{"id":"pg_eiawotaxsx2a","property_id":"prp_rnvsunvhyy60","domain_id":"dom_bjihbbcjezvy","root_domain":"posthog.com","locale":"en","url":"https://posthog.com/context-warehouse/managed-warehouse","url_hash":"df455599041a129109365b937f7f2ba05a6cb736610f7f63e062921b52e94b9b","path":"/context-warehouse/managed-warehouse","depth":1,"canonical_url":"https://posthog.com/context-warehouse/managed-warehouse","canonical_page_id":null,"page_type":"other","page_type_guess":"other","state":"indexed","skip_reason":"budget","priority":"0.9","discovered_via":"sitemap","first_seen_at":"2026-08-27T09:02:49.784Z","last_seen_at":"2026-09-26T09:11:31.343Z","http_status":200,"content_hash":"963e1d931a1ae6ee445a88a6dc49d200721973f0e0887a46b84965965c09d42b","title":"Managed Warehouse - Context Warehouse","description":"All your data, ready in PostHog's Managed Warehouse","author":null,"published_at":null,"modified_at":null,"word_count":638,"reading_time_sec":174,"lang_detected":"en","images":[],"links_out":null,"markdown_source":"readability","refresh_interval":"monthly","last_fetched_at":"2026-09-26T09:10:12.766Z","next_refresh_at":"2026-10-26T09:10:12.766Z","runs_count":1,"changes_count":0,"last_changed_at":null,"fail_count":0,"last_error":null,"created_at":"2026-08-27T09:02:49.784Z","updated_at":"2026-08-27T09:02:49.784Z","inlinks":10,"inlinks_body":10,"outlinks":32,"outlinks_external":1,"anchor_terms":["4.Managed warehouse","Managed Warehouse","Managed WarehouseStore, query, and join your product and business data in one place without maintaining any infrastructu","Managed warehouse"],"template_score":"0.35714285714285714286","cash":"0.064993450756457821","cash_total":"0.750270886331795363","pagerank":"0.0201858379764068","is_orphan":false,"link_confirmed":true,"discovered_wave":0,"embedded_hash":null,"embedded_at":null,"domain_name":"PostHog","brand_color":"#a1b97a","domain_rank":485,"spam_score":9,"markdown":"Query everything your product touches without provisioning infrastructure, writing sync jobs, or using a separate tool with PostHog's fully managed data warehouse.\n\n## A self-driving product is only as good as the data it runs on\n\nFragmented data = incomplete signals.\n\nYou can only act on what it can see. If your revenue data is in Stripe, your product data is in PostHog, and your CRM is somewhere else entirely, you're going to have a hard time seeing the whole picture.\n\nThe Managed Warehouse is your **context layer** for AI-driven product development. It's a lot more than just storage - it's what all of your PostHog tools run on. This means you're not left wondering \"why did conversion drop?\", but knowing \"conversion in this funnel dropped, here's the revenue impact, the cohorts affected, and what those users have in common - \\_and\\_ here's a PR already open to fix the issue.\"\n\n![Query product data alongside data from any source in PostHog](https://res.cloudinary.com/dmukukwp6/image/upload/dw_temp_528efa76a2.png)![Query product data alongside data from any source in PostHog](https://res.cloudinary.com/dmukukwp6/image/upload/dw_temp_528efa76a2.png)\n\n## Questions worth asking\n\nWhich features drive revenue?\n\nJoin PostHog feature adoption data with Stripe subscription events. See exactly which behaviors correlate with expansion, and which ones predict churn before it happens.\n\nWhy did this experiment win for some users but not others?\n\nJoin experiment results and feature flag exposure data with your revenue source to find the segment behind the win. Build the next test around it.\n\nDid the users who converted actually stick around?\n\nJoin funnel completion events with Stripe subscription data. See whether the users you're optimizing for are sticking around, and whether your conversion metric is measuring the right thing.\n\nWhy does this variant perform better in Europe than in the US?\n\nJoin A/B test results with revenue or demographic data from your CRM. Find the segment signal behind the regional split, and stop shipping variants that only work for half your user base.\n\nWhere does your funnel leak?\n\nQuery across signup events, CRM deal stage, and feature adoption in a single SQL statement. Get a precise answer, not a hypothesis about which step loses people and why.\n\n## Three steps to set up. One of them is clicking connect\n\n1\n\nYour PostHog data is already there\n\nEvents, persons, groups, recordings, feature flag evaluations. The moment you turn on the warehouse, PostHog starts writing to it. No config required.\n\n2\n\n3\n\nQuery everything, or let PostHog do it\n\nAsk a question in plain English using Slack, PostHog Desktop or the MCP and get the answer you're looking for. Or, let PostHog's AI features use the warehouse as context when they're deciding what to surface or fix.\n\n## Built on Trino. Enterprise-ready on top.\n\n[Trino](https://trino.io/) runs analytical queries fast, on hardware most teams already have. Here's what we built on top of it to get it ready for production:\n\n-   Durable object storage\n    \n    Data lives in S3-compatible object storage, not in-process. It survives restarts, scales horizontally, and doesn't disappear when a node does.\n    \n-   Automatic schema management\n    \n    When your source schema changes, a new column in Stripe, a renamed field in your CRM, the warehouse detects it and adapts. No manual migrations.\n    \n-   Incremental sync engine\n    \n    Syncs are incremental by default. For Postgres sources, we support CDC (change data capture), so you're getting row-level changes in near real time, not full table scans on a schedule.\n    \n-   Cross-source query routing\n    \n    Queries against PostHog-native tables run close to the data. Joins across external sources are optimized at the query layer. You write the SQL you'd expect to write; we handle the execution.\n    \n-   Access controls and audit logging\n    \n    Row-level permissions, workspace isolation, and a full audit log. Useful when your data engineer asks how the marketing team got access to the production events table.\n    \n\n## You found it before it's finished. Nice.\n\nThe Managed Warehouse is in beta. Join the waitlist and we'll let you in as soon as it's ready. No big bang migration, no infrastructure to provision, just your data in one place.\n\n![A hedgehog tending the warehouse](https://res.cloudinary.com/dmukukwp6/image/upload/v1/posthog.com/contents/images/products/data-warehouse/warehouse-hog)","storage":{"htmlKey":"stealpage/html/posthog.com/pg_eiawotaxsx2a/run_arkowf1stgeq.html.gz","markdownKey":"stealpage/md/posthog.com/pg_eiawotaxsx2a/run_arkowf1stgeq.md.gz"},"facets":null,"assets":[{"kind":"image","src_url":"https://res.cloudinary.com/dmukukwp6/image/upload/opengraph_3_cf73189604.png","r2_key":null,"alt":null,"caption":null,"width":null,"height":null,"is_hero":true,"zone":"main"},{"kind":"image","src_url":"https://res.cloudinary.com/dmukukwp6/image/upload/c_scale,w_1780/9000_hogzilla_359a450fb3","r2_key":null,"alt":"","caption":null,"width":null,"height":868,"is_hero":false,"zone":"unknown"},{"kind":"image","src_url":"https://res.cloudinary.com/dmukukwp6/image/upload/c_scale,w_2967/9000_monopoly_light_6614a8a5d5","r2_key":null,"alt":"","caption":null,"width":null,"height":1463,"is_hero":false,"zone":"unknown"},{"kind":"image","src_url":"https://res.cloudinary.com/dmukukwp6/image/upload/c_scale,w_1582/9000_monopoly_dark_26c85ccad8","r2_key":null,"alt":"","caption":null,"width":null,"height":782,"is_hero":false,"zone":"unknown"},{"kind":"image","src_url":"https://res.cloudinary.com/dmukukwp6/image/upload/c_scale,w_997/office_cc4ae8675f","r2_key":null,"alt":"","caption":null,"width":null,"height":858,"is_hero":false,"zone":"unknown"},{"kind":"image","src_url":"https://res.cloudinary.com/dmukukwp6/image/upload/c_scale,w_1555/9000_hedge_light_42c729131e","r2_key":null,"alt":null,"caption":null,"width":null,"height":1262,"is_hero":false,"zone":"unknown"},{"kind":"image","src_url":"https://res.cloudinary.com/dmukukwp6/image/upload/c_scale,w_1555/9000_hedge_dark_b36706e924","r2_key":null,"alt":null,"caption":null,"width":null,"height":1262,"is_hero":false,"zone":"unknown"},{"kind":"image","src_url":"https://res.cloudinary.com/dmukukwp6/image/upload/demo_light_2008b30494.png","r2_key":null,"alt":"","caption":"Demo","width":62,"height":43,"is_hero":false,"zone":"nav"},{"kind":"image","src_url":"https://res.cloudinary.com/dmukukwp6/image/upload/demo_dark_6f25a1ecb2.png","r2_key":null,"alt":"","caption":"Demo","width":62,"height":43,"is_hero":false,"zone":"nav"},{"kind":"image","src_url":"https://res.cloudinary.com/dmukukwp6/image/upload/dw_temp_528efa76a2.png","r2_key":null,"alt":"Query product data alongside data from any source in PostHog","caption":null,"width":null,"height":null,"is_hero":false,"zone":"main"},{"kind":"image","src_url":"https://res.cloudinary.com/dmukukwp6/image/upload/v1/posthog.com/contents/images/products/data-warehouse/warehouse-hog","r2_key":null,"alt":"A hedgehog tending the warehouse","caption":null,"width":null,"height":null,"is_hero":false,"zone":"main"}],"shots":[],"history":[{"id":"run_arkowf1stgeq","started_at":"2026-09-26T09:10:12.762Z","http_status":200,"fetcher":"direct","changed":false,"diff":null,"word_count":638}],"citedBy":[{"id":"pg_5phwzcecs9tj","url":"https://posthog.com/web-analytics","title":"Web Analytics – Track and measure traffic with PostHog","anchors":["Managed warehouse"],"zone":"main"},{"id":"pg_ros_uzqbuuau","url":"https://posthog.com/session-replay","title":"Session Replay – Debug and analyze sessions with PostHog","anchors":["Managed warehouse"],"zone":"main"},{"id":"pg_tgqauszyuclq","url":"https://posthog.com/self-driving","title":"PostHog self-driving","anchors":["Managed WarehouseStore, query, and join your product and business data in one place without maintaining any infrastructu"],"zone":"main"},{"id":"pg_r252fllprodd","url":"https://posthog.com/","title":"PostHog – We make your product self-driving","anchors":["Managed warehouse","4.Managed warehouse"],"zone":"main"},{"id":"pg_rbnjfrodgs98","url":"https://posthog.com/context-warehouse","title":"Context warehouse - PostHog","anchors":["Managed Warehouse","Managed WarehouseStore, query, and join your product and business data in one place without maintaining any infrastructu"],"zone":"main"},{"id":"pg_ulzgi_lodtsr","url":"https://posthog.com/cdp","title":"CDP sources & destinations","anchors":["Managed Warehouse"],"zone":"main"},{"id":"pg_gr_3sa8sozut","url":"https://posthog.com/products","title":"Products – PostHog","anchors":["Managed warehouse"],"zone":"main"},{"id":"pg_3d3apysb4dy4","url":"https://posthog.com/context-warehouse/sources","title":"Data sources & import - PostHog context warehouse","anchors":["Managed Warehouse"],"zone":"main"},{"id":"pg_qyahn5mzpueb","url":"https://posthog.com/surveys","title":"Surveys – Collect product feedback with PostHog","anchors":["Managed warehouse"],"zone":"main"},{"id":"pg_wgkvlqtxi9v_","url":"https://posthog.com/error-tracking","title":"Error Tracking – Catch and fix issues faster with PostHog","anchors":["Managed warehouse"],"zone":"main"}]}