Overview

AWS

• Amazon S3

  ---

  Durable workflow state in AWS S3 for cloud and serverless setups.

  How-to

GCP

• Google Cloud Storage

  ---

  Persist output and checkpoints in GCS buckets.

  How-to

Telegram

• Telegram Bot API

  ---

  Send workflow updates through Telegram.

  How-to

Discord

• Discord Webhook

  ---

  Send workflow updates through Discord channels.

  How-to

OpenTelemetry

• Traces

  ---

  Export distributed traces with spans per workflow and task to Jaeger, Grafana Tempo, Datadog, or any OTLP-compatible backend.

  How-to

• Metrics

  ---

  Export counters and histograms for workflow throughput, task duration, retries, and failures.

  How-to

• Logs

  ---

  Emit structured log records via the OTel Logs SDK to Loki, Datadog, Elastic, or any OTLP backend.

  How-to

Sentry

• Error Monitoring

  ---

  Send task errors to Sentry for real-time error tracking in production workflows.

  How-to

• Performance Monitoring

  ---

  Track workflow transactions and task spans with Sentry Performance — durations, waterfalls, and bottlenecks.

  How-to

Server

• Server

  ---

  Hook into the workflow lifecycle to send execution data to a remote server. Default is no-op — implement your own.

  How-to

Built-in

• Default storage

  ---

  In-memory storage for quick starts and tests.

  How-to

• File storage

  ---

  Local filesystem context and checkpoints.

  How-to

• Default notify

  ---

  Pluggable notification hook with a simple default.

  How-to

• Default log

  ---

  Structured logging for tasks and workflows.

  How-to

• Default scheduler

  ---

  Baseline scheduling for workflows.

  How-to

• Cron

  ---

  Recurring runs with cron expressions.

  How-to

Cloud Deploy

• AWS Lambda / ECS

  ---

  Deploy pipelines to Lambda, ECS Fargate, with triggers (S3, SQS, API Gateway, EventBridge).

  Cloud platforms

• Google Cloud Run

  ---

  Deploy pipelines to Cloud Run with optional Cloud Scheduler.

  Cloud Run

• Alibaba Cloud FC

  ---

  Deploy pipelines to Alibaba Function Compute with optional timer trigger.

  Alibaba FC

• GitHub Actions

  ---

  Run pipelines on GitHub Actions with scheduled workflows.

  GitHub Actions

Build your own

To implement a custom provider, see the Development Guide and the Reference → Abstract methods section.