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Core concepts

On top of its editors to build endpoints, flows and apps, Windmill comes with a set of features.

Triggers

Scheduling allows you to define schedules for Scripts and Flows, automatically running them at set frequencies.

Trigger scripts and flows from webhooks.

Scripts and flows can be triggered by email messages sent to a specific email address.

Connect LLMs to Windmill using the Model Context Protocol.

Custom HTTP routes

Trigger scripts and flows from custom HTTP routes.

Trigger scripts and flows from WebSocket servers.

Trigger scripts and flows from postgres database servers.

Trigger scripts and flows from Kafka topics.

Trigger scripts and flows from NATS subjects.

Trigger scripts and flows from Amazon SQS.

Trigger scripts and flows from MQTT broker.

Trigger scripts and flows from Google Cloud Pub/Sub messages.

Windmill features

Schema of Windmill architecture

Auto-generated UIs

Windmill creates auto-generated user interfaces for scripts and flows based on their parameters.

JSON schema and parsing

JSON Schemas are used for defining the input specification for scripts and flows, and specifying resource types.

Instant preview & testing

Windmill allows users to see and test what they are building directly from the editor, even before deployment.

Rich display rendering

The result renderer in Windmill supports rich display rendering, allowing you to customize the display format of your results.

Dependency management & imports

Windmill's strength lies in its ability to run scripts without having to manage a package.json directly.

Workflows as code

Automate tasks and their flow with only code.

Draft and deploy

Develop and cooperate in a structured way.

Persistent storage & databases

Ensure that your data is safely stored and easily accessible whenever required.

Object storage in Windmill

Windmill comes with native integrations with S3 and Azure Blob, making it the recommended storage for large objects like files and binary data.

Windmill enables building fast, powerful, reliable, and easy-to-build data pipelines.

Roles and permissions

Control access and manage permissions within your instance and workspaces.

Authentification

Windmill provides flexible authentication options to ensure secure access to the platform.

There are 5 ways to do error handling in Windmill.

A job represents a past, present or future `task` or `work` to be executed by a worker.

Get an aggregated view of past and future runs on your workspace.

Resources and resource types

Resources are structured configurations and connections to third-party systems, with Resource types defining the schema for each Resource.

Variables and secrets

Variables and secrets are encrypted, dynamic values used for reusing information and securely passing sensitive data within scripts.

Environment variables

Environment variables are used to configure the behavior of scripts and services, allowing for dynamic and flexible execution across different environments.

Groups and folders

Groups and folders enable efficient permission management by grouping users with similar access levels.

Workers and worker groups

Worker Groups allow users to run scripts and flows on different machines with varying specifications.

Workspace secret encryption

When updating the encryption key of a workspace, all secrets will be re-encrypted with the new key and the previous key will be replaced by the new one.

Caching is used to cache the results of a script, flow, flow step or app inline scripts for a specified number of seconds.

Handling files and binary data

In Windmill, JSON is the primary data format used for representing information. When working with binary data, such as files, they are represented as Base64 encoded strings.

View logs from any worker or servers directly within the service logs section of the search modal.

Preprocessors are used to transform incoming requests before they are passed to the runnable.

Navigate through workspace pages & content.

Collaboration in Windmill

Collaboration in Windmill is simplified through various features and workflows.

Have AI complete code on Windmill.

Hosting & advanced

Run Windmill on your own infrastructure.

Windmill on AWS ECS or EKS

Windmill can be deployed on an ECS or EKS cluster.

Command-line interface

Interact with Windmill instances right from your terminal.

Local development

Develop from various environments such as your terminal, VS Code, and JetBrains IDEs.

Version control in Windmill

Sync your workspace to a git repository.

Deploy to prod using a staging workspace

Preinstall binaries

Workers in Windmill can preinstall binaries. This allows them to execute these binaries in subprocesses or directly within bash.

React app import

Import your own Apps in React.

Browser automation

Run browser automation scripts.

Run Docker containers

Windmill supports running any docker container through its bash integration.

Setup OAuth and SSO

Windmill supports Single Sign-On for Microsoft, Google, GitHub, GitLab, Okta, and domain restriction.

Sharing common logic

It is common to want to share common logic between your scripts. This can be done easily using relative imports in both Python and TypeScript.

TypeScript client

The TypeScript client for Windmill allows you to interact with the Windmill platform using TypeScript in Bun / Deno runtime.

The Python client library for Windmill provides a convenient way to interact with the Windmill platform's API from within your script jobs.

Set/Get progress from code

You can now set progress of script execution from within the script (Python and TypeScript)

Share on Windmill Hub

Share your scripts, flows, apps and resource types on Windmill Hub.

Code editor-specific features

Parameter inference

Windmill ensures that the parameters passed to scripts, flows, and resources match the expected format and type.

Add resources and variables to code

You can directly access Variables and Resources from the Code editor.

Code assistants

Windmill integrates code assistants into its code editor to provide language-specific suggestions, linting, formatting, and more.

Script-specific features

All details on Scripts can be found in the Script section.

You can attach additional functionalities to Scripts by specializing them into specific Script kinds.

main function's arguments can be given advanced settings that will affect the inputs' auto-generated UI and JSON Schema.

Scripts, when deployed, can have a parent script identified by its hash.

Concurrency limit

The Concurrency limit feature allows you to define concurrency limits for scripts and inline scripts within flows.

Running services with perpetual scripts

Perpetual scripts restart upon ending unless canceled.

The Multiplayer feature allows you to collaborate with team members on scripts simultaneously.

Run scripts in VS Code

The Windmill VS Code extension allows you to run your scripts and preview the output within VS Code.

Flow-specific features

All details on Flows can be found in the Flows section.

Triggering flows

Trigger scripts and flows on-demand, by schedule or on external events.

Iterate quickly and get control on your flow testing.

AI-generated flows

Generate flows from prompts.

Split the execution of the flow based on a condition.

Iterate a series of tasks.

While loops execute a sequence of code indefinitely until the user cancels or a step set to Early stop stops.

Configure a script to handle errors.

Trigger scripts

Trigger scripts are designed to pull data from an external source and return all of the new items since the last run, without resorting to external webhooks.

Re-try a step in case of error.

Concurrency limits

The Concurrency limit feature allows you to define concurrency limits for scripts and inline scripts within flows.

Custom timeout for step

If the execution takes longer than the time limit, the execution of the step will be interrupted.

Priority for steps

Prioritize a flow step in the execution queue.

Lifetime / Delete after use

The logs, arguments and results of this flow step will be completely deleted from Windmill once the flow is complete.

Cache for steps

Re-use a step's previous results.

Early stop / Break

Stop early a flow based on a step's result.

Define a node at which the flow will return at for sync endpoints. The rest of the flow will continue asynchronously.

Suspend & Approval / Prompts

Suspend a flow until specific event(s) are received, such as approvals or cancellations.

Sleep / Delays in flows

Executions within a flow can be suspended for a given time.

Step mocking / Pin result

When a step is mocked, it will immediately return the mocked value without performing any computation.

App-specific features

All details on Apps can be found in the Apps section.

List of components

Use prebuilt interface elements to display data, and manipulate or interact with it based on user actions.

Link your app to scripts and flows

Run any script or flow for your UI.

Customize the styling of your App according to your own graphical standards.

Apps can be accessed as a standalone app by anyone who has the secret URL

Schedule app reports

Send a PDF or PNG preview of any app at a given schedule.

Group of components

Components can be grouped within containers.

Import custom React components

Define components in React or Vanilla JS that interact with the rest of your app.

Workspace default app

If configured, users who are operators in this workspace will be redirected to this app automatically when logging into this workspace.

Enterprise & cloud features

All details & features on Pricing page.

Our SLAs are designed to provide timely assistance and address any issues.

Windmill provides audit logs for every operation and action that has side-effects.

Worker groups management UI

Manage Worker Groups through Windmill UI.

Autoscaling automatically adjusts the number of workers based on your workload demands.

Deploy to prod using the UI

Deploy items to another staging/prod workspace.

Connect a Windmill workspace to a Git repository to automatically commit and push scripts, flows and apps to the repository on each deploy.

Concurrency limits

The Concurrency limits feature allows you to define concurrency limits for scripts, flows and inline scripts within flows.

Instance object storage distributed cache for Python, Rust, Go

Leverage a global S3 cache to speed up Python dependency handling by storing and reusing pre-installed package.

OpenID Connect (OIDC)

Use Windmill's OIDC provider to authenticate from scripts to cloud providers and other APIs.

Configure Okta or Microsoft for both SAML and SCIM.

External auth with JWT

Generate your own JWT tokens with the desired permissions for your already authenticated users and pass them to Windmill.

Dedicated workers / High throughput

Dedicated Workers are workers that are dedicated to a particular script.

Agent workers are a 4th mode of execution of the Windmill binary, but instead of using MODE=worker, we use here MODE=agent.

Critical alerts

Get a notification everytime a job is re-run after a crash.

Search any scripts, flows, resources, apps for a specific string similar to GitHub search.

Codebases & bundles

Deploy scripts with any local relative imports as bundles.

The Global CSS editor is designed to give styling and theming across your entire app.

Collaborate on scripts simultaneously.

Host your own Hub of scripts, flows, apps and resource types for your team.

White labeling Windmill

Windmill offers white labeling capabilities, allowing you to embed and customize the Windmill platform to align with your brand.

Windmill React SDK

The Windmill React SDK provides a suite of tools and components to integrate Windmill applications into React-based projects.

Windows workers

Windows Native Workers are a Self-Hosted Enterprise Feature. You can use the Windows worker natively if you do not want to run Docker or WSL on Windows (e.g., for policy or security reasons). This feature supports the **Python**, **Bun**, **PowerShell** and **Nu** executors.

Host your own Hub of scripts, flows, apps and resource types for your team.

White labeling Windmill

Windmill offers white labeling capabilities, allowing you to embed and customize the Windmill platform to align with your brand.

Full text search

Full text search on jobs and service logs, allowing quick access and good observability out of the box. Learn how to set it up.

Triggers
Windmill features
Hosting & advanced
Code editor-specific features
Script-specific features
Flow-specific features
App-specific features
Enterprise & cloud features