diff --git a/docs/kubernetes-storage.md b/docs/kubernetes-storage.md
index e9f4fa64..f4839870 100644
--- a/docs/kubernetes-storage.md
+++ b/docs/kubernetes-storage.md
@@ -51,7 +51,6 @@
 - [blocksandfiles.com: geless storage is the ‘answer’ to Kubernetes data challenges](https://blocksandfiles.com/2020/12/22/the-storageless-storage-paradox/)
 - [rancher.com: What is Cloud-Native Storage?](https://rancher.com/blog/2020/what-is-cloud-native-storage)
 - [softwareengineeringdaily.com: Why Is Storage On Kubernetes So Hard? 🌟](https://softwareengineeringdaily.com/2019/01/11/why-is-storage-on-kubernetes-is-so-hard/)
-- [devopscurry.com: Top 7 Object Storage tools to consider in 2021](https://devopscurry.com/top-7-object-storage-tools-to-consider-in-2021/)
 - [thenewstack.io: Compute and Storage Should Be Decoupled for Log Management at Scale](https://thenewstack.io/why-compute-and-storage-should-be-decoupled-for-log-management-at-scale/)
 - [blog.min.io: Why Kubernetes Managed Object Storage Matters](https://blog.min.io/why-kubernetes-managed/)
 - [gitlab.com: Kubernetes storage provider benchmarks](https://gitlab.com/mrman/k8s-storage-provider-benchmarks)
@@ -79,8 +78,7 @@
 - [discoblocks.io 🌟](https://discoblocks.io) - [ondat/discoblocks](https://github.com/ondat/discoblocks) **Open Source declarative disk configuration system for Kubernetes.** Discoblocks is an open-source declarative disk configuration system for Kubernetes helping to automate CRUD (Create, Read, Update, Delete) operations for cloud disk device resources attached to Kubernetes cluster nodes.
 - [medium.com/geekculture: Storage | Kubernetes](https://medium.com/geekculture/storage-kubernetes-92eb3d027282) A Deep Dive into Kubernetes Storage
 - [itnext.io: Temporary Storage for Kubernetes Pods](https://itnext.io/temporary-storage-for-kubernetes-pods-f8330ad8db88) Or emptyDir vs. container File System. Kubernetes applications might need some temporary storage that could be discarded after a container is stopped/removed. In this article, you will compare emptyDir and the container's local storage.
-- [==container-object-storage-interface.github.io: Kubernetes COSI==](https://container-object-storage-interface.github.io/) Kubernetes Container Object Storage Interface (COSI) is a standard for exposing object storage to containerized workloads running in Kubernetes. COSI is meant to be a departure from the CSI since the latter does not work well with object storage.
-- [containiq.com: Kubernetes Ephemeral Volumes & Storage | Tutorial](https://www.containiq.com/post/kubernetes-ephemeral-storage) In this article, we’ll discuss how Kubernetes handles ephemeral storage and learn how these volumes are provisioned in operating clusters.
+- [==container-object-storage-interface.github.io: Kubernetes COSI== [ARCHIVED]]( http://web.archive.org/web/20250117155441/https://container-object-storage-interface.github.io//) Kubernetes Container Object Storage Interface (COSI) is a standard for exposing object storage to containerized workloads running in Kubernetes. COSI is meant to be a departure from the CSI since the latter does not work well with object storage.
 - [medium.com/nerd-for-tech: Persistence with Kubernetes](https://medium.com/nerd-for-tech/persistence-with-kubernetes-46f039d9a2ad)
 - [cncf.io: Kubernetes storage is complex, but it’s getting better](https://www.cncf.io/blog/2023/03/28/kubernetes-storage-is-complex-but-its-getting-better/)
 - [==yuminlee2.medium.com: Kubernetes: Storage==](https://yuminlee2.medium.com/kubernetes-storage-fe5363d88d42) **In Kubernetes, pods are temporary and any data stored within them is lost when they’re deleted or restarted. To avoid this, use persistent storage options such as PVs(Persistent Volumes)and PVCs(Persistent Volume Claims). PVs are storage resources with an independent lifecycle, while PVCs are requests for storage. Use them for simplified storage management and scaling. Provisioning persistent volumes can be static or dynamic. StorageClass defines the provisioner, parameters, and reclaim policy for dynamically provisioned PVs.**
@@ -93,7 +91,6 @@
 ## Kubernetes Storage Classes
 
 - [==kubermatic.com: Keeping the State of Apps 5: Introduction to Storage Classes==](https://www.kubermatic.com/blog/keeping-the-state-of-apps-5-introduction-to-storage-classes/)
-- [==containiq.com: Kubernetes Storage Classes | In-Depth Tutorial==](https://www.containiq.com/post/kubernetes-storage-classes) Storage Classes are an essential part of Kubernetes, and can provide a great deal of flexibility and control over how your data is stored. In this guide, we provide an in-depth tutorial on using storage classes effectively.
 
 ## Kubernetes Volumes
 
@@ -113,7 +110,6 @@
 - [kubermatic.com: Keeping the State of Apps 1: Introduction to Volume and volumeMounts](https://www.kubermatic.com/blog/keeping-the-state-of-apps-1-introduction-to-volume-and-volumemounts) In this blog post, you will get a hands-on practice and learn how to provide persistent storage in the form of different volumes to the Pods.
 - [blog.cloudnloud.com: Kubernetes Volume](https://blog.cloudnloud.com/kubernetes-volume)
 - [==adamtheautomator.com: Effortless Storage Management With Kubernetes PVC== 🌟](https://adamtheautomator.com/kubernetes-pvc/) In this tutorial, you'll learn about Kubernetes PVC and set up a persistent volume for a MySQL database. You'll also confirm that the data persists even after deleting and recreating the pods.
-- [==faun.pub: Dynamic Volume Provisioning | Kubernetes== 🌟](https://faun.pub/dynamic-volume-provisioning-kubernetes-632b43b1ee79) Dynamically provision persistent volume on Kubernetes
 - [portworx.com: Kubernetes Persistent Volume Tutorial by Portworx](https://portworx.com/tutorial-kubernetes-persistent-volumes/)
     - What is K8s PV?
     - How do they differ from k8s volumes?
@@ -147,7 +143,6 @@
 
 ## Ebooks
 
-- [redhat.com: Storage Patterns for Kubernetes for dummies](https://www.redhat.com/en/engage/kubernetes-containers-storage-s-201911201051)
 
 ## Cloud Native Storage Solutions
 
@@ -157,7 +152,6 @@
 
 - [Rook](https://rook.io/)
 - [itnext.io: Using Rook On A K3s Cluster](https://itnext.io/using-rook-on-a-k3s-cluster-8a97a75ba25e)
-- [documentation.suse.com: Rook Best Practices for running Ceph on Kubernetes (PDF)](https://documentation.suse.com/sbp/all/pdf/SBP-rook-ceph-kubernetes_color_en.pdf)
 - [medium.com/@abdulfayis: storage Orchestration for Kubernetes](https://medium.com/@abdulfayis/storage-orchestration-for-kubernetes-c6370f943e23)
 
 ### Robin
@@ -174,7 +168,6 @@
 
 ### StorageOS
 
-- [StorageOS](https://storageos.com/)
 
 ### OpenEBS