Observe Vast.ai renter instances and Serverless resources using actionable state, logs, queue, utilization, balance, and cost signals. Use when building dashboards, alerts, or release telemetry. Trigger with: "monitor Vast.ai", "alert on Vast.ai instances", "observe Vast.ai Serverless".
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---
name: vastai-observability
description: >-
Observe Vast.ai renter instances and Serverless resources using actionable state, logs, queue, utilization, balance, and cost signals. Use when building dashboards, alerts, or release telemetry. Trigger with: "monitor Vast.ai", "alert on Vast.ai instances", "observe Vast.ai Serverless".
allowed-tools: Read, Grep, Write, Edit
version: 2.0.0
argument-hint: '[resource-scope-slos-and-alert-destinations]'
model: inherit
effort: high
license: MIT
author: Jeremy Longshore <jeremy@intentsolutions.io>
tags:
- saas
- vastai
- observability
- alerts
- serverless
compatibility: 'Requires read-scoped Vast.ai access, resource labels, durable telemetry storage, and named responders.'
---
# Vast.ai Control-Plane Observability
## Overview
Measure provider state and workload health separately. Alerts must identify a resource, threshold, evidence link, responder, and safe action; a dashboard without terminal-state and billing coverage is incomplete.
## Prerequisites
- Instance, endpoint, workergroup, deployment, and account scopes
- Latency, error, queue, utilization, state-age, balance, and cost objectives
- Collection interval, retention, alert routing, and incident owner
## Instructions
### Step 1: Inventory labeled resources
Map instance labels and Serverless IDs to service, environment, release, cost center, and owner.
### Step 2: Collect structured control state
Read instance actual status, timestamps, price, disk, and endpoints; collect endpoint/workergroup status, logs, and deployment versions.
### Step 3: Collect workload signals
Measure request/job success, latency, queue time, GPU utilization, memory, disk, checkpoint age, and last successful artifact.
### Step 4: Add billing protection
Track credit balance, instance and storage charges, active/stopped age, and orphaned resources. Alert before balance or cleanup risk becomes urgent.
### Step 5: Define stateful alerts
Alert on terminal states, excessive transition age, queue/SLO breach, checkpoint staleness, low balance, and cleanup failure with deduplication.
### Step 6: Test the path
Inject a canary event or threshold breach, verify delivery and ownership, then record recovery and false-positive behavior.
## Authentication
Use read-only keys for collectors and distinct secrets for alert sinks. Never put a mutation-capable Vast.ai key in dashboards or telemetry processors.
## Tool Discipline
Use Read and Grep to inspect manifests, configuration, provider output, and existing tests before proposing a mutation. Use Write or Edit only for the approved plan, implementation, test, or redacted receipt; do not create, update, destroy, or fund Vast.ai resources without explicit operator approval.
## Output
- Resource-to-owner inventory and telemetry schema
- Dashboard and actionable alert definitions
- Alert-path test, retention, and unresolved coverage receipt
Return resource scope, collection interval, SLOs, tested alert, responder, evidence location, and blind spots.
## Examples
A dashboard separates an instance's `running` state from workload request success, pages on stale external checkpoints and low balance, and assigns stopped-storage leaks to the billing owner.
## Error Handling
| Failure | Response |
| --- | --- |
| Collector receives 403 | Add only the documented read category needed by that metric. |
| Resource is missing from inventory | Quarantine the alert and assign ownership before automated action. |
| Metrics lag exceeds the SLO | Mark the dashboard stale and use direct provider state during incidents. |
| Alert contains a secret or payload | Disable the route, scrub data, rotate credentials, and narrow fields. |
## Resources
- [First-party source notes](references/official-docs.md)
- [Serverless logging](https://docs.vast.ai/guides/serverless/logging)
- [Manage instances](https://docs.vast.ai/guides/instances/manage-instances)
- [Notification webhooks](https://docs.vast.ai/guides/reference/notification-webhooks)