diff --git a/examples/snowflake/hamilton_ui/pipeline_endpoint.py b/examples/snowflake/hamilton_ui/pipeline_endpoint.py
index 7a787c8d2..217077f0b 100644
--- a/examples/snowflake/hamilton_ui/pipeline_endpoint.py
+++ b/examples/snowflake/hamilton_ui/pipeline_endpoint.py
@@ -86,8 +86,8 @@ def get_response(prj_id, spend, signups, output_columns):
         tags={"environment": "R&D", "team": "MY_TEAM", "version": "Beta"},
     )
     input_columns = {
-        "signups": pd.Series(spend),
-        "spend": pd.Series(signups),
+        "signups": pd.Series(signups),
+        "spend": pd.Series(spend),
     }
     dr = (
         driver.Builder()
diff --git a/examples/snowflake/hamilton_ui/snowflake.sql b/examples/snowflake/hamilton_ui/snowflake.sql
index 7cad26748..ba1afc159 100644
--- a/examples/snowflake/hamilton_ui/snowflake.sql
+++ b/examples/snowflake/hamilton_ui/snowflake.sql
@@ -1,6 +1,15 @@
 -- For more details visit:
 -- https://medium.com/@pkantyka/observability-of-python-code-and-application-logic-with-hamilton-ui-on-snowflake-container-services-a26693b46635
 
+CREATE OR REPLACE IMAGE REPOSITORY images;
+-- then docker build -t <repository_url>/snowflake-hamilton-ui .
+-- docker login <registry_hostname> -u <snowflake-username>
+-- docker push <repository_url>/snowflake-hamilton-ui
+SHOW IMAGES IN IMAGE REPOSITORY <name>;
+
+CREATE STAGE hamilton_base ENCRYPTION = (type = 'SNOWFLAKE_SSE');
+
+
 CREATE SERVICE public.hamilton_ui
 IN COMPUTE POOL TEST_POOL
 FROM SPECIFICATION $$
@@ -21,7 +30,7 @@ spec:
    - name: hamilton-basedir
      source: "@<db-name>.<schema-name>.hamilton_base"
   $$
-QUERY_WAREHOUSE = <warehause-name>
+QUERY_WAREHOUSE = <warehouse-name>
 ;
 
 CALL SYSTEM$GET_SERVICE_STATUS('<db-name>.<schema>.hamilton_ui');