diff --git a/_posts/2023-07-07-python-udf.md b/_posts/2023-07-07-python-udf.md
index 6fbe04389d1..40438cc4352 100644
--- a/_posts/2023-07-07-python-udf.md
+++ b/_posts/2023-07-07-python-udf.md
@@ -69,6 +69,7 @@ con.create_function("wc_titles", world_cups, [VARCHAR], INTEGER)
 ```
 
 That's it, the function is then registered and ready to be called through SQL.
+
 ```python
 # Let's create an example countries table with the countries we are interested in using
 con.execute("CREATE TABLE countries(country VARCHAR)")
@@ -76,7 +77,6 @@ con.execute("INSERT INTO countries VALUES ('Brazil'), ('Germany'), ('Italy'), ('
 # We can simply call the function through SQL, and even use the function return to eliminate the countries that never won a world cup
 con.sql("SELECT country, wc_titles(country) as world_cups from countries").fetchall()
 # [('Brazil', 5), ('Germany', 4), ('Italy', 4), ('Argentina', 2), ('Uruguay', 2), ('France', 2), ('England', 1), ('Spain', 1), ('Netherlands', None)]
-
 ```
 
 ### Generating Fake Data with Faker (Built-In Type UDF)
diff --git a/docs/guides/snippets/create_synthetic_data.md b/docs/guides/snippets/create_synthetic_data.md
index 1b6f37f8ce2..9ae5e7a21d5 100644
--- a/docs/guides/snippets/create_synthetic_data.md
+++ b/docs/guides/snippets/create_synthetic_data.md
@@ -21,13 +21,29 @@ import duckdb
 from duckdb.typing import *
 from faker import Faker
 
+fake = Faker()
+
 def random_date():
-    fake = Faker()
     return fake.date_between()
 
-duckdb.create_function("random_date", random_date, [], DATE, type="native", side_effects=True)
-res = duckdb.sql("""
-                 SELECT hash(i * 10 + j) AS id, random_date() AS creationDate, IF (j % 2, true, false)
+def random_short_text():
+    return fake.text(max_nb_chars=20)
+
+def random_long_text():
+    return fake.text(max_nb_chars=200)
+
+con = duckdb.connect()
+con.create_function("random_date",       random_date,       [], DATE,    type="native", side_effects=True)
+con.create_function("random_short_text", random_short_text, [], VARCHAR, type="native", side_effects=True)
+con.create_function("random_long_text",  random_long_text,  [], VARCHAR, type="native", side_effects=True)
+
+res = con.sql("""
+                 SELECT
+                    hash(i * 10 + j) AS id,
+                    random_date() AS creationDate,
+                    random_short_text() AS short,
+                    random_long_text() AS long,
+                    IF (j % 2, true, false) AS bool
                  FROM generate_series(1, 5) s(i)
                  CROSS JOIN generate_series(1, 2) t(j)
                  """)