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What Observability Tools Are Available to Manage Serverless Inference Workloads on Vultr?

Updated on 15 September, 2025

Overview of observability tools for monitoring and managing Vultr Serverless Inference workloads through the portal, API, and CLI


Vultr Serverless Inference lets you monitor and manage inference workloads through the Vultr Customer Portal, API, or CLI. You can track API status, execution logs, and overall resource usage, gaining visibility into workload health and operational state.

For advanced monitoring and alerting capabilities, Vultr supports integration with external observability platforms via APIs and logging agents. This integration lets you export logs and metrics to tools like Grafana, Loki, and Prometheus, facilitating real-time monitoring, custom dashboards, and automated alerting based on predefined thresholds.