Spotlight

Inside Volcano Controllers: Gang Scheduling, State Machines, and Real Kubernetes Logs

Talha Amjad

This article opens up Volcano's controllers to show how gang scheduling avoids the deadlock where half a distributed job holds resources, following the PodGroup and Job state machines with real cluster logs.

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Tools and utilities

  • Yoke: WASM IaC deployer

    Yoke is an IaC tool inspired by Helm that leverages WebAssembly and Go to dynamically deploy Kubernetes packages with executable runtime capabilities.

  • Agent Substrate: Kubernetes runtime for stateful agents

    Agent Substrate is a Kubernetes runtime for stateful agents that packs many mostly idle agents onto a few worker pods while keeping each agent's memory, filesystem state and routing intact.

  • KSolver: Kubernetes cost optimizer

    KSolver is a Kubernetes cost optimizer that uses CP-SAT constraint programming to find cheaper node fleets, explain blockers, simulate changes, and rank safe savings actions.

  • wellcake: Kubernetes operator for Valkey

    wellcake is a Kubernetes operator for Valkey that runs standalone, replication, sentinel and cluster topologies from one CRD, with failover, rolling restarts, S3 backups and secret rotation.

  • json2k8s: Opinionated Kubernetes CLI

    This code tool converts JSON files into Kubernetes resource manifests, allowing you to use JSON/jsonnet workflows while still generating valid YAML for Kubernetes.

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Matching jobs

    • DevOps Engineer with Mark43

    • Salary: $155K to $170K a year

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    • Tech stack: Kubernetes, Docker, Terraform

    • DevOps Engineer with RobCo

    • Salary: US$70.74K to US$440K a year

    • Location: based in the office in Munich, DE

    • Tech stack: Kubernetes, AWS, Go, Python, Terraform, Datadog, Grafana, Prometheus

    • Site Reliability Engineer with MyFitnessPal

    • Salary: $120K to $165K a year

    • Location: remote from

    • Tech stack: Kubernetes, AWS, Docker, Go, Python, Typescript, Terraform, GitHub Actions, Datadog

    • AI Enterprise Technical Program Manager with Redhorse Corporation

    • Salary: $37 to $485.65K a year

    • Location: based in the office in Arlington, VA, USA

    • Tech stack: Kubernetes, AWS, Azure, Docker, Spark

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