Posthog Analytics

What this skill does

PostHog Analytics enables product and user behavior tracking through event capture, user identification, and feature flag management. It supports building project-specific dashboards that visualize user engagement and conversion metrics, helping marketers and product teams measure the impact of campaigns and product changes. The skill includes robust client and server SDKs for JavaScript frameworks, Python, and Node.js, allowing consistent data collection across frontend and backend environments.

Who it's for

This skill is designed for performance marketers and growth leads managing data-driven campaigns who need granular insight into user journeys and feature adoption. SEO and PPC operators can leverage PostHog’s event tracking to correlate on-site behavior with traffic sources and conversion events. Agency strategists running product analytics for multiple clients will find the feature flags and dashboard customization useful for testing and iterating features while monitoring real-time engagement metrics.

Key workflows

Practitioners first integrate the PostHog SDK into their frontend or backend environment, configuring API keys and hosts for event capture. Next, they implement user identification tied to lifecycle events like signup and login, enriching profiles with properties such as plan type and onboarding status. Following that, event tracking is applied to key user actions with a consistent naming convention to maintain clean datasets. Finally, they build and iterate on dashboards and feature flags that reflect performance against growth goals and product adoption, using real-time data for optimization.

Common questions

How do I track anonymous versus identified users? PostHog captures anonymous user events by default and links them to user profiles upon identification via login or signup. Can I manage feature rollouts through PostHog? Yes, PostHog supports feature flags to control and monitor feature releases directly within your analytics setup. What environments does PostHog support? PostHog offers SDKs and integrations for JavaScript frameworks like Next.js and React, as well as backend languages including Python and Node.js.

How to use in Metaflow

Attach the PostHog Analytics skill to a Metaflow agent task to enable automated event tracking and user identification within your workflows. Expect to see event data and feature flag states streamed into PostHog dashboards, providing actionable insights on user behavior and feature performance. This setup helps align your marketing and product experiments with real user metrics and conversion outcomes.

For broader context, see our roundup of claude skills for marketing, and read Claude Code reporting workflows for marketing agencies for related setup guidance.