docs: QA each doc page for both aws + snow (#42)

quetzalliwrites · HarshCasper · web-flow · commit 89ce694a88ed · 2025-06-26T11:33:26.000+05:30
* finished QAing Getting Started

* finished fixing aws docs

* finished fixing snow docs

* fix broken link

* Update localstack-docker-extension.md

* fix

---------

Co-authored-by: Harsh Mishra &lt;erbeusgriffincasper@gmail.com&gt;
diff --git a/src/content/docs/aws/capabilities/config/docker-images.md b/src/content/docs/aws/capabilities/config/docker-images.md
@@ -21,7 +21,7 @@ docker pull localstack/localstack:latest
 
 To use the LocalStack Community image, you don't need to sign-up for an account on [LocalStack Web Application](https://app.localstack.cloud).
 The Community image is free to use and does not require a license to run.
-The Community image can be used to run [local AWS services](/aws/) with [integrations](/aws/integrations/) on your local machine or in your [continuous integration pipelines](/aws/integrations/continuous-integration/).
+The Community image can be used to run [local AWS services](/aws/services/) with [integrations](/aws/integrations/) on your local machine or in your [continuous integration pipelines](/aws/integrations/continuous-integration/).
 
 The Community image also covers a limited set of [LocalStack Tools](/aws/tooling/) to make your life as a cloud developer easier.
 You can use [LocalStack Desktop](/aws/capabilities/web-app/localstack-desktop/) or [LocalStack Docker Extension](/aws/tooling/localstack-docker-extension) to use LocalStack with a graphical user interface.
diff --git a/src/content/docs/aws/capabilities/config/podman.md b/src/content/docs/aws/capabilities/config/podman.md
@@ -7,7 +7,7 @@ template: doc
 ## Introduction
 
 By default, the LocalStack CLI starts the LocalStack runtime inside a Docker container.
-Docker may not be available on your system, and a popular alternative is [Podman](https://podman.io/getting-started/) which you can use to run LocalStack.
+Docker may not be available on your system, and a popular alternative is [Podman](https://podman.io/get-started) which you can use to run LocalStack.
 Podman support is still experimental, and the following docs give you an overview of the current state.
 
 From the Podman docs:
@@ -32,7 +32,7 @@ It creates the following links:
 - `/var/run/docker.sock -> /run/podman/podman.sock`
 
 This package is available for some distros:
-- https://archlinux.org/packages/community/x86_64/podman-docker/
+- https://archlinux.org/packages/extra/x86_64/podman-docker/
 - https://packages.ubuntu.com/oracular/podman-docker
 - https://packages.debian.org/sid/podman-docker
 
diff --git a/src/content/docs/aws/capabilities/state-management/index.md b/src/content/docs/aws/capabilities/state-management/index.md
@@ -1,6 +1,6 @@
 ---
 title: Overview
-description: Cloud Pods provides a new way of collaborating in cloud application development workflows.
+description: State Management in LocalStack allows you to save and load the state of your LocalStack instance.
 template: doc
 sidebar:
     order: 1
diff --git a/src/content/docs/aws/enterprise/k8s-operator.md b/src/content/docs/aws/enterprise/k8s-operator.md
@@ -74,7 +74,7 @@ _Appears in:_
 | `kind` _string_ | `LocalStack`
 | `kind` _string_ | Kind is a string value representing the REST resource this object represents.<br /><br />Servers may infer this from the endpoint the client submits requests to.<br /><br />Cannot be updated.<br /><br />In CamelCase.<br /><br />More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds |
 | `apiVersion` _string_ | APIVersion defines the versioned schema of this representation of an object.<br /><br />Servers should convert recognized schemas to the latest internal value, and<br /><br />may reject unrecognized values.<br /><br />More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources |
-| `metadata` _[ObjectMeta](https://kubernetes.io/docs/reference/generated/kubernetes-api/v/#objectmeta-v1-meta)_ | Refer to Kubernetes API documentation for fields of `metadata`. |
+| `metadata` _[ObjectMeta](https://kubernetes.io/docs/reference/kubernetes-api/common-definitions/object-meta/)_ | Refer to Kubernetes API documentation for fields of `metadata`. |
 | `spec` _[LocalStackSpec](#localstackspec)_ |  |
 | `status` _[LocalStackStatus](#localstackstatus)_ |  |
 
@@ -88,7 +88,7 @@ LocalStackList contains a list of LocalStack
 | `kind` _string_ | `LocalStackList`
 | `kind` _string_ | Kind is a string value representing the REST resource this object represents.<br /><br />Servers may infer this from the endpoint the client submits requests to.<br /><br />Cannot be updated.<br /><br />In CamelCase.<br /><br />More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds |
 | `apiVersion` _string_ | APIVersion defines the versioned schema of this representation of an object.<br /><br />Servers should convert recognized schemas to the latest internal value, and<br /><br />may reject unrecognized values.<br /><br />More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources |
-| `metadata` _[ListMeta](https://kubernetes.io/docs/reference/generated/kubernetes-api/v/#listmeta-v1-meta)_ | Refer to Kubernetes API documentation for fields of `metadata`. |
+| `metadata` _[ListMeta](https://kubernetes.io/docs/reference/kubernetes-api/common-definitions/list-meta/)_ | Refer to Kubernetes API documentation for fields of `metadata`. |
 | `items` _[LocalStack](#localstack) array_ |  |
 
 #### LocalStackSpec
diff --git a/src/content/docs/aws/enterprise/kubernetes-executor.md b/src/content/docs/aws/enterprise/kubernetes-executor.md
@@ -61,9 +61,9 @@ Lambda hot reloading & remote debugging are not supported in the Kubernetes exec
 
 You can run the following services on Kubernetes clusters using the LocalStack Enterprise image:
 
-- [DocumentDB](https://docs.localstack.cloud/user-guide/aws/docdb/)
-- [MWAA](https://docs.localstack.cloud/user-guide/aws/docdb/)
-- [RDS](https://docs.localstack.cloud/user-guide/aws/rds/)  ([MySQL](https://docs.localstack.cloud/user-guide/aws/rds/#mysql-engine)  &  [MSSQL](https://docs.localstack.cloud/user-guide/aws/rds/#microsoft-sql-server-engine))
+- [DocumentDB](/aws/services/docdb)
+- [MWAA](/aws/services/docdb)
+- [RDS](/aws/services/rds)  ([MySQL](/aws/services/rds/#mysql-engine)  &  [MSSQL](/aws/services/rds/#microsoft-sql-server-engine))
 
 To use Kubernetes as the runtime backend, set the `CONTAINER_RUNTIME` configuration variable to `kubernetes`.
 Note that there are no service-specific configuration variables for these services.
diff --git a/src/content/docs/aws/getting-started/auth-token.mdx b/src/content/docs/aws/getting-started/auth-token.mdx
@@ -97,7 +97,7 @@ You have the option to run your LocalStack container in the background by append
 The `localstack` CLI automatically detects the Auth Token and appropriately conveys it to the LocalStack container.
 
 :::note
-If you are using LocalStack with an Auth Token, it's necessary to download the [LocalStack Pro image](aws/capabilities/config/docker-images/#localstack-pro-image), which includes Pro services and several advanced features.
+If you are using LocalStack with an Auth Token, it's necessary to download the [LocalStack Pro image](/aws/capabilities/config/docker-images#localstack-pro-image), which includes Pro services and several advanced features.
 :::
 
 ### Docker
@@ -113,7 +113,7 @@ $ docker run \
   localstack/localstack-pro
 ```
 
-For more information about starting LocalStack with Docker, take a look at our [Docker installation](aws/getting-started/installation/#docker) guide.
+For more information about starting LocalStack with Docker, take a look at our [Docker installation](/aws/getting-started/installation/#docker) guide.
 
 ### Docker Compose
 
diff --git a/src/content/docs/aws/getting-started/index.md b/src/content/docs/aws/getting-started/index.md
@@ -12,7 +12,7 @@ With LocalStack, you can run your AWS applications or Lambdas entirely on your l
 
 Whether you are testing complex CDK applications or Terraform configurations, or just beginning to learn about AWS services, LocalStack helps speed up and simplify your testing and development workflow.
 
-LocalStack supports a growing number of [AWS services](/aws/)
+LocalStack supports a growing number of [AWS services](/aws/services/)
 , like [Lambda](/aws/services/lambda), [S3](/aws/services/s3), [DynamoDB](/aws/services/dynamodb), [Kinesis](/aws/services/kinesis), [SQS](/aws/services/sqs), [SNS](/aws/services/sns), and more!
 [LocalStack Pro](https://localstack.cloud/pricing) supports additional APIs and advanced features to make your cloud development experience a breeze!
 
diff --git a/src/content/docs/aws/getting-started/installation.mdx b/src/content/docs/aws/getting-started/installation.mdx
@@ -435,7 +435,7 @@ python3 -m localstack.cli.main
 #### The `localstack` CLI does not start the LocalStack container
 
 If you are using the `localstack` CLI to start LocalStack, but the container is not starting, please check the following:
-- Uncheck the **Use kernel networking for UDP** option in Docker Desktop (**Settings** → **Resources** → **Network**) or follow the steps in our [documentation](aws/tooling/dns-server/#system-dns-configuration) to disable it.
+- Uncheck the **Use kernel networking for UDP** option in Docker Desktop (**Settings** → **Resources** → **Network**) or follow the steps in our [documentation](/aws/tooling/dns-server#system-dns-configuration) to disable it.
 - Start LocalStack with a specific DNS address:
 ```bash
 DNS_ADDRESS=0 localstack start
diff --git a/src/content/docs/aws/getting-started/quickstart.mdx b/src/content/docs/aws/getting-started/quickstart.mdx
@@ -39,10 +39,10 @@ An internal SES LocalStack testing endpoint (`/_localstack/aws/ses`) is configur
 ## Prerequisites
 
 - [LocalStack CLI](/aws/getting-started/installation/#installing-localstack-cli)
-- [LocalStack Web Application account](https://app.localstack.cloud/sign-up) & [Auth Token](https://docs.localstack.cloud/getting-started/auth-token/)
+- [LocalStack Web Application account](https://app.localstack.cloud/sign-up) & [Auth Token](/aws/getting-started/auth-token/)
 - [Docker](https://docs.docker.com/get-docker/)
 - [Python 3.11+](https://www.python.org/downloads/) & `pip`
-- [AWS CLI](https://docs.aws.amazon.com/cli/latest/userguide/getting-started-install.html) & [`awslocal` wrapper](https://docs.localstack.cloud/user-guide/integrations/aws-cli/#localstack-aws-cli-awslocal)
+- [AWS CLI](https://docs.aws.amazon.com/cli/latest/userguide/getting-started-install.html) & [`awslocal` wrapper](/aws/integrations/aws-native-tools/aws-cli/#localstack-aws-cli-awslocal)
 - `jq`, `zip` & `curl`
 
 You can start LocalStack using the `localstack` CLI.
@@ -104,7 +104,7 @@ pyenv global 3.11
 
 ### Setup the serverless image resizer
 
-This application enables serverless image resizing using [S3](/aws/services/s3/), [SSM](/aws/services/ssm/), [Lambda](/aws/services/lambda/), [SNS](aws/services/sns/), and [SES](/aws/services/ses/).
+This application enables serverless image resizing using [S3](/aws/services/s3/), [SSM](/aws/services/ssm/), [Lambda](/aws/services/lambda/), [SNS](/aws/services/sns/), and [SES](/aws/services/ses/).
 A simple web interface allows users to upload and view resized images.
 A Lambda function generates S3 pre-signed URLs for direct uploads, while S3 bucket notifications trigger image resizing.
 Another Lambda function lists and provides pre-signed URLs for browser display.
@@ -356,6 +356,6 @@ To expand your LocalStack capabilities, explore the following based on your expe
 
 - [Tutorials](/aws/tutorials): Check out our tutorials to learn how to use LocalStack across various AWS services and application stacks.
 - [Supported Services](/aws/services): Explore LocalStack's emulated AWS services.
-- [Capabilities](): Learn about LocalStack's capabilities including features like IAM policy stream, state management, and more.
-- [Tooling](): Get details on LocalStack's tooling and integrations.
+- [Capabilities](/aws/capabilities/): Learn about LocalStack's capabilities including features like IAM policy stream, state management, and more.
+- [Tooling](/aws/tooling/): Get details on LocalStack's tooling and integrations.
 - [Blog](https://blog.localstack.cloud): Read our blog posts about LocalStack and the latest enhancements for a better local development and testing experience.
diff --git a/src/content/docs/aws/integrations/app-frameworks/serverless-framework.md b/src/content/docs/aws/integrations/app-frameworks/serverless-framework.md
@@ -20,7 +20,7 @@ In particular, the setup consists of the following two steps.
 
 This guide assumes that you have the following tools installed.
 
-* LocalStack ([Install](https://docs.localstack.cloud/get-started/#installation))
+* LocalStack ([Install](/aws/getting-started/installation))
 * Serverless ([Install](https://www.serverless.com/framework/docs/getting-started/))
 
 It also assumes that you already have a Serverless app set up consisting of a couple of Lambda functions and a `serverless.yml` file similar to the following.
diff --git a/src/content/docs/aws/integrations/app-frameworks/spring-cloud-function.mdx b/src/content/docs/aws/integrations/app-frameworks/spring-cloud-function.mdx
@@ -56,7 +56,7 @@ when building production-ready applications.
 
 ## Setting up an Application
 
-We recommend using [jenv](https://www.jenv.be) to manage multiple Java runtimes.
+We recommend using [jenv](https://github.com/jenv/jenv) to manage multiple Java runtimes.
 
 ### Starting a new Project
 
diff --git a/src/content/docs/aws/integrations/aws-native-tools/aws-cli.md b/src/content/docs/aws/integrations/aws-native-tools/aws-cli.md
@@ -9,7 +9,7 @@ sidebar:
 ## Introduction
 
 The [AWS Command Line Interface (CLI)](https://aws.amazon.com/cli/) is a unified tool for creating and managing AWS services via a command line interface.
-All CLI commands applicable to services implemented within {/*[LocalStack](references/coverage/) TODO: I couldn't find this page in the new docs*/} can be executed when operating against LocalStack.
+All CLI commands applicable to services implemented within [LocalStack](/aws/integrations/aws-native-tools/aws-cli/) can be executed when operating against LocalStack.
 
 You can use the AWS CLI with LocalStack using either of the following approaches:
 
diff --git a/src/content/docs/aws/integrations/aws-sdks/javascript.mdx b/src/content/docs/aws/integrations/aws-sdks/javascript.mdx
@@ -118,7 +118,7 @@ s3.send(new ListBucketsCommand({}))
 :::note
 In case of issues resolving S3 DNS record, we can fallback to `http://localhost:4566` in combination with the provider setting `forcePathStyle: true` (see the specific way of setting this parameter for each SDK above).
 The S3 service endpoint is slightly different from the other service endpoints, because AWS is deprecating path-style based access for hosting buckets.
-See [S3 documentation](user-guide/aws/s3) about endpoints. {/*TODO: fix link*/}
+See [S3 documentation](/aws/services/s3) about endpoints. 
 :::
 
 ## Resources
diff --git a/src/content/docs/aws/integrations/containers/devcontainers.mdx b/src/content/docs/aws/integrations/containers/devcontainers.mdx
@@ -112,7 +112,7 @@ To get started with LocalStack and DevContainers in VS Code, follow these steps:
 
 * Filter by typing "localstack" in the search bar and select the **LocalStack Docker-in-Docker** template.
 
-  [Select official LocalStack Template (DinD)](public/images/aws/04a_select_template_dind.png)
+  [Select official LocalStack Template (DinD)](/aws/integrations/containers/devcontainers/#localstack-templates)
 
 * Proceed through the configuration by selecting or entering values.
   Pressing **Enter** through the options will apply default settings, which include:
diff --git a/src/content/docs/aws/integrations/infrastructure-as-code/crossplane.md b/src/content/docs/aws/integrations/infrastructure-as-code/crossplane.md
@@ -23,7 +23,7 @@ In the following, we provide a step-by-step guide for installing Crossplane in a
 * LocalStack running in local Docker
 * A local Kubernetes cluster:
   * We can use the [embedded Kubernetes cluster](https://docs.docker.com/desktop/kubernetes) that ships with modern versions of Docker Desktop (can be easily enabled in the Docker settings)
-  * Alternatively, you can [create a local EKS cluster](https://docs.localstack.cloud/user-guide/aws/elastic-kubernetes-service/#create-an-embedded-kubernetes-cluster) in LocalStack directly, which will spin up a light-weight embedded `k3d` Kubernetes cluster in your Docker environment
+  * Alternatively, you can [create a local EKS cluster](/aws/services/eks/#create-an-embedded-kubernetes-cluster) in LocalStack directly, which will spin up a light-weight embedded `k3d` Kubernetes cluster in your Docker environment
 * The [`helm`](https://helm.sh) and [`kubectl`](https://kubernetes.io/docs/tasks/tools/#kubectl) command-line clients installed
 
 ## Installing Crossplane in local Kubernetes
@@ -236,7 +236,7 @@ You can refer to the additional reading material to learn and explore more advan
 
 * Kubernetes on Docker Desktop: https://docs.docker.com/desktop/kubernetes
 * Kubernetes getting started guide: https://kubernetes.io/docs/setup
-* EKS Kubernetes clusters on LocalStack: https://docs.localstack.cloud/user-guide/aws/elastic-kubernetes-service
+* EKS Kubernetes clusters on LocalStack: https://docs.localstack.cloud/aws/services/eks/
 * Crossplane user docs: https://docs.crossplane.io
 * Crossplane AWS provider family: https://marketplace.upbound.io/providers/upbound/provider-family-aws
 * Crossplane AWS provider source code: https://github.com/upbound/provider-aws
diff --git a/src/content/docs/aws/integrations/messaging/docker-compose.yml b/src/content/docs/aws/integrations/messaging/docker-compose.yml
@@ -0,0 +1,70 @@
+services:
+  zookeeper:
+    image: confluentinc/cp-zookeeper:6.0.2
+    container_name: zookeeper
+    hostname: zookeeper
+    ports:
+      - "2181:2181"
+    environment:
+      ZOOKEEPER_CLIENT_PORT: 2181
+      ZOOKEEPER_TICK_TIME: 2000
+
+  kafka:
+    image: confluentinc/cp-kafka:6.0.2
+    container_name: kafka
+    hostname: kafka
+    restart: always
+    depends_on:
+      - zookeeper
+    ports:
+      - "9092:9092"
+      - "9101:9101"
+    environment:
+      KAFKA_BROKER_ID: 1
+      KAFKA_ZOOKEEPER_CONNECT: 'zookeeper:2181'
+      KAFKA_LISTENER_SECURITY_PROTOCOL_MAP: PLAINTEXT:PLAINTEXT,PLAINTEXT_HOST:PLAINTEXT
+      KAFKA_ADVERTISED_LISTENERS: PLAINTEXT://kafka:29092,PLAINTEXT_HOST://localhost:9092
+      KAFKA_OFFSETS_TOPIC_REPLICATION_FACTOR: 1
+      KAFKA_GROUP_INITIAL_REBALANCE_DELAY_MS: 0
+      KAFKA_CONFLUENT_LICENSE_TOPIC_REPLICATION_FACTOR: 1
+      KAFKA_CONFLUENT_BALANCER_TOPIC_REPLICATION_FACTOR: 1
+      KAFKA_TRANSACTION_STATE_LOG_MIN_ISR: 1
+      KAFKA_TRANSACTION_STATE_LOG_REPLICATION_FACTOR: 1
+      KAFKA_JMX_PORT: 9101
+      KAFKA_JMX_HOSTNAME: localhost
+      CONFLUENT_METRICS_REPORTER_BOOTSTRAP_SERVERS: kafka:29092
+      CONFLUENT_METRICS_REPORTER_TOPIC_REPLICAS: 1
+      CONFLUENT_METRICS_ENABLE: 'true'
+      CONFLUENT_SUPPORT_CUSTOMER_ID: 'anonymous'
+      KAFKA_AUTO_CREATE_TOPICS_ENABLE: 'true'
+
+  kowl:
+    image: quay.io/cloudhut/kowl:v1.3.1
+    container_name: kowl
+    restart: always
+    ports:
+      - "8080:8080"
+    depends_on:
+      - kafka
+    environment:
+      - KAFKA_BROKERS=kafka:29092
+
+  localstack:
+    container_name: "${LOCALSTACK_DOCKER_NAME-localstack-main}"
+    image: localstack/localstack-pro  # required for Pro
+    ports:
+      - "127.0.0.1:4566:4566"            # LocalStack Gateway
+      - "127.0.0.1:4510-4559:4510-4559"  # external services port range
+      - "127.0.0.1:443:443"              # LocalStack HTTPS Gateway (Pro)
+    depends_on:
+      - kafka
+      - kowl
+    environment:
+      # Activate LocalStack Pro: https://docs.localstack.cloud/getting-started/auth-token/
+      - LOCALSTACK_AUTH_TOKEN=${LOCALSTACK_AUTH_TOKEN:?}  # required for Pro
+      # LocalStack configuration: https://docs.localstack.cloud/references/configuration/
+      - DEBUG=${DEBUG:-0}
+      - PERSISTENCE=${PERSISTENCE:-0}
+    volumes:
+      - "${LOCALSTACK_VOLUME_DIR:-./volume}:/var/lib/localstack"
+      - "/var/run/docker.sock:/var/run/docker.sock"
diff --git a/src/content/docs/aws/integrations/messaging/selfmanaged-kafka-cluster.md b/src/content/docs/aws/integrations/messaging/selfmanaged-kafka-cluster.md
@@ -6,13 +6,13 @@ sidebar:
     order: 1
 ---
 
-LocalStack Pro supports [AWS Managed Streaming for Kafka (MSK)](/aws/services/msk) {/*TODO: target doesn't exist yet */}and you can create Kafka clusters directly through the MSK API that will run in LocalStack.
+LocalStack Pro supports [AWS Managed Streaming for Kafka (MSK)](/aws/services/msk) and you can create Kafka clusters directly through the MSK API that will run in LocalStack.
 In some cases, you may want to run your own self-managed Kafka cluster and integrate it with your applications, like triggering Lambdas from a Kafka stream running in your own cluster.
 The Lambda integration with self-managed Kafka clusters is also a LocalStack Pro feature.
 
 ## Running self-managed Kafka
 
-You can find the [example Docker Compose](docker-compose.yml) file which contains a single-noded ZooKeeper and a Kafka cluster and a simple LocalStack setup as well as [Kowl](https://github.com/cloudhut/kowl), an Apache Kafka Web UI.
+You can find the [example Docker Compose](https://github.com/localstack/localstack-docs/blob/master/src/content/docs/aws/integrations/messaging/docker-compose.yml) file which contains a single-noded ZooKeeper and a Kafka cluster and a simple LocalStack setup as well as [Kowl](https://github.com/cloudhut/kowl), an Apache Kafka Web UI.
 
 1. Run Docker Compose:
 
diff --git a/src/content/docs/aws/tooling/extensions/developing-extensions.mdx b/src/content/docs/aws/tooling/extensions/developing-extensions.mdx
@@ -14,7 +14,7 @@ This section provides a brief overview of how to develop your own extensions.
 
 ## Extensions API
 
-LocalStack exposes a Python API for building extensions that can be found in the core codebase in [`localstack.extensions.api`](https://github.com/localstack/localstack/tree/master/localstack/extensions/api).
+LocalStack exposes a Python API for building extensions that can be found in the core codebase in [`localstack.extensions.api`](https://github.com/localstack/localstack/tree/master/localstack-core/localstack/extensions/api).
 
 The basic interface to implement is as follows:
 
diff --git a/src/content/docs/aws/tooling/extensions/index.md b/src/content/docs/aws/tooling/extensions/index.md
diff --git a/src/content/docs/aws/tooling/localstack-docker-extension.md b/src/content/docs/aws/tooling/localstack-docker-extension.md
diff --git a/src/content/docs/snowflake/capabilities/init-hooks.mdx b/src/content/docs/snowflake/capabilities/init-hooks.mdx
diff --git a/src/content/docs/snowflake/getting-started/faq.md b/src/content/docs/snowflake/getting-started/faq.md
diff --git a/src/content/docs/snowflake/getting-started/index.md b/src/content/docs/snowflake/getting-started/index.md
diff --git a/src/content/docs/snowflake/getting-started/quickstart.md b/src/content/docs/snowflake/getting-started/quickstart.md
diff --git a/src/content/docs/snowflake/tutorials/aws-lambda-localstack-snowpark.md b/src/content/docs/snowflake/tutorials/aws-lambda-localstack-snowpark.md
diff --git a/src/content/docs/snowflake/tutorials/credit-scoring-with-localstack-snowpark.md b/src/content/docs/snowflake/tutorials/credit-scoring-with-localstack-snowpark.md
