The image is titled “Ontology + Telemetry” at the top and is divided into two main columns: a blue-themed section for “Ontology” on the left, and a purple-themed section for “Telemetry” on the right.
1. Left Section: Ontology At the top left, there is an icon of a network graph with connected nodes. The primary focus of this section is “Traceability & Rollback,” which involves the versioning of configuration and history. It details three key components:
- Graph Versioning (Time-Series Knowledge Graph): Associated with snapshots, event logging, and point-in-time queries. Its main function is “Point-in-time state reconstruction.”
- IaC (Infrastructure as Code) & GitOps: Focuses on declarative modeling, approval pipelines, and audit trails to enable “Code-driven change approval and audit.”
- Validation Rules (Integrity Checks): Utilizes schema constraints and auto-filtering to prevent human error, leading to “Automated physical/logical constraint enforcement.”
2. Right Section: Telemetry At the top right, there is an icon depicting line graphs and fluctuating data waves. The primary focus here is “Meaningful Extraction & Data Compression,” managing the lifecycle of trends and anomalies. It also lists three key components:
- Baseline Management: Uses AIOps and machine learning for contextual normalcy, establishing “ML-driven dynamic thresholds.”
- Drift Detection: Involves monitoring gradual degradation and enables “Tracking gradual degradation for predictive maintenance.”
- Data Lifecycle & Roll-up: Deals with downsampling, resolution adjustment, and storage optimization through “Time-based data downsampling.”
💡 Summary
This infographic outlines a comprehensive framework for managing modern IT infrastructure and data centers. It contrasts and combines two essential pillars: “Ontology,” which handles the static configuration, tracing structural changes and rollbacks, and “Telemetry,” which processes dynamic operational metrics to extract meaningful trends and predict anomalies.
#Ontology #Telemetry #ITInfrastructure #DataCenterManagement #AIOps #ConfigurationManagement #PredictiveMaintenance #GitOps
Lechuck Park 