PostHog integration for Python

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PostHog integration for any Python application using the Python SDK

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the PostHog integration for Python skill

What this skill tells your AI

The instructions your AI receives, as published by posthog/skills in skills/posthog/all/skills/integration-python/SKILL.md and read by ahel’s review.

This skill helps you add PostHog analytics to Python applications.

Workflow

Follow these steps in order to complete the integration:

  1. basic-integration-1.0-begin.md - PostHog Setup - Begin ← Start here
  2. basic-integration-1.1-edit.md - PostHog Setup - Edit
  3. basic-integration-1.2-revise.md - PostHog Setup - Revise
  4. basic-integration-1.3-conclude.md - PostHog Setup - Conclusion

Reference files

  • references/EXAMPLE.md - Python example project code
  • references/python.md - Python - docs
  • references/posthog-python.md - PostHog python SDK
  • references/identify-users.md - Identify users - docs
  • references/basic-integration-1.0-begin.md - PostHog setup - begin
  • references/basic-integration-1.1-edit.md - PostHog setup - edit
  • references/basic-integration-1.2-revise.md - PostHog setup - revise
  • references/basic-integration-1.3-conclude.md - PostHog setup - conclusion

The example project shows the target implementation pattern. Consult the documentation for API details.

Key principles

  • Environment variables: Always use environment variables for PostHog keys. Never hardcode them.
  • Minimal changes: Add PostHog code alongside existing integrations. Don't replace or restructure existing code.
  • Match the example: Your implementation should follow the example project's patterns as closely as possible.

Framework guidelines

  • Remember that source code is available in the venv/site-packages directory
  • posthog is the Python SDK package name
  • Install dependencies with pip install posthog or pip install -r requirements.txt and do NOT use unquoted version specifiers like >= directly in shell commands
  • In CLIs and scripts: MUST call posthog.shutdown() before exit or all events are lost
  • Always use the Posthog() class constructor (instance-based API) instead of module-level posthog.api_key config
  • Always include enable_exception_autocapture=True in the Posthog() constructor to automatically track exceptions
  • NEVER send PII in capture() event properties — no emails, full names, phone numbers, physical addresses, IP addresses, or user-generated content
  • PII belongs in identify() person properties, NOT in capture() event properties. Safe event properties are metadata like message_length, form_type, boolean flags.
  • Register posthog_client.shutdown with atexit.register() to ensure all events are flushed on exit
  • The Python SDK has NO identify() method — use posthog_client.set(distinct_id=user_id, properties={...}) to set person properties, or use identify_context(user_id) within a context

Identifying users

Identify users during login and signup events. Refer to the example code and documentation for the correct identify pattern for this framework. If both frontend and backend code exist, pass the client-side session and distinct ID using X-POSTHOG-DISTINCT-ID and X-POSTHOG-SESSION-ID headers to maintain correlation.

Error tracking

Add PostHog error tracking to relevant files, particularly around critical user flows and API boundaries.

Signals

GitHub stars
71
Forks
7
Last commit
Sep 2026

ahel review

  • K1binfo
    installs-packages
  • K1binfo
    installs-packages (in references/EXAMPLE.md)
  • K1binfo
    installs-packages (in references/python.md)

Automated review, not a security audit. Ruleset v1+k2.

Advanced
Item type
skill
Key
integration-python
Source
github.com/posthog/skills