Comparison

Updated October 25, 2026

· ~2 min read

CloudWatch vs Prometheus and Grafana vs Amazon Managed Prometheus (2026)

CloudWatch
Prometheus
Grafana
OpenTelemetry
Observability
Kubernetes

CloudWatch is where AWS services already send their metrics and logs, and for many teams it is enough. Kubernetes teams usually reach for Prometheus and Grafana instead, because the ecosystem (exporters, dashboards, alert rules) assumes them. AWS offers both halves as managed services, Amazon Managed Service for Prometheus and Amazon Managed Grafana, so the choice is less "AWS or open source" than "which query language and which operational load".

All three accept OpenTelemetry, which is the decision that matters most: instrument with OpenTelemetry and the backend becomes replaceable.

At a glance

CloudWatch

Prometheus + Grafana (self-hosted)

Managed Prometheus + Managed Grafana

Best at

AWS service metrics, logs, alarms

Kubernetes and application metrics, ecosystem dashboards

The same, without running storage

Query language

Metrics Insights, Logs Insights

PromQL

PromQL

Long retention and HA

Built in

Yours to build — Thanos, Mimir or similar

Built in

Cost drivers

Log ingestion (from $0.50/GB), custom metrics, dashboards

Nodes, storage and your time

Samples ingested and stored, queries, Grafana users

OpenTelemetry

Yes

Yes

Yes

Operations

None

High

Low

Where the money goes

The most common surprise is logs: debug logging left on, or every request logged in full, multiplies ingestion costs quietly. The second is metric cardinality — a label with user IDs or request paths turns one metric into millions, in CloudWatch and Prometheus alike. Sample and filter at the collector, set retention per log group, and review the top ten log groups and metric namespaces by cost every month.

Which should you use?

Question 1 of 2

Do you run Kubernetes?

Our verdict

Use CloudWatch for AWS service metrics, logs from Lambda and ECS, and alarms that drive autoscaling and deployments — it is already there and needs nothing. On Kubernetes, use Prometheus-compatible metrics with Grafana dashboards, and prefer Amazon Managed Service for Prometheus over running Prometheus yourself once you need long retention or high availability. Instrument everything with OpenTelemetry. Watch CloudWatch Logs ingestion and custom-metric costs; they are where observability bills grow unnoticed.

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Get observability that pays for itself

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As of October 25, 2026. Provided as is, for general information, and accurate to the best of our knowledge on the date shown. Not legal, compliance, tax, financial or other professional advice. Prices, limits and vendor services change; check current vendor documentation before relying on anything here. Terms of use.