β What is Rundeck?
Rundeck is an open-source tool used for Runbook Automation, designed to help DevOps teams, SREs, and IT operations teams automate routine tasks, reduce toil, and manage scheduled jobs across infrastructure and applications.
It enables you to define, schedule, and execute operational tasks through a web UI, API, or CLI β across any number of servers or environments.
π§ Key Features of Rundeck
Feature | Description |
---|---|
Job Scheduling | Automate scripts or workflows on a schedule or on demand |
Role-Based Access Control (RBAC) | Fine-grained access permissions for users and teams |
Web GUI & CLI/API Access | Manage and trigger jobs through an easy UI or programmatically |
Node Management | Define and control which machines or containers jobs run on |
Plugins and Integrations | Built-in support for Ansible, Chef, Puppet, Kubernetes, Jenkins, etc. |
Notification System | Email, Slack, webhook alerts for job status and failures |
π¦ How Rundeck Helps
In SRE/DevOps Context:
- π Automates routine operational tasks (e.g., restarts, diagnostics)
- β± Reduces on-call burden with self-service jobs
- π§© Standardizes incident response playbooks
- π‘οΈ Improves security via access control to production operations
- π Reduces Toil β one of the core goals in SRE
π οΈ Common Use Cases
Scenario | Example |
---|---|
Self-Service Operations | Developers restart services themselves via a UI |
Incident Response | Run diagnostics, cleanup, or failover steps |
Scheduled Maintenance | Automated backups, log rotation, health checks |
CI/CD Pipeline Step | Trigger post-deploy verification or rollbacks |
Infrastructure Tasks | Restart servers, update firewall rules, etc. |
π§± Rundeck Architecture Overview
- Projects: Containers for your jobs, nodes, configurations
- Jobs: Tasks or workflows you define (shell scripts, API calls, etc.)
- Nodes: Servers/hosts where jobs run (SSH, agentless, or via plugins)
- Executors: Mechanism that actually runs the commands
- Log Storage: Keeps records of job outputs for audits and debugging
π How Rundeck Works: Example Flow
- User clicks a button or API call is triggered
- Rundeck starts a Job (shell script, Ansible playbook, etc.)
- The Job runs on the target nodes you configured
- Logs are collected and stored
- Success/failure is notified via email, Slack, etc.
π§° Getting Started with Rundeck
1. Install Rundeck
# For Debian/Ubuntu
sudo apt-get install openjdk-11-jdk
wget https://download.rundeck.org/rundeck-<version>.war
java -jar rundeck-<version>.war
Or use Docker:
docker run -p 4440:4440 rundeck/rundeck
2. Access Web UI
Go to http://localhost:4440
, login with default admin/admin, and start configuring your first Project and Job.
π Rundeck vs Jenkins vs Ansible
Tool | Primary Use | UI | Self-Service? | Agentless? |
---|---|---|---|---|
Rundeck | Ops automation / runbooks | β | β | β |
Jenkins | CI/CD pipeline execution | β | β | β |
Ansible | Configuration management | β (CLI) | β | β |
π Further Reading
Here’s a detailed history and timeline of Rundeck, including its origin, evolution, and major milestones in the context of DevOps and IT automation.
π History of Rundeck: Overview
Rundeck was created to solve a common pain point in IT operations and DevOps: the need for secure, auditable, and automated execution of routine operational tasks β without needing direct server access.
It was built to enable self-service operations, reduce manual work (toil), and create better boundaries between developers, operators, and infrastructure.
π°οΈ Rundeck Timeline & Major Milestones
Year | Event |
---|---|
2010 | Rundeck open-sourced by SimplifyOps, a company founded by Damon Edwards and Alex Honor. Originally developed as an internal tool for operations orchestration. |
2011 | Rundeck gains adoption in the DevOps and sysadmin communities for automating SSH-based tasks and server orchestration. |
2012 | Introduced Web UI improvements and basic job scheduling. Began being used in small-to-medium enterprise automation. |
2013 | Role-Based Access Control (RBAC) and enhanced logging added. Rundeck begins to be seen as a lightweight alternative to tools like Jenkins for operations teams. |
2015 | Rundeck 2.6.x introduces plugin architecture, enabling custom integrations and better ecosystem support. |
2016 | Launch of Rundeck Pro, the commercial edition with enterprise features such as LDAP, advanced audit logging, and clustering. SimplifyOps rebrands its commercial effort around Rundeck. |
2018 | Rundeck becomes widely adopted in Site Reliability Engineering (SRE) for incident response automation and self-service operations. |
2019 | V3.0 released with a new Vue.js-based UI, enhanced workflow engine, and better API support. |
2020 (Oct) | PagerDuty acquires Rundeck Inc., with the aim of integrating runbook automation into incident response and digital operations. Rundeck becomes a core part of PagerDutyβs platform. |
2021 | Rundeck becomes tightly integrated with PagerDuty to allow auto-remediation, event-driven workflows, and alert-based job triggers. |
2022 | Rundeck Actions introduced: integration into PagerDuty workflows. Rundeck is positioned as a key automation layer for on-call engineers. |
2023 | Rundeck receives enhancements for Kubernetes integration, Ansible, and cloud-native use cases (like ephemeral node orchestration). |
2024β2025 | Ongoing focus on event-driven automation, AI-assisted operations, and low-code workflow builders to make automation even more accessible across orgs. |
π§ Key Contributors
- Damon Edwards β Co-founder of Rundeck, also a co-founder of SimplifyOps and advocate of DevOps/SRE culture.
- Alex Honor β Co-founder and technical architect behind Rundeckβs original system design.
π Evolution of Rundeck’s Role in DevOps & SRE

Era | Focus |
---|---|
2010β2014 | Simple job orchestration and SSH-based remote execution |
2015β2017 | Workflow automation and enterprise-scale deployment support |
2018β2019 | Runbook automation and self-service operations in SRE |
2020β2022 | Integration with incident management (PagerDuty), automation for remediation |
2023βNow | Cloud-native workflows, AI/ML hooks, low-code automation, GitOps integration |
π§° Technologies Integrated with Rundeck Over Time
- CM tools: Ansible, Puppet, Chef
- Cloud: AWS, GCP, Azure (via plugins)
- CI/CD: Jenkins, GitLab CI, Spinnaker
- Kubernetes: kubectl-based orchestration jobs
- Observability: Prometheus, Datadog, PagerDuty
- Security: LDAP, Okta, Vault, RBAC, audit logs
π Notable Resources
Here’s a detailed comparison of the three primary editions of RundeckβCommunity, Enterprise, and Cloudβto help you determine which best fits your operational needs:
π Rundeck Community Edition
Overview: This is the open-source version of Rundeck, ideal for small teams or individual users who require basic automation capabilities without the need for advanced features or official support.
Key Features:
- Workflow execution with community plugins
- Basic job scheduling and execution
- Role-based access control (RBAC)
- Job activity logging
- Key and password encryption(rundeck.com, DevOps School)
Limitations:
- No official support; relies on community forums and documentation
- Lacks advanced features like high availability, clustering, and enterprise integrations
- Manual updates and maintenance required(rundeck.com)
Best For: Small teams, individual developers, or organizations starting with automation and willing to manage infrastructure and updates themselves.(DevOps School)
π’ Rundeck Enterprise Edition
Overview: The Enterprise edition builds upon the Community version, adding features designed for larger organizations that require scalability, advanced integrations, and professional support.
Key Features:
- All Community features plus:
- High availability and clustering support
- Advanced workflow capabilities and visualization
- Enhanced security features, including single sign-on (SSO)
- Certified enterprise plugins (e.g., ServiceNow, Datadog, VMware)
- Professional support with service-level agreements (SLAs)(resources.rundeck.com, rundeck.com)
Limitations:
- Requires self-hosting and infrastructure management
- Higher cost due to licensing and potential infrastructure needs(docs.rundeck.com)
Best For: Medium to large enterprises that need robust automation capabilities, integration with existing enterprise tools, and professional support.(Reddit)
βοΈ Rundeck Cloud (Runbook Automation SaaS)
Overview: Rundeck Cloud offers the features of the Enterprise edition as a fully managed Software-as-a-Service (SaaS) solution, eliminating the need for self-hosting and infrastructure management.
Key Features:
- All Enterprise features plus:
- Fully managed and hosted by PagerDuty
- Automatic updates and maintenance
- Built-in high availability and scalability
- Secure access with compliance to industry standards
- Quick setup without the need for provisioning infrastructure(PagerDuty, DevOps School)
Limitations:
- Less control over the underlying infrastructure
- Some administrative roles (e.g.,
opsadmin
,fulladmin
) are not available; the highest role isappadmin
- Certain job execution steps may require configuration of Runners for local execution(docs.rundeck.com, DevOps School)
Best For: Organizations seeking a hassle-free, scalable automation solution with minimal infrastructure overhead, or those looking to quickly implement automation without extensive setup.
π Feature Comparison Summary
Feature | Community | Enterprise | Cloud (SaaS) |
---|---|---|---|
Workflow Execution | β | β | β |
Community Plugins | β | β | β |
Certified Enterprise Plugins | β | β | β |
High Availability & Clustering | β | β | β |
Advanced Workflow Visualization | β | β | β |
Role-Based Access Control (RBAC) | β | β | β |
Single Sign-On (SSO) | β | β | β |
Professional Support | β | β | β |
Automatic Updates | β | β | β |
Infrastructure Management | Manual | Manual | Managed |
Quick Setup | β | β | β |
Hereβs a clear evolution of names and branding for Rundeck and its associated editions over time, including how it transitioned after its acquisition by PagerDuty:
πΈοΈ Name Evolution Timeline of Rundeck and Its Editions
Year | Name | Description / Notes |
---|---|---|
2010 | Rundeck (Open Source) | Initial open-source release by SimplifyOps for operational automation |
2016 | Rundeck Community Edition | Officially distinguished from the commercial edition; open-source and freely available |
2016 | Rundeck Pro | Commercial, enterprise-grade version with enhanced features like clustering, audit logs, and support |
2018β2019 | Rundeck Enterprise Edition | “Rundeck Pro” branding evolved to “Enterprise” for better alignment with market language |
2020 (Q4) | PagerDuty acquires Rundeck | Company and product integrated into PagerDutyβs digital operations platform |
2021 | Rundeck Cloud (Beta) | SaaS version of Rundeck launched as part of PagerDutyβs platform offerings |
2022 | PagerDuty Runbook Automation | Rebranded version of Rundeck Enterprise and Cloud, fully integrated with PagerDuty services |
2023β2025 | PagerDuty Process Automation / Runbook Automation | Continued evolution under PagerDuty, with low-code builder and AI enhancements; Community edition remains separately maintained on GitHub |
π Current Naming Breakdown
Old Name | New Name (as of 2024) | Notes |
---|---|---|
Rundeck Community | Rundeck Open Source (Community) | Still maintained on GitHub |
Rundeck Enterprise | PagerDuty Runbook Automation (Self-Managed) | Self-hosted enterprise version with enterprise-grade features |
Rundeck Cloud | PagerDuty Runbook Automation (Cloud) | Fully managed SaaS version |
Rundeck Pro | Deprecated | Superseded by “Enterprise” and later by “Runbook Automation” |
Rundeck Actions | Integrated into PagerDuty Workflows | Actions can be used in event-driven automation in PagerDuty |
π§ Summary View
Edition | Old Name | New Name | Hosted? | Maintained By |
---|---|---|---|---|
Community | Rundeck Community | Rundeck Open Source | Self-hosted | Open Source (OSS) by PagerDuty |
Enterprise | Rundeck Pro / Enterprise | PagerDuty Runbook Automation (Self-Managed) | Self-hosted | PagerDuty |
Cloud | Rundeck Cloud | PagerDuty Runbook Automation (Cloud) | SaaS | PagerDuty |
Hereβs a detailed list of popular and real-world use cases of Rundeck, covering how organizations and SRE/DevOps teams use it across various environments:
π Popular Use Cases of Rundeck
Category | Use Case | What Rundeck Does |
---|---|---|
π§ Self-Service Operations | Let devs restart services or clear cache without root access | Rundeck offers a GUI/API to trigger predefined jobs safely |
π οΈ Incident Response Automation | Automatically collect logs, restart services, or run diagnostics | Rundeck jobs can be triggered by alerts or responders in PagerDuty |
π¦ Application Deployment | Push code, update configs, roll back releases | Create a secure job pipeline triggered on demand or on schedule |
π Scheduled Jobs | Backup databases, clean old logs, rotate certificates | Replace crontabs with centralized, auditable workflows |
π₯ Infrastructure Tasks | Provision, reboot, or patch servers | Rundeck can execute commands on fleets of servers via SSH or API |
π Secure Access & Delegation | Give non-ops teams limited access to infra tasks | Use RBAC to restrict who can run what without direct SSH access |
π§ͺ Pre-production Checks | Run health checks before deployments or maintenance | Define jobs that validate system state before proceeding |
π Audit & Compliance | Track who did what and when | Rundeck logs every action with timestamp and user context |
π§° Automation Gateway | Wrap Ansible, Terraform, or shell scripts into a UI/API | Rundeck can execute external tools and normalize output |
π§© CI/CD Pipeline Extension | Add operational steps post-deployment (smoke test, restart) | Integrate Rundeck into Jenkins/GitLab pipelines for ops tasks |
π©οΈ Cloud Automation | Start/stop cloud instances, scale services, rotate secrets | Use cloud provider APIs from Rundeck jobs |
π₯ Onboarding & Offboarding | Automate account setup, email, access provisioning | Build workflows that touch LDAP, IAM, and systems securely |
π¨ Alert-Based Automation | Respond to alerts by auto-running jobs | Trigger Rundeck jobs via PagerDuty or webhook from Prometheus |
π§ Example Scenarios
1. π Self-Service Restart Job
- Developer logs in to Rundeck
- Clicks “Restart Service XYZ” β Rundeck runs SSH job on server
- No need for ops team intervention or sudo access
2. π Automated Diagnostic Collection
- PagerDuty incident triggers Rundeck job
- Job gathers logs, system metrics, and restarts the affected process
- Cuts time-to-resolution drastically
3. π Daily Health Check
- Scheduled Rundeck job runs every morning:
- Checks disk space
- Validates service status
- Sends Slack/email summary
4. π§ͺ Pre-deployment Validator
- Before deployment, Rundeck:
- Pings DB
- Checks API uptime
- Runs integration smoke tests
- If success, greenlights deployment
π‘ Why These Use Cases Matter
Benefit | Why Itβs Important |
---|---|
π§ Reduces Toil | Teams automate repetitive tasks |
π§ Enforces Access Control | No risky sudo access or manual logins |
β‘ Speeds Response Time | Incidents can trigger automation |
π Improves Compliance | Full visibility into operational actions |
π§βπ» Empowers Developers | Reduces ops bottlenecks via self-service |
π Scales with Team/Infra | One job definition can serve hundreds of nodes |
Absolutely! Here’s a comprehensive breakdown of the Rundeck Architecture, designed for DevOps, SRE, and Platform Engineering teams.
ποΈ What is Rundeck Architecture?
Rundeck Architecture is built around the idea of securely executing operations (aka runbooks) across distributed infrastructureβvia a central web UI, CLI, or APIβwhile handling access control, auditability, workflows, and job orchestration.
π― High-Level Components
1. Web Interface (GUI)
- User-friendly UI to define, schedule, and run jobs.
- Shows execution logs, results, job status, and history.
- Integrated with role-based access controls (RBAC).
2. Rundeck Server (Core Engine)
- Central coordination unit of Rundeck.
- Responsible for:
- Managing job definitions
- Scheduling
- Node dispatching
- Logging and state tracking
- Can run on-prem, in containers, or via cloud/SaaS.
3. Execution Nodes
- Remote hosts where jobs are executed.
- Agentless: Rundeck uses SSH or plugins to connect to these nodes.
- Node lists can be static or dynamic (via scripts or cloud inventory plugins).
4. Job Executor
- Executes shell commands, scripts, or external tools (Ansible, kubectl, etc.).
- Supports workflows, steps, pre/post hooks, and parallel/serial execution.
- Jobs can be scheduled, triggered via UI/API, or run via events (e.g., from PagerDuty).
5. Plugin System
- Rundeck supports pluggable modules for:
- Node sources (e.g., AWS EC2, GCP, Azure)
- Job steps (e.g., Ansible, Python, Terraform)
- Notification (email, Slack, webhook)
- Storage backends and authentication
6. Database
- Stores metadata such as:
- Job definitions
- Execution history
- User roles & projects
- Common choices: H2 (default), MySQL, PostgreSQL.
7. File System or Storage Layer
- Stores logs and outputs of job runs.
- Optionally uses cloud storage (S3, etc.) or local disk.
π Security & Access Control
- RBAC (Role-Based Access Control): Define fine-grained permissions per user/group/project.
- API Tokens: For automation clients.
- LDAP/SSO: Supported via Enterprise Edition.
- Audit Logging: Complete traceability for every action.
π Rundeck Communication Model
+------------------+
| Web Interface |
| or API Client |
+--------+---------+
|
v
+--------+---------+
| Rundeck Server |
| (Scheduler/Logic)|
+--------+---------+
|
+-----+------+
| Job Executor|
+-----+------+
|
+-----+------+
| Target Node |
| (SSH/Plugin) |
+-------------+
π Job Flow
- User/API schedules or triggers a job
- Rundeck dispatches to node(s) via SSH or a plugin
- Logs and job outputs are captured centrally
- Results sent to Slack/Email/Webhook, and stored in logs
π§© Supported Integrations
Tool | Type | Use |
---|---|---|
Ansible | Job Step Plugin | Use playbooks |
Terraform | Script Step | Infra automation |
Kubernetes | Node source + kubectl jobs | Cloud-native orchestration |
AWS/GCP/Azure | Node discovery plugins | Cloud instance management |
PagerDuty | Trigger jobs on incidents | Incident response |
Slack/Email | Notification plugins | Alerts and status sharing |
π§± Cluster Mode (Enterprise Edition)
- High Availability (HA) with multiple Rundeck servers
- Shared DB and storage
- Load balancing job execution
- Best for enterprise environments and large-scale operations
β Benefits of Rundeckβs Architecture
Benefit | Description |
---|---|
Agentless | No need to install anything on target nodes |
Scalable | One server can manage hundreds/thousands of nodes |
Auditable | Every action logged with user/time/output |
Modular | Easily extend via plugins |
Secure | Controlled access to sensitive tasks |
Versatile | Works across cloud, on-prem, containerized systems |
π Example: Real-World Deployment
- 1 Rundeck server (containerized, on K8s)
- 500+ Linux VMs (EC2, Azure) as nodes
- Jobs to restart services, deploy apps, clear cache
- LDAP auth + Slack notification + Ansible + kubectl

Here’s a comprehensive list of all key Rundeck Terminologyβincluding core concepts, architectural elements, job components, and integrationsβused across both Community and Enterprise editions.
π Rundeck Terminology Reference
Term | Description |
---|---|
Project | A logical container for all Rundeck resources like jobs, nodes, settings, and plugins. Used to isolate and organize workflows. |
Job | A defined sequence of steps or tasks that Rundeck executes. Jobs can be run manually, scheduled, or triggered via API/webhook. |
Workflow | A set of sequential or parallel steps that make up a job. Workflows can include scripts, commands, or plugin executions. |
Step | A single unit of action inside a workflow (e.g., run a script, execute an Ansible playbook). |
Node | A remote machine (server, container, VM, etc.) where jobs are executed. Rundeck can connect via SSH or plugin mechanisms. |
Node Source | The mechanism used to populate the list of nodes (e.g., static file, AWS EC2 plugin, Kubernetes API). |
Execution | A single run instance of a job. Rundeck stores logs and metadata for each execution. |
Log Output | The output generated during a jobβs execution. Viewable in the UI or stored on disk/cloud. |
Options | Input variables for jobs (e.g., version number, environment name) that users can supply at runtime. |
Job Reference | A workflow step that allows you to call another Rundeck job (i.e., nested or reusable jobs). |
Notification | Mechanism to send alerts about job success/failure (e.g., email, Slack, webhook). Configurable per job or globally. |
Schedule | Time-based triggers for jobs using cron syntax or interval timers. |
Runbook | A formalized procedure encoded as a Rundeck job or job workflow. Often used for incident response or maintenance. |
ACL Policy | Access Control List (YAML or JSON) that defines what users or roles can do within a project (run jobs, view logs, etc.). |
RBAC | Role-Based Access Control β used to enforce who can view/run/edit jobs, nodes, and system settings. |
Plugin | Extendable component to integrate with tools and platforms (e.g., Ansible, AWS, Kubernetes). Plugins exist for node sources, workflow steps, storage, and notifications. |
Executor | The engine that processes job steps and sends them to the node for execution. |
Command Dispatcher | The component that takes the command from a job step and sends it to the target node. |
Storage Backend | System used to store job logs and outputs (e.g., local disk, S3, GCS). |
Execution Context | Metadata about the job run (e.g., user, start time, job options). Available for logging and logic branching. |
** Rundeck CLI (rd )** | A command-line interface to interact with Rundeck (trigger jobs, view logs, upload jobs, etc.). |
API Token | A token used for authenticating REST API calls, often for automation or CI/CD pipelines. |
Webhooks | URLs that external systems can call to trigger Rundeck jobs (e.g., from GitHub or PagerDuty). |
Service Account | Non-human user account used to run jobs or automate tasks securely. |
Cluster Mode | Rundeck Enterprise feature for deploying multiple Rundeck servers in HA configuration. |
Node Filter | A syntax to select one or more nodes based on tags, OS, hostname, etc. |
Context Variables | Special variables like ${job.username} , ${option.environment} used inside jobs. |
Execution ID | A unique identifier assigned to each job run. |
Job UUID | A globally unique ID for a job, useful for referencing it in scripts or APIs. |
Job Group | Hierarchical folder structure to organize jobs in the UI. |
Ansible Plugin | Allows Rundeck to run Ansible playbooks or modules as workflow steps. |
Terraform Step Plugin | Enables use of terraform apply , plan , etc., in Rundeck workflows. |
Node Health Check | Jobs or scripts that validate whether nodes are alive and ready for execution. |
Runbook Automation | Term used post-PagerDuty acquisition to describe Rundeckβs capability to automate routine operational tasks. |
Activity Feed | UI feature showing recent job executions and system activity. |
Execution Lifecycle Plugin | Custom logic hooks that trigger before/after job runs for advanced use cases (e.g., logging, validation). |
π§ Common Terminology Confusion Clarified
Term | Often confused with | Clarification |
---|---|---|
Job | Cron job | Rundeck jobs can include complex workflows, not just simple commands |
Node | Rundeck Server | Nodes are targets; the server is the orchestrator |
Workflow | Job itself | Workflow is the contents of the job (its execution logic) |
Runbook | Documentation | In Rundeck, it’s an executable process, not just a text file |

Here’s a clear explanation of the Rundeck Basic Workflow, perfect for beginners or teams implementing Rundeck for the first time.
π Rundeck Basic Workflow: Step-by-Step
This describes the standard flow from job creation to execution and logging.
π 1. Create a Project
- A Project is the top-level container in Rundeck.
- Each project holds:
- Jobs
- Node definitions
- ACL policies
- Plugins/configuration
rd projects create --project my-project
π οΈ 2. Define Nodes (Targets)
- Nodes are the machines or environments where jobs will run.
- Methods:
- Static file (
resources.xml
or YAML) - Cloud-based discovery (AWS, Azure, Kubernetes, etc.)
- Script-based plugin
- Static file (
- hostname: web01.example.com
username: ubuntu
tags: web
π§± 3. Create a Job
- Jobs are defined using:
- GUI
- YAML/XML
- REST API
- Rundeck CLI (
rd jobs
)
- Jobs contain:
- Steps (commands/scripts)
- Node filters
- Options (parameters)
- Notifications
- Scheduling (cron)
π§ 4. Configure Workflow
- Define one or more Steps:
- Inline shell script
- External scripts
- Ansible/Terraform/kubectl
- Choose execution type:
- Sequential
- Parallel
- Node-first vs. Step-first
β° 5. Schedule or Trigger the Job
- Manual: via UI or CLI
- Scheduled: cron-based
- API/Webhook: from Jenkins, GitHub, or external alerting tools
rd run -j "backup-job"
βοΈ 6. Execution on Nodes
- Rundeck server connects to nodes (via SSH, WinRM, plugins).
- Executes each job step in order.
- Context variables and options are passed to scripts.
π¬ 7. Notifications (Optional)
- Send job status to:
- Slack
- Webhook
- PagerDuty
- Configurable per job or globally
π 8. Logging and Output
- Each job run is recorded:
- Start/End time
- User
- Node output logs
- Status (SUCCEEDED/FAILED)
- View logs in UI or export via CLI/API
rd executions follow 12345
π§ Rundeck Basic Workflow Visual Summary:
[ Project ]
β
[ Job Definition ]
β
[ Workflow Steps ]
β
[ Node Selection ]
β
[ Job Execution ]
β
[ Notification & Logs ]
β Summary: Why This Matters
Step | Purpose |
---|---|
Project | Organize jobs and configs |
Nodes | Target environments |
Job | Defines what will run |
Workflow | Logic and steps |
Execution | Actual run time on node |
Notification | Alerting and visibility |
Logging | Audit and debugging |

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