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 # Pulumi - Modern Infrastructure as Code
 
 - [Pulumi](https://www.pulumi.com/)
-- [Pulumi VS Terraform](https://www.pulumi.com/docs/intro/vs/terraform/)
-- [Pulumi Cloud Providers](https://www.pulumi.com/docs/intro/cloud-providers/)
+- [Pulumi VS Terraform](https://www.pulumi.com/docs/iac/comparisons/terraform//)
+- [Pulumi Cloud Providers](https://www.pulumi.com/registry/packages//)
 - [DRY (Don’t Repeat Yourself) on the cloud with Pulumi](https://blog.thundra.io/dry-dont-repeat-yourself-on-the-cloud-with-pulumi)
-- [civo.com: Manage Kubernetes clusters using the Civo Pulumi provider](https://www.civo.com/learn/kubernetes-clusters-using-the-civo-pulumi-provider)
-- [build5nines.com: Beginner’s Guide to Pulumi CI/CD Pipelines](https://build5nines.com/beginners-guide-to-pulumi-ci-cd-pipelines/)
-- [pulumi.com: From Terraform to Infrastructure as Software](https://www.pulumi.com/blog/from-terraform-to-infrastructure-as-software/)
-- [pulumi.com: Observability with Infrastructure as Code](https://www.pulumi.com/blog/observability-with-infrastructure-as-code/)
+- [civo.com: Manage Kubernetes clusters using the Civo Pulumi provider](https://www.civo.com/learn)
+- [build5nines.com: Beginner’s Guide to Pulumi CI/CD Pipelines](https://build5nines.com/beginners-guide-to-pulumi-ci-cd-pipelines//)
+- [pulumi.com: From Terraform to Infrastructure as Software](https://www.pulumi.com/blog/from-terraform-to-infrastructure-as-software//)
+- [pulumi.com: Observability with Infrastructure as Code](https://www.pulumi.com/blog/observability-with-infrastructure-as-code//)
 - [octopus.com: Create an AKS Cluster with Pulumi and Octopus Deploy](https://octopus.com/blog/pulumi-and-aks-with-octopus-deploy)
-- [build5nines.com: Beginner’s Guide to Pulumi CI/CD Pipelines](https://build5nines.com/beginners-guide-to-pulumi-ci-cd-pipelines/)
-- [pulumi.com: Announcing Pulumi 3.0](https://www.pulumi.com/blog/pulumi-3-0)
+- [build5nines.com: Beginner’s Guide to Pulumi CI/CD Pipelines](https://build5nines.com/beginners-guide-to-pulumi-ci-cd-pipelines//)
+- [pulumi.com: Announcing Pulumi 3.0](https://www.pulumi.com/blog/pulumi-3-0/)
 - [devops.com: Pulumi Moves to Automate Cloud Infrastructure Provisioning](https://devops.com/pulumi-moves-to-automate-cloud-infrastructure-provisioning/)
-- [thenewstack.io: The Next Step after DevOps and GitOps Is Cloud Engineering, Pulumi Says](https://thenewstack.io/the-next-step-after-devops-and-gitops-is-cloud-engineering-pulumi-says/)
-- [pulumi.com: From Kubernetes or Helm YAML](https://www.pulumi.com/docs/guides/adopting/from_kubernetes/)
-- [travis.media: Pulumi Tutorial: Automate Kubernetes Deployments and Operations with this Complete Guide](https://travis.media/pulumi-tutorial-automate-kubernetes-operations/)
-- [pulumi.com: Announcing the Pulumi REST API](https://www.pulumi.com/blog/pulumi-rest-api/)
-- [thenewstack.io: Pulumi Releases a Kubernetes Operator](https://thenewstack.io/pulumi-releases-a-kubernetes-operator/)
-- [siliconangle.com: Pulumi’s new registry aims to ease sharing and reusing cloud infrastructure building blocks](https://siliconangle.com/2021/10/18/pulumis-new-registry-makes-easy-share-reuse-cloud-infrastructure-building-blocks/)
-- [pulumi.com: Running Containers on ECS Fargate](https://www.pulumi.com/registry/packages/aws/how-to-guides/ecs-fargate/) Learn to build and publish a Docker container to a private ECR and spin up a load-balanced AWS ECS Fargate service in just a few lines up code in this tutorial.
-- [pulumi.com: Convert Your Terraform to Pulumi](https://www.pulumi.com/tf2pulumi/)
-- [garden.io: Pulumi vs. Terraform: A comparison of Infrastructure as Code tools](https://garden.io/blog/pulumi-vs-terraform)
+- [thenewstack.io: The Next Step after DevOps and GitOps Is Cloud Engineering, Pulumi Says](https://thenewstack.io/the-next-step-after-devops-and-gitops-is-cloud-engineering-pulumi-says//)
+- [pulumi.com: From Kubernetes or Helm YAML](https://www.pulumi.com/docs/iac/guides/migration/migrating-to-pulumi/from-kubernetes//)
+- [travis.media: Pulumi Tutorial: Automate Kubernetes Deployments and Operations with this Complete Guide](https://travis.media/blog/pulumi-tutorial-automate-kubernetes-operations//)
+- [pulumi.com: Announcing the Pulumi REST API](https://www.pulumi.com/blog/pulumi-rest-api//)
+- [thenewstack.io: Pulumi Releases a Kubernetes Operator](https://thenewstack.io/pulumi-releases-a-kubernetes-operator//)
+- [siliconangle.com: Pulumi’s new registry aims to ease sharing and reusing cloud infrastructure building blocks](https://siliconangle.com/2021/10/18/pulumis-new-registry-makes-easy-share-reuse-cloud-infrastructure-building-blocks//)
+- [pulumi.com: Running Containers on ECS Fargate](https://www.pulumi.com/registry/packages/aws/how-to-guides/ecs-fargate//) Learn to build and publish a Docker container to a private ECR and spin up a load-balanced AWS ECS Fargate service in just a few lines up code in this tutorial.
+- [pulumi.com: Convert Your Terraform to Pulumi](https://www.pulumi.com/tf2pulumi//)
+- [garden.io: Pulumi vs. Terraform: A comparison of Infrastructure as Code tools](https://docs.garden.io/)
 - [==pulumi/kube2pulumi==](https://github.com/pulumi/kube2pulumi) Upgrade your Kubernetes YAML to a modern language
-- [packetswitch.co.uk: Terraform is Good, but I Like Pulumi](https://www.packetswitch.co.uk/terraform-is-good-but-i-like-pulumi/)
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+- [packetswitch.co.uk: Terraform is Good, but I Like Pulumi](https://www.packetswitch.co.uk/terraform-is-good-but-i-like-pulumi//)
\ No newline at end of file