--- title: "Deploy Laminar" description: "Self-hosted LLM tracing, search and evaluation on ClickHouse" category: "Observability" url: https://railway.com/deploy/laminar --- # Deploy Laminar Self-hosted LLM tracing, search and evaluation on ClickHouse **[Deploy Laminar on Railway](https://railway.com/template/laminar)** Machine-readable deploy manifest (JSON, validated by TemplateCI): https://railway.com/deploy/laminar/manifest.json - **Creator:** Paul Zarudnev's Projects - **Category:** Observability ## Template content ### frontend - **Source:** https://github.com/RockinPaul/lmnr_railway_template - **Health check:** /api/auth/ok - **Public domain:** Yes ### postgres - **Source:** https://github.com/RockinPaul/lmnr_railway_template ### quickwit - **Source:** https://github.com/RockinPaul/lmnr_railway_template ### clickhouse - **Source:** https://github.com/RockinPaul/lmnr_railway_template ### app-server - **Source:** https://github.com/RockinPaul/lmnr_railway_template - **Health check:** /health - **Public domain:** Yes ## Documentation # Deploy and Host Laminar on Railway [Laminar](https://github.com/lmnr-ai/lmnr) is an open-source observability and evaluation platform for LLM applications. It ingests OpenTelemetry traces from your agents, stores them in ClickHouse, and gives you a UI to search, inspect, tag and evaluate them, alongside a SQL query engine over your own trace data. ## About Hosting Laminar Laminar is five cooperating services, and this template runs and wires all of them: the Next.js web app, the Rust API server that accepts OpenTelemetry and answers queries, ClickHouse for spans and traces, Quickwit for full-text search over prompts and completions, and PostgreSQL for projects, users and API keys. It runs Laminar's `LITE` configuration, which removes the runtime dependency on RabbitMQ and Redis. The web app applies the schema migrations for both databases and creates the search indexes on its first boot, so there is no migration step to run. All three data stores stay on Railway's private network with a volume each, every secret is generated, and the two public services get their own HTTPS domain. Two things are specific to hosting it. Laminar's API server binds IPv4 only on all of its ports while Railway's private network is IPv6, so its wrapper runs two small bridges that let the web app reach the API and the realtime stream privately. And Laminar's realtime endpoint has no authentication of its own, because upstream expects the web app in front of it to provide that, so this template never gives it a public domain. ## Common Use Cases - Keep traces of your LLM agents and their prompts on infrastructure you own. - Debug a multi-step agent by reading the full span tree of a single run. - Query your own trace data with SQL, and evaluate prompt changes against it. ## Dependencies for Laminar Hosting - ClickHouse for span and trace storage. - Quickwit for full-text search over span content. - PostgreSQL for projects, users and API keys. - An OAuth app with one of GitHub, Google, Microsoft Entra ID, Okta or Keycloak, which is required for sign-in. ### Deployment Dependencies - [Laminar](https://github.com/lmnr-ai/lmnr) — the upstream project (Apache-2.0). - [Laminar documentation](https://laminar.sh/docs) — SDK setup and the self-hosting guide. - [GitHub OAuth apps](https://github.com/settings/developers) — where the two required credentials come from, unless you use another provider. - [Quickwit](https://github.com/quickwit-oss/quickwit) — the search engine (Apache-2.0). ### Implementation Details Five services build from this template's repository, each from its own directory: - **frontend** — `ghcr.io/lmnr-ai/frontend:v0.2.4`. Runs the UI and, on boot, the PostgreSQL and ClickHouse migrations. Its entrypoint waits for both stores so a first deploy does not crash-loop, and refuses to start without GitHub OAuth credentials. - **app-server** — `ghcr.io/lmnr-ai/app-server:v0.2.4`. The OTLP ingest endpoint and query API, public on `/v1/traces`. Its wrapper adds `socat` bridges giving the IPv4 listeners an IPv6 address on the private network. - **clickhouse** — `clickhouse/clickhouse-server:26.5`, with upstream's two configuration files baked in and an IPv6 listener added. - **quickwit** — `quickwit/quickwit:v0.8.2`, listening on the private network only. The frontend creates the search indexes on boot from definitions vendored at the same tag as the Laminar image, because the published image does not include them and would otherwise leave search returning nothing. - **postgres** — `postgres:16`, database and user baked, data in a subdirectory of the volume because a Railway volume root holds a root-owned `lost+found` that `initdb` refuses. **Set the OAuth callback URL after deploying.** Create the OAuth app first with any placeholder callback, deploy with its client ID and secret, then set the callback to `https://YOUR-FRONTEND-DOMAIN/api/auth/callback/github`, using the domain Railway gave the frontend service. This order matters: with no identity provider configured, Laminar's self-hosted sign-in accepts any email address with no password, so the template refuses to start rather than come up open. The deploy form asks for GitHub, but Google, Microsoft Entra ID, Okta and Keycloak all work; the README lists the variables for each. What `LITE` gives up is throughput rather than features. Span processing runs in-process instead of through a broker, and the web app runs as a single replica because there is no Redis to hold a cross-replica lock. Ingestion rate limiting and PII redaction are off for the same reason. ## Why Deploy Laminar on Railway? Railway is a singular platform to deploy your infrastructure stack. Railway will host your infrastructure so you don't have to deal with configuration, while allowing you to vertically and horizontally scale it. By deploying Laminar on Railway, you are one step closer to supporting a complete full-stack application with minimal burden. Host your servers, databases, AI agents, and more on Railway. ## Similar templates - [Pyroscope profiling](https://railway.com/deploy/pyroscope-profiling) — Protected continuous profiling with durable Pyroscope storage. - [SigOnly](https://railway.com/deploy/sigonly) — Deploy SigNoz with a working demo app & config in one click - [Unwrapped Spotify Music Stats](https://railway.com/deploy/wide-bold) — Unwrapped Spotify Music Stats, Estatísticas de músicas disponíveis Open this page in a browser: https://railway.com/deploy/laminar