This article delves into the "hot shard problem," a common challenge in distributed systems where uneven data distribution leads to resource saturation on specific shards. It outlines practical solutions, including vertical scaling, caching, load balancing, and selecting optimal sharding keys, to ensure system performance and reliability.
https://newsletter.scalablethread.com/p/how-to-handle-hot-shard-problem
https://newsletter.scalablethread.com/p/how-to-handle-hot-shard-problem
Scalablethread
How to Handle Hot Shard Problem?
Understanding Different Approaches to Address Hot Key/Partition Problem
👍5
In this post, Rachel explores the frustrations of debugging lag issues in distributed systems, highlighting how subtle timing problems can cascade into larger failures. Through real-world anecdotes, the article underscores the importance of understanding system behavior and addressing latency with precision.
https://rachelbythebay.com/w/2025/01/09/lag/
https://rachelbythebay.com/w/2025/01/09/lag/
❤1👍1
The article "Load Testing Kubernetes Clients Without Breaking the Bank" on *itnext.io* likely discusses strategies for conducting load testing on Kubernetes clients in a cost-effective manner. Load testing is crucial for ensuring that applications can handle increased traffic and usage without performance degradation, and doing so efficiently is important for businesses with limited budgets.
https://itnext.io/load-testing-kubernetes-clients-without-breaking-the-bank-f43332faa6ce
https://itnext.io/load-testing-kubernetes-clients-without-breaking-the-bank-f43332faa6ce
Medium
Load testing Kubernetes clients without breaking the bank
It’s possible to have 20.000 Pods on a $15/mo VM. Do you want to know how?
👍4👏2❤1
Terrateam is an open-source GitOps CI/CD platform for automating infrastructure workflows. It integrates with GitHub to orchestrate Terraform, OpenTofu, CDKTF, Terragrunt, and Pulumi operations via pull requests.
https://github.com/terrateamio/terrateam
https://github.com/terrateamio/terrateam
GitHub
GitHub - terrateamio/terrateam: Terrateam is open-source GitOps infrastructure orchestration. It integrates with GitHub to automate…
Terrateam is open-source GitOps infrastructure orchestration. It integrates with GitHub to automate Terraform, OpenTofu, CDKTF, Terragrunt, and Pulumi workflows through pull requests. - terrateamio...
👍4
This blogpost explores the deployment of large language models (LLMs) using a combination of Google Kubernetes Engine (GKE), Google Gemma, and the Ollama framework, highlighting the benefits of customization, flexibility, and cost-effectiveness. By leveraging these tools, users can achieve seamless and efficient LLM deployment while maintaining control over their data and environment.
https://medium.com/google-cloud/gke-gemma-ollama-the-power-trio-for-flexible-llm-deployment-5f1fa9223477
https://medium.com/google-cloud/gke-gemma-ollama-the-power-trio-for-flexible-llm-deployment-5f1fa9223477
Medium
GKE + Gemma + Ollama: The Power Trio for Flexible LLM Deployment 🚀
Embrace open-source LLMs! Learn to deploy powerful models like Gemma on GKE with Ollama for flexibility, control, and potential cost savings.
👍4
This tutorial explores the integration of Kluctl with Cluster API, showcasing how Kluctl can efficiently manage Kubernetes clusters by leveraging its templating and deployment capabilities. By using Kluctl, users can manage multiple workload clusters with a unified CLI, benefiting from features like templating, which simplifies the management of complex deployments without requiring extensive copy-pasting or patching. The tutorial demonstrates setting up a local environment using Kind and deploying a workload cluster with Kluctl.
https://kluctl.io/blog/2024/03/13/cluster-api-kluctl/
https://kluctl.io/blog/2024/03/13/cluster-api-kluctl/
kluctl.io
Managing Cluster API with Kluctl
A tutorial on how to use Kluctl to manage Cluster API based clusters.
This essay delves into the practical aspects of Kubernetes security using a hands-on training simulator developed by ControlPlane. The simulator offers a unique approach to learning container and Kubernetes security by deploying a vulnerable cluster in AWS and guiding users through scenarios to identify and fix security vulnerabilities, all in a fun Capture-the-Flag format.
https://blog.palark.com/kubernetes-security-practical-training-simulator/
https://blog.palark.com/kubernetes-security-practical-training-simulator/
Palark
Kubernetes security practical training as a CTF game with Simulator | Tech blog | Palark
Dealing with security issues in containers and Kubernetes is an essential engineering skill. This Open Source simulator created in ControlPlane is a fantastic tool for practicing DevSecOps in a free and engaging manner.
👍4
This piece discusses how FinOps can transform IT cost centers into value drivers by optimizing financial management and operations. By implementing FinOps practices, organizations can shift from merely managing costs to driving business value through better resource allocation, improved forecasting, and enhanced collaboration between IT and finance teams.
https://thenewstack.io/finops-can-turn-it-cost-centers-into-a-value-driver/
https://thenewstack.io/finops-can-turn-it-cost-centers-into-a-value-driver/
The New Stack
FinOps Can Turn IT Cost Centers Into a Value Driver
FinOps and AI advancements empower businesses to do more and go further than they ever could.
👍4
eBPF based cloud-native load-balancer for Kubernetes|Edge|Telco|IoT|XaaS.
https://github.com/loxilb-io/loxilb
https://github.com/loxilb-io/loxilb
GitHub
GitHub - loxilb-io/loxilb: eBPF based cloud-native load-balancer for Kubernetes|Edge|Telco|IoT|XaaS.
eBPF based cloud-native load-balancer for Kubernetes|Edge|Telco|IoT|XaaS. - loxilb-io/loxilb
This essay examines the shift in AWS's strategy as it begins to deprecate numerous services, marking the end of its "Everything Cloud" era. By focusing on core infrastructure services like EC2 and S3, AWS aims to optimize its offerings and redirect resources to more profitable areas, although this move introduces uncertainty about the longevity of new services.
https://newsletter.goodtechthings.com/p/the-end-of-the-everything-cloud
https://newsletter.goodtechthings.com/p/the-end-of-the-everything-cloud
Goodtechthings
The end of the Everything Cloud
Why is AWS deprecating a bunch of services all of a sudden, and what does it mean for you?
👍4
This post delves into the process of automating container image updates using Flux and GitHub Actions, highlighting how these tools can streamline application management by ensuring that applications always run with the latest and most secure images. By leveraging GitOps principles, users can automate the update of image tags in their Git repository, reducing manual errors and enhancing deployment efficiency across different environments.
https://dev.to/infracloud/automatic-image-update-to-git-using-flux-and-github-actions-3c4f
https://dev.to/infracloud/automatic-image-update-to-git-using-flux-and-github-actions-3c4f
DEV Community
Automatic Image Update to Git using Flux and GitHub Actions
Have you ever had to manually update your container images, only to forget to do it or make a...
👍1
This article explores the integration of Varnish with Istio in a Kubernetes environment to achieve efficient caching and load balancing. By leveraging Istio's consistent hash-based load balancing, Varnish instances can be optimized to handle requests of the same type, ensuring that equivalent requests are routed to the same Varnish instance, thus maintaining high cache effectiveness and reducing latency.
https://medium.com/hamburger-berater-team/varnish-sharding-with-istio-in-kubernetes-402f313919aa
https://medium.com/hamburger-berater-team/varnish-sharding-with-istio-in-kubernetes-402f313919aa
Medium
Varnish Sharding with Istio in Kubernetes
How to use Istio to transparently implement consistent Hash-based Load Balancing across multiple Varnish instances — sharding based on the…
👍6
This essay explores Meta's ServiceRouter, a hyperscale service mesh designed to optimize inter-service communication and load balancing across global regions. By embedding routing logic directly into application code, ServiceRouter significantly reduces infrastructure costs while supporting complex features like sharded services and global load balancing using "locality rings," which dynamically route traffic based on latency and server load.
https://www.micahlerner.com/2024/03/28/servicerouter-hyperscale-and-minimal-cost-service-mesh-at-meta.html
https://www.micahlerner.com/2024/03/28/servicerouter-hyperscale-and-minimal-cost-service-mesh-at-meta.html
👍3