See everything. Debug anything.
LinqProtocol includes a complete observability stack out of the box. Prometheus for metrics, Grafana for visualization, Loki for logs. The same tools used by Netflix, Uber, and CERN.
Deploy NowYou can't fix what you can't see
Production issues happen. When they do, you need answers:
- •Is the app running?
- •Why is it slow?
- •What's consuming resources?
- •What happened at 3:47am?
Most decentralized compute platforms give you... nothing. Maybe basic logs if you're lucky.
LinqProtocol gives you enterprise-grade observability from day one.
Industry-standard tools, zero setup
Prometheus
The de facto standard for metrics collection in cloud-native environments.
What it does
- Scrapes metrics endpoints from your applications
- Stores time-series data
- Powers alerting rules
- Enables powerful queries with PromQL
What you get
- CPU usage over time
- Memory consumption
- Request rates and latencies
- Custom application metrics
Grafana
The visualization layer that turns metrics into insights.
What it does
- Creates dashboards from Prometheus data
- Supports custom queries and panels
- Enables alerting and notifications
- Provides exploration tools
What you get
- Pre-built dashboards for common metrics
- Custom dashboard creation
- Drill-down into specific time ranges
- Share dashboards with your team
Loki
Log aggregation designed for cloud-native environments.
What it does
- Collects logs from all containers
- Indexes and stores log data
- Enables searching across all logs
- Integrates with Grafana for unified UI
What you get
- Centralized logs from all your deployments
- Search by container, namespace, or content
- Correlation with metrics
- Log-based alerting
Your deployments at a glance
Every deployment in LinqProtocol includes access to:
Status Overview
Is it running? Any errors?
Resource Metrics
CPU and memory usage over time
Log Stream
Real-time logs from your containers
Debug Panel
Pod-level and namespace-level diagnostics
Access everything from the LinqProtocol dashboard without additional setup.
Comprehensive metrics out of the box
Container Metrics
- •CPU usage (cores, percentage)
- •Memory usage (bytes, percentage)
- •Network I/O (bytes in/out)
- •Filesystem usage
Kubernetes Metrics
- •Pod status and restarts
- •Deployment replica counts
- •Resource limits vs. usage
- •Event logs
Application Metrics
- •Request count and rate
- •Response latencies (p50, p95, p99)
- •Error rates
- •Custom metrics (if your app exposes them)
Provider Metrics
- •Provider capacity and utilization
- •Network latency
- •Uptime statistics
Every log, searchable
Logs are streamed from your containers to Loki and available in the dashboard.
Features:
Best practices:
- • Use structured logging (JSON) for better searchability
- • Include request IDs for tracing
- • Don't log sensitive data
When things go wrong
Issues Panel
Surfaces critical information about your deployment:
- •Container restart reasons
- •Failed health checks
- •Resource exhaustion warnings
- •Scheduling issues
Pod-Level Diagnostics
Drill into specific pods to see:
- •Current status and events
- •Resource allocation vs. usage
- •Container logs
- •Network connectivity
Namespace-Level View
See all pods in your deployment:
- •Which are healthy
- •Which are failing
- •Recent events
Get notified before users complain
Coming soon: configure alerts based on metrics thresholds.
Example Alerts:
- CPU usage > 90% for 5 minutes
- Error rate > 1% for 10 minutes
- Pod restarts > 3 in 1 hour
- Custom metric conditions
Notifications via:
What you get vs. other platforms
| Feature | LinqProtocol | Other DePIN | Basic Cloud |
|---|---|---|---|
| Metrics collection | Prometheus | None | Proprietary |
| Visualization | Grafana | None | Proprietary |
| Log aggregation | Loki | Basic logs | Proprietary |
| Open standards | Yes | - N/A | No |
| Included in price | Yes | - N/A | Extra cost |