Kubernetes with Data Engineering approach — 4 Log Collection in Kubernetes with Loki, Promtail, MinIO, and Grafana

Kubernetes log management enlists the help of Loki, Promtail, MinIO, and Grafana to glean, stow, and display logs from containerized realms with precision. Loki, a Grafana Labs offspring, leans on a label-based strategy to trim down storage necessities, boosting query performance in the process. Promtail takes on the role of the nimble log agent, relaying logs to Loki for centralized consolidation. Grafana excels in crafting dynamic dashboards for log visualization from diverse sources, facilitating brisk performance monitoring and anomaly detection in a microservices landscape.