OpenTelemetry Traces, Metrics and Logs, Stored Where They’re Collected

Netdata uses predictable per-node pricing for infrastructure monitoring, with no charges for metrics volume, Logs Monitoring (querying logs in place), users, data retention or containers. Dash0 charges per data item (logs, spans, metrics), creating variable costs based on usage volume. For infrastructure monitoring workloads, this typically results in 90% cost reduction with Netdata. Calculate your savings.

Yes. Since Dash0 uses OpenTelemetry, you can configure your OTel Collectors to also export metrics, logs and traces to a Netdata Agent over OTLP/gRPC while keeping Dash0 in parallel. Netdata also auto-discovers infrastructure via native collectors. Our customer success team provides migration guidance for paid plans. Learn about deployment options.

Yes. Netdata ingests OpenTelemetry traces over OTLP on the same agent that collects your metrics and logs. Spans are stored and indexed on your own infrastructure, and the Traces tab in Netdata Cloud gives you a duration heatmap, filters by service, span name and duration, a full waterfall for every trace, and every span attribute your instrumentation recorded. Dash0 is built around spans and goes further on span analysis; Netdata computes RED analysis from the stored spans. The difference that matters most is where traces live: on your agents, next to per-second metrics and logs from the same nodes, rather than in a SaaS backend. Explore distributed tracing.

Netdata’s distributed edge architecture processes data where it’s generated, eliminating centralized bottlenecks and data backhaul costs. Each agent is a complete observability engine with local ML, storage, and dashboards. This design is validated by the University of Amsterdam as the most energy-efficient monitoring solution. Understand the architecture.

Minimal to none. Netdata auto-discovers 800+ integrations including systems, containers, applications, and services. Dashboards generate algorithmically. Machine learning trains automatically. Configuration is only needed for services requiring authentication (databases, APIs) or custom applications. Dash0 requires extensive OpenTelemetry Collector setup. See zero configuration in action.

Yes. Netdata offers full on-premises deployment including Netdata Cloud On-Prem for complete air-gapped environments. All observability data stays within your infrastructure. Dash0 is SaaS-only with no self-hosted option. Explore on-premises deployment.

Netdata trains 18 unsupervised ML models per metric at the edge, achieving 99% false positive reduction through consensus. This runs on every metric automatically from day one. Dash0’s Agent0 provides 5 specialized AI agents for specific tasks (troubleshooting, PromQL, onboarding, traces, dashboards) but requires prompts. Both approaches are valuable - Netdata focuses on automated detection, Dash0 on interactive assistance. Learn about Netdata’s ML.

Keep it. Netdata ingests OpenTelemetry metrics, logs and traces, so your existing OTel instrumentation continues working. Netdata accepts OTLP over gRPC and HTTP: gRPC listens by default, and SDKs that export OTLP/HTTP need the HTTP listener turned on in otel.yaml, or an OpenTelemetry Collector in between. Netdata also provides native collectors that auto-discover infrastructure without OTel configuration. You gain flexibility: use OTel where you have it, native collectors where you don’t. Explore integrations.

Netdata provides comprehensive Kubernetes monitoring via Helm chart deployment. Auto-discovers pods, containers, nodes, services, and volumes. Monitors both Kubernetes components and applications running within. No manual configuration required. Dash0 also supports Kubernetes via operator but requires OTel Collector setup. See Kubernetes monitoring.

Netdata covers logs at two levels. Logs Monitoring queries systemd-journal files directly without log shipping, central clusters, or ingestion pipelines, eliminating 90% of traditional log management costs while providing full field indexing and 200× query accuracy; Windows Event Logs, ETW, TraceLogging and macOS unified logs are supported natively. Logs Management collects, stores and indexes logs from any source (syslog, Kubernetes, files, applications, cloud services) through the OpenTelemetry Collector into the Netdata log store. Dash0 provides 30-day log retention with Log AI. Understand logs management.

Yes. Netdata’s distributed architecture scales linearly to 100,000+ nodes without bottlenecks. Each agent operates independently, and Parents aggregate data without becoming single points of failure. Proven at 4.5+ billion metrics/second globally. Dash0’s centralized architecture ties scalability to backend capacity with documented limits (2,000 spans/trace, 512 dashboards/dataset). Learn about scalability.

Netdata offers community support (Discord, forums, GitHub), Business support (email/ticket with SLA), and Enterprise support (24/7, dedicated teams, phone). Professional services include implementation assistance, architecture design, and training. Dash0 provides in-product chat, Slack, and email support with 48-hour target response. Explore support options.

Neither platform charges per seat. Netdata provides Spaces (physical isolation) and Rooms (logical isolation) for multi-tenant scenarios, plus RBAC, SSO via OIDC/Okta, and SCIM for LDAP/AD group mapping. Dash0 offers team features and AWS Identity Center integration. Learn about collaboration.

Netdata: 60 seconds. One-line install, auto-discovery, algorithmic dashboards, point-and-click analysis. No query languages required. Dash0: Days to weeks. Requires OpenTelemetry expertise, PromQL knowledge, Perses dashboard familiarity, and OTel Collector configuration skills. Customer quote: ‘For developers used to tools like Grafana, adapting to Dash0’s approach requires a bit of a learning curve.’ See ease of use.

Yes. Because both are OpenTelemetry-native, one Collector can dual-feed metrics, logs and traces to both platforms, so you can compare the same traces side by side during evaluation or migration. Teams that rely on Dash0’s span analysis or Agent0 can keep it for application tracing while Netdata covers infrastructure, with its own copy of the traces next to it. Explore deployment strategies.