diff --git a/docs/get-started/tutorials/tutorial-aws-lambda-simple.md b/docs/get-started/tutorials/tutorial-aws-lambda-simple.md
index 7f61edec4c2..3a5819aba0e 100644
--- a/docs/get-started/tutorials/tutorial-aws-lambda-simple.md
+++ b/docs/get-started/tutorials/tutorial-aws-lambda-simple.md
@@ -54,6 +54,7 @@ Configure the AWS region and [account id](https://docs.aws.amazon.com/IAM/latest
 
 ```bash
 export CDK_ACCOUNT=123456789
+# us-east-1 is where the Quickwit public dataset bucket is located
 export CDK_REGION=us-east-1
 ```
 
@@ -62,7 +63,10 @@ If this region/account pair was not bootstrapped by CDK yet, run:
 cdk bootstrap aws://$CDK_ACCOUNT/$CDK_REGION
 ```
 
-This initializes some basic resources to host artifacts such as Lambda packages.
+This initializes some basic resources to host artifacts such as Lambda packages. We can now deploy the stack:
+```bash
+cdk deploy -a cdk/app.py
+```
 
 ## Index the HDFS logs dataset
 
@@ -102,7 +106,7 @@ Let's start with a query on the field `severity_text` and look for errors: `seve
 python cli.py search '{"query":"severity_text:ERROR"}'
 ```
 
-It should respond under 1 second and return 10 hits out of 345 if you indexed the whole dataset. If you index the first 10,000 documents, you won't have any hits, try to query `INFO` logs instead.
+It should respond in under 1 second and return 10 hits out of 345 if you indexed the whole dataset. If you index the first 10,000 documents, you won't have any hits, try to query `INFO` logs instead.
 
 
 Let's now run a more advanced query: a date histogram with a term aggregation on the `severity_text`` field: