diff --git a/site/sigmaguides/src/dataapps_reconciliation/dataapps_reconciliation.md b/site/sigmaguides/src/dataapps_reconciliation/dataapps_reconciliation.md
index c1f56dd8..84f02e23 100644
--- a/site/sigmaguides/src/dataapps_reconciliation/dataapps_reconciliation.md
+++ b/site/sigmaguides/src/dataapps_reconciliation/dataapps_reconciliation.md
@@ -337,16 +337,6 @@ Add an additional column and rename it to `Adjusted_Qty`. Be sure to change it's
Rename the input table to `Please provide adjusted stock quantities`.
-Before we can do a quick test, we need to set the input table to allow others to edit it:
-
-
-
-Click `Publish`.
-
-Set the workbook into published version:
-
-
-
Searching again for the product `aquamarine frosted tomato medium navy`, we can click the `EDIT` link in the first row.
Our modal now looks like this, and we can update the row(s) we are interested in by clicking the `Edit Data` button:
@@ -457,16 +447,25 @@ This table plays a crucial role in enabling incremental snapshots, ensuring that
Run the following command in Snowflake to create the schema, table and permissions:
```code
--- Create the Snapshot Metadata schema, table and permissions
+-- Create the Snapshot Metadata schema, table, and permissions
-- This table will store information about each snapshot, enabling the filtering logic.
+
USE DATABASE SIGMA_QUICKSTARTS;
CREATE SCHEMA IF NOT EXISTS SIGMA_QUICKSTARTS.SNAPSHOT_AND_INVENTORY_ADJUSTMENTS_METADATA;
+
CREATE TABLE IF NOT EXISTS SIGMA_QUICKSTARTS.SNAPSHOT_AND_INVENTORY_ADJUSTMENTS_METADATA.SNAPSHOT_METADATA (
- snapshot_id STRING PRIMARY KEY,
- snapshot_time TIMESTAMP,
- snapshot_name STRING
+ snapshot_id STRING PRIMARY KEY, -- Unique identifier for each snapshot
+ snapshot_time TIMESTAMP, -- Timestamp indicating when the snapshot was created
+ snapshot_name STRING, -- Name of the snapshot table (includes a timestamp)
+ supplier_key STRING, -- Supplier identifier associated with the row
+ part_name STRING, -- Name of the part being adjusted
+ brand STRING, -- Brand of the inventory item
+ manufacturer STRING -- Manufacturer of the inventory item
);
-GRANT CREATE TABLE, CREATE VIEW, CREATE STAGE ON SCHEMA SIGMA_QUICKSTARTS.SNAPSHOT_AND_INVENTORY_ADJUSTMENTS_METADATA TO ROLE ACCOUNTADMIN;
+
+GRANT CREATE TABLE, CREATE VIEW, CREATE STAGE
+ON SCHEMA SIGMA_QUICKSTARTS.SNAPSHOT_AND_INVENTORY_ADJUSTMENTS_METADATA
+TO ROLE ACCOUNTADMIN;
```