Alternatives to Conductor
An open-source, event-driven workflow engine for durable execution of application and AI agent workflows. The listings below can replace it for an important use case. Each note says what changes if you switch.
The original
Conductor
An open-source, event-driven workflow engine for durable execution of application and AI agent workflows.
Replacements
Listings that take over the same core job as Conductor.
Trigger.dev
An open-source platform for durable background jobs, scheduled tasks and AI agents written in TypeScript.
Trigger.dev offers durable background jobs, scheduled tasks and AI agents with built-in retries and queues, but it is TypeScript-first and has a freemium hosted option alongside documented self-hosting.
Kestra
An open-source declarative orchestration platform for scheduled and event-driven workflows, self-hosted or in the cloud.
Kestra uses declarative workflows with scheduled and event-driven triggers and more than 2,000 plugins, runs self-hosted or in the cloud, and keeps some features for enterprise plans.
Windmill
An open-source, self-hostable platform for turning scripts into workflows, internal apps and scheduled jobs.
Windmill turns scripts in TypeScript, Python, Go, Bash and other languages into workflows, APIs and scheduled jobs, adds internal apps, and ties some features to an enterprise edition.
Flyte
An open-source orchestration platform for durable data, machine learning and AI agent workflows written in Python.
Flyte orchestrates durable data, ML and AI agent workflows written in plain Python, recovers from failures, and includes a local devbox with a web UI; Flyte 1 users must migrate.
Prefect
A workflow orchestration tool for scheduling, retrying and observing Python data and ML pipelines.
Prefect defines flows with Python decorators, includes retries, scheduling and a run history dashboard, and places some features in its paid hosted platform, so it suits Python-centred teams.
Apache Airflow
A self-hosted platform for writing, scheduling and monitoring workflows defined as Python code.
Apache Airflow schedules workflows written as Python code with a web UI for task status and logs, scaling across workers, though you maintain the scheduler, workers and web server yourself.
StackStorm
A self-hosted, event-driven automation platform that connects apps and services through rules and workflows.
StackStorm is a free, self-hosted, event-driven automation platform with rules and multi-step workflows, aimed at operations teams responding to infrastructure events rather than application or AI agent orchestration.
Similar software
Related functionality, not a direct replacement.
Dagster
An open-source orchestrator for building, scheduling and monitoring data pipelines, with a hosted Dagster+ option.
Luigi
A Python tool from Spotify for building, scheduling and visualising pipelines of batch jobs.
Dagu
A self-hosted workflow orchestrator that runs scripts, SSH commands and containers from declarative YAML files.
n8n
Source-available workflow automation platform with AI nodes and self-hosting.
Rundeck
A self-hosted runbook automation server that lets chosen users run existing scripts, tools and jobs.
Activepieces
An open-source automation platform for building workflows, AI agents and app integrations, self-hosted or cloud.