diff --git a/docs/install/metadata-ingestion/ingest-sample-data.md b/docs/install/metadata-ingestion/ingest-sample-data.md
index 828bedabe46..ece4ee8bf77 100644
--- a/docs/install/metadata-ingestion/ingest-sample-data.md
+++ b/docs/install/metadata-ingestion/ingest-sample-data.md
@@ -18,18 +18,13 @@ OpenMetadata is built using Java, DropWizard, Jetty, and MySQL.
 
 ### Run OpenMetadata Server
 
- please refer to Run OpenMetadata section to run the server manually or using docker.
+Please refer to the [Run OpenMetadata ](../run-openmetadata.md#install-on-your-local-machine)section to run the server manually or using [Docker](../run-openmetadata.md#run-docker).
 
-### Install from PyPI
+### Install from PyPI 
 
 {% tabs %}
 {% tab title="Install Using PyPI" %}
 ```bash
-Download the latest OpenMetadata release from here 
-https://github.com/open-metadata/OpenMetadata/releases
-tar zxvf openmetadata-0.4.0.tar.gz
-cd openmetadata-0.4.0/ingestion
-python3 -m venv env 
 python3 -m pip install 'openmetadata-ingestion[sample-data, elasticsearch]'
 ```
 {% endtab %}
@@ -40,6 +35,8 @@ python3 -m pip install 'openmetadata-ingestion[sample-data, elasticsearch]'
 Sample Data, Tables, Usage, Users, Topics, and Dashboards.
 
 ```bash
+#Make sure the OpenMetadata Server is up and running
+cd openmetadata-0.4.0/ingestion
 metadata ingest -c ./pipelines/sample_data.json
 metadata ingest -c ./pipelines/sample_usage.json
 metadata ingest -c ./pipelines/sample_users.json
@@ -60,6 +57,7 @@ docker run -p 9200:9200 -p 9300:9300 -e "discovery.type=single-node" docker.elas
 Index sample data in ElasticSearch:
 
 ```bash
+#Make sure the OpenMetadata Server is up and running
 cd openmetadata-0.4.0/ingestion
 metadata ingest -c ./pipelines/metadata_to_es.json
 ```