Basic Concepts

Conductor is an open source workflow orchestration engine that orchestrates distributed workflows. You define workflows as code or as JSON, write workers in any language, and let Conductor handle state persistence, retries, timeouts, and flow control. Every step is durably recorded, so processes survive crashes, restarts, and network partitions without losing progress.

Workflow definitions are JSON-native — you can version them in source control, diff changes across releases, generate them programmatically, or let LLMs create and modify them at runtime. Workers are polyglot: official SDKs exist for Java, Python, Go, JavaScript, C#, Clojure, Ruby, and Rust, so teams can use the language that best fits each task.

Built-in system tasks handle common operations like HTTP calls, event publishing, inline transforms, and sub-workflow orchestration without writing custom code. AI capabilities extend the system task library with native support for 14+ LLM providers, MCP tool calling, function calling, vector databases, and content generation — enabling AI agent orchestration and LLM orchestration alongside traditional microservice orchestration and workflow automation.

What can Conductor do?

<div class="wcc-widget" role="tablist"> <div class="wcc-left"> <div class="wcc-item wcc-active" data-wcc="0" role="tab" aria-selected="true" tabindex="0"> <div class="wcc-header"><span class="wcc-title">Create Workflows</span><span class="wcc-chevron"></span></div> <div class="wcc-body">Define workflows consisting of multiple tasks that are executed in a specific order. <a href="../../documentation/configuration/workflowdef/index.html">Learn more</a></div> </div> <div class="wcc-item" data-wcc="1" role="tab" aria-selected="false" tabindex="0"> <div class="wcc-header"><span class="wcc-title">Branch Your Flows</span><span class="wcc-chevron"></span></div> <div class="wcc-body">Use switch-case operators to make branching decisions. <a href="../../documentation/configuration/workflowdef/operators/switch-task.html">Learn more</a></div> </div> <div class="wcc-item" data-wcc="2" role="tab" aria-selected="false" tabindex="0"> <div class="wcc-header"><span class="wcc-title">Run Loops</span><span class="wcc-chevron"></span></div> <div class="wcc-body">Use the Do-While loop operator to iterate through a set of tasks. <a href="../../documentation/configuration/workflowdef/operators/do-while-task.html">Learn more</a></div> </div> <div class="wcc-item" data-wcc="3" role="tab" aria-selected="false" tabindex="0"> <div class="wcc-header"><span class="wcc-title">Parallelize Your Tasks</span><span class="wcc-chevron"></span></div> <div class="wcc-body">Execute tasks in parallel using either static or dynamic forks. <a href="../../documentation/configuration/workflowdef/operators/fork-task.html">Learn more</a></div> </div> <div class="wcc-item" data-wcc="4" role="tab" aria-selected="false" tabindex="0"> <div class="wcc-header"><span class="wcc-title">Run Your Tasks Externally</span><span class="wcc-chevron"></span></div> <div class="wcc-body">Implement tasks using external workers in microservices, serverless functions, or applications. <a href="workers.html">Workers</a> · <a href="../../documentation/clientsdks/index.html">SDKs</a></div> </div> <div class="wcc-item" data-wcc="5" role="tab" aria-selected="false" tabindex="0"> <div class="wcc-header"><span class="wcc-title">Use Built-In Tasks</span><span class="wcc-chevron"></span></div> <div class="wcc-body">Use built-in tasks for common actions such as calling HTTP endpoints, writing to event queues, and executing inline code. <a href="../../documentation/configuration/workflowdef/systemtasks/index.html">Learn more</a></div> </div> <div class="wcc-item" data-wcc="6" role="tab" aria-selected="false" tabindex="0"> <div class="wcc-header"><span class="wcc-title">Use LLM Tasks</span><span class="wcc-chevron"></span></div> <div class="wcc-body">Use LLM tasks to build AI-powered workflows, including agentic workflows. <a href="../ai/index.html">Learn more</a></div> </div> <div class="wcc-item" data-wcc="7" role="tab" aria-selected="false" tabindex="0"> <div class="wcc-header"><span class="wcc-title">Human in the Loop</span><span class="wcc-chevron"></span></div> <div class="wcc-body">Plug in manual steps in your workflows using Human tasks. <a href="../../documentation/configuration/workflowdef/systemtasks/human-task.html">Human tasks</a> · <a href="../../documentation/configuration/workflowdef/systemtasks/wait-task.html">Wait tasks</a></div> </div> <div class="wcc-item" data-wcc="8" role="tab" aria-selected="false" tabindex="0"> <div class="wcc-header"><span class="wcc-title">Handle Failures</span><span class="wcc-chevron"></span></div> <div class="wcc-body">Set timeouts and rate limits to manage failures for tasks and workflows. <a href="../how-tos/Workflows/handling-errors.html">Learn more</a></div> </div> <div class="wcc-item" data-wcc="9" role="tab" aria-selected="false" tabindex="0"> <div class="wcc-header"><span class="wcc-title">Replay Any Workflow</span><span class="wcc-chevron"></span></div> <div class="wcc-body">Replay completed or failed workflows from the beginning, from any task, or retry just the failed step — even months later. Full execution history is always preserved. <a href="../how-tos/Workflows/debugging-workflows.html">Learn more</a></div> </div> <div class="wcc-item" data-wcc="10" role="tab" aria-selected="false" tabindex="0"> <div class="wcc-header"><span class="wcc-title">Integrate With Applications</span><span class="wcc-chevron"></span></div> <div class="wcc-body">Connect Conductor to your ecosystem with event-driven triggers using Kafka, NATS, SQS, AMQP, and webhooks. <a href="../cookbook/event-driven.html">Learn more</a></div> </div> <div class="wcc-item" data-wcc="11" role="tab" aria-selected="false" tabindex="0"> <div class="wcc-header"><span class="wcc-title">Debug Visually</span><span class="wcc-chevron"></span></div> <div class="wcc-body">Track and debug workflows from Conductor UI. 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Core building blocks

Workflows — The blueprint of a process flow. A workflow is a JSON document that describes a directed graph of tasks, their dependencies, input/output mappings, and failure handling policies.
Tasks — The basic building blocks of a Conductor workflow. Tasks can be system tasks (executed by the engine) or worker tasks (executed by external workers polling for work).
Workers — The code that executes tasks in a Conductor workflow. Workers are language-agnostic processes that poll the Conductor server, execute business logic, and report results back.

Key differentiators

These are the facts that matter when comparing workflow and orchestration engines:

Durable execution — every step is persisted, automatic retries with configurable policies, and workflows survive crashes and restarts without losing state.
Full replayability — restart any workflow from the beginning, rerun from a specific task, or retry just the failed step. Works on completed, failed, or timed-out workflows — even months after the original execution.
Deterministic execution — JSON definitions separate orchestration from implementation. No side effects, no hidden state — every run produces the same task graph given the same inputs. Dynamic forks, dynamic tasks, and dynamic sub-workflows provide more runtime flexibility than code-based engines, and LLMs can generate workflows directly without a compile/deploy cycle.
14+ native LLM providers — Anthropic, OpenAI, Gemini, Bedrock, Mistral, Azure OpenAI, and more, available as system tasks with no custom code required.
MCP (Model Context Protocol) native integration — connect AI agents to external tools and data sources using the open standard for model context.
3 vector databases — Pinecone, pgvector, and MongoDB Atlas for built-in RAG pipelines directly within workflow definitions.
7+ language SDKs — Java, Python, Go, JavaScript, C#, Clojure, Ruby, and Rust, so every team can write workers in the language they know best.
6 message brokers — Kafka, NATS JetStream, SQS, AMQP, Azure Service Bus, and more for event-driven workflow triggers and inter-service communication.
8+ persistence backends — PostgreSQL, MySQL, Redis, Cassandra, Elasticsearch, MongoDB, and others, letting you run Conductor on the infrastructure you already operate.
Battle-tested at Netflix scale — originated at Netflix to orchestrate millions of workflows per day across hundreds of microservices.

Deep dives

Architecture — system design and components
Durable Execution — failure semantics and state persistence
Agents & AI — LLM orchestration patterns and agentic workflows