Spotlight

Container Readiness Checks for Spring Boot Deployments

Alexander Obregon

This article explains how to configure readiness and liveness probes for Spring Boot applications in Kubernetes using Actuator endpoints to control traffic flow during deployment.

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Tools and utilities

  • KubeGUI: Kubernetes admin UI

    KubeGUI is a desktop application that provides a graphical interface for managing Kubernetes clusters with resource visualization and management capabilities.

  • ytt: YAML templating

    ytt is a tool for YAML configuration management, offering structure-oriented templating, modular variables/functions, deterministic outputs, and overlays to edit YAML precisely.

  • HAMi: Heterogeneous Device Virtualization

    HAMi is a Heterogeneous device management middleware for Kubernetes.

  • Lutho: UI for Kubernetes

    Lutho is a user interface that can help in the management of Kubernetes based resources, including Helm charts.

  • Gateway API Benchmarks: implementation analysis

    This tool provides a comprehensive test suite to evaluate real-world behavior (latency, scale, route propagation, traffic) of Kubernetes Gateway API implementations, beyond basic conformance.

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Faster EKS Node and Pod Startup
Faster EKS Node and Pod Startup

Kubernetes nodes on EKS can take over a minute to become ready, and pods often wait even longer — but most teams never look into why.

Jan Ludvik, Senior Staff Reliability Engineer at Outreach, shares how he cut node startup from 65 to 45 seconds and reduced P90 pod startup by 30 seconds across ~1,000 nodes — by tackling overlooked defaults and EBS bottlenecks.

In this episode:

  • Why Kubelet's serial image pull default quietly blocks pod startup, and how parallel pulls fix it
  • How EBS lazy loading can silently negate image caching in AMIs — and the critical path workaround
  • A Lambda-based automation that temporarily boosts EBS throughput during startup, then reverts to save cost
  • The kubelet metrics and logs that expose pod and node startup latenc,y most teams never monitor

Every second saved translates to faster scaling, lower AWS bills, and better end-user experience.

Learn from production

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    • Tech stack: Kubernetes, GCP, SQL, Python, Airflow, Terraform

    • Data Engineer with Earnest

    • Salary: $151.07K a year

    • Location: based in the office in Oakland, CA, USA

    • Tech stack: Kubernetes, AWS, Docker, Python, SQL, GraphQL, PostgreSQL, MySQL, Snowflake, Kafka

    • Data Engineer with dunnhumby

    • Salary: $88.2K to $302.5K a year

    • Location: fully remote

    • Tech stack: Kubernetes, GCP, Azure, ArgoCD, Docker, SQL, Python, Mongo, Cassandra, DynamoDB

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    • Salary: $27K to $344K a year

    • Location: fully remote

    • Tech stack: Kubernetes, GCP, AWS, Azure, Docker, Powershell, Python, Shell, Javascript, Typescript

    • DevOps Engineer with BEES

    • Salary: $21.6K to $198K a year

    • Location: fully remote

    • Tech stack: Kubernetes, Azure, GCP, Python, SQL, Javascript, Java, Typescript, C#, ARM templates

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    The Call For Paper is open until 22 February 2026 at GMT-5. More info →
    • This is a virtual event

    • Online conference organized by Platform Engineering.

    • The conference starts on the 26 June 2026.

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    Kubernetes Community Days Beijing 2026

    The Call For Paper is open until 24 February 2026 at GMT-5. More info →
    • Location: Beijing, CN

    • In-person conference organized by KCD Beijing.

    • The conference starts on the 30 December 2025.

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    KCD Beijing 2026

    The Call For Paper is open until 24 February 2026 at GMT-5. More info →
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    • In-person conference organized by KCD Beijing.

    • The conference starts on the 21 March 2026.

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    Devopsdays Austin

    The Call For Paper is open until 26 February 2026 at GMT-5. More info →
    • Location: Austin, TX, USA

    • In-person conference organized by Devopsdays.

    • The conference starts on the 5 May 2026.

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    The Call For Paper is open until 27 February 2026 at GMT-5. More info →
    • Location: London, GB

    • In-person conference organized by AI Native Dev.

    • The conference starts on the 2 June 2026.

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    Kubernetes Community Days Kuala Lumpur 2026

    The Call For Paper is open until 27 February 2026 at GMT-5. More info →
    • Location: Kuala Lumpur, MY

    • In-person conference organized by KCD Kuala Lumpur 2026.

    • The conference starts on the 27 June 2026.

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    • In-person conference organized by Container Days.

    • The conference starts on the 4 September 2026.

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