Operate
The Operate phase involves the day-to-day running of the software. This is where the value is delivered to the user.
Operations & Reliability
The goal is to ensure high availability, reliability, and performance.
- Capacity Planning: Ensuring there are enough resources (CPU, RAM, Storage) to handle user load.
- Incident Management: Responding to outages or service degradations.
- Chaos Engineering: Proactively testing system resilience by simulating failures.
- Security Operations (SecOps): Defending against active threats.
Key Deliverables
- Service Level Agreements (SLAs) Reports
- Incident Reports
- Operational Runbooks
How AI Can Help: Operations
AI is critical for managing the complexity of modern distributed systems:
- Self-Healing: AI enables systems to recover automatically by rerouting traffic or faster scaling. Cisco AppDynamics uses AI to minimize downtime.
- Intelligent Incidence Response: PagerDuty uses ML to automate incident triage and improve alert routing.
- Security: Palo Alto Networks and Splunk use AI to detect and block threats in real-time.