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The cronstable wordmark; its l is a live self-balancing double pendulum: it sways through the theme glitches, collapses when the signal drops, and swings itself back upright

PyPI version GitHub release App Store License: MIT

PyPI status CI Coverage

Release downloads Container image Docker Hub

Python versions Platforms Architectures

/ kraahn-stuh-bl /

A cron replacement with retries, alerts, saved run history, and workflows, plus dashboards for the web, the terminal, and iOS. Built for efficiency and machines of all sorts and sizes.

Why cronstable?

cronstable runs your commands from a schedule file, following cron's model. It adds retries, alerting, durable state, orchestration, clustering, and a live dashboard.

Scheduling

  • YAML and classic crontab files: define jobs in YAML or load an existing crontab (see classic crontab files)
  • Business-day schedules: run on the last weekday of the month, the weekday nearest a date, or the nth occurrence of a weekday (see business-day schedules)
  • Schedule linting: flag impossible schedules, uneven intervals, and daylight-saving surprises (see schedule introspection)
  • Support for any time zone
  • iCal calendar export: subscribe to upcoming runs in your calendar app or view them in the dashboard's week calendar (see calendar export)

Failure handling

  • Result verification: check a job's output before recording success or starting downstream tasks (see result verification)
  • Configurable failure conditions
  • Automatic retries with exponential backoff
  • Failure notifications through Sentry, email, and Slack-compatible webhooks
  • End-to-end encrypted push notifications: send alerts to the iOS app that only paired devices can decrypt (see push notifications)
  • Per-job SLA monitoring: detect missing or late runs and excessive runtimes, with alerts and dashboard status (see late-run detection)

Durability and orchestration

  • Shared resource pools: limit capacity across jobs and workflow tasks, with priority queues and deadlines (see resource pools)
  • Selective workflow recovery: retry failed tasks or replay failed dates while reusing successful results (see workflow recovery)
  • Opt-in durable state: preserve history and retries across restarts, catch up missed runs, and share state between jobs (see durable state)
  • Durable workflows: coordinate tasks with dependencies, data sharing, dynamic fan-out, sensors, and approval gates (see workflow orchestration)

Observability and control

  • Web, terminal, and iOS dashboards: follow live logs, review history, control jobs and workflows, and monitor the cluster
  • Optional HTTP REST API for job status, history, and control
  • Runtime pause/resume: pause scheduled runs for maintenance without editing configuration (see pausing jobs)
  • Built-in TLS: serve the API over HTTPS, optionally require client certificates, and reload web certificates without restarting (see serving the API over TLS)
  • MCP server: let AI agents inspect jobs and debug schedules (read-only by default, with optional control)
  • Prometheus and statsd metrics: track outcomes, durations, retries, and cluster health (see metrics)
  • Per-job resource monitoring: track CPU time and peak memory across each job's process tree (see resource monitoring)

Fleets

  • Job-set ID: compare configuration fingerprints to detect drift between replicas (see job-set ID)
  • Opt-in clustering and leader election: coordinate job execution across replicas (see clustering and leader election for backend options and guarantees)

Deployment

  • Built for restricted containers: run as a non-root user with a read-only root filesystem and restricted Kubernetes security settings (see production container deployment)
  • Prebuilt releases: multi-architecture container images and self-contained binaries for Linux, macOS, BSD, illumos, and Windows (see installation)

cronstable web dashboard, animated: a tour of the live job overview, the command palette, a live log tail, a workflow's task graph, the nine-node cluster and fleet matrix, the wallboard and incident timeline, the device-pairing QR panel for encrypted push alerts, and the accessibility options (a color-vision-safe palette and larger UI scale)

Web UI tour.

Quick start

To run your first scheduled job with a live dashboard, install cronstable. For Docker, Homebrew, and standalone binaries, see installation.

pip install cronstable

Create a cronstable.yaml file with your first job:

jobs:
  - name: hello
    command: echo "hello from cronstable on $(hostname)"
    schedule: "* * * * *"        # every minute
    captureStdout: true

web:
  listen:
    - http://127.0.0.1:8080      # optional: the REST API + dashboard

Start the scheduler. It runs in the foreground:

cronstable -c cronstable.yaml

Open http://127.0.0.1:8080/ to view the job's live output in the dashboard. The hello job runs once a minute. Schedules use UTC by default. To use a different time zone, set timezone on the job (see time zones).

You can extend this configuration to:

  • Get failure alerts: retries with backoff, and a Slack, email, or Sentry report when a job still fails after its retries (tutorial).
  • Survive restarts: a state: block preserves history and retries, and catches up missed runs (tutorial).
  • Chain jobs into a pipeline: a durable workflow with data sharing and an approval gate (tutorial).
  • Coordinate replicas: use leader election to assign scheduled jobs to a leader (tutorial).
  • Watch from your phone: pair the iOS app from the dashboard to get the jobs board, live logs, and encrypted alerts on iPhone and iPad.
  • See it all at once: docker compose -f example/grand-tour/docker-compose.yml up --build starts a nine-node cluster that uses every feature (example gallery).

To use an existing crontab exported with crontab -l, run cronstable -c my.crontab. For a system crontab such as /etc/crontab, convert its entries to YAML to preserve per-job users. See classic crontab files for format differences.

Installation

Run with Docker

Every release publishes prebuilt multi-architecture images for seven Linux platforms to two registries: the GitHub Container Registry (ghcr.io/ptweezy/cronstable) and Docker Hub (ptweezy/cronstable). Mount your configuration file and start the container:

docker run --rm \
  -v "$PWD/cronstable.yaml:/etc/cronstable.d/cronstable.yaml:ro" \
  ghcr.io/ptweezy/cronstable:latest

The default image is built on Debian slim, runs as a non-root user, and reads its configuration from /etc/cronstable.d. Each release also publishes Alpine, Ubuntu, RHEL/UBI, Fedora, openSUSE, Amazon Linux, and distroless variants, tagged with a -<distro> suffix. For the platform list, the variant table, and each variant's architecture coverage, see installation in the wiki. In production, pin a specific version instead of latest, and see production container deployment for the hardened Kubernetes and Docker setup.

Install using pip

cronstable requires Python 3.10 or later. On a system with an older Python, use the binary instead. Install cronstable in a virtual environment:

pip install cronstable

Or let pipx create an isolated environment for you:

pipx install cronstable

Install using Homebrew or winget

Both package managers install the self-contained release binary for your platform, so you don't need Python.

macOS or Linux:

brew install ptweezy/tap/cronstable

Windows:

winget install ptweezy.cronstable

Upgrade later with brew upgrade cronstable or winget upgrade ptweezy.cronstable.

winget installs a signed, per-machine MSI. Approve the administrator prompt, and then open a new shell so that cronstable is on your PATH. The installer registers the Windows service without starting it. It also creates the configuration directory, which only SYSTEM and Administrators can write. The service starts at the next boot and runs no jobs until you add configuration. For package availability and how to switch from a portable install, see the WinGet installation guide.

Install using binary

You can also download a self-contained binary from the releases page. Every release attaches these builds:

  • Linux: glibc and musl builds for amd64, amd64v3, arm64, i686, armv7, armv6, ppc64le, s390x, riscv64, and loong64, plus glibc-only builds for mips64le and armel
  • macOS: amd64, amd64v3, and arm64, signed and notarized by Apple
  • FreeBSD: amd64, amd64v3, and arm64
  • OpenBSD and NetBSD
  • illumos: amd64 and amd64v3
  • Windows: amd64, amd64v3, arm64, and i686
  • Packages: .deb, .rpm, Alpine .apk, and FreeBSD .pkg

The amd64, amd64v3, arm64, and s390x glibc builds need only glibc 2.17, so they run on RHEL 7 and later. The ppc64le build needs glibc 2.28 (RHEL 8 and later). Python is embedded in the executable, so the target system doesn't need it.

For x64 downloads, choose one of these builds:

  • amd64v3 (recommended for compatible CPUs): uses an optimized embedded Python runtime and requires the full x86-64-v3 feature set.
  • amd64 (compatibility build): choose this build when the CPU or VM doesn't support x86-64-v3, or when you're unsure.

Every amd64 binary and package format has a v3 counterpart. All eight Docker image variants also have -amd64v3 tags, such as latest-amd64v3 and latest-alpine-amd64v3; use them on compatible hosts. The amd64 assets and Docker tags target baseline x86-64 CPUs, and Homebrew, Scoop, and winget install the baseline downloads. For details, see CPU requirements and variant selection.

# Recommended for an x86-64-v3-capable Linux CPU (glibc).
# Use amd64 instead of amd64v3 for compatibility; append -musl on Alpine.
curl -fsSL -o cronstable \
  https://github.com/ptweezy/cronstable/releases/latest/download/cronstable-linux-amd64v3
chmod +x cronstable
./cronstable --version

At startup, the binary unpacks its embedded Python runtime, so on a read-only root filesystem it needs a small temporary mount that is writable and executable. The container image and pip or pipx installs don't self-extract. For the full asset table, glibc and musl compatibility notes, and a tmpfs or emptyDir recipe, see installation in the wiki.

Windows releases also attach two more formats:

  • cronstable-windows-<arch>.zip: a one-directory build that extracts to a single cronstable folder and can host the Windows service.
  • cronstable-windows-<arch>.msi: a machine-wide installer that registers the service, for deployment through Group Policy, Intune, or SCCM. See the Windows MSI wiki page.

Running on Windows

cronstable runs natively on Windows (x64, ARM64, and 32-bit x86). Install it with pip install cronstable, or use one of these builds from the releases page, none of which need Python:

  • cronstable-windows-amd64v3.exe: the self-contained build, recommended for compatible x64 CPUs
  • cronstable-windows-amd64.exe: the self-contained compatibility build
  • cronstable-windows-arm64.exe and cronstable-windows-i686.exe: the self-contained builds for ARM64 and 32-bit x86
  • cronstable-windows-<arch>.zip: the one-directory build, which can host the Windows service
  • cronstable-windows-<arch>.msi: the machine-wide installer

The YAML crontab, scheduling, reporting, retries, the HTTP API, and the web dashboard work the same as on POSIX systems. These platform details differ:

  • Default config location. If you don't pass -c, cronstable uses the machine-wide %ProgramData%\cronstable directory (the Windows equivalent of /etc/cronstable.d) when it contains configuration. Otherwise, it uses the per-user %APPDATA%\cronstable directory, for example C:\Users\you\AppData\Roaming\cronstable. cronstable init writes a commented starter configuration to whichever directory applies. To use any other path, pass -c:

    cronstable -c C:\path\to\cronstable.yaml
  • Default shell. A string command without an explicit shell runs through the native command processor (%ComSpec%, which is cmd.exe). It plays the role that /bin/sh plays on POSIX. You can set shell: cmd or shell: powershell directly: cronstable passes cmd.exe the /c flag and the quoting it expects, and passes -c to every other shell. For PowerShell or any other interpreter, set shell:, or pass command as a list to bypass the shell entirely:

    jobs:
      - name: powershell-job
        command:
          - powershell
          - -Command
          - Get-Date
        schedule: "*/5 * * * *"
        captureStdout: true
  • Graceful shutdown. Press Ctrl-C to stop cronstable. It shuts down once the running jobs finish, the same as SIGTERM on POSIX. Each job runs in its own console process group, so the keystroke never reaches the jobs themselves. Closing the console window or shutting down the machine also lets running jobs finish, within the few seconds that Windows allows.

    To stop a daemon that has no console, call the authenticated POST /shutdown route. It also stops the Windows service cleanly, without triggering the service's recovery actions. Signing out doesn't stop the daemon, because an unattended daemon receives the sign-out event for every user on the machine.

  • Running unattended as a Windows service. cronstable service install -c C:\ProgramData\cronstable registers the scheduler with the Service Control Manager (SCM). The service starts at boot, runs whether or not anyone is signed in, appears in services.msc, and uses the Windows recovery actions. When you stop the service, it lets running jobs finish first, and it reports the stop as in progress to the SCM until they do. cronstable service reload rereads the configuration immediately, like SIGHUP on POSIX. The service support is a ctypes shim over advapi32, so it adds no dependencies.

    The published one-file .exe can't host a service, because its bootloader runs the program in a child process that the SCM never sees; the install command reports this. To run as a service, install with pip or pipx, use the one-directory .zip build, or use the schtasks recipe. For details, see Windows Service and Running on Windows.

  • Migrating from Task Scheduler. cronstable import-taskscheduler tasks.xml -o jobs.yaml converts exported Task Scheduler tasks into cronstable jobs. It maps time, calendar, and boot triggers; Exec actions; working directories; execution time limits; instance policy; and priority. It's a one-time converter rather than a loader, because exporting a task doesn't unregister it. It lists everything it can't convert, with the reason, instead of dropping it. On a whole-machine export, that list is long, because most tasks on a stock Windows installation are COM handlers or event-driven internals rather than schedules. For details, see Importing from Task Scheduler.

  • Not supported on Windows. Windows has no setuid or setgid equivalent, so cronstable rejects per-job user and group settings with a configuration error. It also skips unix:// web listeners with a warning; use an http:// listener instead.

Production container deployment

In its default stateless configuration, the cronstable container needs no writable filesystem paths. The daemon reads its configuration and secrets and writes its output to stdout and stderr. It can run as a non-root user with the RuntimeDefault seccomp profile, a read-only root filesystem, all Linux capabilities dropped, and configuration and secret volumes mounted with an fsGroup.

Mount writable storage for the optional features you enable:

  • Durable state needs a writable directory at state.path for history, retries, workflows, and any archived output.
  • Filesystem clustering needs a writable shared directory at cluster.filesystem.path that supports locks across hosts.
  • Push device pairing needs a writable directory containing push.devicesFile, or a writable state store when devicesFile is omitted.
  • A unix:// web listener needs a writable directory for its socket.
  • The standalone binary needs a writable, executable temporary directory (see install using binary). The container images and pip installations don't self-extract.

Job commands and custom file logging can also need writable paths or additional permissions. Per-job user and group switching requires root.

The published images (ghcr.io/ptweezy/cronstable and docker.io/ptweezy/cronstable) run as non-root and use cronstable -c /etc/cronstable.d as the entrypoint. Mount your configuration read-only and provide writable mounts for the features and jobs that need them. For deployment examples, see Production deployment in the wiki. It covers a Kubernetes Deployment with a restricted security context, baking configuration into your own image, and health checks.

Web dashboard

The daemon serves the built-in web dashboard as a self-contained page, with no build step or external assets. To open it, enable the HTTP interface, and then open its address in a browser.

cronstable web dashboard: a live overview of every job, showing status, live resource usage, owner node, schedule, last run, next-run countdown, and a run-trend sparkline

The overview shows job status, upcoming runs, recent outcomes, and resource usage when monitoring is enabled. Open a job to follow its logs, review run history, or inspect its schedule. You can also:

  • Trigger workflows, follow task graphs, and approve or reject approval gates.
  • Inspect cluster health and compare each job's runs across nodes.
  • Investigate failures with an incident timeline and merged live logs.
  • Use the wallboard, activity heatmap, and durable state inspector.
Live logs Workflow task graph Fleet view
Live log tailing with ANSI color, timestamps, and in-log search The workflow drawer's graph tab: a diamond of tasks, every node green The fleet view: a jobs-by-nodes matrix with each node's last outcome and age per job

Press Ctrl-K or ⌘K for the command palette, ? for shortcuts, or Enter to open the selected job. For readability, the dashboard has ten themes, adjustable fonts and UI scale, color-vision-safe palettes, and reduced-motion support. It shows status with text and symbols in addition to color.

Run history and captured output stay in memory by default. Enable the durable state store to preserve run history across restarts. To also save captured output when a run finishes, set archiveOutput: true on the job or under defaults:. The daemon serves the page with a strict Content Security Policy. For the full panel tour, screenshots, shortcuts, and settings, see the web dashboard guide.

To try the dashboard, start a demo node:

docker compose -f example/zen-demo/docker-compose.yml up

The example gallery includes a three-node cluster and the nine-node grand tour, with workflows, shared state, and failure reporters.

Terminal dashboard

The cronstable tui command brings the dashboard to your terminal, including over SSH and in tmux sessions. It uses the same HTTP API and keyboard shortcuts as the web dashboard, and it has job logs, history, workflows, cluster views, and incident tools.

The cronstable TUI: a live 70-job board with status glyphs, next-fire countdowns, run sparklines, live CPU/memory chips, cluster owner column, and the fleet verdict bar

cronstable tui                            # local daemon on port 8080
cronstable tui --url http://prod-node:8080  # remote daemon
cronstable tui --tv                       # open the wallboard

Use --token-env for authentication, --job to open a specific job, or --ascii when your terminal lacks the status glyphs. For all options, shortcuts, panels, themes, and screenshots, see the terminal dashboard guide.

iOS app

The Cronstable app icon: the wordmark's double pendulum, balanced upright on its cart

Cronstable for iPhone and iPad
The on-call companion and native dashboard for your cronstable servers.

Download on the App Store

The app is a full native dashboard, and it receives encrypted push alerts. It connects directly to your servers over the LAN, Tailscale, or HTTPS. It doesn't need an account or a sign-up, has no analytics or ads, and keeps access tokens in the device Keychain.

The app includes these features:

  • Alerts for failed runs, SLA breaches, workflow failures, and approval gates. Each alert is sealed to the device's key before it leaves your server, and you can approve or reject a gate from the lock screen.
  • The jobs board, run history, live log tails, workflow runs, run trends, CPU and memory charts, and node and cluster views.
  • Schedule tools: pressure heatmaps, duplicate detection, a cron expression sandbox, and an answer to "why did this run?"
  • Home Screen widgets for fleet health, and your job schedule as a calendar subscription.

Push notifications are optional. Without the push reporter, the app polls your servers directly, every 1 to 300 seconds.

The app's jobs board in dark mode: a failing-jobs banner above each job's status, schedule, next-run countdown, and run sparkline A workflow run in light mode, waiting at an approval gate with Approve and Reject buttons above its task list A job's live log tail in dark mode, below its run stats and resource panel The schedule view in light mode: scheduled runs for the next 24 hours, the busiest minute, and an hour-by-minute pressure heatmap

Jobs board · Approval gates · Live log tail · Schedule pressure

To connect the app to a server, follow these steps:

  1. Install Cronstable from the App Store.
  2. Enable the HTTP interface on an address that your phone can reach, such as a LAN, Tailscale, or HTTPS address. A phone can't reach 127.0.0.1.
  3. Open the web dashboard at that address.
  4. In the command palette (Ctrl-K or ⌘K) or in settings, select Pair a device.
  5. Scan the QR code with the phone's camera, or tap Scan QR code in the app. The QR code contains the page's address and its access token, so pair over HTTPS or a trusted network, and give the phone a scoped token instead of the all-scopes token.
  6. To get lock-screen alerts, enable the push reporter.

If the daemon advertises itself with web.bonjour: true (see LAN discovery), the app can find it with Find nearby servers. You can also enter a server address manually. To explore the app before you set up a server, tap Try the demo on the welcome screen to connect to a live sample fleet.

The app is optional. The web and terminal dashboards, the API, and every other reporter work without it.

Tutorials

These four short walkthroughs build on the quick start configuration. You can copy and run each one, and each links to the wiki page that covers its topic in full.

Tutorial 1: Retry failed jobs and alert when retries fail

Classic cron sends mail to root. This example instead retries with exponential backoff, and it posts to a Slack channel only if the job still fails after its last retry.

jobs:
  - name: nightly-backup
    command: /usr/local/bin/backup --incremental
    schedule: "0 3 * * *"
    captureStderr: true            # include stderr in the report
    onFailure:
      retry:
        maximumRetries: 5
        initialDelay: 5            # 5s, 10s, 20s, 40s, ... capped at 300s
        maximumDelay: 300
        backoffMultiplier: 2
    onPermanentFailure:            # fires once, after the last retry is spent
      report:
        webhook:
          url:
            fromEnvVar: SLACK_WEBHOOK_URL

By default, a job fails when it exits with a nonzero status or writes to a captured stderr. To change that for a job, use failsWhen. The webhook's default body is Slack-compatible, and Mattermost and Teams accept it as is. Email, Sentry, and shell command reports each take one more block, with Jinja2 templating over the run's name, output, and exit code. For details, see failure detection and retries and reporting in the wiki.

Tutorial 2: Survive restarts, catch up what was missed

By default, cronstable keeps no state across restarts. To handle a deploy or a reboot in the middle of a schedule, add a state: block:

state:
  path: /var/lib/cronstable           # a local dir, or a shared mount for a fleet

jobs:
  - name: hourly-invoice-emit
    command: python -m billing.emit_hourly
    schedule: "0 * * * *"
    onMissed: run-all              # replay each hour missed while we were down
    startingDeadlineSeconds: 21600 # ...unless the slot is older than 6h
    onFailure:
      retry:
        maximumRetries: 10
        initialDelay: 30
        maximumDelay: 600
        backoffMultiplier: 2

The state.path line alone has these effects:

  • Run history survives restarts, and the dashboard reloads it.
  • Pending retries resume at their original deadlines.
  • @reboot runs once per boot instead of once per daemon start.
  • Prometheus counters no longer reset to zero when the daemon restarts.

The onMissed setting adds catch-up. run-once combines any number of missed runs into one launch, and run-all replays each missed run. startingDeadlineSeconds limits how old a missed run can be. Catch-up applies after a restart, and also when the same daemon resumes after system sleep or a long stall. With run-once, a regular run after the daemon resumes counts as the catch-up run. A failed catch-up attempt counts as attempted and doesn't schedule retries.

The same store gives job commands persistent storage and coordination tools through a loopback endpoint: key-value storage, cursors, fleet-wide locks, idempotency keys, artifacts, and run-scoped secrets. Your commands use them through the cronstable state, cursor, lock, idempotent, artifact, and secret subcommands. For details, see durable state.

Tutorial 3: Your first DAG, a durable pipeline

A dags: block defines a durable workflow as a directed acyclic graph (DAG) of tasks. This example runs a build, waits for a person to approve it, and then publishes:

state:
  path: /var/lib/cronstable           # DAGs live on the state store

dags:
  - name: release-train            # no schedule: manual-only
    tasks:
      - id: build
        command: make dist
      - id: approve
        type: approval             # waits for approval
        dependsOn: [build]
      - id: publish
        dependsOn: [approve]
        command: make publish
        retries: 2                 # task-level retries, DAG-owned
        retryDelaySeconds: 60

Trigger the DAG and approve the gate, or click Approve in the dashboard's DAG drawer instead:

curl -X POST http://127.0.0.1:8080/dags/release-train/trigger
# -> {"dag": "release-train", "runKey": "manual-..."}
curl -X POST http://127.0.0.1:8080/dags/release-train/runs/<runKey>/tasks/approve/decision \
     -H 'Content-Type: application/json' -d '{"decision": "approve", "by": "alice"}'

Workflow progress is saved in the state store, so the daemon can resume a run after a restart. Across a fleet, a lease coordinates which node advances each run. Recovery can retry an interrupted task even if its earlier process is still running. Make task side effects safe to repeat, for example by using an idempotency key.

Scheduled DAGs also support catch-up and backfill over a date range. Tasks can pass data with cronstable xcom push and cronstable xcom pull, fan out over a list that an upstream task produced, and poll for conditions with type: sensor. For details, see orchestration and DAGs.

Tutorial 4: Coordinate two replicas

Run the same configuration on two or more hosts that share a POSIX mount. The hosts elect a leader through a fenced lease file, without certificates or a coordination service. The mount must support locks across hosts, and every host must keep its clock synchronized with NTP:

state:
  path: /mnt/shared/cronstable/state  # shared durable state (optional but natural here)

cluster:
  backend: filesystem
  filesystem:
    path: /mnt/shared/cronstable      # the mount is the election store
  nodeName: node-a                 # unique and stable per replica!
  electLeader: true

jobs:
  - name: charge-subscriptions
    command: python -m billing.charge
    schedule: "0 6 * * *"
    clusterPolicy: Leader          # the default: exactly the leader runs it

Only the elected leader starts scheduled Leader jobs. If the leader stops, a follower can take over after the lease is released or expires, provided it can reach the shared mount. The lease coordinates which node can start jobs; it does not make job side effects exactly-once. Each job's clusterPolicy sets the behavior during a coordination failure:

  • Leader: skips scheduled runs when leadership cannot be confirmed.
  • PreferLeader: allows runs when the coordination store is unreachable, so multiple replicas can run the same job.
  • EveryNode: runs the job on every node, for work that belongs on each node.

Without a shared mount, use another backend. The gossip backend elects a leader over mutual TLS with no shared store, kubernetes uses a coordination.k8s.io Lease, and etcd uses a lease-bound key. To spread job ownership across the fleet, use the gossip backend with distribution: spread. For details, see clustering and leader election.

Example gallery

Every example in example/ is a self-contained, annotated project that you can run. Each Compose file is in its example's folder, except for the demo quick start, which uses the root docker-compose.yml. Some highlights:

Example One command What it shows
demo docker compose up The dashboard playground: varied jobs, live logs, retries, a long-running job, and an on-demand job.
grand-tour docker compose -f example/grand-tour/docker-compose.yml up --build Everything at once: a 9-node mTLS cluster, shared durable state, five DAG patterns, second-level probes, and all five cross-platform reporters connected to live sinks.
cluster docker compose -f example/cluster/docker-compose.yml up A 3-node gossip cluster: peer attestation, quorum, leader election, and live failover.
cluster-large docker compose -f example/cluster-large/docker-compose.yml up A 10-node, CPU-heavy fleet for watching distribution: spread and the load meters.
dag cronstable -c example/dag Orchestration on a single node: dependencies, XCom, fan-out, a sensor, and an approval gate.
dag-cluster docker compose -f example/dag-cluster/docker-compose.yml up DAGs coordinating across three nodes on one shared store, with leases and crash recovery.
job-state cronstable -c example/job-state The state primitives for jobs: key-value storage, cursors, locks, idempotency keys, artifacts, and secrets.
mcp docker compose -f example/mcp/docker-compose.yml up --build The MCP server: an AI agent (Claude, Cursor, Copilot) observing and driving the scheduler over POST /mcp, or the cronstable mcp stdio bridge.
pulse-monitor docker compose -f example/pulse-monitor/docker-compose.yml up Second-level scheduling as a real-time uptime and SLA monitor.
pulse-cluster docker compose -f example/pulse-cluster/docker-compose.yml up The same probes spread across a 3-node cluster with leader election.
zen-demo docker compose -f example/zen-demo/docker-compose.yml up A deliberately calm board, for the wallboard's zen screensaver.
crontab cronstable -c example/crontab Five-field user crontabs alongside YAML jobs.
kubernetes kubectl apply -f example/kubernetes/deployment.yaml Leader election through a coordination.k8s.io/v1 Lease.
etcd docker compose -f example/etcd/docker-compose.yml up Leader election through an etcd lease, over plain HTTP.
docker docker build The minimal "add cronstable to your own image" recipe.

Usage

Configuration is in YAML format. To start cronstable, give it a configuration file or directory path as the -c argument. For example:

cronstable -c /tmp/my-crontab.yaml

This command starts cronstable, which always runs in the foreground, and reads /tmp/my-crontab.yaml as its configuration file. If the path is a directory, cronstable reads every *.yaml and *.yml file in it as configuration, along with any classic crontabs (*.crontab, *.cron, or a file named crontab; see classic crontab files).

Configuration basics

This configuration runs a command every 5 minutes:

jobs:
  - name: test-01
    command: echo "foobar"
    shell: /bin/bash
    schedule: "*/5 * * * *"

The command can be a string or a list of strings. If command is a string, cronstable runs it through a shell: /bin/sh by default, or /bin/bash in the preceding example.

If command is a list of strings, cronstable runs it directly, without a shell, and uses the list as the command's arguments:

jobs:
  - name: test-01
    command:
      - echo
      - foobar
    schedule: "*/5 * * * *"

The schedule option can be a string in the classic crontab format, which cronstable's built-in cron engine parses. The format accepts 5, 6, or 7 fields; ranges, steps, lists, and names such as jan and mon; and Quartz's ? on its own in a day field. For the full dialect, see schedules and time zones. Expressions from other dialects, such as Quartz # and W or the seconds-first 6-field layout, fail with an error that names the dialect and explains how to convert the expression.

You can also use @reboot, which runs the job only when cronstable first starts. The schedule option can also be an object with properties. The following configuration runs a command every 5 minutes on July 19 each year:

jobs:
  - name: test-01
    command: echo "foobar"
    schedule:
      minute: "*/5"
      dayOfMonth: 19
      month: 7
      dayOfWeek: "*"

Schedule introspection

Six features answer questions about schedules, each with its own wiki page:

  • Schedule linting: when cronstable loads the configuration, it flags valid expressions that probably don't mean what they say. Examples include an expression with no future occurrence, a schedule that sets both day of month and day of week, */n steps that don't divide evenly, and wall-clock times that daylight saving time skips or repeats. Findings appear on /jobs and /status, and GET /schedule/preview checks any expression before it becomes a job (Schedule Linting).
  • Hashed schedules: an H field picks a stable time from a hash of the job's name, so a fleet of hourly jobs spreads across the hour instead of all starting at :00 (Hashed Schedules).
  • Schedule load: GET /schedule/pressure groups the next 24 hours of scheduled runs into a collision heatmap, which both dashboards display (Schedule Pressure).
  • Duplicate detection: GET /schedule/duplicates groups jobs whose schedules run at exactly the same times, even when the expressions are written differently (Duplicate Schedule Detection).
  • Suggest a slot: GET /schedule/suggest recommends the least busy time for a new job, based on the fleet's actual runs (Suggest a Slot).
  • Why didn't it run: GET /schedule/why?job=<name>&at=<timestamp> shows, field by field, how the scheduler's match test evaluates one job at one moment (Why Didn't It Run?).

Second-level schedules

By default, schedules have one-minute granularity, but cronstable can also run jobs at one-second granularity. You can write a second-level schedule in two equivalent ways:

  • A seven-field crontab string, where the first field is the second (second minute hour dayOfMonth month dayOfWeek year).
  • The object form with a second: property.

Both of the following jobs run every 15 seconds, at seconds 0, 15, 30, and 45 of every minute:

jobs:
  - name: every-15s-string
    command: echo "tick"
    schedule: "*/15 * * * * * *"   # 7 fields: the leading field is seconds
  - name: every-15s-object
    command: echo "tick"
    schedule:
      second: "*/15"

The seconds field accepts the same syntax as the other fields, such as *, */5, 0,30, and 10-20. A schedule of second: "*" or * * * * * * * runs every second.

While any enabled job specifies seconds, the scheduler wakes once per second instead of once per minute. Minute-level jobs still run exactly once in their scheduled minute. If no job uses seconds, cronstable wakes once a minute, so the common case has no extra overhead.

Second-level scheduling is available only in YAML. Classic crontab files keep the standard five-field, minute-level format. A six-field string means the classic five fields plus a trailing year field, not seconds; seconds require all seven fields.

For a runnable example, see example/pulse-monitor, a small real-time uptime and SLA monitor that probes a service every few seconds. Its clustered version, example/pulse-cluster, spreads the probes across a three-node cluster that elects a leader. To start them, run docker compose -f example/pulse-monitor/docker-compose.yml up or docker compose -f example/pulse-cluster/docker-compose.yml up.

Time zones

cronstable interprets schedules in UTC by default. To use the machine's local time, set utc: false. For example, the following job runs every day at 19:27 local time:

jobs:
  - name: test-01
    command: echo "hello"
    schedule: "27 19 * * *"
    utc: false
    captureStdout: true

To interpret the schedule in a specific time zone, use the timezone attribute:

jobs:
  - name: test-01
    command: echo "hello"
    schedule: "27 19 * * *"
    timezone: America/Los_Angeles
    captureStdout: true

Job environment

To define environment variables for the command, use the environment option:

jobs:
  - name: test-01
    command: echo "foobar"
    shell: /bin/bash
    schedule: "*/5 * * * *"
    environment:
      - key: PATH
        value: /bin:/usr/bin

To load environment variables from a file, use env_file:

jobs:
  - name: test-01
    command: echo "foobar"
    shell: /bin/bash
    schedule: "*/5 * * * *"
    env_file: .env

The file must contain a list of KEY=VALUE pairs. cronstable ignores empty lines and lines that start with #.

Variables in the environment option override variables from env_file.

Classic crontab files

cronstable reads five-field user crontabs in the classic Vixie format. Export your crontab and pass the file to -c:

crontab -l > my.crontab
cronstable -c my.crontab

System crontabs such as /etc/crontab and files in /etc/cron.d contain an extra user column that cronstable does not parse. To preserve per-job users, convert these entries to YAML and set each job's user field. If all jobs should run as the daemon's user, remove the user column from a copy of the file instead.

You can also put files named *.crontab, *.cron, or crontab in a configuration directory next to YAML files, or load them with include:. For example, a user crontab can contain:

SHELL=/bin/bash
PATH=/usr/local/bin:/usr/bin:/bin

# m h dom mon dow command
*/15 * * * *  /usr/local/bin/backup --incremental
30 4 * * mon-fri  /usr/local/bin/report --daily
@daily  /usr/local/bin/rotate-logs
0 0 * * *  pg_dump mydb > /backup/mydb-$(date +\%F).sql

Comments, NAME=value environment lines, nicknames such as @reboot and @daily, and \% escapes all work as described in man 5 crontab. An environment line applies to the entries after it, and cronstable honors SHELL and CRON_TZ. Each entry becomes an ordinary cronstable job named <file>:<line>, with cronstable's standard defaults rather than an emulation of cron's environment:

  • Schedules run in UTC unless the crontab sets CRON_TZ.
  • A run fails when it exits with a nonzero status or writes to stderr. cronstable doesn't send MAILTO mail.
  • An unescaped %, which cron passes to the command as standard input, causes an error when the file loads. \% still produces a literal %.

To give an entry retries, reporting, timeouts, or any other per-job option, move it to YAML. For the full mapping and every difference from cron, see classic crontabs in the wiki. For a runnable example, see example/crontab, a configuration directory that combines a crontab with YAML jobs and the dashboard.

Specifying defaults

The configuration can have a defaults section. Jobs inherit the attributes in this section as default values, and each job can override them:

defaults:
    environment:
      - key: PATH
        value: /bin:/usr/bin
    shell: /bin/bash
    utc: false
jobs:
  - name: test-01
    command: echo "foobar"  # runs with /bin/bash as shell
    schedule: "*/5 * * * *"
  - name: test-02  # runs with /bin/sh as shell
    command: echo "zbr"
    shell: /bin/sh
    schedule: "*/5 * * * *"

Note: If the configuration path is a directory with several configuration files, each file's defaults section applies only to the jobs in that file.

Reporting

cronstable has six built-in reporters: sentry, mail, shell, webhook (Slack-compatible with no extra configuration), push (see push notifications), and eventlog (see Windows Event Log). Each reporter can run on the onFailure, onPermanentFailure, onSuccess, and onLate hooks. The mail subject and body and the Sentry body are Jinja2 templates that can use the run's outcome and captured output. Secrets such as DSNs, passwords, and webhook URLs can come from value, fromFile, or fromEnvVar:

- name: test-01
  command: |
    echo "hello" 1>&2
    exit 10
  schedule:
    minute: "*/2"
  captureStderr: true
  onFailure:
    report:
      sentry:
        dsn:
          fromEnvVar: SENTRY_DSN
      mail:
        from: example@foo.com
        to: example@bar.com
        smtpHost: 127.0.0.1
        subject: Cron job '{{name}}' failed
        body: |
          {{stderr}}
          (exit code: {{exit_code}})
      shell:
        shell: /bin/bash
        command: echo "Error code $CRONSTABLE_RETCODE"
      webhook:
        url:
          fromEnvVar: SLACK_WEBHOOK_URL

A report includes the output streams that the job captures. captureStderr is on by default, and captureStdout is off. For the capture options, including the streamPrefix line prefix, see output capturing. For every reporter's options, see Reporting in the wiki. It covers HTML mail; Sentry fingerprints; the webhook method, headers, and body, with per-service examples; the template variables; and the shell reporter's CRONSTABLE_* environment variables.

Push notifications

The push reporter sends end-to-end encrypted alerts to devices paired with the iOS app. The daemon seals each alert to the device's public key before sending it. An X25519 device gets a libsodium sealed box, and an X-Wing device gets single-shot HPKE. X-Wing is the post-quantum hybrid of ML-KEM-768 and X25519. The hosted relay forwards each alert to the Apple Push Notification service (APNs) and sees only ciphertext and routing metadata. It never sees job names, hostnames, or log lines.

The reporter needs three things: the push extra (pip install "cronstable[push]"), a daemon-wide push: section, and push enabled on the reporting hooks. The extra includes both sealing libraries: PyNaCl for X25519 on every platform, and cryptography for X-Wing on every platform that cryptography publishes a wheel for. For the list of platforms, see Push Notifications. The daemon lists the suites it can seal in the sealableSuites field of GET /whoami, and the app pairs with xwing automatically when that list includes it. If a configuration enables push without the extra or the push: section, cronstable refuses to start, so it never drops alerts silently:

push:
  relay:
    url: https://relay.example.net/v1/notify
  devicesFile: /var/lib/cronstable/devices.json

defaults:
  onFailure:
    report:
      push:
        enabled: true

If you configure a state: section, you can omit devicesFile. Pairings are then kept in the durable store, and every node that shares the store can see them.

To pair a device, select Pair a device in the dashboard's command palette or settings. The QR code is a deep link: scanning it with the phone's camera opens the iOS app, or a landing page that explains how to install the app if it's missing. You can also pair with one API call:

The dashboard's Pair a device panel: a QR code deep-linking the connection payload into the app being paired, the same payload as a copyable JSON string, and a warning that the embedded token holds every scope

curl -X POST -H "Authorization: Bearer $TOKEN" -H "Content-Type: application/json" \
    -d '{"name": "my-iphone", "platform": "ios", "publicKey": "<base64 X25519 key>", "pushToken": "<device push token>"}' \
    http://127.0.0.1:8080/push/devices

If you install the discovery extra and set web.bonjour: true, the daemon also advertises the web API as a _cronstable._tcp mDNS service on the local network. The iOS app can then find the daemon without a typed URL. For details, see LAN discovery in the wiki.

For the report options, pairing and revocation, storage, size limits, and the relay trust model, see push notifications in the wiki.

Windows Event Log

On Windows, the eventlog reporter writes each outcome to the Windows Event Log, which Windows monitoring tools already read: Event Viewer, Windows Event Forwarding subscriptions, SCOM, and SIEM connectors. It needs no extra or dependency. Each record has a stable event ID and a fixed set of insertion strings, so rules that match on them keep working:

defaults:
  onFailure:
    report:
      eventlog:
        enabled: true
Get-WinEvent -FilterHashtable @{ LogName = 'Application'; ProviderName = 'cronstable'; ID = 1001, 1002 }

Jobs use event IDs 1000 (succeeded), 1001 (failed), 1002 (failed permanently), and 1003 (overdue). Daemon and orchestration events use 1010 and 1011. cronstable doesn't register its event source, so Event Viewer prefixes the rendered text with its generic "description cannot be found" note. The provider, ID, level, and insertion strings are unaffected, so the XML view, wevtutil, forwarding, and SIEM connectors read the record normally. On other platforms, the reporter does nothing, and cronstable reports this once when it loads the configuration.

For the full ID and field tables, the optional source registration, and the reasons behind both defaults, see Windows Event Log in the wiki.

Metrics

When the HTTP REST API is enabled, the daemon exposes built-in Prometheus metrics, so you don't need an exporter sidecar:

web:
  listen:
    - http://127.0.0.1:8080

The GET /metrics endpoint then serves job run outcomes, duration histograms, retries, next-run times, configuration reload health, and cluster and leader election state, in both the Prometheus text format and OpenMetrics. For the full metric reference, scrape configuration, and example alert rules, see metrics with Prometheus.

The daemon can also push per-job metrics to statsd:

jobs:
  - name: test01
    command: echo "hello"
    schedule: "* * * * *"
    statsd:
      host: my-statsd.example.com
      port: 8125
      prefix: my.cron.jobs.prefix.test01

With this configuration, cronstable sends the following metrics over UDP to the statsd server at my-statsd.example.com:8125:

my.cron.jobs.prefix.test01.start:1|g  # this one is sent when the job starts
my.cron.jobs.prefix.test01.stop:1|g   # the rest are sent when the job stops
my.cron.jobs.prefix.test01.success:1|g
my.cron.jobs.prefix.test01.duration:3|ms

Resource monitoring

To find out which job uses the most resources, turn on per-job resource accounting. Set monitorResources: true on a job, as in the following example, or set it under defaults: to cover every job:

jobs:
  - name: nightly-model-refresh
    command: python -m models.refresh
    schedule: "0 4 * * *"
    monitorResources: true

While the job runs, cronstable uses psutil to sample its whole process tree, including child processes and shell-outs. When the run ends, cronstable records its total CPU time (user plus system) and its peak resident memory. The numbers appear everywhere the run appears:

  • Live, on the dashboard's job row and drawer while the job runs (cpu 61% · 288 MiB).
  • Per run and aggregated (average and maximum CPU, and peak memory) in the dashboard's History tab and GET /jobs/{name}/runs.
  • As CPU and memory charts in the dashboard's Resources tab: a live view of the running instance, the recorded profile of any recent run, and per-run trend strips. A node-wide history chart sits behind the header meter (GET /jobs/{name}/resources and GET /node/history).
  • As Prometheus metric families on GET /metrics, such as cronstable_job_cpu_seconds_total and cronstable_job_last_run_max_rss_bytes, and over statsd when the job has a statsd sink.
  • In the durable run record's resources object when a state store is configured, so the numbers survive restarts.
  • In report templates (cpu_seconds and max_rss_bytes) and the shell reporter's environment (CRONSTABLE_CPU_SECONDS and CRONSTABLE_MAX_RSS_BYTES), so a failure alert can show how large the run was when it failed.

Resource monitoring only observes: it never changes whether a run succeeds or fails. It's off by default and adds no overhead when it's off. Because the numbers are sampled, figures for short runs are approximate, but long, heavy runs are sampled many times.

To tune the sampling interval and how many chart points each run keeps, use the map form: monitorResources: { interval: 0.5, history: 240 }. cronstable downsamples each series in place, so even a run that lasts days stays at a few KB. DAG tasks accept the same setting, and their usage is recorded in the task record of the dag_run document. On a cluster, cluster.observability also shares each node's whole-host CPU and memory use, so the dashboard's cluster panel and fleet view show where the load is. For the full details, see the configuration reference.

Handling failure

By default, cronstable considers a job failed if the process exits with a nonzero status, or if it writes to standard error while stderr capturing is enabled. To change this for a job, set the four Boolean fields of the failsWhen option: producesStdout (default false), producesStderr (default true), nonzeroReturn (default true), and always (default false).

A retry option inside onFailure retries failed jobs with exponential backoff. The onPermanentFailure hook reports only after all retries are used up:

- name: test-01
  command: |
    echo "hello" 1>&2
    exit 10
  schedule:
    minute: "*/10"
  captureStderr: true
  onFailure:
    retry:
      maximumRetries: 10
      initialDelay: 1
      maximumDelay: 30
      backoffMultiplier: 2
  onPermanentFailure:
    report:
      mail:
        from: example@foo.com
        to: example@bar.com
        smtpHost: 127.0.0.1

To retry forever, set maximumRetries: -1. This is most useful with an @reboot schedule, to restart a long-running process when it fails. By default, retries are kept in memory, so a daemon restart forgets a pending retry. If you configure a state: section, retries survive restarts and resume where they left off. For details, see failure detection and retries and durable state in the wiki.

Late-run detection (SLA monitoring)

Failure hooks only see runs that happened. To detect runs that are late, missing, or taking too long, add an sla: block. Each job can set up to three independent thresholds, and an in-process monitor checks them once per minute. When a threshold is breached, the onLate hook runs once. It takes the same report block as onFailure:

- name: nightly-etl
  command: python -m etl.run
  schedule: "0 4 * * *"
  sla:
    maxTimeSinceSuccessSeconds: 129600   # no success for 36h
    lateAfterSeconds: 900                # a due slot not started within 15min
    maxRuntimeSeconds: 7200              # a run still going after 2h
  onLate:
    report:
      webhook:
        url:
          fromEnvVar: SLACK_WEBHOOK_URL

Each breach produces one report, not one per minute. When the check clears, cronstable logs a recovery line and sends no report. maxRuntimeSeconds only observes a run and never stops it; to enforce a limit, use executionTimeout. The monitor skips paused and disabled jobs. Under leader election, only the node that owns the job checks it, so each breach sends a single alert.

Breaches appear as an OVERDUE badge in both dashboards, as an sla object on GET /jobs, and as the cronstable_job_late{job_name, check} and cronstable_job_sla_breaches_total{job_name, check} metrics. The monitor runs inside the daemon and can't report that the daemon itself has stopped, so pair it with an external Prometheus staleness alert. For details, see late-run detection in the wiki.

Concurrency

If a job is still running when its next scheduled run is due, concurrencyPolicy determines what happens:

  • Allow (default): allows concurrent runs.
  • Forbid: skips the next run if the previous run hasn't finished.
  • Replace: cancels the running job and starts a new run in its place.

Execution timeout

To stop a job after a set number of seconds, set executionTimeout. The following job would take two seconds to finish, but cronstable stops it after one second:

- name: test-03
  command: |
    echo "starting..."
    sleep 2
    echo "all done."
  schedule:
    minute: "*"
  captureStderr: true
  executionTimeout: 1  # in seconds

The killTimeout option sets how long cronstable waits for a job to exit gracefully before it forces the job to stop. On Unix, cronstable sends SIGTERM, waits up to killTimeout seconds (30 by default), and then sends SIGKILL if the process is still running.

The following job ignores SIGTERM, so cronstable sends SIGKILL half a second later:

- name: test-03
  command: |
    trap "echo '(ignoring SIGTERM)'" TERM
    echo "starting..."
    sleep 10
    echo "all done."
  schedule:
    minute: "*"
  captureStderr: true
  executionTimeout: 1
  killTimeout: 0.5

Change to another user/group

You can run a job as another user, group, or both. The user field sets the user (UID or username) that the job's process runs as, and the group field sets the group (GID or group name). If you set only user, the group defaults to that user's primary group. For example:

- name: test-03
  command: id
  schedule:
    minute: "*"
  captureStderr: true
  user: www-data

To switch to another user, cronstable must run as root.

This feature is available only on POSIX systems, because it relies on setuid and setgid. On Windows, cronstable rejects a job that sets user or group with a configuration error; see Running on Windows.

Working directory

By default, a job starts in cronstable's own working directory. To start it in a different directory, set workingDirectory. This setting matters most on Windows, where an elevated console starts the daemon in the system directory, so relative paths in a script resolve to the wrong place. It's equivalent to the Start in box on a Task Scheduler action.

- name: nightly-import
  command: import.bat
  schedule:
    minute: "0"
    hour: "2"
  workingDirectory: C:\jobs\importer

When it loads the configuration, cronstable expands ~ and ${VAR} and makes the path absolute. The operating system checks that the directory exists when the job starts, so a missing directory fails only that run instead of rejecting the whole configuration. You can also set workingDirectory in a defaults: block and on a DAG task. For details, see commands and environment.

Process priority

The priority option sets a job's scheduling priority relative to the other processes on the machine. It has five levels: idle, below-normal, normal, above-normal, and high.

- name: nightly-reindex
  command: reindex.sh
  schedule:
    minute: "0"
    hour: "3"
  priority: idle

On Windows, the level becomes the process's priority class when the process is created. On POSIX systems, cronstable renices the job's process group right after it starts the job: idle is nice 19, and high is nice -10. On both platforms, child processes inherit a lowered priority.

On Windows, child processes don't automatically inherit above-normal or high priority; they start at NORMAL unless configured otherwise. On POSIX systems, cronstable adjusts the whole process group. The default, normal, leaves the inherited priority unchanged. On POSIX systems, raising the priority requires privileges; if the change is denied, the job continues at its inherited priority. For details, see commands and environment.

Remote web/HTTP interface

To control cronstable remotely, enable the HTTP API:

web:
  listen:
     - http://127.0.0.1:8080
     - unix:///tmp/cronstable.sock

When the web interface is enabled, cronstable also serves the web dashboard at the root path (/) of every http:// listener. To expose only the REST API, set ui: false. If you set web.authToken, the dashboard page loads without a token, and then it prompts for one and stores it only in that browser tab.

To turn the same page into a public read-only board, add web.anonymousScopes: [view] alongside the tokens. Requests without credentials then get the view scope, the dashboard skips the token prompt and shows a view-only interface, and every route that changes state still requires a token. For details, see public read-only access and the full dashboard tour in the wiki.

The API covers these areas:

  • The daemon: version, status, summary, metrics, and job-set ID
  • Jobs: start, cancel, pause and resume, run history, live log tails over server-sent events (SSE), and resources
  • Schedules: preview, pressure, duplicates, suggest, and why
  • DAGs
  • The durable state store
  • Push device pairing
  • The cluster and fleet views
  • An iCal feed of upcoming runs

For example, the following HTTPie command pauses a job for a two-hour maintenance window:

$ http post http://127.0.0.1:8080/jobs/test-02/pause durationSeconds:=7200 note="db migration"
HTTP/1.1 200 OK

{"paused": {"since": "2026-07-19T14:00:00+00:00", "until": "2026-07-19T16:00:00+00:00", "note": "db migration", "by": "api", "channel": "api"}}

The HTTP API reference in the wiki documents every endpoint, with its request and response shapes. The repository also includes a machine-readable OpenAPI specification.

Serving the API over TLS

The web.listen option also accepts https:// addresses, which use the certificate and key from a web.tls block. Each listener keeps its own transport, so one daemon can serve the same API and dashboard in plaintext on loopback and over TLS on a routable interface. unix:// listeners are always plaintext; the socket's own permissions (socketMode) control access.

web:
  listen:
     - http://127.0.0.1:8080                      # loopback, plaintext
     - https://0.0.0.0:8443                       # served with the material below
  tls:
    cert: /etc/cronstable/web.pem
    key:  /etc/cronstable/web.key
    clientCa: /etc/cronstable/callers-ca.pem      # optional: require client certs

To require mutual TLS, which authenticates clients as well as encrypting connections, set clientCa. Web certificates rotate in place without a daemon restart. The cronstable tui and cronstable mcp clients take matching --cacert, --client-cert, --client-key, and --insecure flags. For more details, see the listener TLS guide in the wiki. It covers issuing the certificates, the mTLS trust model and how it interacts with web.authToken, how rotation works and what it doesn't cover, the job state API's trust anchor, and every client flag.

Job-set ID

The job-set ID is a fingerprint of the set of jobs that a cronstable instance runs, and it doesn't depend on job order. Two instances produce the same ID exactly when they have the same set of jobs. Replicas deployed from the same configuration can compare IDs to confirm that they run the same jobs, or to detect that one has drifted from the others.

The ID is computed from each job's effective configuration, after merging, which gives it these properties:

  • It doesn't depend on job order, or on whether a setting is written inline on each job or moved into a defaults block.
  • Equivalent schedules match: the minute: and hour: object form produces the same fingerprint as the equivalent five-field crontab string.
  • It covers every field that affects behavior, such as command, schedule, shell, the names of environment variables, capture flags, failsWhen, retry and reporting policy, timezone, and enabled. Any meaningful change to a job changes the ID. It leaves out per-host values such as workingDirectory, so a Windows replica and a Linux replica that run the same jobs from differently spelled paths still agree.
  • user and group are fingerprinted as configured (for example, www-data), not as the resolved numeric UID or GID, which can differ between hosts.
  • The ID never includes secret values. Inline reporting secrets (the Sentry DSN, the mail password, and webhook URL and header values) are redacted. Only the names of environment variables are hashed, not their values, because environment variables often hold secrets, and a per-host value, such as one from env_file, would make identical configurations differ across hosts. The ID is safe to log and serve, and rotating a secret or changing an environment value doesn't change it.

Because the ID reflects the effective configuration, it also reflects platform-dependent defaults. For example, the default shell is /bin/sh on POSIX systems and cmd.exe on Windows. Compare only instances that run on the same platform, as replicas do. The scheme is versioned with a v1: prefix, and IDs are comparable only within the same scheme version.

You can get the ID in three ways:

  • CLI: print the ID and exit, which is useful in scripts and health checks:

    $ cronstable -c /etc/cronstable.d --job-set-id
    v1:b834d7565aee0da50cd017f666651a5ba3b2e6b161daf0cb6e430f23f51ce90b
  • HTTP: call GET /job-set-id on the web interface, which also supports application/json. The dashboard header shows the ID too:

    $ http get http://127.0.0.1:8080/job-set-id
    v1:b834d7565aee0da50cd017f666651a5ba3b2e6b161daf0cb6e430f23f51ce90b
    
    $ http get http://127.0.0.1:8080/job-set-id Accept:application/json
    {"job_set_id": "v1:b834d7…51ce90b", "jobs": 3}
  • Logs: cronstable logs the ID once at startup, and again whenever a configuration reload changes it.

Clustering and leader election

By default, cronstable runs as a single instance, and every replica runs every job. An optional cluster section lets several replicas coordinate. With the default gossip backend, each node serves a small GET /peer endpoint over mutual TLS and periodically polls its configured peers. The nodes compare job-set IDs to confirm that they run the same set of jobs, which is called cluster peer attestation. If you turn on electLeader, the nodes also use that attestation to elect a leader, which requires a quorum. The following configuration uses the default gossip backend. It coordinates scheduled jobs across replicas, but can duplicate or skip runs during failures or changes in cluster membership:

cluster:
  listen: "0.0.0.0:8443"          # the mTLS listener for this node
  tls:
    ca:   /etc/cronstable/cluster-ca.pem   # trust anchor for peer certificates
    cert: /etc/cronstable/this-node.pem    # this node's certificate
    key:  /etc/cronstable/this-node.key
  peers:
    - host: cronstable-b.internal:8443
    - host: cronstable-c.internal:8443
  nodeName: cronstable-a              # optional; defaults to the system hostname
  interval: 30                    # optional; seconds per round (default 30)
  connectTimeout: 10              # optional; per-peer connect timeout (default 10)
  driftAfter: 3                   # optional; rounds before "drifted" (default 3)
  electLeader: true               # observe-only if false (the default)

Each node independently chooses as leader the member with the lowest nodeName among the members that it currently sees agreeing on the job-set ID. It chooses a leader only if those members form a quorum (a strict majority) of the cluster. Because peer views can differ or become stale, multiple nodes can consider themselves leader. This election is best effort: the default gossip backend keeps no shared state. To coordinate leadership through a shared lease, set cluster.backend: kubernetes or cluster.backend: etcd to elect through a coordination.k8s.io/v1 Lease or a lease-bound etcd key. The filesystem backend uses a shared mount with locks across hosts and bounded clock skew, as shown in tutorial 4. These backends fence leadership while the coordination store is reachable; jobs can still miss runs, and the lease does not make their side effects exactly-once.

Each job can override the cluster-wide default with its own clusterPolicy, which controls how it runs during coordination failures. Leader, the default, skips runs when leadership cannot be confirmed. PreferLeader allows runs without confirmed leadership, so multiple replicas can run the same job. EveryNode runs the job on every node.

The GET /cluster endpoint returns the current view: members, the elected leader, quorum, and any conflicts. The dashboard shows the same view in a panel. For the full trust model, per-peer status table, quorum math, sizing guidance, distribution: spread load balancing, and the fenced lease backends, see the clustering and leader election guide in the wiki. To watch leader election in the dashboard, try a cluster from the example gallery.

Includes

Use include to share defaults and other configuration across files. It accepts a list of filenames, which cronstable parses and merges into the current configuration.

For example, here's the main configuration:

include:
  - _inc.yaml

jobs:

  - name: my job
    ...

Here are the shared defaults in _inc.yaml:

defaults:
  shell: /bin/bash
  onPermanentFailure:
    report:
      sentry:
        ...

Environment variable interpolation

Any string value in the configuration can read cronstable's environment variables with ${VAR}, or with ${VAR:-default} to set a fallback. One configuration file can then serve many environments without a wrapper script that templates it. To write a literal $, use $$.

Interpolation runs after the file is validated, so it works in any string field, such as a listen address, a state path, a time zone, or a webhook URL. If a ${VAR} is unset and has no default, cronstable reports a configuration error that names the variable, and cronstable --validate-config catches it.

web:
  listen:
    - "0.0.0.0:${WEB_PORT:-8080}"   # port from the environment, default 8080
state:
  path: ${STATE_DIR}               # required: unset fails --validate-config
jobs:
  - name: rollup-${REGION}
    command: run-rollup             # ${VAR} in a command is left for the shell
    schedule:
      minute: "0"
    timezone: ${TZ:-UTC}

The daemon doesn't interpolate the command and shell of jobs and reporters, so the shell expands their ${VAR} references at run time against the job's own environment, not the daemon's. The daemon also leaves the logging section for Python's logging.config. For the full rules, including how interpolation affects the job-set ID, see environment variable interpolation.

Custom logging

To customize logging, add a logging section. For example, the following configuration adds a timestamp to each log line:

logging:
  # In the format of:
  # https://docs.python.org/3/library/logging.config.html#dictionary-schema-details
  version: 1
  disable_existing_loggers: false
  formatters:
    simple:
      format: '%(asctime)s [%(processName)s/%(threadName)s] %(levelname)s (%(name)s): %(message)s'
      datefmt: '%Y-%m-%d %H:%M:%S'
  handlers:
    console:
      class: logging.StreamHandler
      level: DEBUG
      formatter: simple
      stream: ext://sys.stdout
  root:
    level: INFO
    handlers:
      - console

Disable a job

Jobs are enabled by default. To disable a job, add enabled: false. cronstable validates disabled jobs but skips their execution.

jobs:
  - name: test-01
    enabled: false  # this cron job will not run until you change this to `true`
    command: echo "foobar"
    shell: /bin/bash
    schedule: "* * * * *"

Documentation map

Every feature has its own page in the wiki, and the wiki's sidebar is the full index. Good places to start are Installation, the Configuration Reference, the Web Dashboard tour, and Troubleshooting.

Contributing and license

Bug reports, feature ideas, and pull requests are welcome. For the development setup and how to sign off your commits under the Developer Certificate of Origin (DCO), see CONTRIBUTING.md. For how releases work, see Contributing and Releasing.

The performance benchmarks compare speed and memory use against the latest release on every commit to catch regressions before release.

cronstable is MIT-licensed; for how the repository's licensing is organized, see LICENSING.md.

Security. Report vulnerabilities privately, not in a public issue. SECURITY.md describes the disclosure process, what's in scope (including the hosted relay and the public demo), and what to expect.

Trademarks. The MIT License covers the code, not the brand. cronstable™ and the cronstable logo are trademarks of Parker Loflin; see TRADEMARKS.md. The rendered logo artwork is also excluded from the MIT grant, but the code that draws it is MIT-licensed; see Brand assets.

cronstable is a fork of yacron by Gustavo Carneiro, and it continues development from yacron version 0.19.

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A modern, container-friendly, optionally-distributed, fault-tolerant, highly available, leader-electing, highly configurable, precompiled, multi-architecture, portable, security-hardened, production-ready cron replacement

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