Saturday, August 29, 2026

kubernetes pyroscope

--https://share.google/aimode/qczhkMENQrPshyfeA

Grafana Pyroscope is an open-source continuous profiling platform deployed on Kubernetes to track, store, and analyze CPU and memory performance bottlenecks down to individual lines of code. [1, 2]
Deployment Options on Kubernetes
  • Helm Charts: The standard and recommended way to install Pyroscope in monolithic or microservices mode using the Grafana Helm Charts repository.
  • Jsonnet and Tanka: Advanced configuration method for declarative cluster management. [1, 2, 3]
Collection Methods
  • Pyroscope SDKs: Application-level push instrumentation for languages like Go, Python, Java, Ruby, and Rust.
  • Grafana Alloy: Uses the pyroscope.ebpf component for transparent, system-wide profiling without changing application code. eBPF profiling requires elevated privileges, such as securityContext.privileged: true and host PID namespace access on Kubernetes. [1, 2, 3, 4]
Visualization & Integration
  • Grafana: Integrates natively as a data source to render flamegraphs and callgraphs for deep performance inspection. [1, 2]
Would you like a step-by-step example of:
  1. Deploying Pyroscope via Helm on your Kubernetes cluster
  2. Setting up Grafana Alloy for eBPF profiling of your workloads

Tell me which option you prefer, and I will provide the specific configuration manifests and installation commands. 

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