Chapter 3 · Backends
Where your telemetry comes to rest.
OpenTelemetry produces the data; a backend stores, indexes and lets you query it. Here are 12 widely used options — open-source and commercial — compared on the things that matter.
12 of 12 backends
Jaeger
OSSThe CNCF-graduated distributed tracing system.
- Traces
- Metrics
- Logs
- Profiles
OTLP nativedetails →Prometheus
OSSThe de-facto standard for cloud-native metrics.
- Traces
- Metrics
- Logs
- Profiles
OTLP nativedetails →Grafana LGTM stack
OSSLoki, Grafana, Tempo, Mimir — and Pyroscope for profiles.
- Traces
- Metrics
- Logs
- Profiles
OTLP nativedetails →SigNoz
OSSOpenTelemetry-native APM in a single application.
- Traces
- Metrics
- Logs
- Profiles
OTLP nativedetails →ClickStack
OSSClickHouse, the OTel Collector and HyperDX, bundled.
- Traces
- Metrics
- Logs
- Profiles
OTLP nativedetails →VictoriaMetrics
OSSResource-efficient, Prometheus-compatible storage.
- Traces
- Metrics
- Logs
- Profiles
OTLP nativedetails →Elastic Observability
CommercialSearch-first observability on Elasticsearch.
- Traces
- Metrics
- Logs
- Profiles
OTLP nativedetails →Honeycomb
CommercialHigh-cardinality, wide-event exploration.
- Traces
- Metrics
- Logs
- Profiles
OTLP nativedetails →Datadog
CommercialThe broad, all-in-one monitoring platform.
- Traces
- Metrics
- Logs
- Profiles
OTLP via collectordetails →New Relic
CommercialFull-stack observability with a native OTLP endpoint.
- Traces
- Metrics
- Logs
- Profiles
OTLP nativedetails →Dynatrace
CommercialAutomated, AI-assisted enterprise observability.
- Traces
- Metrics
- Logs
- Profiles
OTLP nativedetails →Zipkin
OSSThe original open-source tracer, still simple and light.
- Traces
- Metrics
- Logs
- Profiles
OTLP via collectordetails →
?How to choose
Four questions to ask before you sign anything.
- 1
Which signals do you need first?
Many teams start with metrics and traces, then add logs. A single-signal tool can be the right first step.
- 2
Who runs it?
Self-hosting trades licence cost for engineering time. Managed services trade the opposite way.
- 3
How do you pay for cardinality?
Per host, per GB ingested, per event, per active series — pricing models reward very different data shapes.
- 4
Does it speak OTLP natively?
Native OTLP keeps your instrumentation portable. With a Collector in front, you can switch later either way.