PostHog Data Integration | Product Analytics Centralized

Connect PostHog and let AI agents query user events, funnel conversions, and feature flags alongside ad spend from 1,000+ marketing platforms.

SOC 2 Type II 1,000+ data sources Any warehouse or BI tool

Improvado Agent

Connected to PostHog

Show me product analytics for our checkout funnel over the last 30 days.

Your checkout funnel had 47,312 entries with a 68% completion rate. Drop-off is highest at payment method selection (18% exit rate). Mobile conversion is 12 points lower than desktop.

Create a cohort of users who abandoned at payment and set up a feature flag to test a simplified payment UI for them.

Cohort created with 8,524 users. Feature flag 'simplified-payment-v2' is live, targeting this cohort at 100% rollout. Tracking events configured for conversion impact measurement.

Trusted by data-driven teams

1,000+

Integrations

200+

PostHog Fields

99.9%

SLA Uptime

<5 min

Setup

SOC 2

Type II

Key Takeaways

Connect PostHog to your data warehouse

Improvado connects to PostHog's API to extract user event data, session recordings metadata, feature flag performance, and funnel analytics. The platform pulls data from your PostHog instance every hour, capturing user behavior patterns, conversion metrics, and product usage statistics. No manual data exports or complex API configurations needed. Your PostHog analytics data flows directly into BigQuery, Snowflake, Redshift, or other destinations.

200+ metrics and dimensions Campaigns, ad groups, keywords, audiences, geo, device — all granularity levels from the PostHog API

15-minute refresh cycles Near real-time sync with 99.9% SLA uptime. No stale dashboards.

Cross-channel normalization Marketing CDM unifies your data with 1,000+ sources into one schema. No manual mapping.

Any warehouse or BI tool Snowflake, BigQuery, Redshift, Databricks, Power BI, Tableau, Looker Studio

AI Agent access via MCP Query, write, and monitor PostHog through Claude, ChatGPT, Cursor, or any MCP client

Enterprise-grade security SOC 2 Type II, HIPAA, GDPR, CCPA. Raw data never leaves your environment.

OAuth setup in under 5 minutes No API keys, no code, no developer setup. Schema changes handled automatically.

Zero ongoing maintenance Pagination, rate limits, API versioning — all managed. Your team focuses on analysis.

Integration Details

Unified product data across all platforms

Improvado normalizes PostHog data using the Marketing Common Data Model (MCDM), standardizing user events and product metrics alongside data from Google Analytics, Mixpanel, and Amplitude. This creates consistent field names for user actions, conversion events, and cohort analysis across all analytics tools. Product teams can analyze cross-platform user journeys and attribution without manual data reconciliation. Multi-tool product analytics becomes seamless.

PostHog API v1 · Personal API key · hourly sync · incremental

Schema Overview

Data objects and fields Improvado extracts from PostHog

Object	Fields
Event	event_name timestamp distinct_id properties session_id
Session	duration pageviews events_count entry_url exit_url
User	distinct_id first_seen last_seen event_count properties
Funnel	step_name conversion_rate drop_off_rate users_completed average_time

How it works

From connection to autonomous action in three steps

Connect

Connect PostHog via API key from your project settings. Agent accesses event streams, user properties, feature flags, cohorts, and session recordings with read/write permissions you configure.

Ask

Ask questions like 'Which features have the lowest adoption among enterprise users?' or 'Show me session recordings where users rage-clicked the subscribe button' or 'What's the retention curve for users who completed onboarding?'

Act

Agent creates and manages cohorts based on behavioral patterns, toggles feature flags for A/B tests or rollbacks, configures custom events and properties, sets up funnel definitions, and adjusts sampling rates for session recording rules.

Use Cases

What teams ask their AI agent about PostHog

Real prompts from enterprise marketing teams. The agent reads your data, answers in seconds, and takes action when you ask.

See how teams use Improvado →

Improvado Agent Analysis

Compare user acquisition funnels across PostHog, Google Analytics, and ad platforms

Your AI agent analyzes PostHog data and delivers actionable insights — automatically, in seconds.

6 hrs → 20 min

Improvado Agent Cross-channel

Track feature adoption from PostHog alongside marketing campaign performance data

Your AI agent analyzes PostHog data and delivers actionable insights — automatically, in seconds.

Manual → auto

Improvado Agent Reporting

Generate executive product reports combining PostHog insights and revenue data

Your AI agent analyzes PostHog data and delivers actionable insights — automatically, in seconds.

4 hrs → 15 min

AI Agent Access

Your agent doesn't just read PostHog — it connects product usage to revenue

Read

Agent reads event data, funnel analytics, retention cohorts, feature flag states, session recordings, user properties, A/B test results, dashboard insights, custom trends, and path analysis across your product surfaces.

Write

Agent creates behavioral cohorts, enables or disables feature flags with targeting rules, configures event tracking definitions, sets up funnel steps, adjusts rollout percentages, creates annotations for releases, and modifies session recording capture settings.

Monitor

Agent monitors conversion rate changes across funnels, feature adoption velocity, cohort retention curves, feature flag impact on key metrics, unusual drop-off patterns, session recording volume spikes, and event ingestion anomalies that signal tracking issues.

AI agents query session data, conversion funnels, and feature adoption rates directly from PostHog. They can identify which marketing channels bring users who convert best, compare feature flag performance against revenue outcomes, and calculate true product-led growth metrics. The agent correlates PostHog behavior data with ad platforms, CRM systems, and financial data automatically.

Claude ChatGPT Cursor Gemini Any MCP Client

Explore MCP →

Improvado Agent · PostHog

You

Show me top conversion funnels and their performance this month

Funnel Performance

Funnel	Entries	Conversion
Product Browse → Cart	124,503	+8.2%
Cart → Checkout	89,441	+5.1%
Checkout → Payment	47,312	-3.4%
Payment → Confirmation	32,172	+11.7%
Signup → First Purchase	18,903	+14.3%

5 funnels · 312K total entries · avg 64% conversion rate

You

Pause the feature flag for mobile app dark mode—it's causing crashes

Feature flag paused

dark-mode-mobile-v3 · 23,441 active users affected

Destinations

Send PostHog data anywhere

Load normalized data to your preferred warehouse, BI tool, or cloud storage. Click any destination to see its integration guide.

Snowflake → BigQuery → Redshift → Databricks → Power BI → Tableau → Looker Studio → Google Sheets → Domo → Excel → Qlik → Amazon S3 → Metabase → Grafana → PostgreSQL → Azure SQL →

SOC 2 Type II: Certified Security

HIPAA: Health Data Privacy

GDPR: EU Data Protection

CCPA: CA Privacy Standard

Compare

They extract data. Improvado deploys an agent.

Traditional tools move data from A to B. Improvado gives you an AI agent that reads, acts, and monitors — with PostHog as one of 1,000+ integrated sources.

Feature	Improvado	Supermetrics	Funnel.io	Fivetran
Data fields extracted	200+	~90	~120	~80
Total integrations	1,000+	~150	~500	~300
Cross-channel normalization (CDM)	✓ Built-in	✗ Manual	Basic mapping	✗ Raw only
AI Agent access (MCP)	✓ Read, Write, Monitor	✗	✗	✗
Data warehouse destinations	✓ 16+ warehouses & BI tools	Sheets, Looker, BigQuery	BigQuery, Snowflake, Redshift	✓ Broad warehouse support
Refresh frequency	Every 15 min	Scheduled triggers	Daily / 6hr	Every 15 min (premium)
SOC 2 Type II & HIPAA	✓	✗ SOC 2 only	✓ SOC 2	✓
Best for	Teams that want an AI agent, not a pipeline	Small teams, spreadsheets	Mid-market, data teams	Engineering-led ELT pipelines

Comparison based on publicly available documentation as of April 2026. Feature availability may vary by plan tier.

FAQ

Frequently asked questions

What PostHog data does Improvado extract?

Improvado extracts user events, session data, conversion funnels, feature flag results, cohort analysis, and retention metrics. The integration also pulls A/B test results, user properties, and custom event data from your PostHog instance.

How often does Improvado sync PostHog data?

Improvado refreshes PostHog data every hour by default. You can increase the frequency to every 15 minutes for real-time product analytics or reduce it to daily for less frequent reporting.

Can I connect PostHog Cloud and self-hosted instances?

Yes, Improvado supports both PostHog Cloud and self-hosted instances. The connection process is identical, requiring only your PostHog API credentials regardless of deployment type.

Does this integration affect PostHog performance?

No, Improvado reads data from PostHog without impacting your analytics performance. The integration uses PostHog's export API, which is designed for data extraction without affecting real-time event processing.

Where does PostHog data go after extraction?

Improvado loads PostHog data into your analytics warehouse like BigQuery, Snowflake, or Redshift. You can also send data to BI tools like Tableau, Power BI, or Looker for advanced product analytics dashboards.

How much PostHog historical data can I import?

Improvado imports historical PostHog data based on your instance's retention settings, typically 1-12 months depending on your plan. The platform can extract your complete event history for comprehensive user behavior analysis.

Customer stories

See all customer stories →

“Improvado saves about 90 hours per week and allows us to focus on data analysis rather than routine data aggregation, normalization, and formatting.”

Jeff LeeHead of Social, Media Buy, Influencer & Marketing Data, ASUS

Read story →

“Improvado's reporting tool effortlessly integrates all our marketing data so we can easily track users across their entire digital journey. This saves me and my team countless hours.”

Marc CerniglioInsights & Automation Manager, Chacka Marketing

Read story →

Put an AI agent on your PostHog today

Connect in under 5 minutes. Your agent starts reading, acting, and monitoring immediately.

Get your agent View all 1,000+ integrations