finished fixing snow docs

Author: quetzalliwrites

src/content/docs/snowflake/capabilities/init-hooks.mdx

@@ -7,7 +7,7 @@ import { Tabs, TabItem } from '@astrojs/starlight/components';
 
 ## Introduction
 
-LocalStack for Snowflake supports automatically executing `*.sf.sql` files via [Init Hooks](https://docs.localstack.cloud/references/init-hooks/) when mounted into the Docker container. A script can be added to one of these stages in the lifecycle:
+LocalStack for Snowflake supports automatically executing `*.sf.sql` files via Init Hooks when mounted into the Docker container. A script can be added to one of these stages in the lifecycle:
 
 -   `BOOT`: the container is running, but LocalStack hasn’t started
 -   `START`: the Python process is running, and LocalStack is starting

src/content/docs/snowflake/getting-started/faq.md

@@ -14,7 +14,7 @@ Yes, the Snowflake emulator supports the Snowflake v2 SQL API (`/api/v2/*` endpo
 
 ### Why are my Snowflake tests failing?
 
-The Snowflake emulator is in **preview** and may not support all Snowflake features. If your tests are failing, it could be due to the lack of support for certain Snowflake features in the emulator. We recommend checking the [function coverage](https://snowflake.localstack.cloud/references/coverage-functions/) to see the list of supported SQL functions and [feature coverage](https://snowflake.localstack.cloud/references/coverage-features/) to see the list of supported features. If you encounter any issues, you can connect with us for [support](#support-faqs).
+The Snowflake emulator is in **preview** and may not support all Snowflake features. If your tests are failing, it could be due to the lack of support for certain Snowflake features in the emulator. We recommend checking the [function coverage](/snowflake/sql-functions/) to see the list of supported SQL functions and [feature coverage](/snowflake/features/) to see the list of supported features. If you encounter any issues, you can connect with us for [support](#support-faqs).
 
 ### Why does the Snowflake emulator run on `snowflake.localhost.localstack.cloud`?
 

src/content/docs/snowflake/getting-started/quickstart.md

@@ -12,7 +12,7 @@ This guide explains how to set up the Snowflake emulator and develop a Python pr
 
 ## Prerequisites
 
-- [`localstack` CLI](https://docs.localstack.cloud/getting-started/installation/#localstack-cli)
+- [`localstack` CLI](/snowflake/getting-started/#localstack-cli)
 - [LocalStack for Snowflake](/snowflake/getting-started/)
 - Python 3.10 or later 
 - [`snowflake-connector-python` library](https://docs.snowflake.com/en/developer-guide/python-connector/python-connector-install)
@@ -129,7 +129,7 @@ To stop LocalStack and remove locally created resources, use:
 localstack stop
 ```
 
-LocalStack is ephemeral and doesn't persist data across restarts. It runs inside a Docker container, and once it’s stopped, all locally created resources are automatically removed. In a future release of the Snowflake emulator, we will provide proper persistence and integration with our [Cloud Pods](https://docs.localstack.cloud/aws/capabilities/state-management/cloud-pods) feature as well.
+LocalStack is ephemeral and doesn't persist data across restarts. It runs inside a Docker container, and once it’s stopped, all locally created resources are automatically removed. In a future release of the Snowflake emulator, we will provide proper persistence and integration with a [Cloud Pods](/aws/capabilities/state-management/cloud-pods/) feature as well.
 
 ## Next steps
 

src/content/docs/snowflake/tutorials/aws-lambda-localstack-snowpark.md

@@ -19,9 +19,9 @@ The code in this tutorial is available on [GitHub](https://github.com/localstack
 
 ## Prerequisites
 
-- [`localstack` CLI](https://docs.localstack.cloud/getting-started/installation/#localstack-cli) with a [`LOCALSTACK_AUTH_TOKEN`](https://docs.localstack.cloud/getting-started/auth-token/)
+- [`localstack` CLI](/snowflake/getting-started/#localstack-cli) with a [`LOCALSTACK_AUTH_TOKEN`](/aws/getting-started/auth-token/)
 - [LocalStack for Snowflake](/snowflake/getting-started/)
-- [AWS CLI](https://docs.aws.amazon.com/cli/latest/userguide/install-cliv2.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/install-cliv2.html) & [`awslocal` wrapper](/aws/integrations/aws-native-tools/aws-cli/#localstack-aws-cli-awslocal)
 - Python 3.10 installed locally
 
 ## Create the Lambda function

src/content/docs/snowflake/tutorials/credit-scoring-with-localstack-snowpark.md

@@ -14,7 +14,7 @@ The Jupyter Notebook and the dataset used in this tutorial are available on [Git
 
 ## Prerequisites
 
-- [`localstack` CLI](https://docs.localstack.cloud/getting-started/installation/#localstack-cli) with a [`LOCALSTACK_AUTH_TOKEN`](https://docs.localstack.cloud/getting-started/auth-token/)
+- [`localstack` CLI](/snowflake/getting-started/#localstack-cli) with a [`LOCALSTACK_AUTH_TOKEN`](/aws/getting-started/auth-token/)
 - [LocalStack for Snowflake](/snowflake/getting-started/)
 - [Snowpark](/snowflake/integrations/snowpark) with other Python libraries
 - [Jupyter Notebook](https://jupyter.org/install#jupyter-notebook)