* data tables settings ui * install runed * zod 4 fixes * use new toJSONSchema * Migrate ducklake catalogs to more generic custom instance databases * fix compilation * Safety conversion for old duckdb ffi * data tables settings * ts client basis * inline run works * datatables work * Revert "datatables work" This reverts commit6e1588d59e. * datatables work (without leaking pg credentials) * println * separate sqlUtils.ts * nit * Separate custom instance db Select and Wizard components * nit * nit wording * add tags to custom instance dbs * error when trying to use ducklake as datatable or opposite * show status in dropdown * data table instance setup works * sqk function for ducklake * factorize logic * fix temp reactivity * Data table assetexplore * Migrate S3 permissions to modal * Revert "Migrate S3 permissions to modal" This reverts commit0631d03cb0. * nit query -> fetch * Custom instance setup new look * run_language_executor separate fn * run_inline param * nit wording * Better typed client * Data tables display as assets in frontend * asset db icon * nit * cleaner errors * nit * Fix sed calls in mac * run_inline_script_preview in python client * basic python datatable client * datatable and datalake parser in python * ducklake client python * nit fix * Fix migration producing NULL instead of {} when no custom databases * merge conflict fail * python ducklake client arg fix * parse or infer sql types in ts client * ts asset parser, detect datatable & ducklake R/W * fix sql repl for other read ops than select * export type SqlTemplateFunction * rename list_custom_instance_pg_databases * typecheck datatable and ducklake name in Typescript * Fix typecheck datatable and ducklake in TS * declare module overriding instead of extending * infer_sql_type in python client * SqlQuery object in python * fix merge conflicts * update const_format * CI fix * factor out to var_identifiers * sqlx prepare * unnecessary security (admin is required) * clearer comment * ee repo ref * nit snake case * claude step 1: detect var declarations * move detect_sql_access_type to common mod * claude step 2: detect when saved vars are queried * Revert "claude step 2: detect when saved vars are queried" This reverts commit1e1f930568. * Revert "claude step 1: detect var declarations" This reverts commitf866f4819d. * remove ducklake/datatable and default * detect data table assigns in var_identifiers * Python parser successfully infers R/W/RW from ducklake / datatable * still register ducklake/datatable if not used as unknown R/W * Go to settings button in Assets Dropdown on not found * nit * sqlx prepare fail * manual fix, somehow sqlx prepare won't do it * fix frontend ci * ee repo ref * ducklake_user doesnt exist in unit tests * nit fix * ui nit * nit * nit missing clone * fork ducklakes and datatables * fix surface hover bug * stupid mistake * better deeply reactive mutable derived * Ducklake picker * Editor bar data tables * DuckDB supports datatables * datatable in duckdb asset parser * duckdb asset parser var_identifiers * Revert "duckdb asset parser var_identifiers" This reverts commit88068b1a77. * sqlx prepare * Box pin in test_workflow_as_code to fix stack overflow * stash * sql asset parser parses most s3 literals * nit * Detect attach + handle returning RW * detect assets used with dot notation * detect implicit access with USE dl; syntax * Add assets as unknown if var was never used * Support default ducklake/datatable main in parser * ignore asset parsing errors in frontend (avoid flow layout shift) * super weird duplication (merge conflict ?) * nits * fix duckdb parser detecting too much as asset when RW ctx is unknown * fix transparent assets btn * missing arg * nit styling * asset parser specific table parsing * fix resource specific table parsing * More concise asset display in flows + better icons * fix assets page filtering out resources with added table * Fix frontend to support specific table assets * Open DB Manager to specific table * Specific table parser in Python and TS + unit tests * Fix UPDATE setting access to None * fix flow edge rendering on top of output picker * python parser fix var override bug * add ts test * fix compilation * sqlx prepare * update parsers version * fix missing schema key onDelete * Grant permission to create schemas in custom instance databases * Update pg query to return empty schemas * Create schema * Select nits * support schemas in sql parser * ts parser handle schema with sql parser result * detect .schema() syntax * detect schema syntax in python * support .schema() in ts and py SDK * open db manager to specific schema * support reassignment in ts parser * nit better unitest * : syntax in ts * datatable:schema syntax in python * fix client py * nit select dropdown darkmode * object | null fetchOne * ts client nits * parse_sql_client_name fn * getImportWmillTsStatement refactor in EditorBar * text to json() in python client * update parser versions * pkg lock * Sql query details in TS asset parser * code transformation with type parameter in Editor * Custom Language Worker, code substition works ! * Error marker mapping works * hover info is correct * completions work correctly * other overrides * type inference kinda works * Position mapping tests * refactor prepare_queries * Refactor PgDatabase to share common code * Pgdatabase in prepare_queries * TokioPgConnection refactor * refactor prepare_queries * type parameter to sql function * Fix deadlock * nit fix * Fix worker async call freezing because of svelte Proxy * Force worker to recompute when we set queries * nit refactor * nits console logs * wait that ts worker initialize * monaco change file version * update diagnostics * Refactor for errors * Show SQL errors in Monaco * improve sdk * cleaning refactor + MapResource + usePreparedAssetSqlQueries * Fixes * Fix error position mapping * cache in typescript worker * fix insert no values * don't inject type if already present * Support schema in prepare queries * update parsers * ChangeOnDeepInequality * inferAsset ScriptEditor usage refactor * sql query typecheck work in flow editor * Assets and SQL Query check in Raw App Inline Editor * pkg lock * Fix DatatableSqlTemplateFunction nit * prepare query schema nit * duplicate diagnostics * nit getScriptVersion mock * Reprepare queries when switching workspaces * nit fix * nit fix * fetch_one_scalar and execute in python client * limit pg_connections * -- prepare flag in postgres * skip serializing * fix destructuring undefined * Prepare queries in workers instead of backend * nit * Execute search_path instructions normally * nit fix * Fix SET search_path issue in prepare * only support preparing single-statement queries for now * update parsers * safety * better remove_comments * Fix getQueryStmtCountHeuristic * getQueryStmtCountHeuristic tests * comment out failing tests * Fix getQueryStmtCountHeuristic impl * only datatable
Open-source developer infrastructure for internal tools (APIs, background jobs, workflows and UIs). Self-hostable alternative to Retool, Pipedream, Superblocks and a simplified Temporal with autogenerated UIs and custom UIs to trigger workflows and scripts as internal apps.
Scripts are turned into sharable UIs automatically, and can be composed together into flows or used into richer apps built with low-code. Supported script languages supported are: Python, TypeScript, Go, Bash, SQL, and GraphQL.
Try it - Docs - Discord - Hub - Contributor's guide
Windmill - Developer platform for APIs, background jobs, workflows and UIs
Windmill is fully open-sourced (AGPLv3) and Windmill Labs offers dedicated instance and commercial support and licenses.
https://github.com/windmill-labs/windmill/assets/122811744/0b132cd1-ee67-4505-822f-0c7ee7104252
- Windmill - Developer platform for APIs, background jobs, workflows and UIs
Main Concepts
-
Define a minimal and generic script in Python, TypeScript, Go or Bash that solves a specific task. The code can be defined in the provided Web IDE or synchronized with your own GitHub repo (e.g. through VS Code extension):
-
Your scripts parameters are automatically parsed and generate a frontend.
-
Make it flow! You can chain your scripts or scripts made by the community shared on WindmillHub.
-
Build complex UIs on top of your scripts and flows.
Scripts and flows can also be triggered by a cron schedule (e.g. '_/5 _ * * *') or through webhooks.
You can build your entire infra on top of Windmill!
Show me some actual script code
//import any dependency from npm
import * as wmill from "windmill-client";
import * as cowsay from "cowsay@1.5.0";
// fill the type, or use the +Resource type to get a type-safe reference to a resource
type Postgresql = {
host: string;
port: number;
user: string;
dbname: string;
sslmode: string;
password: string;
};
export async function main(
a: number,
b: "my" | "enum",
c: Postgresql,
d = "inferred type string from default arg",
e = { nested: "object" }
//f: wmill.Base64
) {
const email = process.env["WM_EMAIL"];
// variables are permissioned and by path
let variable = await wmill.getVariable("f/company-folder/my_secret");
const lastTimeRun = await wmill.getState();
// logs are printed and always inspectable
console.log(cowsay.say({ text: "hello " + email + " " + lastTimeRun }));
await wmill.setState(Date.now());
// return is serialized as JSON
return { foo: d, variable };
}
CLI
We have a powerful CLI to interact with the windmill platform and sync your scripts from local files, GitHub repos and to run scripts and flows on the instance from local commands. See more details.
Running scripts locally
You can run your script locally easily, you simply need to pass the right
environment variables for the wmill client library to fetch resources and
variables from your instance if necessary. See more:
https://www.windmill.dev/docs/advanced/local_development.
To develop & test locally scripts & flows, we recommend using the Windmill VS Code extension: https://www.windmill.dev/docs/cli_local_dev/vscode-extension.
Stack
- Postgres as the database.
- Backend in Rust with the following highly-available and horizontally scalable.
Architecture:
- Stateless API backend.
- Workers that pull jobs from a queue in Postgres (and later, Kafka or Redis. Upvote #173 if interested).
- Frontend in Svelte.
- Scripts executions are sandboxed using Google's nsjail.
- Javascript runtime is the deno_core rust library (which itself uses the rusty_v8 and hence V8 underneath).
- TypeScript runtime is Bun and deno.
- Python runtime is python3.
- Golang runtime is 1.19.1.
Fastest Self-Hostable Workflow Engine
We have compared Windmill to other self-hostable workflow engines (Airflow, Prefect & Temporal) and Windmill is the most performant solution for both benchmarks: one flow composed of 40 lightweight tasks & one flow composed of 10 long-running tasks.
All methodology & results on our Benchmarks page.
Security
Sandboxing
Windmill can use nsjail. It is production multi-tenant grade secure. Do not take our word for it, take fly.io's one.
Secrets, credentials and sensitive values
There is one encryption key per workspace to encrypt the credentials and secrets stored in Windmill's K/V store.
In addition, we strongly recommend that you encrypt the whole Postgres database. That is what we do at https://app.windmill.dev.
Performance
Once a job started, there is no overhead compared to running the same script on the node with its corresponding runner (Deno/Go/Python/Bash). The added latency from a job being pulled from the queue, started, and then having its result sent back to the database is ~50ms. A typical lightweight deno job will take around 100ms total.
Architecture
How to self-host
We only provide docker-compose setup here. For more advanced setups, like compiling from source or using without a postgres super user, see Self-Host documentation.
Docker compose
Windmill can be deployed using 3 files: (docker-compose.yml, Caddyfile and a .env) in a single command.
Make sure Docker is started, and run:
curl https://raw.githubusercontent.com/windmill-labs/windmill/main/docker-compose.yml -o docker-compose.yml
curl https://raw.githubusercontent.com/windmill-labs/windmill/main/Caddyfile -o Caddyfile
curl https://raw.githubusercontent.com/windmill-labs/windmill/main/.env -o .env
docker compose up -d
Go to http://localhost et voilà :)
The default super-admin user is: admin@windmill.dev / changeme.
From there, you can follow the setup app and create other users.
More details in Self-Host Documention.
Kubernetes (k8s) and Helm charts
We publish helm charts at: https://github.com/windmill-labs/windmill-helm-charts.
Run from binaries
Each release includes the corresponding binaries for x86_64. You can simply
download the latest windmill binary using the following set of bash commands.
BINARY_NAME='windmill-amd64' # or windmill-ee-amd64 for the enterprise edition
LATEST_RELEASE=$(curl -L -s -H 'Accept: application/json' https://github.com/windmill-labs/windmill/releases/latest)
LATEST_VERSION=$(echo $LATEST_RELEASE | sed -e 's/.*"tag_name":"\([^"]*\)".*/\1/')
ARTIFACT_URL="https://github.com/windmill-labs/windmill/releases/download/$LATEST_VERSION/$BINARY_NAME"
wget "$ARTIFACT_URL" -O windmill
OAuth, SSO & SMTP
Windmill Community Edition allows to configure the OAuth, SSO (including Google Workspace SSO, Microsoft/Azure and Okta) directly from the UI in the superadmin settings. Do note that there is a limit of 10 SSO users on the community edition.
Commercial license
See the LICENSE file for the full license text.
The "Community Edition" of Windmill available in the docker images hosted under ghcr.io/windmill-labs/windmill and the github binary releases contains the files under the AGPLv3 and Apache 2 sources but also includes proprietary and non-public code and features which are not open source and under the following terms: Windmill Labs, Inc. grants a right to use all the features of the "Community Edition" for free without restrictions other than the limits and quotas set in the software and a right to distribute the community edition as is but not to sell, resell, serve Windmill as a managed service, modify or wrap under any form without an explicit agreement.
The binary compilable from source code in this repository without the "enterprise" feature flag is open-source under the LICENSE-AGPLv3 License terms and conditions.
To re-expose directly any Windmill parts to your users as a feature of your product, with the exception of iframed public Windmill "apps", or to build a feature on top of "Windmill Community Edition" that you sell commercially or embed in a distributable product or binary, you must get a commercial license. Contact us at sales@windmill.dev if you have any questions. To do the same from the binary compiled from the source code in this repository without the "enterprise" feature flag, you must comply with the AGPLv3 license terms and conditions or get a commercial license from Windmill Labs, Inc.
To use Windmill "Community Edition" as is internally in your organization, or to use its APIs as is, you do NOT need a commercial license.
Integrations
In Windmill, integrations are referred to as resources and resource types. Each Resource has a Resource Type that defines the schema that the resource needs to implement.
On self-hosted instances, you might want to import all the approved resource types from WindmillHub. A setup script will prompt you to have it being synced automatically everyday.
Environment Variables
| Environment Variable name | Default | Description | Api Server/Worker/All |
|---|---|---|---|
| DATABASE_URL | The Postgres database url. | All | |
| WORKER_GROUP | default | The worker group the worker belongs to and get its configuration pulled from | Worker |
| MODE | standalone | The mode if the binary. Possible values: standalone, worker, server, agent | All |
| METRICS_ADDR | None | (ee only) The socket addr at which to expose Prometheus metrics at the /metrics path. Set to "true" to expose it on port 8001 | All |
| JSON_FMT | false | Output the logs in json format instead of logfmt | All |
| BASE_URL | http://localhost:8000 | The base url that is exposed publicly to access your instance. Is overriden by the instance settings if any. | Server |
| ZOMBIE_JOB_TIMEOUT | 30 | The timeout after which a job is considered to be zombie if the worker did not send pings about processing the job (every server check for zombie jobs every 30s) | Server |
| RESTART_ZOMBIE_JOBS | true | If true then a zombie job is restarted (in-place with the same uuid and some logs), if false the zombie job is failed | Server |
| SLEEP_QUEUE | 50 | The number of ms to sleep in between the last check for new jobs in the DB. It is multiplied by NUM_WORKERS such that in average, for one worker instance, there is one pull every SLEEP_QUEUE ms. | Worker |
| KEEP_JOB_DIR | false | Keep the job directory after the job is done. Useful for debugging. | Worker |
| LICENSE_KEY (EE only) | None | License key checked at startup for the Enterprise Edition of Windmill | Worker |
| SLACK_SIGNING_SECRET | None | The signing secret of your Slack app. See Slack documentation | Server |
| COOKIE_DOMAIN | None | The domain of the cookie. If not set, the cookie will be set by the browser based on the full origin | Server |
| DENO_PATH | /usr/bin/deno | The path to the deno binary. | Worker |
| PYTHON_PATH | The path to the python binary if wanting to not have it managed by uv. | Worker | |
| GO_PATH | /usr/bin/go | The path to the go binary. | Worker |
| GOPRIVATE | The GOPRIVATE env variable to use private go modules | Worker | |
| GOPROXY | The GOPROXY env variable to use | Worker | |
| NETRC | The netrc content to use a private go registry | Worker | |
| PY_CONCURRENT_DOWNLOADS | 20 | Sets the maximum number of in-flight concurrent python downloads that windmill will perform at any given time. | Worker |
| PATH | None | The path environment variable, usually inherited | Worker |
| HOME | None | The home directory to use for Go and Bash , usually inherited | Worker |
| DATABASE_CONNECTIONS | 50 (Server)/3 (Worker) | The max number of connections in the database connection pool | All |
| SUPERADMIN_SECRET | None | A token that would let the caller act as a virtual superadmin superadmin@windmill.dev | Server |
| TIMEOUT_WAIT_RESULT | 20 | The number of seconds to wait before timeout on the 'run_wait_result' endpoint | Worker |
| QUEUE_LIMIT_WAIT_RESULT | None | The number of max jobs in the queue before rejecting immediately the request in 'run_wait_result' endpoint. Takes precedence on the query arg. If none is specified, there are no limit. | Worker |
| DENO_AUTH_TOKENS | None | Custom DENO_AUTH_TOKENS to pass to worker to allow the use of private modules | Worker |
| DISABLE_RESPONSE_LOGS | false | Disable response logs | Server |
| CREATE_WORKSPACE_REQUIRE_SUPERADMIN | true | If true, only superadmins can create new workspaces | Server |
| MIN_FREE_DISK_SPACE_MB | 15000 | Minimum amount of free space on worker. Sends critical alert if worker has less free space. | Worker |
| RUN_UPDATE_CA_CERTIFICATE_AT_START | false | If true, runs CA certificate update command at startup before other initialization | All |
| RUN_UPDATE_CA_CERTIFICATE_PATH | /usr/sbin/update-ca-certificates | Path to the CA certificate update command/script to run when RUN_UPDATE_CA_CERTIFICATE_AT_START is true | All |
Run a local dev setup
Using Nix (Recommended).
See the ./frontend/README_DEV.md file for all running options.
only Frontend
This will use the backend of https://app.windmill.dev but your own frontend with hot-code reloading. Note that you will need to use a username / password login due to CSRF checks using a different auth provider.
In the frontend/ directory:
- install the dependencies with
npm install(orpnpm installoryarn) - generate the windmill client:
npm run generate-backend-client
## on mac use
npm run generate-backend-client-mac
- Run your dev server with
npm run dev - Et voilà, windmill should be available at
http://localhost/
Backend + Frontend
See the ./frontend/README_DEV.md file for all running options.
- Start a local Postgres database using for instance the
start-dev-db.shscript which will make a database available atpostgres://postgres:changeme@localhost:5432/windmillThen run the migrations using the following command:This will also avoid compile time issue with sqlx'scargo install sqlx-cli env DATABASE_URL=<YOUR_DATABASE_URL> sqlx migrate runquery!macro. - (optional, linux only) Install nsjail and have it accessible in your PATH
- Install bun, deno and python3 (+ any languages you want to use), have the bins at
/usr/bin/bun,/usr/bin/deno, and/usr/local/bin/python3or set the corresponding environment variables. - (optional) Install the lld linker
- Go to
frontend/:npm install,npm run generate-backend-clientthenREMOTE=http://localhost:8000 npm run dev- You might need to set some extra heap space for the node runtime
export NODE_OPTIONS="--max-old-space-size=4096" - Create an empty
frontend/buildfolder usingmkdir frontend/build
- Go to
backend/:env DATABASE_URL=<YOUR_DATABASE_URL> RUST_LOG=info cargo run- You can specify any feature flag you want to enable, for example
cargo run --features pythonto enable the python executor.
- Et voilà, windmill should be available at
http://localhost:3000
Contributors
Copyright
Windmill Labs, Inc 2023







