addresses critical compliance requirements like GDPR and CCPA, covering explicit consent management (opt-in/opt-out), real-time property sanitization (stripping PII like IP or tokens), and methods for handling Data Subject Access Requests (SAR) and the Right to Erasure. Use this to build highly compliant and privacy-preserving analytics pipelines.
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Overview

PostHog Data Handling

Overview

Privacy-safe analytics with PostHog. Covers property sanitization to strip PII before events leave the browser, consent-based tracking (opt-in/opt-out), GDPR data subject access requests and deletion, and PostHog's built-in privacy controls (IP masking, session recording masking).

Prerequisites

  • PostHog project (Cloud or self-hosted)
  • posthog-js and/or posthog-node installed
  • Privacy policy covering analytics data collection
  • Cookie consent mechanism (e.g., CookieConsent banner)

Instructions

Step 1: Privacy-Safe Initialization

import posthog from 'posthog-js';

posthog.init(process.env.NEXT_PUBLIC_POSTHOG_KEY!, {
  api_host: 'https://us.i.posthog.com',

  // Disable autocapture to control exactly what's captured
  autocapture: false,

  // Respect browser Do Not Track setting
  respect_dnt: true,

  // Don't capture until user consents
  opt_out_capturing_by_default: false, // Set true for opt-in model

  // Sanitize ALL properties before they leave the browser
  sanitize_properties: (properties, eventName) => {
    // Remove IP address
    delete properties['$ip'];

    // Remove potentially identifying properties
    delete properties['$device_id'];

    // Redact URLs containing tokens or auth info
    if (properties['$current_url']) {
      properties['$current_url'] = properties['$current_url']
        .replace(/token=[^&]+/g, 'token=[REDACTED]')
        .replace(/key=[^&]+/g, 'key=[REDACTED]')
        .replace(/session=[^&]+/g, 'session=[REDACTED]');
    }

    // Redact referrer tokens
    if (properties['$referrer']) {
      properties['$referrer'] = properties['$referrer']
        .replace(/token=[^&]+/g, 'token=[REDACTED]');
    }

    return properties;
  },

  // Session recording privacy
  session_recording: {
    maskAllInputs: true,           // Mask all input fields
    maskTextSelector: '.pii-data', // Mask specific elements
  },
});

Step 2: Consent-Based Tracking

// Cookie consent integration
interface ConsentState {
  analytics: boolean;
  functional: boolean;
  marketing: boolean;
}

export function handleConsentChange(consent: ConsentState) {
  if (consent.analytics) {
    // User opted in — start capturing
    posthog.opt_in_capturing();
  } else {
    // User opted out — stop capturing and clear local data
    posthog.opt_out_capturing();
    posthog.reset(); // Clears distinct_id, device_id, session data
  }
}

// Check consent before identifying (PII)
export function identifyWithConsent(
  userId: string,
  properties: Record<string, any>,
  hasAnalyticsConsent: boolean
) {
  if (!hasAnalyticsConsent) return;

  // Only send non-PII properties by default
  const safeProperties: Record<string, any> = {
    plan: properties.plan,
    signup_date: properties.signupDate,
    account_type: properties.accountType,
    // Do NOT include: email, name, phone, address
  };

  posthog.identify(userId, safeProperties);
}

// On page load: restore consent state
export function restoreConsent() {
  const consent = getCookieConsent(); // Your consent mechanism
  if (consent?.analytics === false) {
    posthog.opt_out_capturing();
  }
}

Step 3: GDPR Data Subject Access Request (SAR)

// Find a person by email and export their data
async function handleSubjectAccessRequest(email: string) {
  const personalKey = process.env.POSTHOG_PERSONAL_API_KEY!;
  const projectId = process.env.POSTHOG_PROJECT_ID!;

  // 1. Find the person by email property
  const searchResponse = await fetch(
    `https://app.posthog.com/api/projects/${projectId}/persons/?properties=[{"key":"email","value":"${encodeURIComponent(email)}","type":"person"}]`,
    { headers: { Authorization: `Bearer ${personalKey}` } }
  );
  const searchData = await searchResponse.json();

  if (!searchData.results?.length) {
    return { found: false, message: 'No person found with that email' };
  }

  const person = searchData.results[0];
  const distinctId = person.distinct_ids[0];

  // 2. Export their events (strip PII from export)
  const eventsResponse = await fetch(
    `https://app.posthog.com/api/projects/${projectId}/query/`,
    {
      method: 'POST',
      headers: {
        Authorization: `Bearer ${personalKey}`,
        'Content-Type': 'application/json',
      },
      body: JSON.stringify({
        query: {
          kind: 'HogQLQuery',
          query: `SELECT event, timestamp, properties FROM events WHERE distinct_id = '${distinctId}' ORDER BY timestamp DESC LIMIT 1000`,
        },
      }),
    }
  );
  const eventsData = await eventsResponse.json();

  return {
    found: true,
    person: {
      distinct_ids: person.distinct_ids,
      properties: person.properties,
      created_at: person.created_at,
    },
    events_count: eventsData.results?.length || 0,
    events: eventsData.results,
  };
}

Step 4: GDPR Right to Erasure (Data Deletion)

// Delete a person and all their events
async function handleDeletionRequest(email: string) {
  const personalKey = process.env.POSTHOG_PERSONAL_API_KEY!;
  const projectId = process.env.POSTHOG_PROJECT_ID!;

  // 1. Find the person
  const searchResponse = await fetch(
    `https://app.posthog.com/api/projects/${projectId}/persons/?properties=[{"key":"email","value":"${encodeURIComponent(email)}","type":"person"}]`,
    { headers: { Authorization: `Bearer ${personalKey}` } }
  );
  const searchData = await searchResponse.json();

  if (!searchData.results?.length) {
    return { deleted: false, reason: 'Person not found' };
  }

  const personId = searchData.results[0].id;

  // 2. Delete the person (PostHog also deletes associated events)
  const deleteResponse = await fetch(
    `https://app.posthog.com/api/projects/${projectId}/persons/${personId}/`,
    {
      method: 'DELETE',
      headers: { Authorization: `Bearer ${personalKey}` },
    }
  );

  if (!deleteResponse.ok) {
    throw new Error(`Deletion failed: ${deleteResponse.status}`);
  }

  return {
    deleted: true,
    personId,
    timestamp: new Date().toISOString(),
  };
}

Step 5: Property Filtering for Data Exports

// Strip PII from HogQL query results before exporting
const BLOCKED_PROPERTIES = ['$ip', 'email', 'phone', 'name', 'address', 'ssn'];

async function safeExport(hogql: string) {
  const response = await fetch(
    `https://app.posthog.com/api/projects/${process.env.POSTHOG_PROJECT_ID}/query/`,
    {
      method: 'POST',
      headers: {
        Authorization: `Bearer ${process.env.POSTHOG_PERSONAL_API_KEY}`,
        'Content-Type': 'application/json',
      },
      body: JSON.stringify({ query: { kind: 'HogQLQuery', query: hogql } }),
    }
  );
  const data = await response.json();

  // Remove blocked columns from results
  if (data.columns && data.results) {
    const blockedIndexes = new Set(
      data.columns.map((col: string, i: number) =>
        BLOCKED_PROPERTIES.some(b => col.toLowerCase().includes(b)) ? i : -1
      ).filter((i: number) => i >= 0)
    );

    data.columns = data.columns.filter((_: string, i: number) => !blockedIndexes.has(i));
    data.results = data.results.map((row: any[]) =>
      row.filter((_: any, i: number) => !blockedIndexes.has(i))
    );
  }

  return data;
}

Error Handling

Issue Cause Solution
PII in autocapture events Form data captured automatically Disable autocapture, use manual capture
IP address in events Not stripped by sanitize_properties Add delete properties['$ip']
Consent not persisted opt_out state lost on reload Store consent in cookie, call opt_out on load
Deletion API returns 404 Wrong person ID or already deleted Search by email first, check response
Session recordings show PII Text not masked Add maskAllInputs: true and maskTextSelector

GDPR Compliance Checklist

  • sanitize_properties strips PII before events leave browser
  • Consent mechanism with opt_in_capturing / opt_out_capturing
  • respect_dnt: true in PostHog init
  • Session recording masks all inputs
  • Subject Access Request handler implemented
  • Data Deletion handler implemented
  • Privacy policy updated to mention PostHog analytics

Output

  • Privacy-safe PostHog initialization with property sanitization
  • Consent-based tracking with opt-in/opt-out
  • GDPR Subject Access Request handler
  • GDPR Data Deletion handler
  • PII-safe data export function

Resources

Info
Category Development
Name posthog-data-handling
Version v20260423
Size 9.14KB
Updated At 2026-04-28
Language