Orchestration & Automation
Leveraging Ansible, Apache Airflow, and SaltStack to provision, schedule, and manage global HPC resources seamlessly.
Defining the Self-Configuring Cluster
In 2026, scale is achieved through the total elimination of manual configuration. **Malgukke** implements **Event-Driven Orchestration** using the most resilient open-source engines. By combining **Configuration Management** with **Workflow Scheduling**, we ensure that your HPC infrastructure not only deploys itself but also autonomously manages complex task dependencies across hybrid sites.
Ansible & SaltStack Management
**Ansible** serves as our primary engine for agentless infrastructure automation, handling node provisioning and parallel configuration with ease. For environments requiring real-time, event-based orchestration at extreme scale, we utilize **SaltStack**, ensuring that thousands of compute nodes maintain a consistent desired state without configuration drift.
- Agentless configuration via Ansible Playbooks
- High-speed remote execution with SaltStack
Workflow Scheduling with Airflow
Managing complex data pipelines requires more than a simple cron job. **Apache Airflow** allows us to author, schedule, and monitor HPC tasks as Directed Acyclic Graphs (DAGs). This ensures that data ingestion, preprocessing, and final simulations are executed in the correct sequence with automated retry logic upon failure.
- Dynamic pipeline generation as code
- Real-time task monitoring and error alerting
Automation Logic: Configure -> Orchestrate -> Execute
| Requirement | Primary Tool | Operational ROI |
|---|---|---|
| Node Provisioning | Ansible | Rapid deployment of thousands of CPU/GPU nodes |
| Real-time Compliance | SaltStack | Instant remediation of configuration drift |
| HPC Task Lifecycle | Apache Airflow | Fail-safe execution of multi-step simulations |