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Grafana Alloy

by Grafana Labs

OpenTelemetry-native telemetry collector for APAC Kubernetes environments — replacing Grafana Agent and Prometheus exporters with a unified pipeline that ships logs, metrics, and traces to any OTel-compatible backend.

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AIMenta verdict
Recommended
5/5

"Log and telemetry collection — APAC DevOps teams use Grafana Alloy as an OpenTelemetry-native collector to ingest logs, metrics, and traces from APAC Kubernetes clusters and ship to Prometheus, Loki, Tempo, and any OTel-compatible backend."

Features
6
Use cases
1
Watch outs
3
What it does

Key features

  • OTel-native: full OpenTelemetry collector compatibility for APAC pipelines
  • Unified collection: logs + metrics + traces from single APAC agent
  • Component model: declarative APAC pipeline composition without custom code
  • Kubernetes DaemonSet: automatic APAC pod log and node metric collection
  • Multi-backend: fan-out to Grafana Cloud, Prometheus, Loki, OTLP endpoints
  • Replaces Grafana Agent: migration path for existing APAC Grafana deployments
When to reach for it

Best for

  • APAC DevOps teams running Kubernetes clusters who need a unified OTel-native telemetry collector that ships logs, metrics, and traces to Grafana Cloud or self-hosted backends — particularly teams consolidating from multiple separate Prometheus exporters.
Don't get burned

Limitations to know

  • ! Component model learning curve — APAC teams familiar with Prometheus operator may need adjustment
  • ! Grafana-ecosystem bias — integrates best with Grafana backends; non-Grafana APAC stacks need more config
  • ! Alloy replaces Grafana Agent (deprecated) — APAC migration required for existing Agent deployments
Context

About Grafana Alloy

Grafana Alloy is the next-generation observability collector from Grafana Labs — replacing the older Grafana Agent with a fully OpenTelemetry-native architecture that collects logs, metrics, and traces from APAC Kubernetes clusters and ships them to any compatible backend. APAC DevOps teams migrating from Prometheus + Loki + Jaeger separate exporters to a unified pipeline use Alloy as the single collection agent.

Alloy's component model uses a declarative configuration where APAC teams compose pipelines from typed components — a `prometheus.scrape` component feeds into `prometheus.remote_write`, while `loki.source.kubernetes` feeds into `loki.write`. APAC teams can build complex telemetry routing (fan-out to multiple backends, sampling, transformation) without custom code.

For APAC Kubernetes deployments, Alloy runs as a DaemonSet collecting node-level and pod-level telemetry automatically — APAC DevOps teams get logs from all pods via the Kubernetes log API, node metrics via the kubelet, and traces forwarded from APAC application OTel SDKs. A single Alloy DaemonSet replaces multiple separate exporters for APAC clusters.

Alloy's native OTel support means APAC teams can forward to any OTel-compatible backend — Grafana Cloud (Loki/Mimir/Tempo), self-hosted Prometheus/Loki/Tempo, OpenObserve, Parseable, Jaeger, or any OTLP endpoint. This vendor-agnostic routing gives APAC engineering teams flexibility to switch backends without reconfiguring APAC application SDKs.

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