docs

# Kestra

> Kestra is an open-source workflow orchestration platform. Workflows are defined declaratively in YAML as **flows**. Each flow has an `id`, a `namespace`, a list of `tasks`, and optionally `inputs`, `outputs`, `triggers`, and `variables`. Tasks reference plugins via a fully-qualified `type` such as `io.kestra.plugin.core.log.Log`. Dynamic values use `{{ ... }}` Pebble expressions referencing `inputs`, `outputs`, `trigger`, `vars`, `execution`, and other context variables. Kestra is API-first: every action available in the UI is also available via REST API.
>
> **For agents and LLMs:** Append `.md` to any `kestra.io/docs/*` URL to retrieve that page as plain Markdown, or set `Accept: text/markdown` on the request. For a full content snapshot of all pages, see [/llms-full.txt](/llms-full.txt). For the complete documentation index, see [/llms.txt](/llms.txt).
>
> **Versioned docs:** Documentation for previous releases is available at versioned paths — for example, `kestra.io/docs/1.3/quickstart` for the 1.3 release. Append `.md` to any versioned URL to retrieve it as plain Markdown.

## Tools & Capability Discovery

- [MCP Server Config](https://kestra.io/.well-known/mcp.json): Use this to connect an agent to Kestra's orchestration tools.

## Core model

Understanding these five concepts is enough to read and write most Kestra flows. Everything else in this file builds on them.

- **Flow** — the unit of work. A YAML file with `id`, `namespace`, `tasks`, and optional `inputs`, `outputs`, `triggers`, `variables`, `errors`, `labels`.
- **Task** — a single step in a flow. Every task has an `id`, a `type` (plugin reference), and type-specific properties. Tasks can be runnable (do work) or flowable (control execution logic).
- **Plugin** — the integration and logic layer. All task types live under `io.kestra.plugin.*`. Browse at [kestra.io/plugins](https://kestra.io/plugins).
- **Expression** — `{{ ... }}` syntax powered by Pebble. Used in any dynamic property to reference inputs, prior task outputs, trigger data, secrets, and environment variables.
- **Namespace** — hierarchical grouping for flows (e.g. `company.team`). Namespaces scope files, secrets, KV store entries, and access control.

## AI and agents

This section covers two distinct things: (1) guidance for AI agents interacting with Kestra, and (2) Kestra features for building AI and LLM-powered workflows. If you are an AI agent helping a user with Kestra, start with Agent Skills. If the user wants to build AI workflows on top of Kestra, use the remaining links.

- [Agent Skills](https://kestra.io/docs/ai-tools/agent-skills.md): **Start here if you are an AI agent.** How coding agents should interact with Kestra — reading flow definitions, calling the API, deploying flows, and avoiding common mistakes
- [Kestra MCP resources](https://kestra.io/docs/ai-tools/kestra-mcp-resources.md): Connect Claude Code, Cursor, or any MCP-compatible AI tool to live Kestra plugin docs, blueprints, and documentation at runtime — no training data required
- [Docs for Agents](https://kestra.io/docs/ai-tools/docs-for-agents.md): All machine-readable Kestra resources in one place — MCP server, Agent Skills, llms.txt endpoints, plain Markdown docs, plugin schemas, and OpenAPI specs
- [AI Tools overview](https://kestra.io/docs/ai-tools.md): Overview of all AI capabilities in Kestra — Copilot, Agents, Agent Skills, AI Workflows, and RAG Workflows
- [AI Copilot](https://kestra.io/docs/ai-tools/ai-copilot.md): Generate and refine flow YAML from natural language prompts inside the Kestra UI
- [AI Agents](https://kestra.io/docs/ai-tools/ai-agents.md): Build autonomous orchestration patterns where agents decide which tasks to run based on runtime context
- [AI Workflows](https://kestra.io/docs/ai-tools/ai-workflows.md): Patterns for building AI-native workflows — LLM calls, tool use, and multi-step inference pipelines — using Kestra tasks
- [RAG Workflows](https://kestra.io/docs/ai-tools/ai-rag-workflows.md): Retrieval-augmented generation patterns — indexing, chunking, embedding, and querying — orchestrated as Kestra flows
- [MCP Server](https://kestra.io/docs/ai-tools/mcp-server.md): Expose Kestra flows as MCP tools for AI agents — configure MCP servers, connect Claude Desktop/Code/Cursor, and understand OSS vs EE auth options

## Authoring flows

Use this section when writing, editing, or understanding the structure of a Kestra flow. Covers every top-level property and component a flow can have.

- [Flow definition](https://kestra.io/docs/workflow-components/flow.md): All top-level flow properties — `id`, `namespace`, `tasks`, `inputs`, `outputs`, `triggers`, `variables`, `errors`, `labels`, `pluginDefaults`, `disabled`, `concurrency`
- [Tasks](https://kestra.io/docs/workflow-components/tasks.md): Runnable tasks (do work on a worker) vs flowable tasks (control execution logic), and how task properties work
- [Flowable tasks](https://kestra.io/docs/workflow-components/tasks/flowable-tasks.md): Control flow primitives — `Sequential`, `Parallel`, `Loop`, `Switch`, `If`, `DAG`, `LoopUntil`, `Subflow`, `AllowFailure`, `Pause`, `WorkingDirectory`
- [Inputs](https://kestra.io/docs/workflow-components/inputs.md): Typed runtime parameters (`STRING`, `INT`, `BOOLEAN`, `FILE`, `JSON`, `ARRAY`, `ENUM`, `DATETIME`, etc.) with optional defaults and validation
- [Outputs](https://kestra.io/docs/workflow-components/outputs.md): Reference task outputs with `{{ outputs.task_id.attribute }}`, dynamic task outputs with `{{ outputs.task_id[taskrun.value].attribute }}`, and sibling outputs inside loops
- [Triggers](https://kestra.io/docs/workflow-components/triggers.md): Start flows automatically — Schedule (cron), Flow (react to another flow's completion), Webhook, Polling, Realtime, and MCP Tool triggers
- [MCP Tool Trigger](https://kestra.io/docs/workflow-components/triggers/mcp-tool-trigger.md): Register a flow as a named MCP tool — `toolName`, `title`, `toolDescription`, `mcpServer`, and `annotations` properties; flow inputs/outputs auto-mapped to JSON schema
- [Variables](https://kestra.io/docs/workflow-components/variables.md): Flow-level named values referenced as `{{ vars.name }}`; useful for values reused across multiple tasks
- [Subflows](https://kestra.io/docs/workflow-components/subflows.md): Call another flow as a task, pass inputs, wait for completion, and consume its outputs
- [Errors](https://kestra.io/docs/workflow-components/errors.md): `errors` block for flow-level error handling tasks; `AllowFailure` for marking individual tasks as non-fatal
- [Retries](https://kestra.io/docs/workflow-components/retries.md): Retry policies — constant, exponential, random — with `maxAttempt` and `maxDuration`
- [Policies](https://kestra.io/docs/enterprise/governance/policies.md): Inject, validate, and enforce configuration rules across namespaces and tenants — Enterprise Edition replacement for the removed pluginDefaults feature
- [Concurrency](https://kestra.io/docs/workflow-components/concurrency.md): Limit simultaneous executions of a flow with `concurrency.limit` and `behavior` (queue or cancel)

## Expressions and templating

Use this section when you need to write or debug a `{{ ... }}` expression — to access runtime values, transform data, or apply conditional logic inside a flow property.

- [Expressions overview](https://kestra.io/docs/expressions.md): Entry point for `{{ ... }}` Pebble expression syntax — links to context variables, filters, functions, and syntax reference
- [Execution context variables](https://kestra.io/docs/expressions/context.md): Everything available at runtime: `inputs`, `outputs`, `vars`, `trigger`, `execution`, `flow`, `taskrun`, `envs`, `globals`, `namespace` (EE only)
- [Pebble syntax](https://kestra.io/docs/expressions/syntax.md): Conditionals, loops, operators, tags, tests, and multiline JSON bodies
- [Filter reference](https://kestra.io/docs/expressions/filters.md): `date`, `json`, `first`, `last`, `keys`, `values`, `chunk`, and all other Pebble filters with examples
- [Function reference](https://kestra.io/docs/expressions/functions.md): `render()`, `fetchContext()`, `secret()`, `kv()`, `currentEachOutput()`, and all built-in functions

## Finding and using plugins

Use this section to find the right `type` for a task, understand its properties, or run code in a specific language or environment.

- [Plugin marketplace](https://kestra.io/plugins): Search all available task, trigger, condition, and storage plugins with full property documentation — the definitive reference for any plugin type
- [Core plugins](https://kestra.io/plugins/core): Built-in tasks — `Log`, `Return`, `OutputValues`, `Loop`, `Http.Request`, `Http.Download`, `Subflow`, and more
- [Script tasks](https://kestra.io/docs/scripts.md): Run Python, Shell, Node.js, R, Julia, Ruby, Perl, and PowerShell inline or from files inside a flow
- [Task runners](https://kestra.io/docs/task-runners.md): Execute script tasks on remote compute — Docker, Kubernetes, AWS Batch, AWS EC2, Azure Batch, Azure VM, Google Batch, or Google Cloud Run — instead of the local worker

## Data, state, and storage

Use this section when a flow needs to store or retrieve data that lives outside the flow itself — files, shared state, secrets, or reusable scripts.

- [Internal storage](https://kestra.io/docs/concepts/storage.md): Kestra's built-in file system for passing large files between tasks; tasks return internal storage URIs as output attributes (e.g. `uri`)
- [Namespace files](https://kestra.io/docs/concepts/namespace-files.md): Scripts, configs, and SQL files stored at the namespace level and available to all flows in that namespace via `WorkingDirectory` or `{{ namespaceFiles }}`
- [KV Store](https://kestra.io/docs/concepts/kv-store.md): Persistent key-value pairs scoped to a namespace; read with `{{ kv('key') }}`, written via tasks or the API; use for shared state and counters
- [Secrets](https://kestra.io/docs/concepts/secret.md): Encrypted values referenced with `{{ secret('NAME') }}`; stored in Kestra or delegated to an external secrets manager
- [Backfill](https://kestra.io/docs/workflow-components/triggers/schedule-trigger.md#using-backfill): Re-execute a scheduled trigger over a past date range to reprocess historical data

## Best practices

Use this section when deciding *how* to structure a flow or *which* pattern to use. Covers common decision points and traps that are easy to get wrong.

- [Best practices overview](https://kestra.io/docs/best-practices.md): Entry point for all design guidance
- [Flow design](https://kestra.io/docs/best-practices/flows.md): How to structure, split, and reuse flows — when to use subflows vs tasks, and how to avoid oversized executions
- [Loop task best practices](https://kestra.io/docs/best-practices/loop.md): How to use the Loop task, how to access sibling outputs inside loops with `outputs.task_id[taskrun.value]`, and common mistakes
- [Outputs patterns](https://kestra.io/docs/best-practices/outputs.md): Clean patterns for producing and consuming task outputs across tasks and flows
- [Credentials vs Secrets vs KV Store](https://kestra.io/docs/best-practices/credentials-vs-secrets-vs-kv-store.md): Decision guide for choosing the right storage backend for each type of value
- [Secrets management](https://kestra.io/docs/best-practices/secrets-management.md): How to handle credentials and sensitive values safely in flows
- [Naming conventions](https://kestra.io/docs/best-practices/naming-conventions.md): Consistent `id`, `namespace`, and label conventions for maintainable flows

## Examples, how-tos, and use cases

Use this section to find working code for a specific tool or integration, understand what Kestra is commonly used for, or get a starting-point flow template.

- [How-to guides](https://kestra.io/docs/how-to-guides.md): Task-focused, example-driven guides for specific tools, languages, and integration patterns — the fastest way to produce working flow code for a given scenario
- [Use cases](https://kestra.io/docs/use-cases.md): End-to-end solutions for data pipelines, dbt, microservices, infrastructure automation, approval workflows, and Python — useful for understanding what Kestra is built for and how teams use it in practice
- [Blueprints](https://kestra.io/blueprints): Curated, ready-to-use flow templates searchable by tag, plugin, and use case
- [Airflow 2 end-of-life: upgrade or replace](https://kestra.io/resources/airflow-2-eol-whitepaper.md): Decision guide for teams on Airflow 2 (EOL April 22, 2026) — what the Airflow 3 upgrade involves, when a declarative model fits better, and how to migrate incrementally with the Strangler Fig pattern
- [Unified orchestration and agentic AI](https://kestra.io/resources/whitepapers/unified-orchestration.md): Defines unified orchestration as the coordination of data, infrastructure, application and business workflows including governed agentic AI steps on a single control plane, with its seven requirements and why agentic AI is a cross-cutting layer rather than a fifth domain

## APIs, CLI, and IaC

Use this section when interacting with Kestra programmatically — deploying flows, triggering executions, querying results, or managing resources as code.

- [REST API reference — OSS](https://kestra.io/docs/api-reference/open-source.md): All endpoints for flows, executions, logs, triggers, namespaces, storage, and more
- [REST API reference — Enterprise](https://kestra.io/docs/api-reference/enterprise.md): Additional endpoints for tenants, users, roles, audit logs, and worker groups
- [kestractl CLI](https://kestra.io/docs/kestra-cli/kestractl.md): CLI for flow deployment, execution management, and namespace operations
- [Terraform provider](https://kestra.io/docs/terraform.md): Manage flows, namespaces, users, roles, and secrets as code using the official Kestra Terraform provider
- [Kestra SDK](https://kestra.io/docs/api-reference/kestra-sdk.md): Java, Python, and Node.js API clients

## Enterprise and Cloud

Enterprise and Cloud features require a Kestra EE license or a Kestra Cloud account. OSS deployments do not have access to the features in this section. Use this section when setting up authentication, governance, multi-tenancy, or scale-oriented features.

- [Enterprise overview](https://kestra.io/docs/enterprise.md): Full feature set, setup guidance, and migration path from OSS
- [OSS vs Enterprise](https://kestra.io/docs/oss-vs-paid.md): Side-by-side feature comparison across Open Source, Enterprise, and Cloud editions — covers auth, governance (including Policies), scalability, and when to upgrade

**Authentication and access control**
- [RBAC](https://kestra.io/docs/enterprise/auth/rbac.md): Role-based access control — define roles with namespace-scoped permissions and assign them to users or service accounts
- [SSO](https://kestra.io/docs/enterprise/auth/sso.md): Single sign-on via OIDC, LDAP, or SAML; configure identity providers and attribute mappings
- [Service accounts](https://kestra.io/docs/enterprise/auth/service-accounts.md): Non-human identities with API tokens for CI/CD pipelines and automated deployments
- [SCIM](https://kestra.io/docs/enterprise/auth/scim.md): Provision and deprovision users and groups automatically from your identity provider

**Governance**
- [Tenants](https://kestra.io/docs/enterprise/governance/tenants.md): Hard multi-tenancy — fully isolated namespaces, users, and data per tenant
- [Audit logs](https://kestra.io/docs/enterprise/governance/audit-logs.md): Immutable record of all user and system actions across the platform
- [Secrets Manager](https://kestra.io/docs/enterprise/governance/secrets-manager.md): Connect Kestra to an external secrets backend — AWS Secrets Manager, GCP Secret Manager, Azure Key Vault, or HashiCorp Vault
- [Namespace management](https://kestra.io/docs/enterprise/governance/namespace-management.md): Govern allowed plugins, allowed task types, and inherited defaults at the namespace level
- [Worker isolation](https://kestra.io/docs/enterprise/governance/worker-isolation.md): Restrict which workers can execute tasks from a given namespace
- [Promote](https://kestra.io/docs/enterprise/governance/promote.md): Copy flows between Kestra instances from the UI — diff review, optional confirmation gate, drift detection, and promotion history without a Git pipeline

**Scalability**
- [Worker groups](https://kestra.io/docs/enterprise/scalability/worker-group.md): Route tasks to labeled worker pools using `workerSelector.tags` on any task; fallback behavior when no matching worker is available is configurable per task
- [Apps](https://kestra.io/docs/enterprise/scalability/apps.md): Build and publish lightweight form-based UIs on top of flows for non-technical users
- [Flow Quotas](https://kestra.io/docs/workflow-components/quotas.md): Cap how many executions a flow can create within a time window — use `CANCEL` or `FAIL` behavior when the limit is exceeded
- [Reusable Inputs](https://kestra.io/docs/workflow-components/reusable-inputs.md): Define a named input group once at the namespace level and reference it across multiple flows via `type: REUSABLE_INPUTS`; children resolve as `{{ inputs.<refId>.<childId> }}`

**Instance management**
- [Maintenance mode](https://kestra.io/docs/enterprise/instance/maintenance-mode.md): Pause execution scheduling without stopping the server
- [Kill switch](https://kestra.io/docs/enterprise/instance/kill-switch.md): Immediately halt all running executions across the instance

## Operating Kestra

Use this section for questions about installing, configuring, or running a Kestra server in production. Less relevant for flow authoring questions.

- [Installation](https://kestra.io/docs/installation.md): Docker, Docker Compose, Kubernetes (AWS EKS, GCP GKE, Azure AKS), and VM deployment guides
- [Configuration reference](https://kestra.io/docs/configuration.md): All server configuration options — datasource, storage, queue, auth, encryption, plugins, and telemetry
- [Administrator guide](https://kestra.io/docs/administrator-guide.md): Production operations — monitoring, HA, SSL, backup, purging, and troubleshooting
- [Performance](https://kestra.io/docs/performance.md): Benchmarks, JVM tuning, and infrastructure sizing guidance
- [Security hardening](https://kestra.io/docs/security-hardening.md): Credential initialization, network and worker isolation, transport security, HTTP URL filtering, and endpoint protection
- [Migration guide](https://kestra.io/docs/migration-guide.md): Breaking changes and upgrade notes across Kestra versions

## Extending Kestra

Use this section when building custom plugins, managing flows in Git, deploying via CI/CD pipelines, or building flows without writing YAML.

- [Plugin developer guide](https://kestra.io/docs/plugin-developer-guide.md): Build, test, document, and publish custom Kestra plugins in Java
- [Version control and CI/CD](https://kestra.io/docs/version-control-cicd.md): GitOps patterns — Git push/pull for flows, and automated deployment pipelines using GitHub Actions, GitLab CI, and others
- [Promote (EE)](https://kestra.io/docs/enterprise/governance/promote): Move flows between environments directly from the Kestra UI with a diff review and confirmation gate — no Git or pipeline required
- [VS Code extension](https://kestra.io/docs/version-control-cicd/vscode.md): Edit flows in VS Code with instance-aware validation, Pebble autocompletion, topology preview, and run-from-editor with live log streaming
- [No Code editor](https://kestra.io/docs/ui/flows.md): Build flows visually using the No Code canvas — drag-and-drop editing that stays in three-way sync with the YAML editor and AI Copilot in real time

## Reference

Use this section for definitions, architecture questions, or understanding Kestra's internal design.

- [Glossary](https://kestra.io/docs/glossary.md): Definitions of Kestra-specific and general orchestration terms
- [Architecture](https://kestra.io/docs/architecture.md): How Kestra's components fit together — six server roles (Executor, Worker Controller, Worker, Scheduler, Webserver, Indexer), pluggable queue backends, and storage layers
- [Why Kestra](https://kestra.io/docs/why-kestra.md): Positioning and market context — why Kestra is built for data, AI, and infrastructure workflows across the whole organization, not just a single team

## Getting started

Human-oriented onboarding for users installing and learning Kestra for the first time. Agents that have already processed the Core model section above do not need to start here.

- [Quickstart](https://kestra.io/docs/quickstart.md): Run Kestra locally with Docker in minutes
- [Tutorial](https://kestra.io/docs/tutorial.md): Step-by-step introduction covering flows, inputs, outputs, triggers, and error handling end to end

## Complete Documentation Index

Every page in the Kestra documentation. Use this section to enumerate all available pages. Append `.md` to any URL for plain Markdown content.

- [Kestra Docs: Your Infinitely-Scalable Orchestration Platform](https://kestra.io/docs)
- [Administrator Guide: Operate and Secure Your Cluster](https://kestra.io/docs/administrator-guide.md)
- [Backup and Restore Kestra: Flows, Secrets, and Executions](https://kestra.io/docs/administrator-guide/backup-and-restore.md)
- [Fix Basic Authentication Issues in Kestra](https://kestra.io/docs/administrator-guide/basic-auth-troubleshooting.md)
- [Adding a Self-Signed Certificate to Kestra on Kubernetes](https://kestra.io/docs/administrator-guide/custom-ca-kubernetes.md)
- [Docker-in-Docker Behind a Proxy: Kestra on Kubernetes](https://kestra.io/docs/administrator-guide/dind-behind-proxy.md)
- [High Availability in Kestra: Scale Workers and Webservers](https://kestra.io/docs/administrator-guide/high-availability.md)
- [JVM CPU Limits for Kestra on Kubernetes](https://kestra.io/docs/administrator-guide/jvm-cpu-limits.md)
- [External Log Data Store in Kestra](https://kestra.io/docs/administrator-guide/log-data-store.md)
- [MITM Proxy: Inspect Kestra's Outbound HTTPS Traffic](https://kestra.io/docs/administrator-guide/mitm-proxy-configuration.md)
- [Kestra Monitoring: Prometheus, Alerts, and Health Checks](https://kestra.io/docs/administrator-guide/monitoring.md)
- [OpenTelemetry for Kestra: Traces, Metrics, and Logs](https://kestra.io/docs/administrator-guide/open-telemetry.md)
- [Prometheus Metrics for Kestra: Reference and /prometheus Endpoint](https://kestra.io/docs/administrator-guide/prometheus-metrics.md)
- [Purge Executions, Logs, and Files in Kestra](https://kestra.io/docs/administrator-guide/purge.md): Scheduled purge patterns for executions, logs, KV pairs, namespace files, and orphaned execution storage; includes the isolated-worker-group cleanup pattern using PurgeStorage
- [Software and Hardware Requirements to Run Kestra](https://kestra.io/docs/administrator-guide/requirements.md)
- [Server Heartbeats and Job Recovery in Kestra](https://kestra.io/docs/administrator-guide/server-lifecycle.md)
- [Service Instance Metrics in Kestra – Expose via the Webserver](https://kestra.io/docs/administrator-guide/service-instance-metrics.md)
- [SSL/TLS Configuration: Enable HTTPS for Kestra](https://kestra.io/docs/administrator-guide/ssl-configuration.md)
- [Troubleshoot Kestra: Kubernetes, Docker, and Startup Issues](https://kestra.io/docs/administrator-guide/troubleshooting.md)
- [Upgrade Kestra: Rolling Updates, Migrations, and Rollback](https://kestra.io/docs/administrator-guide/upgrades.md)
- [Anonymous Usage Reporting in Kestra: Enable or Disable](https://kestra.io/docs/administrator-guide/usage.md)
- [Webserver URL, Reverse Proxy, and Forward Proxy Setup](https://kestra.io/docs/administrator-guide/webserver-url.md)
- [AI Tools in Kestra: Copilot, Agents & RAG Workflows](https://kestra.io/docs/ai-tools.md)
- [Agent Skills – Operate Kestra from AI Coding Agents](https://kestra.io/docs/ai-tools/agent-skills.md)
- [Kestra MCP Resources – Connect AI Coding Agents to Live Plugin Docs and Blueprints](https://kestra.io/docs/ai-tools/kestra-mcp-resources.md)
- [AI Agents in Kestra – Autonomous Orchestration](https://kestra.io/docs/ai-tools/ai-agents.md)
- [AI Copilot in Kestra – Generate and Edit Flows](https://kestra.io/docs/ai-tools/ai-copilot.md)
- [RAG Workflows in Kestra – Retrieval-Augmented Generation](https://kestra.io/docs/ai-tools/ai-rag-workflows.md)
- [AI Workflows in Kestra: Orchestrate with Any LLM](https://kestra.io/docs/ai-tools/ai-workflows.md)
- [MCP Server in Kestra – Expose Flows as AI Tools](https://kestra.io/docs/ai-tools/mcp-server.md)
- [API Reference: Enterprise and Open Source Editions](https://kestra.io/docs/api-reference.md)
- [Cloud & Enterprise API Reference for Kestra](https://kestra.io/docs/api-reference/enterprise.md)
- [SDK Language Clients for the Kestra API](https://kestra.io/docs/api-reference/kestra-sdk.md)
- [Go SDK for Kestra: Client Setup and Examples](https://kestra.io/docs/api-reference/kestra-sdk/go-sdk.md)
- [Java SDK for Kestra: Client Setup and Examples](https://kestra.io/docs/api-reference/kestra-sdk/java-sdk.md)
- [JavaScript SDK for Kestra: Client Setup and Examples](https://kestra.io/docs/api-reference/kestra-sdk/javascript-sdk.md)
- [Python SDK for Kestra: Client Setup and Examples](https://kestra.io/docs/api-reference/kestra-sdk/python-sdk.md)
- [Open Source API Reference for Kestra](https://kestra.io/docs/api-reference/open-source.md)
- [Architecture in Kestra: Components and Deployment Models](https://kestra.io/docs/architecture.md)
- [Data Storage Components in Kestra Architecture](https://kestra.io/docs/architecture/data-components.md)
- [Kestra Deployment Architectures: Postgres, AMQP, and Kafka](https://kestra.io/docs/architecture/deployment-architecture.md)
- [Main Components of Kestra Architecture: Queue, Repository, Storage, and Plugins](https://kestra.io/docs/architecture/main-components.md)
- [Multi-Tenancy in Kestra: Tenant Isolation Model](https://kestra.io/docs/architecture/multi-tenancy.md)
- [Server Components in Kestra Architecture Explained](https://kestra.io/docs/architecture/server-components.md)
- [Workflow Best Practices in Kestra: Design & Patterns](https://kestra.io/docs/best-practices.md)
- [Business Unit Separation in Kestra Enterprise](https://kestra.io/docs/best-practices/business-unit-separation.md)
- [Choosing Where to Store Sensitive and Shared Values](https://kestra.io/docs/best-practices/credentials-vs-secrets-vs-kv-store.md)
- [Expressions with Namespace Files in Kestra](https://kestra.io/docs/best-practices/expressions-with-namespace-files.md)
- [Choose the Right Fetch Pattern in Kestra](https://kestra.io/docs/best-practices/fetch-patterns.md)
- [Flow Best Practices: Performance and Reliability](https://kestra.io/docs/best-practices/flows.md)
- [Loop Task Best Practices in Kestra](https://kestra.io/docs/best-practices/loop.md)
- [Dev to Production in Kestra: Promote Flows Safely](https://kestra.io/docs/best-practices/from-dev-to-prod.md)
- [Version Control with Git in Kestra](https://kestra.io/docs/best-practices/git.md)
- [Managing Environments in Kestra: Dev, Prod & Tenants](https://kestra.io/docs/best-practices/manage-environments.md)
- [Managing pip Dependencies in Kestra: Docker & Caching](https://kestra.io/docs/best-practices/managing-pip-dependencies.md)
- [Naming Conventions in Kestra: Flows and Namespaces](https://kestra.io/docs/best-practices/naming-conventions.md)
- [Managing and Purging Flow Outputs in Kestra](https://kestra.io/docs/best-practices/outputs.md)
- [Data Retention and Purging in Kestra: Choose a Strategy](https://kestra.io/docs/best-practices/purging-data.md)
- [Secrets Management in Kestra: Avoid Accidental Exposure](https://kestra.io/docs/best-practices/secrets-management.md)
- [Kestra Brand Assets: Logos and Visual Identity](https://kestra.io/docs/brand-assets.md)
- [Core Concepts in Kestra: Architecture and Templating](https://kestra.io/docs/concepts.md)
- [Blueprints in Kestra: Reusable Workflow Templates](https://kestra.io/docs/concepts/blueprints.md)
- [Caching in Kestra: Speed Up Repeated Tasks](https://kestra.io/docs/concepts/caching.md)
- [File Access in Kestra: Local and Namespace Files](https://kestra.io/docs/concepts/file-access.md)
- [KV Store in Kestra: Persist Shared State](https://kestra.io/docs/concepts/kv-store.md)
- [Namespace Files in Kestra: Manage Project Assets](https://kestra.io/docs/concepts/namespace-files.md)
- [Pebble Templating in Kestra: Dynamic Variables](https://kestra.io/docs/concepts/pebble.md)
- [Replay Executions in Kestra: Rerun from Any Task](https://kestra.io/docs/how-to-guides/replay.md)
- [Flow Revisions in Kestra: Versioning and Rollbacks](https://kestra.io/docs/concepts/revision.md)
- [Secrets in Kestra: Store Sensitive Values Securely](https://kestra.io/docs/concepts/secret.md)
- [Data Storage in Kestra: How Task Data Is Managed](https://kestra.io/docs/concepts/storage.md)
- [System Flows in Kestra: Automate Maintenance](https://kestra.io/docs/concepts/system-flows.md)
- [System Labels in Kestra: Reserved Admin Metadata](https://kestra.io/docs/concepts/system-labels.md)
- [Configure Kestra: Settings, Environments & Defaults](https://kestra.io/docs/configuration.md)
- [Configuration Basics in Kestra: YAML & Env Overrides](https://kestra.io/docs/configuration/configuration-basics.md)
- [Enterprise & Advanced Configuration in Kestra](https://kestra.io/docs/configuration/enterprise-and-advanced.md)
- [Observability & Networking Configuration in Kestra](https://kestra.io/docs/configuration/observability-and-networking.md)
- [Plugins & Execution Configuration in Kestra](https://kestra.io/docs/configuration/plugins-and-execution.md)
- [Runtime & Storage Configuration in Kestra](https://kestra.io/docs/configuration/runtime-and-storage.md)
- [Security & Secrets Configuration in Kestra](https://kestra.io/docs/configuration/security-and-secrets.md)
- [Contribute to Kestra: Code, Docs, and Community](https://kestra.io/docs/contribute-to-kestra.md)
- [Community Guidelines: How to Participate in Kestra](https://kestra.io/docs/contribute-to-kestra/community-guidelines.md)
- [Contribute to the Kestra Codebase: Issues and PRs](https://kestra.io/docs/contribute-to-kestra/contributing.md)
- [Kestra Docs Contributor Guide: Writer's Reference](https://kestra.io/docs/contribute-to-kestra/docs-contributor-guide.md)
- [Cloud & Enterprise Edition: Features and Setup](https://kestra.io/docs/enterprise.md)
- [Auth & Users in Kestra Enterprise: RBAC, SSO](https://kestra.io/docs/enterprise/auth.md)
- [Enterprise API in Kestra: Endpoints and Auth](https://kestra.io/docs/enterprise/auth/api.md)
- [API Tokens in Kestra: Manage Programmatic Access](https://kestra.io/docs/enterprise/auth/api-tokens.md)
- [Authentication in Kestra Enterprise: OIDC Setup](https://kestra.io/docs/enterprise/auth/authentication.md)
- [Credentials in Kestra: Authenticate External Systems](https://kestra.io/docs/enterprise/auth/credentials.md)
- [Invitations in Kestra Enterprise: Onboard Users](https://kestra.io/docs/enterprise/auth/invitations.md)
- [RBAC in Kestra Enterprise: Roles and Permissions](https://kestra.io/docs/enterprise/auth/rbac.md)
- [RBAC Resources and Actions Mapped to API Endpoints](https://kestra.io/docs/enterprise/auth/rbac/permissions-reference.md)
- [SCIM Directory Sync in Kestra Enterprise](https://kestra.io/docs/enterprise/auth/scim.md)
- [authentik SCIM Provisioning in Kestra](https://kestra.io/docs/enterprise/auth/scim/authentik.md)
- [Keycloak SCIM Provisioning in Kestra](https://kestra.io/docs/enterprise/auth/scim/keycloak.md)
- [Microsoft Entra ID SCIM Provisioning in Kestra](https://kestra.io/docs/enterprise/auth/scim/microsoft-entra-id.md)
- [Okta SCIM Provisioning in Kestra Enterprise](https://kestra.io/docs/enterprise/auth/scim/okta.md)
- [Service Accounts in Kestra Enterprise: CI/CD Auth](https://kestra.io/docs/enterprise/auth/service-accounts.md)
- [Single Sign-On in Kestra: Providers and Setup](https://kestra.io/docs/enterprise/auth/sso.md)
- [Set Up authentik SSO in Kestra](https://kestra.io/docs/enterprise/auth/sso/authentik.md)
- [Set Up Google OIDC SSO in Kestra](https://kestra.io/docs/enterprise/auth/sso/google-oidc.md)
- [Set Up Keycloak SSO in Kestra](https://kestra.io/docs/enterprise/auth/sso/keycloak.md)
- [LDAP Authentication in Kestra: Directory Login](https://kestra.io/docs/enterprise/auth/sso/ldap.md)
- [Set Up Microsoft OIDC SSO in Kestra](https://kestra.io/docs/enterprise/auth/sso/microsoft-oidc.md)
- [Set Up Okta OIDC SSO in Kestra](https://kestra.io/docs/enterprise/auth/sso/okta.md)
- [Governance in Kestra Enterprise: Security and Control](https://kestra.io/docs/enterprise/governance.md)
- [Allowed & Restricted Plugins in Kestra Enterprise](https://kestra.io/docs/enterprise/governance/allowed-plugins.md)
- [Assets in Kestra: Track Lineage and Metadata](https://kestra.io/docs/enterprise/governance/assets.md)
- [Audit Logs in Kestra: Governance and Compliance](https://kestra.io/docs/enterprise/governance/audit-logs.md)
- [Custom Blueprints in Kestra Enterprise: Templates](https://kestra.io/docs/enterprise/governance/custom-blueprints.md)
- [Log Shipper in Kestra Enterprise: Centralize Logs](https://kestra.io/docs/enterprise/governance/logshipper.md)
- [Policies in Kestra Enterprise: Governance Rules](https://kestra.io/docs/enterprise/governance/policies.md)
- [Namespace Management in Kestra Enterprise: Isolation](https://kestra.io/docs/enterprise/governance/namespace-management.md)
- [External Secrets Manager in Kestra: AWS, Azure, GCP](https://kestra.io/docs/enterprise/governance/secrets-manager.md)
- [Multi-Tenancy in Kestra: Configure Tenants](https://kestra.io/docs/enterprise/governance/tenants.md)
- [Unit Tests in Kestra Enterprise: Validate Flows](https://kestra.io/docs/enterprise/governance/unit-tests.md)
- [Worker Isolation in Kestra Enterprise: Separation](https://kestra.io/docs/enterprise/governance/worker-isolation.md)
- [Cases in Kestra: Incident Management for Executions](https://kestra.io/docs/enterprise/governance/cases.md)
- [Promote Flows Across Environments in Kestra](https://kestra.io/docs/enterprise/governance/promote.md)
- [Instance Management in Kestra Enterprise: Health](https://kestra.io/docs/enterprise/instance.md)
- [Announcements in Kestra Enterprise: In-App Banners](https://kestra.io/docs/enterprise/instance/announcements.md)
- [Kill Switch in Kestra Enterprise: Stop Executions](https://kestra.io/docs/enterprise/instance/kill-switch.md)
- [Maintenance Mode in Kestra Enterprise: Safe Upgrades](https://kestra.io/docs/enterprise/instance/maintenance-mode.md)
- [Versioned Plugins in Kestra Enterprise: Multi-Version](https://kestra.io/docs/enterprise/instance/versioned-plugins.md)
- [Instance Owner Console in Kestra Enterprise](https://kestra.io/docs/enterprise/instance/instance-owner.md)
- [Kestra Cloud](https://kestra.io/docs/enterprise/cloud.md): Landing section for Kestra Cloud onboarding, compute billing, and task run counting.
- [Kestra Cloud: Getting Started](https://kestra.io/docs/enterprise/cloud/getting-started.md): Set up your Kestra Cloud instance, run your first flow, add secrets, invite your team, and connect to production.
- [Kestra Cloud Compute](https://kestra.io/docs/enterprise/cloud/cloud-compute.md): Which task types use Kestra Cloud compute, what is measured per attempt, and how to bring your own runner.
- [Kestra Cloud Task Runs](https://kestra.io/docs/enterprise/cloud/task-runs.md): What a task run is, which ones are counted toward Cloud usage, and how loops, subflows, and retries affect the count.
- [Enterprise Edition in Kestra: Architecture and Setup](https://kestra.io/docs/enterprise/overview.md)
- [Enterprise Features in Kestra: High-Availability](https://kestra.io/docs/enterprise/overview/enterprise-edition.md)
- [Migrate from OSS to Kestra Enterprise Edition](https://kestra.io/docs/enterprise/overview/migrate-from-oss.md)
- [Set Up Kestra Enterprise: License and First Tenant](https://kestra.io/docs/enterprise/overview/setup.md)
- [Install Kestra Enterprise from Standalone JAR](https://kestra.io/docs/enterprise/overview/standalone-server-installation.md)
- [Scale Kestra Enterprise: Worker Groups and Apps](https://kestra.io/docs/enterprise/scalability.md)
- [Apps in Kestra Enterprise: Frontends for Flows](https://kestra.io/docs/enterprise/scalability/apps.md)
- [Worker Groups in Kestra Enterprise: Target Workers](https://kestra.io/docs/enterprise/scalability/worker-group.md)
- [Expressions in Kestra: Pebble Syntax and Variables](https://kestra.io/docs/expressions.md)
- [Kestra Expression Context: Inputs, Outputs & Variables](https://kestra.io/docs/expressions/context.md)
- [Kestra Filter Reference: Transform Expression Values](https://kestra.io/docs/expressions/filters.md)
- [Number and Collection Filters in Kestra](https://kestra.io/docs/expressions/filters/collections.md)
- [Date and Time Filters in Kestra Expressions](https://kestra.io/docs/expressions/filters/dates.md)
- [JSON and Structured Data Filters in Kestra](https://kestra.io/docs/expressions/filters/json.md)
- [String Filters in Kestra Expressions](https://kestra.io/docs/expressions/filters/strings.md)
- [YAML Filters in Kestra Expressions](https://kestra.io/docs/expressions/filters/yaml.md)
- [Kestra Function Reference: Generate and Retrieve Values](https://kestra.io/docs/expressions/functions.md)
- [Data Access Functions in Kestra Expressions](https://kestra.io/docs/expressions/functions/data-access.md)
- [Date and Calendar Functions in Kestra Expressions](https://kestra.io/docs/expressions/functions/dates.md)
- [Data Parsing Functions in Kestra Expressions](https://kestra.io/docs/expressions/functions/parsing.md)
- [Rendering and Debugging Functions in Kestra](https://kestra.io/docs/expressions/functions/rendering.md)
- [Utility Functions in Kestra Expressions](https://kestra.io/docs/expressions/functions/utilities.md)
- [Workflow Helper Functions in Kestra Expressions](https://kestra.io/docs/expressions/functions/workflow.md)
- [Pebble Syntax in Kestra: Tags, Operators & Control Flow](https://kestra.io/docs/expressions/syntax.md)
- [Kestra Glossary: Terms and Definitions](https://kestra.io/docs/glossary.md)
- [Kestra How-to Guides: Hands-On Workflow Tutorials](https://kestra.io/docs/how-to-guides.md)
- [Access Local Files in Kestra: Bind Mounts Guide](https://kestra.io/docs/how-to-guides/access-local-files.md)
- [Configure Alerts in Kestra](https://kestra.io/docs/how-to-guides/alerting.md)
- [Audit Machines and Tool Versions with Ansible in Kestra](https://kestra.io/docs/how-to-guides/ansible.md)
- [Detect Ansible Config Drift with Kestra](https://kestra.io/docs/how-to-guides/ansible-config-drift.md)
- [Declare Explicit Outputs in Ansible Playbooks with Kestra](https://kestra.io/docs/how-to-guides/ansible-explicit-outputs.md)
- [Extend Kestra with the API](https://kestra.io/docs/how-to-guides/api.md)
- [Deploy Kestra with ArgoCD](https://kestra.io/docs/how-to-guides/argocd.md)
- [Use Azure Managed Workload Identity with Kestra](https://kestra.io/docs/how-to-guides/azure-workload-id.md)
- [Automate Clever Cloud with Kestra](https://kestra.io/docs/how-to-guides/clever-cloud.md)
- [Add Conditional Branching in Kestra](https://kestra.io/docs/how-to-guides/conditional-branching.md)
- [Build a Custom Plugin for Kestra](https://kestra.io/docs/how-to-guides/custom-plugin.md)
- [Build a KPI Success Ratio Chart in Kestra Dashboards](https://kestra.io/docs/how-to-guides/dashboard-kpi-chart.md)
- [Use Dataform in Kestra](https://kestra.io/docs/how-to-guides/dataform.md)
- [Manage dbt Projects with Kestra's Code Editor](https://kestra.io/docs/how-to-guides/dbt.md)
- [Use Debezium Tasks and Triggers in Kestra](https://kestra.io/docs/how-to-guides/debezium.md)
- [Run C# Inside Your Flows](https://kestra.io/docs/how-to-guides/dotnet.md)
- [Build Dynamic Flows in Kestra](https://kestra.io/docs/how-to-guides/dynamic-flows.md)
- [Create a Dynamic Dropdown for Inputs](https://kestra.io/docs/how-to-guides/dynamic-inputs.md)
- [Build ETL Pipelines in Kestra](https://kestra.io/docs/how-to-guides/etl-pipelines.md)
- [Generate and Pseudonymize Test Data in Kestra](https://kestra.io/docs/how-to-guides/generate-and-pseudonymize-data.md)
- [Validate and Deploy Flows with GitHub Actions](https://kestra.io/docs/how-to-guides/github-actions.md)
- [Back Up GitHub Repos with Kestra Playground](https://kestra.io/docs/how-to-guides/github-repo-backup.md)
- [Configure a Google Service Account in Kestra](https://kestra.io/docs/how-to-guides/google-credentials.md)
- [Connect Google Sheets to Kestra](https://kestra.io/docs/how-to-guides/google-sheets.md)
- [Make HTTP Requests Inside Your Flows](https://kestra.io/docs/how-to-guides/http-request.md)
- [Automate IAM Management with Tasks](https://kestra.io/docs/how-to-guides/iam-automation.md)
- [Prevent Duplicate Executions with Correlation IDs](https://kestra.io/docs/how-to-guides/idempotency.md)
- [Run JavaScript Inside Your Flows](https://kestra.io/docs/how-to-guides/javascript.md)
- [Connect Web Apps to Kestra via Webhooks](https://kestra.io/docs/how-to-guides/js-webhook.md)
- [Work with JSON in Kestra](https://kestra.io/docs/how-to-guides/json.md)

- [Set Up Secrets from a Helm Chart](https://kestra.io/docs/how-to-guides/kubernetes-secrets.md)
- [Synchronize Local Flows in Kestra](https://kestra.io/docs/how-to-guides/local-flow-sync.md)
- [Long-Running Tasks on Kubernetes in Kestra](https://kestra.io/docs/how-to-guides/long-running-intensive-tasks.md)
- [Loop Over a List of Values](https://kestra.io/docs/how-to-guides/loop.md)
- [Safeguard Microservices with Unit Tests](https://kestra.io/docs/how-to-guides/microservices-unit-tests.md)
- [Configure Local MinIO Storage for Kestra](https://kestra.io/docs/how-to-guides/minio.md)
- [Configure Monitoring with Grafana and Prometheus](https://kestra.io/docs/how-to-guides/monitoring.md)
- [MultipleCondition Listener in Kestra: How It Works](https://kestra.io/docs/how-to-guides/multiplecondition-listener.md)
- [Namespace Variables vs. KV Store in Kestra](https://kestra.io/docs/how-to-guides/namespace-variables-vs-kvstore.md)
- [Connect a Neon Database to Kestra](https://kestra.io/docs/how-to-guides/neon.md)
- [Integrate Notion Webhooks with Kestra](https://kestra.io/docs/how-to-guides/notion-webhook.md)
- [Handle Null and Undefined Values in Kestra](https://kestra.io/docs/how-to-guides/null-values.md)
- [Deploy to OpenShift with Kestra](https://kestra.io/docs/how-to-guides/openshift.md)
- [Parallel vs. Sequential Tasks in Kestra](https://kestra.io/docs/how-to-guides/parallel-vs-sequential.md)
- [Pause and Resume Flows in Kestra](https://kestra.io/docs/how-to-guides/pause-resume.md)
- [Populate Your Instance with Sample Data](https://kestra.io/docs/how-to-guides/populate-demo-data.md)
- [Run PowerShell Inside Your Flows](https://kestra.io/docs/how-to-guides/powershell.md)
- [Trigger a Flow on a Prometheus Alert](https://kestra.io/docs/how-to-guides/prometheus-alert-trigger.md)
- [Push Flows to a Git Repository](https://kestra.io/docs/how-to-guides/pushflows.md)
- [Push Namespace Files to a Git Repository](https://kestra.io/docs/how-to-guides/pushnamespacefiles.md)
- [Run Python Inside Your Flows](https://kestra.io/docs/how-to-guides/python.md)
- [Manage Python Dependencies in Kestra](https://kestra.io/docs/how-to-guides/python-dependencies.md)
- [Manage Python Dependencies with uv in Kestra](https://kestra.io/docs/how-to-guides/python-uv.md)
- [Realtime Triggers in Kestra: Kafka, SQS, Pub/Sub](https://kestra.io/docs/how-to-guides/realtime-triggers.md)
- [Replay Executions in Kestra: Rerun from Any Task](https://kestra.io/docs/how-to-guides/replay.md)
- [Build SecOps Workflows with Kestra](https://kestra.io/docs/how-to-guides/secops-with-kestra.md)
- [Configure Secrets in Kestra](https://kestra.io/docs/how-to-guides/secrets.md)
- [Install Only Selected Plugins in Kestra OSS](https://kestra.io/docs/how-to-guides/selected-plugin-installation.md)
- [Trigger Kestra Flows from ServiceNow](https://kestra.io/docs/how-to-guides/servicenow-trigger.md)
- [Trigger Kestra Flows from Splunk Alerts](https://kestra.io/docs/how-to-guides/splunk-alert-trigger.md)
- [Run Shell Scripts Inside Your Flows](https://kestra.io/docs/how-to-guides/shell.md)
- [Add Plugins to a Slim Kestra Docker Image](https://kestra.io/docs/how-to-guides/slim-image-plugins.md)
- [Slack Events API with Kestra: Trigger Flows](https://kestra.io/docs/how-to-guides/slack-webhook.md)
- [Use SQLMesh to Run dbt Projects](https://kestra.io/docs/how-to-guides/sqlmesh.md)
- [Subflow Retries, Restarts, and Replays in Kestra](https://kestra.io/docs/how-to-guides/subflow-executions.md)
- [Connect a Supabase Database to Kestra](https://kestra.io/docs/how-to-guides/supabase-db.md)
- [Sync Flows from a Git Repository](https://kestra.io/docs/how-to-guides/syncflows.md)
- [Synchronous Executions API in Kestra](https://kestra.io/docs/how-to-guides/synchronous-executions-api.md)
- [Sync Namespace Files from a Git Repository](https://kestra.io/docs/how-to-guides/syncnamespacefiles.md)
- [Modularize Triggers and Schedules with Terraform](https://kestra.io/docs/how-to-guides/terraform-modules-for-triggers.md)
- [Terraform for Flow Modularity in Kestra](https://kestra.io/docs/how-to-guides/terraform-templating.md)
- [Kestra with Pulumi's Terraform Provider](https://kestra.io/docs/how-to-guides/using-pulumis-terraform-provider.md)
- [Access Values Between Flows](https://kestra.io/docs/how-to-guides/values-between-flows.md)
- [Use HashiCorp Vault as a Read-Only Secrets Backend in Kestra](https://kestra.io/docs/how-to-guides/vault-read-only-secrets.md)
- [Set Up Webhooks to Trigger Flows](https://kestra.io/docs/how-to-guides/webhooks.md)
- [Install Kestra: Docker, Kubernetes, VM, and JAR](https://kestra.io/docs/installation.md)
- [Deploy Kestra on AWS EC2 – RDS and S3 Backend](https://kestra.io/docs/installation/aws-ec2.md)
- [Deploy Kestra on Azure VM – Azure Database Backend](https://kestra.io/docs/installation/azure-vm.md)
- [Deploy Kestra on DigitalOcean – Managed DB Setup](https://kestra.io/docs/installation/digitalocean-droplet.md)
- [Run Kestra with Docker – Single-Container Setup](https://kestra.io/docs/installation/docker.md)
- [Deploy Kestra with Docker Compose – PostgreSQL](https://kestra.io/docs/installation/docker-compose.md)
- [Deploy Kestra on GCP VM – Cloud SQL and GCS](https://kestra.io/docs/installation/gcp-vm.md)
- [Deploy on Kubernetes with Helm in Kestra](https://kestra.io/docs/installation/kubernetes.md)
- [Deploy on AWS EKS with RDS and S3 in Kestra](https://kestra.io/docs/installation/kubernetes-aws-eks.md)
- [Deploy on Azure AKS: PostgreSQL and Blob Storage](https://kestra.io/docs/installation/kubernetes-azure-aks.md)
- [Deploy on GCP GKE: CloudSQL and Cloud Storage](https://kestra.io/docs/installation/kubernetes-gcp-gke.md)
- [Deploy with Podman Compose in Kestra: Postgres](https://kestra.io/docs/installation/podman-compose.md)
- [Run from Standalone JAR in Kestra: No Docker](https://kestra.io/docs/installation/standalone-server.md)
- [Install Kestra on Windows – Standalone JAR Setup](https://kestra.io/docs/installation/windows.md)
- [CLI Guide: kestractl vs Kestra Server CLI](https://kestra.io/docs/kestra-cli.md)
- [Server CLI in Kestra: Commands and Options](https://kestra.io/docs/kestra-cli/kestra-server.md)
- [kestractl: Kestra CLI for Flows and Executions](https://kestra.io/docs/kestra-cli/kestractl.md)
- [Kestra Migration Guide: Version Upgrades & Changes](https://kestra.io/docs/migration-guide.md)
- [Kestra 0.11.0 Migration Guide: What Changed](https://kestra.io/docs/migration-guide/v0.11.0.md)
- [Script Tasks Moved to Plugins in Kestra 0.11.0](https://kestra.io/docs/migration-guide/v0.11.0/core-script-tasks.md)
- [Templates Deprecated in Kestra 0.11.0: Migrate to Subflows](https://kestra.io/docs/migration-guide/v0.11.0/templates.md)
- [Kestra 0.12.0 Migration Guide: What Changed](https://kestra.io/docs/migration-guide/v0.12.0.md)
- [Listeners Deprecated in Kestra 0.12.0: Use Flow Triggers](https://kestra.io/docs/migration-guide/v0.12.0/listeners.md)
- [Kestra 0.13.0 Migration Guide: What Changed](https://kestra.io/docs/migration-guide/v0.13.0.md)
- [Sync User Access to Default Tenant in Kestra 0.13.0](https://kestra.io/docs/migration-guide/v0.13.0/default-tenant.md)
- [Kestra 0.14.0 Migration Guide: What Changed](https://kestra.io/docs/migration-guide/v0.14.0.md)
- [Groups API Change in Kestra 0.14.0: groupList Rename](https://kestra.io/docs/migration-guide/v0.14.0/group-list.md)
- [Non-Recursive Pebble Rendering in Kestra 0.14.0](https://kestra.io/docs/migration-guide/v0.14.0/recursive-rendering.md)
- [Kestra 0.15.0 Migration Guide: What Changed](https://kestra.io/docs/migration-guide/v0.15.0.md)
- [Inputs name Renamed to id in Kestra 0.15.0](https://kestra.io/docs/migration-guide/v0.15.0/inputs-name.md)
- [Micronaut 4.3 Migration in Kestra 0.15.0: Plugin Update](https://kestra.io/docs/migration-guide/v0.15.0/micronaut4.md)
- [scheduleConditions Deprecated in Kestra 0.15.0](https://kestra.io/docs/migration-guide/v0.15.0/schedule-conditions.md)
- [Subflow Outputs Behavior Change in Kestra 0.15.0](https://kestra.io/docs/migration-guide/v0.15.0/subflow-outputs.md)
- [Kestra 0.17.0 Migration Guide: Renamed Plugins](https://kestra.io/docs/migration-guide/v0.17.0.md)
- [JSON Serialization Change in Kestra 0.17.0: NON_NULL](https://kestra.io/docs/migration-guide/v0.17.0/json-objects-serialization.md)
- [LocalFiles & outputDir Deprecated in Kestra 0.17.0](https://kestra.io/docs/migration-guide/v0.17.0/local-files.md)
- [Plugin Discovery Mechanism Change in Kestra 0.17.0](https://kestra.io/docs/migration-guide/v0.17.0/plugin-discovery-mechanism.md)
- [Renamed Plugins in Kestra 0.17.0: Update Your Flows](https://kestra.io/docs/migration-guide/v0.17.0/renamed-plugins.md)
- [Volume Mount Migration in Kestra 0.17.0: Plugin Config](https://kestra.io/docs/migration-guide/v0.17.0/volume-mount.md)
- [Kestra 0.18.0 Migration Guide: What Changed](https://kestra.io/docs/migration-guide/v0.18.0.md)
- [runner Deprecated in Kestra 0.18.0: Use taskRunner](https://kestra.io/docs/migration-guide/v0.18.0/runners.md)
- [Terraform task_defaults to plugin_defaults in 0.18.0](https://kestra.io/docs/migration-guide/v0.18.0/tf-task-defaults.md)
- [Kestra 0.19.0 Migration Guide: State Store to KV Store](https://kestra.io/docs/migration-guide/v0.19.0.md)
- [State Store Deprecated in Kestra 0.19.0: Use KV Store](https://kestra.io/docs/migration-guide/v0.19.0/state-store.md)
- [Kestra 0.20.0 Migration Guide: KV, Kafka & Config](https://kestra.io/docs/migration-guide/v0.20.0.md)
- [Cluster Monitoring Permissions Change in Kestra 0.20.0](https://kestra.io/docs/migration-guide/v0.20.0/cluster-monitoring.md)
- [Conditions Renamed in Kestra 0.20.0: Update Your Flows](https://kestra.io/docs/migration-guide/v0.20.0/conditions-renamed.md)
- [Custom Plugins Migration in Kestra 0.20.0: namespace Param](https://kestra.io/docs/migration-guide/v0.20.0/custom-plugins.md)
- [Elasticsearch Indexer Change in Kestra 0.20.0 Enterprise](https://kestra.io/docs/migration-guide/v0.20.0/elasticsearch-indexer.md)
- [KV Namespace Access Change in Kestra 0.20.0: Permissions](https://kestra.io/docs/migration-guide/v0.20.0/kv-function.md)
- [Restore Kafka Queue in Kestra 0.20.0 Enterprise](https://kestra.io/docs/migration-guide/v0.20.0/restore-kafka-queue.md)
- [Server Configuration Changes in Kestra 0.20.0](https://kestra.io/docs/migration-guide/v0.20.0/server-configuration.md)
- [Usernames Replaced by Emails in Kestra 0.20.0 Enterprise](https://kestra.io/docs/migration-guide/v0.20.0/username-replaced-by-email.md)
- [Worker Group Fallback Change in Kestra 0.20.0 Enterprise](https://kestra.io/docs/migration-guide/v0.20.0/worker-group-fallback.md)
- [Kestra 0.21.0 Migration Guide: Secrets & Logging](https://kestra.io/docs/migration-guide/v0.21.0.md)
- [Default Git Branch Changed to main in Kestra 0.21.0](https://kestra.io/docs/migration-guide/v0.21.0/default-git-branch.md)
- [Parent Flow Restart Behavior in Kestra 0.21.0](https://kestra.io/docs/migration-guide/v0.21.0/restarting-parent-flow.md)
- [Secret Function Change: Missing Keys Now Throw Errors](https://kestra.io/docs/migration-guide/v0.21.0/secret-function.md)
- [stderr Log Level Change: WARNING to ERROR in 0.21.0](https://kestra.io/docs/migration-guide/v0.21.0/stderr-log-level.md)
- [ME and APITOKEN Permissions in Kestra 0.21.0 RBAC](https://kestra.io/docs/migration-guide/v0.21.0/token-permissions.md)
- [Kestra 0.22.0 Migration Guide – Changes & Actions](https://kestra.io/docs/migration-guide/v0.22.0.md)
- [Azure Log Exporter Split in Kestra 0.22.0](https://kestra.io/docs/migration-guide/v0.22.0/azure-log-exporter.md)
- [Default Tenant Deprecated: Multi-Tenancy Now Default](https://kestra.io/docs/migration-guide/v0.22.0/default-tenant.md)
- [Service Account API Changes in Kestra 0.22.0 EE](https://kestra.io/docs/migration-guide/v0.22.0/ee-api-changes.md)
- [Account Lockout After Failed Login Attempts (0.22.0)](https://kestra.io/docs/migration-guide/v0.22.0/failed-attempts-lockout.md)
- [Helm Chart Health Check Path Changes in 0.22.0](https://kestra.io/docs/migration-guide/v0.22.0/healthcheck-paths.md)
- [KV Function Now Errors on Missing Keys in 0.22.0](https://kestra.io/docs/migration-guide/v0.22.0/kv-error-on-missing.md)
- [Plugin 'version' Property Renamed in Kestra 0.22.0](https://kestra.io/docs/migration-guide/v0.22.0/renamed-version-property.md)
- [Kestra 0.23.0 Migration Guide – Mandatory Multitenancy](https://kestra.io/docs/migration-guide/v0.23.0.md)
- [BOOLEAN Input Deprecated: Switch to BOOL in 0.23.0](https://kestra.io/docs/migration-guide/v0.23.0/boolean-input-change.md)
- [Env Variable Prefix Changed: KESTRA_ to ENV_ (0.23.0)](https://kestra.io/docs/migration-guide/v0.23.0/default-env-prefix.md)
- [Docker pullPolicy Default Changed to IF_NOT_PRESENT](https://kestra.io/docs/migration-guide/v0.23.0/default-pull-policy.md)
- [Flow Trigger Now Reacts to PAUSED State by Default](https://kestra.io/docs/migration-guide/v0.23.0/flow-trigger-paused-state.md)
- [Internal Storage Path Migration for S3 and GCS (0.23.0)](https://kestra.io/docs/migration-guide/v0.23.0/internal-storage-migration.md)
- [JDBC autocommit Property Removed from Query Tasks](https://kestra.io/docs/migration-guide/v0.23.0/jdbc-autocommit.md)
- [LoopUntil checkFrequency Default Values Changed](https://kestra.io/docs/migration-guide/v0.23.0/loop-until-defaults.md)
- [Python Script Tasks Now Use python:3.13-slim Image](https://kestra.io/docs/migration-guide/v0.23.0/python-script-image.md)
- [Script Tasks: WARNING State Removed for ERROR Logs](https://kestra.io/docs/migration-guide/v0.23.0/script-warnings.md)
- [SQL Server Backend Removed in Kestra 0.23.0](https://kestra.io/docs/migration-guide/v0.23.0/sql-server-backend.md)
- [Superadmin Property Migration: Manual User Refresh](https://kestra.io/docs/migration-guide/v0.23.0/superadmin-refresh.md)
- [EE Migration: defaultTenant to Mandatory Multitenancy](https://kestra.io/docs/migration-guide/v0.23.0/tenant-migration-ee.md)
- [OSS Migration: Introducing the defaultTenant Context](https://kestra.io/docs/migration-guide/v0.23.0/tenant-migration-oss.md)
- [Tenant Path Removed from Superadmin API Routes (EE)](https://kestra.io/docs/migration-guide/v0.23.0/tenant-segment-removed-from-superadmin-apis.md)
- [Kestra 0.24.0 Migration Guide – Changes and Actions](https://kestra.io/docs/migration-guide/v0.24.0.md)
- [Basic Authentication Now Required in Kestra OSS 0.24.0](https://kestra.io/docs/migration-guide/v0.24.0/basic-authentication.md)
- [FILE Input API: Capture Filename on Upload (0.24.0)](https://kestra.io/docs/migration-guide/v0.24.0/capture-filename.md)
- [IAM and API Endpoint Changes in Kestra 0.24.0](https://kestra.io/docs/migration-guide/v0.24.0/endpoint-changes.md)
- [LangChain4j to Plugin AI Migration in Kestra 0.24.0](https://kestra.io/docs/migration-guide/v0.24.0/renaming-langchain4j-plugin-ai.md)
- [maxAttempt renamed maxAttempts](https://kestra.io/docs/migration-guide/v0.24.0/retries-maxattempts.md)
- [Kestra 1.0.0 Migration Guide – Milestone Release Changes](https://kestra.io/docs/migration-guide/v1.0.0.md)
- [Custom Plugin Package Structure Changes in Kestra 1.0](https://kestra.io/docs/migration-guide/v1.0.0/custom-plugin-packages.md)
- [Helm Chart Updates in Kestra 1.0.0 for Production](https://kestra.io/docs/migration-guide/v1.0.0/helm-charts.md)
- [Input Default Values Are Now Dynamically Rendered](https://kestra.io/docs/migration-guide/v1.0.0/inputs-defaults-property.md)
- [PurgeAuditLogs: 'permissions' Renamed to 'resources](https://kestra.io/docs/migration-guide/v1.0.0/purge-audit-logs.md)
- [Reserved Keywords Cannot Be Used as Flow IDs (1.0.0)](https://kestra.io/docs/migration-guide/v1.0.0/reserved-flow-ids.md)
- [Singer Tap Plugin Removed: Migrate to Airbyte or dlt](https://kestra.io/docs/migration-guide/v1.0.0/singer-plugin.md)
- [Kestra 1.1.0 Migration Guide – Deprecated Features](https://kestra.io/docs/migration-guide/v1.1.0.md)
- [ForEachItem Iteration Now Starts at 0 Instead of 1](https://kestra.io/docs/migration-guide/v1.1.0/foreach-item.md)
- [KV Store and Secrets Metadata Migration in Kestra 1.1](https://kestra.io/docs/migration-guide/v1.1.0/kv-secrets-metadata-migration.md)
- [New 'prefill' Property for Inputs: Breaking Change](https://kestra.io/docs/migration-guide/v1.1.0/prefill-inputs.md)
- [Query Task Now Supports Only One SQL Statement](https://kestra.io/docs/migration-guide/v1.1.0/query-task.md)
- [Task Runs UI Page Removed in Kestra EE 1.1.0](https://kestra.io/docs/migration-guide/v1.1.0/task-runs-ui.md)
- [Webhook Execution API Return Type Changed in 1.1.0](https://kestra.io/docs/migration-guide/v1.1.0/webhook-response.md)
- [Migration Guide for Kestra 1.2.0 – Changes & Actions](https://kestra.io/docs/migration-guide/v1.2.0.md)
- [Namespace Files Metadata Migration in Kestra 1.2.0](https://kestra.io/docs/migration-guide/v1.2.0/namespace-file-migration.md)
- [Notification Plugins Split in Kestra 1.2.0 (Non-Breaking)](https://kestra.io/docs/migration-guide/v1.2.0/notifications-plugin-split.md)
- [Migration Guide for Kestra 1.3.0 – Changes & Actions](https://kestra.io/docs/migration-guide/v1.3.0.md)
- [Enterprise License Upgrade in Kestra 1.3.0](https://kestra.io/docs/migration-guide/v1.3.0/ee-license-upgrade.md)
- [File-Listing Plugins Default to 25 Results in 1.3.0](https://kestra.io/docs/migration-guide/v1.3.0/file-listing-default-limit.md)
- [LTS Migration: Kestra 1.0 to 1.3 Upgrade Guide](https://kestra.io/docs/migration-guide/v1.3.0/lts-migration.md)
- [2.0.0](https://kestra.io/docs/migration-guide/v2.0.0.md)
- [Migrate from Kestra 1.3 to 2.0: Step-by-Step Tutorial](https://kestra.io/docs/migration-guide/v2.0.0/migration-tutorial.md)
- [Check.condition Renamed to when](https://kestra.io/docs/migration-guide/v2.0.0/checks-condition-renamed-when.md)
- [ForEach and ForEachItem Replaced by Loop](https://kestra.io/docs/migration-guide/v2.0.0/foreach-loop.md)
- [ION Output Files Are Now Binary](https://kestra.io/docs/migration-guide/v2.0.0/ion-binary-format.md)
- [json() Function Removed](https://kestra.io/docs/migration-guide/v2.0.0/json-function-removed.md)
- [local.Delete recursive Default Changed to false](https://kestra.io/docs/migration-guide/v2.0.0/local-delete-recursive-default.md)
- [Database Migrations in Kestra 2.0.0](https://kestra.io/docs/migration-guide/v2.0.0/database-migrations.md)
- [pluginDefaults Removed](https://kestra.io/docs/migration-guide/v2.0.0/plugin-defaults-removed.md)
- [pluginDefaults.forced Removed from Flows](https://kestra.io/docs/migration-guide/v2.0.0/plugin-defaults-forced-removed.md)
- [RBAC Permissions Replaced by Resource and Action Model](https://kestra.io/docs/migration-guide/v2.0.0/rbac-action-model.md)
- [Execution API Response Shape Changed](https://kestra.io/docs/migration-guide/v2.0.0/execution-api-response.md)
- [Trigger Conditions Redesign](https://kestra.io/docs/migration-guide/v2.0.0/trigger-conditions-redesign.md)
- [Helm Chart gRPC Worker-Controller Changes in Kestra 2.0.0](https://kestra.io/docs/migration-guide/v2.0.0/helm-grpc-worker-controller.md)
- [Management Endpoint Hardening in Kestra 2.0.0](https://kestra.io/docs/migration-guide/v2.0.0/management-endpoint-hardening.md)
- [Execution Data in Internal Storage Removed](https://kestra.io/docs/migration-guide/v2.0.0/execution-data-internal-storage.md)
- [Super Admin Renamed to Instance Owner](https://kestra.io/docs/migration-guide/v2.0.0/superadmin-renamed-instance-owner.md)
- [Open-Source vs. Enterprise Edition of Kestra](https://kestra.io/docs/oss-vs-paid.md)
- [Performance in Kestra: Benchmarks and Tuning](https://kestra.io/docs/performance.md)
- [Benchmarks: Orchestration Throughput & Latency](https://kestra.io/docs/performance/benchmark.md)
- [Performance Tuning in Kestra: Workers, JDBC, Kafka](https://kestra.io/docs/performance/performance-tuning.md)
- [Size & Scale Kestra: Executors, Workers, Schedulers](https://kestra.io/docs/performance/sizing-and-scaling-infrastructure.md)
- [Plugin Developer Guide: Build & Publish in Kestra](https://kestra.io/docs/plugin-developer-guide.md)
- [Develop a Kestra Condition Plugin](https://kestra.io/docs/plugin-developer-guide/condition.md)
- [Plugin Contribution Guidelines for Kestra](https://kestra.io/docs/plugin-developer-guide/contribution-guidelines.md)
- [Document Your Kestra Plugin with Annotations](https://kestra.io/docs/plugin-developer-guide/document.md)
- [Develop a Kestra File Renderer Plugin](https://kestra.io/docs/plugin-developer-guide/file-renderer.md)
- [Gradle Configuration for Kestra Plugins](https://kestra.io/docs/plugin-developer-guide/gradle.md)
- [Build and Publish a Kestra Plugin](https://kestra.io/docs/plugin-developer-guide/publish.md)
- [Set Up for Kestra Plugin Development](https://kestra.io/docs/plugin-developer-guide/setup.md)
- [Develop a Kestra Task Plugin](https://kestra.io/docs/plugin-developer-guide/task.md)
- [Develop a Kestra Trigger Plugin](https://kestra.io/docs/plugin-developer-guide/trigger.md)
- [Add Unit Tests for Kestra Plugins](https://kestra.io/docs/plugin-developer-guide/unit-tests.md)
- [Quickstart Guide: Run Your First Kestra Workflow](https://kestra.io/docs/quickstart.md)
- [Releases & LTS Policy in Kestra: Cadence and Support](https://kestra.io/docs/releases.md)
- [Kestra Changelog](https://kestra.io/docs/releases/changelog.md)
- [Run Scripts in Kestra: Multi-Language Tasks & Runners](https://kestra.io/docs/scripts.md)
- [Bind Mount Scripts into Kestra – Run Local Code](https://kestra.io/docs/scripts/bind-mount.md)
- [Commands vs Script Tasks in Kestra](https://kestra.io/docs/scripts/commands-vs-scripts.md)
- [Build a Custom Docker Image for Script Tasks](https://kestra.io/docs/scripts/custom-docker-image.md)
- [Git Clone Task – Fetch Repos for Script Workflows](https://kestra.io/docs/scripts/git-clone.md)
- [Inline Scripts in Docker: Write Code Directly in Tasks](https://kestra.io/docs/scripts/inline-scripts-in-docker.md)
- [Input and Output Files in Script Tasks](https://kestra.io/docs/scripts/input-output-files.md)
- [Install Dependencies at Runtime for Script Tasks](https://kestra.io/docs/scripts/installing-dependencies.md)
- [Supported Programming Languages in Kestra](https://kestra.io/docs/scripts/languages.md)
- [Logging from Scripts – Send Logs to Kestra](https://kestra.io/docs/scripts/logging.md)
- [Script Outputs & Metrics: Send Data Back to Kestra](https://kestra.io/docs/scripts/outputs-metrics.md)
- [Task Runners in Scripts: Control Execution Environment](https://kestra.io/docs/scripts/task-runners.md)
- [Working Directory Task – Share Files Across Scripts](https://kestra.io/docs/scripts/working-directory.md)
- [Security Hardening for Kestra: Network and Process Isolation](https://kestra.io/docs/security-hardening.md)
- [Task Runners in Kestra: Offload & Isolate Compute](https://kestra.io/docs/task-runners.md)
- [Task Runner Benefits: Resource Control & Flexibility](https://kestra.io/docs/task-runners/benefits.md)
- [Task Runner Capabilities & Supported Plugins in Kestra](https://kestra.io/docs/task-runners/overview.md)
- [Task Runners vs Worker Groups – When to Use Each](https://kestra.io/docs/task-runners/task-runners-vs-worker-groups.md)
- [Task Runner Types – Choose the Right Execution Backend](https://kestra.io/docs/task-runners/types.md)
- [AWS Batch Task Runner – Run Tasks on ECS Fargate, EC2, or EKS](https://kestra.io/docs/task-runners/types/aws-batch-task-runner.md)
- [AWS EC2 Task Runner – Run Tasks Natively on EC2 Instances](https://kestra.io/docs/task-runners/types/aws-ec2-task-runner.md)
- [AWS Lambda MicroVM Task Runner – Run Tasks on ARM64 MicroVMs](https://kestra.io/docs/task-runners/types/aws-lambdamicrovm-task-runner.md)
- [Azure Batch Task Runner: Run Tasks on Azure Containers](https://kestra.io/docs/task-runners/types/azure-batch-task-runner.md)
- [Azure Virtual Machine Task Runner – Run Tasks Natively on Azure VMs](https://kestra.io/docs/task-runners/types/azure-virtualmachine-task-runner.md)
- [Docker Task Runner – Run Tasks in Containers](https://kestra.io/docs/task-runners/types/docker-task-runner.md)
- [Huawei Cloud CCI Task Runner: Serverless Container Execution](https://kestra.io/docs/task-runners/types/huawei-cci-task-runner.md)
- [Google Batch Task Runner: Run Tasks on Cloud VMs](https://kestra.io/docs/task-runners/types/google-batch-task-runner.md)
- [Google Cloud Run Task Runner: Serverless Task Execution](https://kestra.io/docs/task-runners/types/google-cloudrun-task-runner.md)
- [Google Compute Engine Task Runner: Run Tasks on Compute Engine VMs](https://kestra.io/docs/task-runners/types/google-computeengine-task-runner.md)
- [Kubernetes Task Runner – Run Tasks as K8s Pods](https://kestra.io/docs/task-runners/types/kubernetes-task-runner.md)
- [Process Task Runner – Run Tasks as Local Processes](https://kestra.io/docs/task-runners/types/process-task-runner.md)
- [Kestra Terraform Provider: Manage Resources as IaC](https://kestra.io/docs/terraform.md)
- [Terraform Provider in Kestra: Data Sources Index](https://kestra.io/docs/terraform/data-sources.md)
- [Terraform Provider in Kestra: Read Bindings](https://kestra.io/docs/terraform/data-sources/binding.md)
- [Terraform Provider in Kestra: Read Flows](https://kestra.io/docs/terraform/data-sources/flow.md)
- [Terraform Provider in Kestra: Read Groups](https://kestra.io/docs/terraform/data-sources/group.md)
- [Terraform Provider in Kestra: Read KV Entries](https://kestra.io/docs/terraform/data-sources/kv.md)
- [Terraform Provider in Kestra: Read Namespaces](https://kestra.io/docs/terraform/data-sources/namespace.md)
- [Terraform Provider in Kestra: Read Namespace Files](https://kestra.io/docs/terraform/data-sources/namespace_file.md)
- [Terraform Provider in Kestra: Read Roles](https://kestra.io/docs/terraform/data-sources/role.md)
- [Terraform Provider in Kestra: Read Service Accounts](https://kestra.io/docs/terraform/data-sources/service_account.md)
- [Terraform Provider in Kestra: Read SA API Tokens](https://kestra.io/docs/terraform/data-sources/service_account_api_tokens.md)
- [Terraform Provider in Kestra: Read Templates](https://kestra.io/docs/terraform/data-sources/template.md)
- [Terraform Provider in Kestra: Read Tenants](https://kestra.io/docs/terraform/data-sources/tenant.md)
- [Terraform Provider in Kestra: Read Tests](https://kestra.io/docs/terraform/data-sources/test.md)
- [Terraform Provider in Kestra: Read Users](https://kestra.io/docs/terraform/data-sources/user.md)
- [Terraform: Read User API Tokens in Kestra](https://kestra.io/docs/terraform/data-sources/user_api_tokens.md)
- [Terraform Provider in Kestra: Read Worker Groups](https://kestra.io/docs/terraform/data-sources/worker_group.md)
- [Kestra Terraform Provider Guides](https://kestra.io/docs/terraform/guides.md)
- [Kestra Terraform Provider: Configuration Options](https://kestra.io/docs/terraform/guides/configurations.md)
- [Working with YAML in Kestra Terraform Provider](https://kestra.io/docs/terraform/guides/working-with-yaml.md)
- [Terraform Resources in Kestra: Manage Index](https://kestra.io/docs/terraform/resources.md)
- [Terraform: Manage Apps in Kestra](https://kestra.io/docs/terraform/resources/app.md)
- [Terraform: Manage Bindings in Kestra](https://kestra.io/docs/terraform/resources/binding.md)
- [Terraform: Manage Dashboards in Kestra](https://kestra.io/docs/terraform/resources/dashboard.md)
- [Terraform: Manage Flows in Kestra](https://kestra.io/docs/terraform/resources/flow.md)
- [Terraform: Manage Groups in Kestra](https://kestra.io/docs/terraform/resources/group.md)
- [Terraform: Manage KV Entries in Kestra](https://kestra.io/docs/terraform/resources/kv.md)
- [Terraform: Manage Namespaces in Kestra](https://kestra.io/docs/terraform/resources/namespace.md)
- [Terraform: Manage Namespace Files in Kestra](https://kestra.io/docs/terraform/resources/namespace_file.md)
- [Terraform: Manage Namespace Secrets in Kestra](https://kestra.io/docs/terraform/resources/namespace_secret.md)
- [Terraform: Manage Roles in Kestra](https://kestra.io/docs/terraform/resources/role.md)
- [Terraform: Manage Security Integrations in Kestra](https://kestra.io/docs/terraform/resources/security_integration.md)
- [Terraform: Manage Service Accounts in Kestra](https://kestra.io/docs/terraform/resources/service_account.md)
- [Terraform: Manage Service Account API Tokens](https://kestra.io/docs/terraform/resources/service_account_api_token.md)
- [Terraform: Manage Templates in Kestra](https://kestra.io/docs/terraform/resources/template.md)
- [Terraform: Manage Tenants in Kestra](https://kestra.io/docs/terraform/resources/tenant.md)
- [Terraform: Manage Tests in Kestra](https://kestra.io/docs/terraform/resources/test.md)
- [Terraform: Manage Users in Kestra](https://kestra.io/docs/terraform/resources/user.md)
- [Terraform: Manage User API Tokens in Kestra](https://kestra.io/docs/terraform/resources/user_api_token.md)
- [Terraform: Manage User Passwords in Kestra](https://kestra.io/docs/terraform/resources/user_password.md)
- [Terraform: Manage Worker Groups in Kestra](https://kestra.io/docs/terraform/resources/worker_group.md)
- [Tutorial: Build Kestra Flows Step by Step](https://kestra.io/docs/tutorial.md)
- [Handle Errors in Kestra: Retries and Alerts](https://kestra.io/docs/tutorial/errors.md)
- [Flowable Tasks in Kestra: Branch, Loop, Parallelize](https://kestra.io/docs/tutorial/flowable.md)
- [Build a Hello World Flow in Kestra](https://kestra.io/docs/tutorial/fundamentals.md)
- [Add Inputs to Kestra Workflows](https://kestra.io/docs/tutorial/inputs.md)
- [Pass Outputs Between Tasks in Kestra](https://kestra.io/docs/tutorial/outputs.md)
- [Add Triggers to Automate Kestra Flows](https://kestra.io/docs/tutorial/triggers.md)
- [Kestra UI Guide: Dashboards, Flows & Logs](https://kestra.io/docs/ui.md)
- [Dashboards in Kestra UI: Monitor Executions](https://kestra.io/docs/ui/dashboard.md)
- [Executions in the Kestra UI – Inspect and Manage Runs](https://kestra.io/docs/ui/executions.md)
- [Flows in the Kestra UI – Browse, Edit, Execute](https://kestra.io/docs/ui/flows.md)
- [Namespaces in Kestra UI: Manage Resources](https://kestra.io/docs/ui/namespaces.md)
- [Playground in Kestra UI: Build Flows Task by Task](https://kestra.io/docs/ui/playground.md)
- [Settings in Kestra UI: Themes, Timezone & Editor](https://kestra.io/docs/ui/settings.md)
- [Kestra Use Cases: Data, ETL, Infra & Microservices](https://kestra.io/docs/use-cases.md)
- [Automate Manual Approval Processes in Kestra](https://kestra.io/docs/use-cases/approval-processes.md)
- [Orchestrate Data Pipelines in Kestra](https://kestra.io/docs/use-cases/data-pipelines.md)
- [Orchestrate dbt Workflows in Kestra](https://kestra.io/docs/use-cases/dbt.md)
- [Automate Infrastructure Workflows in Kestra](https://kestra.io/docs/use-cases/infrastructure.md)
- [Orchestrate Microservices in Kestra](https://kestra.io/docs/use-cases/microservices.md)
- [Orchestrate Python Workflows in Kestra](https://kestra.io/docs/use-cases/python-workflows.md)
- [Version Control & CI/CD in Kestra: GitOps and Pipelines](https://kestra.io/docs/version-control-cicd.md)
- [CI/CD Pipelines in Kestra: Validate and Deploy Flows](https://kestra.io/docs/version-control-cicd/cicd.md)
- [Azure DevOps for Kestra – YAML Pipelines Example](https://kestra.io/docs/version-control-cicd/cicd/05-azure-devops.md)
- [Bitbucket Pipes for Kestra: Build and Deploy Flows](https://kestra.io/docs/version-control-cicd/cicd/bitbucket-pipes.md)
- [GitHub Actions for Kestra – CI/CD Workflow Examples](https://kestra.io/docs/version-control-cicd/cicd/github-action.md)
- [GitLab CI for Kestra: Automate Flow Validation](https://kestra.io/docs/version-control-cicd/cicd/gitlab.md)
- [CI/CD Helpers in Kestra: Local Dev and Read-Only Flows](https://kestra.io/docs/version-control-cicd/cicd/helpers.md)
- [Terraform for Kestra – Manage Resources as Code](https://kestra.io/docs/version-control-cicd/cicd/terraform.md)
- [Version Control with Git: Sync, Push, and Clone Flows](https://kestra.io/docs/version-control-cicd/git.md)
- [Kestra VS Code Extension: Edit, Validate, and Run Flows](https://kestra.io/docs/version-control-cicd/vscode.md)
- [Why Kestra: Simpler, More Powerful Orchestration](https://kestra.io/docs/why-kestra.md)
- [Workflow Components in Kestra: Complete Reference](https://kestra.io/docs/workflow-components.md)
- [afterExecution Tasks in Kestra – Post-Run Actions](https://kestra.io/docs/workflow-components/afterexecution.md)
- [Checks in Kestra – Pre-Execution Validations](https://kestra.io/docs/workflow-components/checks.md)
- [Flow Concurrency in Kestra: Limit Parallel Runs](https://kestra.io/docs/workflow-components/concurrency.md)
- [Descriptions in Kestra – Document Flows and Tasks](https://kestra.io/docs/workflow-components/descriptions.md)
- [Disabled Flag in Kestra: Skip Flows and Triggers](https://kestra.io/docs/workflow-components/disabled.md)
- [Workflow Errors in Kestra – Handling Strategies](https://kestra.io/docs/workflow-components/errors.md)
- [Executions in Kestra – Run and Monitor Flows](https://kestra.io/docs/workflow-components/execution.md)
- [Finally Tasks in Kestra – Always-Run Cleanup](https://kestra.io/docs/workflow-components/finally.md)
- [Flows in Kestra – Define Orchestration Units](https://kestra.io/docs/workflow-components/flow.md)
- [Workflow Inputs in Kestra: Declare and Pass Parameters](https://kestra.io/docs/workflow-components/inputs.md)
- [Labels in Kestra – Tag Flows and Executions](https://kestra.io/docs/workflow-components/labels.md)
- [Namespaces in Kestra – Organize and Secure Workflows](https://kestra.io/docs/workflow-components/namespace.md)
- [Workflow Outputs in Kestra: Share Data Between Tasks](https://kestra.io/docs/workflow-components/outputs.md)
- [Plugins in Kestra: Tasks, Triggers, Integrations](https://kestra.io/docs/workflow-components/plugins.md)
- [Flow Quotas in Kestra: Rate-Limit Execution Creation](https://kestra.io/docs/workflow-components/quotas.md)
- [Reusable Inputs in Kestra Enterprise](https://kestra.io/docs/workflow-components/reusable-inputs.md)
- [Task Retries in Kestra – Handle Transient Failures](https://kestra.io/docs/workflow-components/retries.md)
- [Workflow SLAs in Kestra – Assert Duration Targets](https://kestra.io/docs/workflow-components/sla.md)
- [Execution States in Kestra: Full Lifecycle Guide](https://kestra.io/docs/workflow-components/states.md)
- [Subflows in Kestra – Modularize and Reuse Flows](https://kestra.io/docs/workflow-components/subflows.md)
- [Tasks in Kestra – Define Steps in a Flow](https://kestra.io/docs/workflow-components/tasks.md)
- [Flowable Tasks in Kestra: Control Flow Logic](https://kestra.io/docs/workflow-components/tasks/flowable-tasks.md)
- [Runnable Tasks in Kestra – Execute Workloads](https://kestra.io/docs/workflow-components/tasks/runnable-tasks.md)
- [Task Runs in Kestra – Track Task Execution](https://kestra.io/docs/workflow-components/tasks/taskruns.md)
- [Task Timeouts in Kestra – Limit Run Duration](https://kestra.io/docs/workflow-components/timeout.md)
- [Triggers in Kestra: Schedule, Events, Webhooks](https://kestra.io/docs/workflow-components/triggers.md)
- [Flow Trigger in Kestra – Chain Flow Executions](https://kestra.io/docs/workflow-components/triggers/flow-trigger.md)
- [Polling Trigger in Kestra – Check External Systems](https://kestra.io/docs/workflow-components/triggers/polling-trigger.md)
- [Realtime Trigger in Kestra – Millisecond Eventing](https://kestra.io/docs/workflow-components/triggers/realtime-trigger.md)
- [Schedule Trigger in Kestra – Cron-Based Scheduling](https://kestra.io/docs/workflow-components/triggers/schedule-trigger.md)
- [Webhook Trigger in Kestra – Start Flows via HTTP](https://kestra.io/docs/workflow-components/triggers/webhook-trigger.md)
- [MCP Tool Trigger in Kestra – Expose Flows as AI Tools](https://kestra.io/docs/workflow-components/triggers/mcp-tool-trigger.md)
- [Variables in Kestra – Reuse Values Across Flows](https://kestra.io/docs/workflow-components/variables.md)