diff --git a/rds-aurora-mysql/README.md b/rds-aurora-mysql/README.md
index 2c7874d..5d3eeb0 100644
--- a/rds-aurora-mysql/README.md
+++ b/rds-aurora-mysql/README.md
@@ -10,7 +10,7 @@ Follow these steps to get started with federated SQL query against AWS RDS Auror
 
 ![Screenshot](./aws-rds-aurora-mysql.png)
 
-**Step 3.** Depending on chosen credentials management option (AWS Secrets Manager, or Self managed) retrieve `username` and `password`. 
+**Step 3.** Depending on chosen credentials management option (AWS Secrets Manager, or Self managed) retrieve `username` and `password`.
 
 **Step 4.** Edit the `spicepod.yaml` file in this working directory and replace `[remote_table_path]` with the path to the remote table to be accelerated, `[local_table_name]` with the desired name for the locally accelerated table, and the `[mysql_host]` and `[mysql_tcp_port]` params with the connection parameters for the AWS RDS instance. The `[mysql_user]` should be set to the username for the RDS instance. The `[mysql_db]` should be set to the name of the database in the RDS instance. The `MYSQL_PASS` environment variable should be set to the password for the RDS instance. Environment variables can be specified on the command line when running the Spice runtime or in a `.env` file in the same directory as `spicepod.yaml`.
 
@@ -18,9 +18,9 @@ Follow these steps to get started with federated SQL query against AWS RDS Auror
 echo "MYSQL_PASS=<password>" > .env
 ```
 
-See the [datasets reference](https://docs.spiceai.org/reference/spicepod/datasets) for more dataset configuration options and [MySQL Data Connector](https://docs.spiceai.org/data-connectors/mysql) for more options on configuring a MySQL Data Connector.
+See the [datasets reference](https://docs.spiceai.org/reference/spicepod/datasets) for more dataset configuration options and [MySQL Data Connector](https://docs.spiceai.org/components/data-connectors/mysql) for more options on configuring a MySQL Data Connector.
 
-To securely store your RDS password, see [Secret Stores](https://docs.spiceai.org/secret-stores)
+To securely store your RDS password, see [Secret Stores](https://docs.spiceai.org/components/secret-stores)
 
 **Step 5.** Run the Spice runtime with `spice run` from this directory.