Uptrace wins on cost efficiency and self-hosting flexibility; Grafana Cloud wins on ecosystem breadth, AI features, and enterprise compliance
| Feature | Uptrace | Grafana Cloud |
|---|---|---|
| Pricing Model | Community edition: free, self-hosted, unlimited data. Cloud: starts at $30/month for 50GB spans + 10GB logs. Pay-as-you-go: $2/GB spans, $1/GB logs, $1/GB metrics. Annual plans available with discounts. | Contact for pricing |
| Best For | Cost-conscious teams standardized on OpenTelemetry | Enterprise organizations needing full-stack observability with AI |
| Deployment Options | Free self-hosted community edition plus managed Uptrace Cloud | Fully managed cloud with Bring Your Own Cloud option |
| Ecosystem Breadth | Focused on traces, metrics, and logs with OTel-native ingestion | Extensive plugin ecosystem with dashboards, ML, synthetic monitoring, and OnCall |
| Compliance | GDPR compliant with EU-only infrastructure in Germany and Finland | SOC 2, GDPR, PCI DSS, FedRAMP High, and DoD IL5 certified |
| Feature | Uptrace | Grafana Cloud |
|---|---|---|
| Core Observability | ||
| Distributed Tracing | Full OTel-native tracing with service graphs | Full tracing via Tempo with Application Observability |
| Metrics Collection | OTel, Prometheus, CloudWatch ingestion | Native Prometheus/Mimir with Adaptive Telemetry |
| Log Management | Unified logs from Vector, FluentBit, OTel | Loki-based aggregation with intelligent filtering |
| OpenTelemetry Support | Native first-class OTel across all signals | Full OTel-native with K8s and App Observability integrations |
| AI and Automation | ||
| AI Assistant | ❌ | Grafana Assistant with agentic AI workflows |
| Adaptive Telemetry | ❌ | Automatic data prioritization saving 35-50% |
| Machine Learning | ❌ | Anomaly detection and forecasting |
| Platform Capabilities | ||
| Alerting | Built-in alerting on all signal types | Context-rich alerts with knowledge graph enrichment plus OnCall |
| Dashboard Visualization | Functional APM-focused dashboards | Industry-leading Grafana dashboards with plugin ecosystem |
| Synthetic Monitoring | Not included | Built-in synthetic monitoring |
| Data Compression | 15-30x via OTel Arrow protocol | Standard ingestion with Adaptive Telemetry reduction |
| Deployment and Compliance | ||
| Self-Hosted Option | Free community edition, all features, no limits | Grafana OSS available separately; Cloud is managed only |
| Compliance Certifications | GDPR with EU-only infrastructure | SOC 2, GDPR, PCI DSS, FedRAMP High, DoD IL5 |
| Data Retention | Configurable; unlimited on self-hosted | 14 days free; 13 months metrics on Pro; custom on Enterprise |
Distributed Tracing
Metrics Collection
Log Management
OpenTelemetry Support
AI Assistant
Adaptive Telemetry
Machine Learning
Alerting
Dashboard Visualization
Synthetic Monitoring
Data Compression
Self-Hosted Option
Compliance Certifications
Data Retention
Uptrace wins on cost efficiency and self-hosting flexibility; Grafana Cloud wins on ecosystem breadth, AI features, and enterprise compliance
This verdict is based on general use cases. Your specific requirements, existing tech stack, and team expertise should guide your final decision.
Uptrace has been in production for over 5 years with more than 1,000 active installations and a 99.9% uptime SLA on its Cloud offering. Built on ClickHouse for high-volume analytical workloads, it processes billions of spans efficiently with 16/5 enterprise support.
Grafana Cloud itself is managed-only, but the underlying open source tools (Grafana, Loki, Tempo, Mimir) can be self-hosted. Bring Your Own Cloud runs the managed platform within your own cloud account for infrastructure control with managed convenience.
Both provide strong OTel support. Uptrace is built from the ground up as OTel-native with it as the primary ingestion method. Grafana Cloud supports OTel natively but also maintains its own agents and formats. Teams fully committed to OTel standards will find Uptrace more tightly aligned.
Uptrace self-hosted offers unlimited retention. Grafana Cloud free tier retains 14 days, Pro extends to 13 months for metrics and 30 days for logs/traces, and Enterprise offers custom retention periods.
Both support OpenTelemetry, so migration is straightforward at the instrumentation level. Redirect OTel exporters to the new endpoint without changing application code. Dashboards, alerts, and queries need recreation in the target platform.