diff --git a/customers/customers.py b/customers/customers.py
index dfa2768..bf82685 100644
--- a/customers/customers.py
+++ b/customers/customers.py
@@ -23,11 +23,11 @@ def create_table():
             conn.commit()
 
 
-def create_customer(c: Customer):
+def create_customer(name, email):
     with get_connection() as conn:
         with conn.cursor() as cur:
             cur.execute(
-                "INSERT INTO customers (name, email) VALUES (%s, %s)", (c.name, c.email))
+                "INSERT INTO customers (name, email) VALUES (%s, %s)", (name, email))
             conn.commit()
 
 
diff --git a/guide/getting-started-with-testcontainers-for-python/index.adoc b/guide/getting-started-with-testcontainers-for-python/index.adoc
index 4064cda..6bdfd1a 100644
--- a/guide/getting-started-with-testcontainers-for-python/index.adoc
+++ b/guide/getting-started-with-testcontainers-for-python/index.adoc
@@ -77,18 +77,18 @@ Let's create *customers/customers.py* file and create *Customer* class as follow
 include::{codebase}/customers/customers.py[lines="4..12"]
 ----
 
-Now, let's implement *create_table()* function to create *customers* table as follows:
+Now, let's add *create_table()* function in *customers/customers.py* file to create *customers* table as follows:
 
 [source,python]
 ----
 include::{codebase}/customers/customers.py[lines="1..3,4..24"]
 ----
 
-We have obtained a new database connection using *get_connection()* function and created a *customers* table.
-We have used Python context manager *with* statement to automatically close the database connection once the table is created.
+We have obtained a new database connection using *get_connection()* function and created the *customers* table.
+We have used Python context manager *with* statement to automatically close the database connection.
 
-Now, let's implement *create_customer()*, *get_all_customers()*, *get_customer_by_email()*,
-and *delete_all_customers()* functions as follows:
+Let's implement *create_customer()*, *get_all_customers()*, *get_customer_by_email()*,
+and *delete_all_customers()* functions in *customers/customers.py* file as follows:
 
 [source,python]
 ----
@@ -103,9 +103,8 @@ To keep it simple for the purpose of this guide, we are creating a new connectio
 In a real-world application, it is recommended to use a connection pool to reuse connections.
 
 == Write tests using Testcontainers
-To test our functions, we will create a Postgres database in a container using Testcontainers once.
-Then we will use the same database for all the tests.
-Also, we will delete all the customer records before every test to run the tests in a predictable state.
+We will create a PostgreSQL database in a container using Testcontainers and use the same database for all the tests.
+Also, we will delete all the customer records before every test so that our tests will run with a clean database.
 
 We are going to use pytest fixtures for implementing the setup and teardown logic.
 
@@ -138,7 +137,7 @@ include::{codebase}/tests/test_customers.py[lines="28..40"]
 As we are deleting all the customer records before every test, the tests can be run in any order.
 
 == Run tests
-To enable the Pytest https://pytest.org/explanation/goodpractices.html#test-discovery[auto-discovery] mechanism, create *__init__.py* file under *tests* directory with empty content.
+To enable the Pytest https://pytest.org/explanation/goodpractices.html#test-discovery[auto-discovery] mechanism, create *\_\_init\_\_.py* file under *tests* directory with empty content.
 
 Now let's run the tests using pytest as follows:
 
@@ -152,14 +151,14 @@ You should see the following output:
 [source,shell]
 ----
 pytest
-=============================== test session starts ===============================
+=========== test session starts ==============
 platform darwin -- Python 3.12.0, pytest-7.4.3, pluggy-1.3.0
 rootdir: /Users/siva/dev/tc-python-demo
 collected 2 items
 
-tests/test_customers.py ..                                                  [100%]
+tests/test_customers.py ..                       [100%]
 
-================================ 2 passed in 3.02s ================================
+========= 2 passed in 3.02s =================
 ----
 
 == Conclusion
diff --git a/tests/test_customers.py b/tests/test_customers.py
index 2da3cc1..5c2e6e2 100644
--- a/tests/test_customers.py
+++ b/tests/test_customers.py
@@ -26,14 +26,14 @@ def setup_data():
 
 
 def test_get_all_customers():
-    customers.create_customer(customers.Customer(0, "Siva", "siva@gmail.com"))
-    customers.create_customer(customers.Customer(0, "James", "james@gmail.com"))
+    customers.create_customer("Siva", "siva@gmail.com")
+    customers.create_customer("James", "james@gmail.com")
     customers_list = customers.get_all_customers()
     assert len(customers_list) == 2
 
 
 def test_get_customer_by_email():
-    customers.create_customer(customers.Customer(0, "John", "john@gmail.com"))
+    customers.create_customer("John", "john@gmail.com")
     customer = customers.get_customer_by_email("john@gmail.com")
     assert customer.name == "John"
     assert customer.email == "john@gmail.com"