- **DevOps, MLOps, SecOps, FinOps** – different types of day-to-day work needed to keep systems running.
- DevOps: setting up and maintaining servers and code deployments.
- MLOps: preparing and running machine-learning models in production.
- SecOps: keeping systems secure and watching for threats.
- FinOps: tracking and controlling cloud spending.
- **Cluster management** – controlling a group of computers that work together as one large system.
- **GPU scaling** – adding or removing graphics processors to match how much computing power a task needs.
- **Container orchestration** – automating how small packaged apps (containers) are started, stopped, and moved around machines.
- **SOC 2 Type II certified** – an independent audit confirming that a company’s security and data handling meet strict standards, and that they follow those rules consistently over time.
- **Hybrid setups** – using both company-owned computers (on-premises) and rented cloud computers at the same time