docs: Update quickstart guide for using cosmos in airflow workflow fo…

…r dbt transformations branding and style

modules/other-integrations/pages/execute-dbt-teradata-transformations-in-airflow-with-cosmos.adoc

@@ -10,7 +10,7 @@
 
 == Overview
 
-This tutorial demonstrates how to install Apache Airflow on a local machine, configure the workflow to use dbt teradata to run dbt transformations using astronomer cosmos library, and run it against a Teradata Vantage database. Apache Airflow is a task scheduling tool that is typically used to build data pipelines to process and load data. https://astronomer.github.io/astronomer-cosmos/[Astronomer cosmos] library simplify transformations with dbt in Apache Airflow. Using Cosmos, run your dbt Core projects as Apache Airflow DAGs and Task Groups with a few lines of code.
+This tutorial demonstrates how to install Apache Airflow on a local machine, configure the workflow to use dbt teradata to run dbt transformations using the astronomer cosmos library, and run it against a Teradata Vantage database. Apache Airflow is a task scheduling tool that is typically used to build data pipelines to process and load data. https://astronomer.github.io/astronomer-cosmos/[Astronomer cosmos] library simplifies orchestrating dbt data transformations in Apache Airflow. Using Cosmos, allows running dbt Core projects as Apache Airflow DAGs and Task Groups with a few lines of code.
 In this example, we will explain how to use astronomer cosmos to run dbt teradata transformations in airflow against Teradata vantage database.
 
 == Prerequisites
@@ -70,7 +70,7 @@ pip install "apache-airflow==${AIRFLOW_VERSION}" --constraint "${CONSTRAINT_URL}
 --
 ====
 
-3. Install the Apache Airflow Teradata provider stable version from PyPI repository.
+3. Install the Apache Airflow Teradata provider stable version from the corresponding PyPI repository.
 +
 [source, bash]
 ----
@@ -155,13 +155,13 @@ cp -r jaffle_shop $AIRFLOW_HOME/dags/dbt/
 [source, bash]
 export dbt_project_home_dir=../../jaffle_shop
 +
-NOTE: Change `/../../` to path of jaffle_shop project path.
+NOTE: You might need to change `/../../` to the specific path where you cloned the jaffle_shop project.
 
-3. Define the virtual environment path where dbt-teradata installed in <<Install dbt>> as an environment variable `dbt_venv_dir`.
+3. Define the path to the virtual environment where dbt-teradata was installed as an environment variable `dbt_venv_dir`.
 [source, bash]
 set dbt_venv_dir=/../../dbt_env/bin/dbt
 +
-NOTE: Change `/../../` to path where virtual environment path defined.
+NOTE: You might need to change `/../../` to the specific path where the virtual environment is located.
 
 == Start Apache Airflow web server
 1. Run airflow web server
@@ -185,7 +185,8 @@ airflow standalone
 * Password (required): lake_user
 
 == Define DAG in Apache Airflow
-Dags in airflow will be defined as python file. Similarly, define below dag to run dbt transformations defined in jaffle_shop dbt project against Teradata Vantage system using cosmos. Copy below python code and save it as `airflow-cosmos-dbt-teradata-integration.py` under directory $AIRFLOW_HOME/files/dags.
+Dags in airflow are defined as python files. The dag below runs the dbt transformations defined in the `jaffle_shop` dbt project on a Teradata Vantage system using cosmos.Copy the python code below and save it as `airflow-cosmos-dbt-teradata-integration.py` under the directory $AIRFLOW_HOME/files/dags.
+
 [source, python]
 ----
 import os
@@ -228,17 +229,17 @@ with DAG(
 
 == Load DAG
 
-When the dag file is copied to $AIRFLOW_HOME/files/dags, apache airflow loads the dag to airflow UI.
+When the dag file is copied to $AIRFLOW_HOME/files/dags, Apache Airflow loads the dag to airflow UI.
 
 == Run DAG
 
-Run the dag as shown in below image.
+Run the dag as shown in the image below.
 
 image::{dir}/airflow-dag.png[Run dag,align="left" width=75%]
 
 == Summary
 
-In this quick start guide, we explored how to utilize Astronomer Cosmos library in apache airflow to execute dbt teradata transformations against Teradata Vantage instance.
+In this quick start guide, we explored how to utilize Astronomer Cosmos library in Apache Airflow to execute dbt teradata transformations against a Teradata Vantage instance.
 
 == Further reading
 * link:https://airflow.apache.org/docs/apache-airflow/stable/core-concepts/dags.html[Apache Airflow DAGs reference]