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------------------------ -->\n","\u003Ch2\u003EOverview\u003C/h2\u003E\n","\u003Cp\u003ESharing information between departments or business units ("domains") of a company is critical for success. Sharing and consuming data assets is more successful if data is shared as a product. A data product is a collection of related data objects plus metadata, such as a business description, ownership and contact information, service level objectives, data dictionary, and more. In a Data Mesh, data products are typically also subject to various data management and organizational principles.\u003C/p\u003E\n","\u003Cp\u003E\u003Cstrong\u003ESnowflake Internal Marketplace\u003C/strong\u003E enables companies to publish documented and governed data products, so they are discoverable and understandable for data consumers. Optionally, data quality metrics and SLOs can be included to make the product more trustworthy. The marketplace also offers rich capabilities to manage access to data products and wrap detailed governance around them to control which consumers can use which data products or which parts of a data product.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/overview.png\" alt=\"Snowflake Horizon Diagram\"\u003E\u003C/p\u003E\n","\u003Ch3\u003EWhat You’ll Learn\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EHow to publish, share, discover, and consume data product with the Snowflake Internal Marketplace\u003C/li\u003E\u003Cli\u003EHow to setup profiles for different business units that own the data products\u003C/li\u003E\u003Cli\u003EHow to manage access to data products, including request & approval workflows\u003C/li\u003E\u003Cli\u003EHow to configure governance polices for fine-grained access control of data products across business units\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You’ll Need\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EBasic knowledge of SQL, Database Concepts\u003C/li\u003E\u003Cli\u003EA Snowflake Trial Account. Signup link can be found in next section (Setup)\u003C/li\u003E\u003Cli\u003EFamiliarity with using SQL in \u003Ca href=\"https://docs.snowflake.com/en/user-guide/ui-snowsight-worksheets-gs\"\u003ESnowsight Worksheets\u003C/a\u003E\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You’ll Build\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EData products based on simple TPC-H data\u003C/li\u003E\u003Cli\u003EOrganizational Listings comprised of data and metadata\u003C/li\u003E\u003Cli\u003EGovernance policies to manage your data products\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch2\u003ESetup\u003C/h2\u003E\n","\u003Cp\u003EThe setup instructions for this lab describe all the steps for you to create the 3 accounts, domain profiles, and roles shown in the diagram below.\u003C/p\u003E\n","\u003Cp\u003EThe internal marketplace exists by default. It does not need to be created. But, you will configure it with provider profiles for the different business units via the \u003Ca href=\"https://docs.snowflake.com/en/user-guide/organization-accounts\"\u003Eorganization account\u003C/a\u003E. The organization account is a recent Snowflake capability to optionally monitor and manage a set of regular accounts.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/demoscenario_and_accounts.png\" alt=\"LabScenario\"\u003E\u003C/p\u003E\n","\u003Cp\u003EThe setup follows these steps:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EStep 1: Create a Snowflake trial account in a region of your choice\u003C/li\u003E\u003Cli\u003EStep 2: Configure the first account and create two more accounts \u003Cem\u003Ein the same org\u003C/em\u003E\u003C/li\u003E\u003Cli\u003EStep 3: Configure the second account\u003C/li\u003E\u003Cli\u003EStep 4: Configure the organization account, and rename the first account\u003C/li\u003E\u003Cli\u003EStep 5: Create profiles for the Sales, Marketing, and Supply Chain domains\u003C/li\u003E\u003Cli\u003EStep 6: Setup of a TPC-H sample database\u003C/li\u003E\u003Cli\u003EStep 7: Pre-populate the Internal Marketplace with Sample Listings\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EFor Steps 2 through 7 you can download \u003Ca href=\"https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/tree/main/sql\"\u003Escripts here\u003C/a\u003E and execute them in different accounts as per the instructions below. In the Snowflake UI you can easily import these scripts like this:\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/importscript.png\" alt=\"Import\"\u003E\u003C/p\u003E\n","\u003Ch3\u003EStep 1: Create a Snowflake trial account\u003C/h3\u003E\n","\u003Cp\u003ESign up for a trial account \u003Ca href=\"https://signup.snowflake.com/?utm_source=snowflake-devrel&utm_medium=developer-guides&utm_cta=developer-guides\"\u003Ehere\u003C/a\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003EChoose a Cloud and Region. We recommend choosing one of these regions where this Quickstart and the very latest features have been tested:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003EMicrosoft Azure:\u003C/strong\u003E North Europe (Ireland), Central US (Iowa), Canada Central (Toronto)\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EAmazon Web Services\u003C/strong\u003E: EU (Frankfurt), Canada (Central), Asia Pacific (Tokyo)\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EGoogle Cloud Platform\u003C/strong\u003E: Europe West (London), US Central (Iowa)\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EChoose \u003Cstrong\u003EEnterprise Edition\u003C/strong\u003E or higher. (Standard Edition does not support the Internal Marketplace)\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EActivate the account with an admin user name such as \u003Ccode\u003Eadmin\u003C/code\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E<mark>Note!</mark> Step 2 creates a \u003Ccode\u003Esales_admin\u003C/code\u003E that will be used throughout this lab.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EStep 2: Configure the first account and create two more accounts \u003Cem\u003Ein the same org\u003C/em\u003E\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003ELogin as \u003Ccode\u003Eadmin\u003C/code\u003E to your Primary Account from Step 1 and execute the following commands in a worksheet.\u003C/li\u003E\u003Cli\u003EIn the first four commands, enter your own email, first name, last name and password - this variable will be reused in the code for creating users and accounts.\u003C/li\u003E\u003Cli\u003EYou can also download this SQL file and import it into Snowsight - \u003Ca href=\"https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/blob/main/sql/STEP2_setup_primary_account.sql\"\u003E\u003Ccode\u003ESTEP2_setup_primary_account.sql\u003C/code\u003E\u003C/a\u003E\u003C/li\u003E\u003C/ul\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E-- Run this code in your PRIMARY Account\n-- Make sure you update the four variables below (email_var, firstname_var, lastname_var, and pwd_var)\n\nUSE ROLE accountadmin;\n\n-- Use the same name and email for all accounts\nset email_var = 'FILL_IN_YOUR_EMAIL';\nset firstname_var  = 'FILL_IN_YOUR_FIRST_NAME';\nset lastname_var  = 'FILL_IN_YOUR_LAST_NAME';\n\n-- Use the same password for users in all accounts\nset pwd_var = 'FILL_IN_YOUR_PASSWORD';\n\nCREATE OR REPLACE WAREHOUSE compute_wh WAREHOUSE_SIZE=xsmall INITIALLY_SUSPENDED=TRUE;\nGRANT ALL ON WAREHOUSE compute_wh TO ROLE public;\n\n--  Create a user and role for the sales domain:\nUSE ROLE accountadmin;\nCREATE OR REPLACE ROLE sales_data_scientist_role;\n\nSET my_user_var = CURRENT_USER();\nALTER USER identifier($my_user_var) SET DEFAULT_ROLE = sales_data_scientist_role;\n\nCREATE OR REPLACE USER sales_admin\n  PASSWORD = $pwd_var\n  LOGIN_NAME = sales_admin\n  DISPLAY_NAME = sales_admin\n  FIRST_NAME = $firstname_var\n  LAST_NAME = $lastname_var\n  EMAIL = $email_var\n  MUST_CHANGE_PASSWORD = FALSE\n  DEFAULT_WAREHOUSE = compute_wh\n  DEFAULT_ROLE = sales_data_scientist_role\n  COMMENT = 'Sales domain admin';\n\nGRANT ROLE sales_data_scientist_role TO USER sales_admin;\nGRANT ROLE accountadmin              TO USER sales_admin;  -- for simplicity in this lab\nGRANT CREATE SHARE ON ACCOUNT                    TO ROLE sales_data_scientist_role;\nGRANT CREATE ORGANIZATION LISTING ON ACCOUNT     TO ROLE sales_data_scientist_role;\n\n\n-- Next, create a user and role for the marketing domain:\nUSE ROLE accountadmin;\nCREATE OR REPLACE ROLE marketing_analyst_role;\n\nCREATE OR REPLACE USER marketing_admin\n  PASSWORD = $pwd_var\n  LOGIN_NAME = marketing_admin\n  DISPLAY_NAME = marketing_admin\n  FIRST_NAME = $firstname_var\n  LAST_NAME = $lastname_var\n  EMAIL = $email_var\n  MUST_CHANGE_PASSWORD = FALSE\n  DEFAULT_WAREHOUSE = compute_wh\n  DEFAULT_ROLE = marketing_analyst_role\n  COMMENT = 'Marketing domain admin';\n\nGRANT ROLE marketing_analyst_role TO USER marketing_admin;\nGRANT CREATE SHARE ON ACCOUNT                    TO ROLE marketing_analyst_role;\nGRANT CREATE ORGANIZATION LISTING ON ACCOUNT     TO ROLE marketing_analyst_role;\n\nUSE ROLE orgadmin;\nGRANT MANAGE LISTING AUTO FULFILLMENT ON ACCOUNT TO ROLE sales_data_scientist_role;\nGRANT MANAGE LISTING AUTO FULFILLMENT ON ACCOUNT TO ROLE marketing_analyst_role;\n\u003C/code\u003E\u003C/pre\u003E\n\u003Cblockquote\u003E\n","\u003Cp\u003EIMPORTANT: You \u003Cstrong\u003Emay\u003C/strong\u003E receive an email asking for verification of your email address, if you have not done so before. Check your email inbox for a message from "Snowflake Computing" and validate the email for the \u003Ccode\u003Emarketing_admin\u003C/code\u003E user.\u003C/p\u003E\n\u003C/blockquote\u003E\n","\u003Cp\u003EWhile waiting for the email, you can go ahead and run the following parts.\u003C/p\u003E\n","\u003Cp\u003ENow, run the following commands to create the next two accounts that you need.\u003C/p\u003E\n\u003Cblockquote\u003E\n","\u003Cp\u003EIMPORTANT: For the commands below, you \u003Cstrong\u003Ehave to use the same worksheet\u003C/strong\u003E as above, as the variables created are reused (email_var, firstname_var, lastname_var, and pwd_var).\u003C/p\u003E\n\u003C/blockquote\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E-- Run this code in your PRIMARY account\n-- Create a secondary account in the same region (default!):\nUSE ROLE orgadmin;\n\nCREATE ACCOUNT hol_account2\n  admin_name = supply_chain_admin\n  admin_password = $pwd_var\n  first_name = $firstname_var\n  last_name = $lastname_var \n  email = $email_var\n  must_change_password = false\n  edition = enterprise;\n\n-- Create an organization account for admin purposes:\nCREATE ORGANIZATION ACCOUNT hol_org_account\n  admin_name = org_admin\n  admin_password = $pwd_var\n  first_name = $firstname_var\n  last_name = $lastname_var \n  email = $email_var\n  must_change_password = false\n  edition = enterprise; \n\n-- Get an overview of all the accounts in the organization.\n-- This SHOW command should return 3 rows:\n\nSHOW ACCOUNTS;\n\u003C/code\u003E\u003C/pre\u003E\n\u003Cul\u003E\u003Cli\u003EMake a note of your account names, URLs, and passwords!\u003C/li\u003E\u003Cli\u003ECopy or bookmark the account URLs returned by `SHOW ACCOUNTS'.\u003C/li\u003E\u003Cli\u003EWhen you click on one of these URLs you are automatically directed to the respective account for login.\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EStep 3: Configure the second account \u003Ccode\u003EHOL_ACCOUNT2\u003C/code\u003E\u003C/h3\u003E\n","\u003Cp\u003EIn a separate browser tab, log in to the account you created in step 1 (\u003Ccode\u003EHOL_ACCOUNT2\u003C/code\u003E) and set up this account.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003ELogin as \u003Ccode\u003Esupply_chain_admin\u003C/code\u003E user to your account \u003Ccode\u003EHOL_ACCOUNT2\u003C/code\u003E from Step 2 and execute the following commands in a worksheet (Use the code below or download it from the file \u003Ca href=\"https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/blob/main/sql/STEP3(HOL_ACCOUNT2)_setup_hol_account2.sql\"\u003E\u003Ccode\u003ESTEP3(HOL_ACCOUNT2)_setup_hol_account2.sql\u003C/code\u003E\u003C/a\u003E)\u003C/li\u003E\u003C/ul\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E-- Run this in hol_account2, logged in as supply_chain_admin user\n-- Make sure you run this as ACCOUNTADMIN\n\nUSE ROLE accountadmin;\n\nCREATE OR REPLACE WAREHOUSE compute_wh WAREHOUSE_SIZE=xsmall INITIALLY_SUSPENDED=TRUE;\nGRANT ALL ON WAREHOUSE compute_wh TO ROLE public;\n\nCREATE ROLE supply_chain_admin_role;\nGRANT ROLE accountadmin TO ROLE supply_chain_admin_role; -- for simplicity in this lab\nGRANT ROLE supply_chain_admin_role TO USER supply_chain_admin;\n\nALTER USER supply_chain_admin \n  SET DEFAULT_ROLE = supply_chain_admin_role;\n\nUSE ROLE supply_chain_admin_role;\nCREATE DATABASE supply_chain_db;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003EStep 4: Configure the organization account and rename your primary account\u003C/h3\u003E\n","\u003Cp\u003ELogin to the Organization Account \u003Ccode\u003EHOL_ORG_ACCOUNT\u003C/code\u003E as the \u003Ccode\u003Eorg_admin\u003C/code\u003E user and execute the following commands in a worksheet.\u003C/p\u003E\n","\u003Cp\u003EYou can also download code below from the file \u003Ca href=\"https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/blob/main/sql/STEP4(HOL_ORG_ACCOUNT)_configure_org_account.sql\"\u003E\u003Ccode\u003ESTEP4(HOL_ORG_ACCOUNT)_configure_org_account.sql\u003C/code\u003E\u003C/a\u003E from the repository:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E-- Login to the Organization Account HOL_ORG_ACCOUNT and execute the following commands in a worksheet.\n\nUSE ROLE accountadmin;\n\nCREATE OR REPLACE WAREHOUSE compute_wh WAREHOUSE_SIZE=xsmall INITIALLY_SUSPENDED=TRUE;\nGRANT ALL ON WAREHOUSE compute_wh TO ROLE public;\n\n-- Rename the Primary Account:\nUSE ROLE globalorgadmin;\n\n\n-- execute the following two commands together, \n-- no other commands in between:\n\n  show accounts;\n  SET my_curr_account = (SELECT "account_name" FROM TABLE(RESULT_SCAN(LAST_QUERY_ID())) order by "created_on" ASC LIMIT 1);\n\n-- View and rename the account:\nSELECT $my_curr_account;\n\nALTER ACCOUNT identifier($my_curr_account) \n  RENAME TO hol_account1 SAVE_OLD_URL = true;\n\n-- Enable users with the ACCOUNTADMIN role to set up Cross-Cloud Auto-Fulfillment\nSELECT SYSTEM$ENABLE_GLOBAL_DATA_SHARING_FOR_ACCOUNT('hol_account1');\nSELECT SYSTEM$ENABLE_GLOBAL_DATA_SHARING_FOR_ACCOUNT('hol_account2');\n\nSHOW ACCOUNTS;\n\n-- You should see 3 rows similar to the image below.\n-- Make a note of your account names, URLs, and passwords!\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/show_accounts.png\" alt=\"Import\"\u003E\u003C/p\u003E\n","\u003Ch3\u003EStep 5: Create profiles for the Sales, Marketing, and Supply Chain domains\u003C/h3\u003E\n","\u003Cp\u003EContinue working as the \u003Ccode\u003Eorg_admin\u003C/code\u003E user in your Organization Account \u003Ccode\u003EHOL_ORG_ACCOUNT\u003C/code\u003E to create data provider profiles. You will set up profiles for 3 business domains: \u003Cstrong\u003ESales\u003C/strong\u003E, \u003Cstrong\u003EMarketing\u003C/strong\u003E, and \u003Cstrong\u003ESupply chain\u003C/strong\u003E.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003EDownload the script \u003Ca href=\"https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/blob/main/sql/STEP5(HOL_ORG_ACCOUNT)_create_org_profiles.sql\"\u003E\u003Ccode\u003ESTEP5(HOL_ORG_ACCOUNT)_create_org_profiles.sql\u003C/code\u003E\u003C/a\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EIn that script, replace the dummy email \u003Cstrong\u003Eyouremail@whatever.com\u003C/strong\u003E with your actual email address so that you  receive access request notifications for your data product. See the image below for more details.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EDon't worry: it's only a couple of emails and only during this lab.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ERun the downloaded script \u003Ccode\u003ESTEP5(HOL_ORG_ACCOUNT)_create_org_profiles.sql\u003C/code\u003E in a worksheet.\u003C/p\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/replaceemail.png\" alt=\"Import\"\u003E\u003C/p\u003E\n","\u003Ch3\u003EStep 6: Setup of a TPC-H sample database\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003EDownload the script \u003Ca href=\"https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/blob/main/sql/STEP6(HOL_ACCOUNT1)_create_lab_database.sql\"\u003E\u003Ccode\u003ESTEP6(HOL_ACCOUNT1)_create_lab_database.sql\u003C/code\u003E\u003C/a\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ELogin to your primary account \u003Ccode\u003EHOL_ACCOUNT1\u003C/code\u003E as the \u003Ccode\u003Esales_admin\u003C/code\u003E user  and run the downloaded script \u003Ccode\u003ESTEP6(HOL_ACCOUNT1)_create_lab_database.sql\u003C/code\u003E script in a worksheet\u003C/p\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EStep 7: Pre-populate the Internal Marketplace with Sample Listings\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003EDownload the script \u003Ca href=\"https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/blob/main/sql/STEP7a(HOL_ACCOUNT1)_create_sample_listing.sql\"\u003E\u003Ccode\u003ESTEP7a(HOL_ACCOUNT1)_create_sample_listing.sql\u003C/code\u003E\u003C/a\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003ELogin into \u003Ccode\u003Ehol_account1\u003C/code\u003E as \u003Ccode\u003Emarketing_admin\u003C/code\u003E and run the script \u003Cstrong\u003ESTEP7a\u003C/strong\u003E.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EDownload the script \u003Ca href=\"https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/blob/main/sql/STEP7b(HOL_ACCOUNT2)_create_sample_listing.sql\"\u003E\u003Ccode\u003ESTEP7b(HOL_ACCOUNT2)_create_sample_listing.sql\u003C/code\u003E\u003C/a\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003ELogin into \u003Ccode\u003Ehol_account2\u003C/code\u003E as \u003Ccode\u003Esupply_chain_admin\u003C/code\u003E and run the script \u003Cstrong\u003ESTEP7b\u003C/strong\u003E.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003E\u003C/h3\u003E\n","\u003Cp\u003E\u003Cstrong\u003ESetup is now complete!\u003C/strong\u003E\u003C/p\u003E\n\u003Chr\u003E\n","\u003Ch2\u003ECreate / Publish Org Listing\u003C/h2\u003E\n","\u003Cp\u003EIn this section you will work in \u003Ccode\u003EHOL_ACCOUNT1\u003C/code\u003E to create and publish an \u003Ca href=\"https://docs.snowflake.com/en/user-guide/collaboration/listings/organizational/org-listing-about\"\u003Eorganizational listing\u003C/a\u003E.\u003C/p\u003E\n","\u003Cp\u003EThe publishing flow consists of 5 steps:\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EListing Title and Ownership\u003C/li\u003E\u003Cli\u003ESelecting Data Objects to Share\u003C/li\u003E\u003Cli\u003EConfigure Access Control and the Approval Process\u003C/li\u003E\u003Cli\u003EAdd Optional Metadata and SLOs\u003C/li\u003E\u003Cli\u003EPublish your listing to the internal marketplace\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003ELogin in to \u003Ccode\u003EHOL_ACCOUNT1\u003C/code\u003E as user \u003Ccode\u003Esales_admin\u003C/code\u003E.\u003C/p\u003E\n","\u003Ch3\u003EPublishing Flow (Step 1 of 5): Listing Title and Ownership\u003C/h3\u003E\n\u003Col\u003E\u003Cli\u003ENavigate to the Provider Studio and click the blue \u003Cstrong\u003E+Create Listing\u003C/strong\u003E button in the top right.\u003C/li\u003E\u003Cli\u003ESelect \u003Cstrong\u003E"Internal Marketplace"\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish09_providerstudio.png\" alt=\"IM\"\u003E\u003C/p\u003E\n\u003Col start=\"3\"\u003E\u003Cli\u003EClick on \u003Cstrong\u003E“Untitled Listing”\u003C/strong\u003E and give your data product a meaningful title. Let's use \u003Cstrong\u003EOrder Insights\u003C/strong\u003E in this lab. Click "Save".\u003C/li\u003E\u003C/ol\u003E\n\u003Cblockquote\u003E\n","\u003Cp\u003EIMPORTANT: some code later in this lab will reference the listing by the name \u003Cstrong\u003EOrder Insights\u003C/strong\u003E.\u003C/p\u003E\n\u003C/blockquote\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish01_title.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Col start=\"4\"\u003E\u003Cli\u003EClick on the \u003Cstrong\u003E+Profile\u003C/strong\u003E button and select the \u003Cstrong\u003ESales\u003C/strong\u003E profile as the owner of this data product.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish02_profile.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EWhen you save the profile selection, note that the contact email from the Sales profile is automatically entered as the default support contact for this listing. You can change this on a per listing basis if you want.\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EPublishing Flow Step (2 of 5): Selecting Data Objects to Share\u003C/h3\u003E\n","\u003Cp\u003ENow let's select the data objects that we want to share in this data product.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003EClick on the blue \u003Cstrong\u003EAdd Data Product\u003C/strong\u003E button to open the object explorer.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EThen, click \u003Cstrong\u003E+ Select\u003C/strong\u003E, navigate to the SF1 schema of the TPCH database, and select all tables except \u003Cem\u003ERegion\u003C/em\u003E and \u003Cem\u003EPart\u003C/em\u003E. Also select the ORDER_SUMMARY view and the  function ORDERS_PER_CUSTOMER. Click \u003Cstrong\u003EDone\u003C/strong\u003E and \u003Cstrong\u003ESave\u003C/strong\u003E.\u003C/p\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish03_objectselection.png\" alt=\"\"\u003E\u003C/p\u003E\n","\u003Ch3\u003EPublishing Flow (Step 3 of 5): Configure Access Control and the Approval Process\u003C/h3\u003E\n","\u003Cp\u003ENext you set the access control for the data product. Click on the gray \u003Cstrong\u003E+Access Control\u003C/strong\u003E button.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cem\u003EDiscovery\u003C/em\u003E determines who can see the listing and all its metadata in the internal marketplace without having access to the shared data objects.\u003C/li\u003E\u003Cli\u003E\u003Cem\u003EAccess\u003C/em\u003E specifies who can discover the listing \u003Cem\u003Eand\u003C/em\u003E access the shared data objects.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EFor this first data product we keep it simple and stick with the defaults:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cem\u003EGrant Access\u003C/em\u003E: No accounts or roles are pre-approved\u003C/li\u003E\u003Cli\u003E\u003Cem\u003EAllow Discovery\u003C/em\u003E: Entire Organization\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EAs a result, every data consumer will need to request access to obtain approval to use the data product. Click on \u003Cstrong\u003ESet up request approval flow\u003C/strong\u003E to proceed.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish04_accesscontrol.png\" alt=\"\"\u003E\u003C/p\u003E\n","\u003Cp\u003EYou could configure an external workflow engine for the request approval process. But for this lab we choose to \u003Cstrong\u003EManage requests in Snowflake\u003C/strong\u003E. The email address for notifications defaults to the one from the \u003Cem\u003ESales\u003C/em\u003E profile but could be changed.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish05_requestconfig.png\" alt=\"\"\u003E\u003C/p\u003E\n","\u003Cp\u003EAfter you confirm the approval flow settings, Snowflake prompts you for one more configuration. Here is why: this listing is configured to be discoverable by the entire organization. What if you add another account to the organization but in a different cloud region? Then Snowflake would transparently perform incremental replication to that region to minimize egress cost. As the data provider you can choose the frequency of this replication.\u003C/p\u003E\n","\u003Cp\u003ESo lets (1) \u003Cstrong\u003EReview\u003C/strong\u003E the settings, (2) Change the replication interval to daily (1 Days), and then (3) \u003Cstrong\u003ESave\u003C/strong\u003E the settings for this listing:\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish06_laf.png\" alt=\"\"\u003E\u003C/p\u003E\n","\u003Ch3\u003EPublishing Flow (Step 4 of 5): Add Optional Metadata and SLOs\u003C/h3\u003E\n","\u003Cp\u003EData products should be understandable and trustworthy for data consumers so let's add additional metadata to describe the product (see screenshot below).\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003EAdd a business \u003Cstrong\u003Edescription\u003C/strong\u003E to document your listing.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EFor example: "This data product contains transactional records of customer orders, linking individual order details with specific items purchased. It includes information such as order IDs, customer identifiers, order dates, item names, quantities, and prices. This data can be leveraged to analyze customer purchasing patterns, identify popular products, understand order frequency, and gain insights into sales trends."\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Cstrong\u003EAdd documentation\u003C/strong\u003E by providing a URL to additional information. (You can enter any URL for now, such as http://www.snowflake.com/data-mesh)\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Cstrong\u003EAdd terms & conditions\u003C/strong\u003E by providing a URL to where the T&Cs can be found.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Cstrong\u003EAdd attributes\u003C/strong\u003E that indicate \u003Cstrong\u003Eservice level objectives\u003C/strong\u003E from the data product owner to data consumers. You can specify:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003EUpdate Frequency\u003C/strong\u003E: How often you will refresh the data product, e.g. adding new or updated records to the shared tables.\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EGeographic Coverage\u003C/strong\u003E: The regions you will share this data product to, if your company uses Snowflake in multiple regions.\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003ETime Range\u003C/strong\u003E: Amount of history data included.\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003ETimestamp Granularity\u003C/strong\u003E: The interval between data points. For example, "\u003Cem\u003EEvent-based\u003C/em\u003E" if there is one record for each incoming order, or "\u003Cem\u003EDaily\u003C/em\u003E" if order volumes are aggregated by date, and so on.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish07_metadata.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EAdd at least two \u003Cstrong\u003EUsage examples\u003C/strong\u003E such as the following two queries.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003ENote: Queries reference objects in a data product via the \u003Ca href=\"https://docs.snowflake.com/en/user-guide/collaboration/listings/organizational/org-listing-query\"\u003EUniform Listing Locator (ULL)\u003C/a\u003E.\u003C/li\u003E\u003Cli\u003EThe ULL of your \u003Cstrong\u003EOrder Insights\u003C/strong\u003E listing is \u003Ccode\u003EORGDATACLOUD$SALES$ORDER_INSIGHTS\u003C/code\u003E.\u003C/li\u003E\u003Cli\u003EThe ULL contains the domain profile name and listing name. Schema name and object name can be appended to reference objects within the listing, as in the two queries below.\u003C/li\u003E\u003Cli\u003EThe ULL can be copied from the top of the listing page, right under the listing name.\u003C/li\u003E\u003C/ul\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E  -- Title: Explore the Order Summary View:\n\n  SELECT * \n  FROM ORGDATACLOUD$SALES$ORDER_INSIGHTS.SF1.ORDER_SUMMARY \n  LIMIT 100;\n\n\n  -- Title: Use the UDF to obtain order details for one customer:\n\n  SELECT customer_name, country, orderkey, orderdate, AMOUNT\n  FROM TABLE(ORGDATACLOUD$SALES$ORDER_INSIGHTS.sf1.orders_per_customer(60001));\n\u003C/code\u003E\u003C/pre\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EGenerate a \u003Cstrong\u003EData dictionary\u003C/strong\u003E. Snowflake will automatically compile column information and sample data for \u003Cem\u003Eall\u003C/em\u003E objects in the data product.\u003C/p\u003E\n","\u003Cp\u003ESelect at least one (and up to 5) data objects and click \u003Cstrong\u003E+Add to Featured\u003C/strong\u003E. These are the objects that consumers will see first in the dictionary.\nSuggestion: Select \u003Ccode\u003Ecustomer\u003C/code\u003E, \u003Ccode\u003Eorders\u003C/code\u003E, and \u003Ccode\u003Eorder_summary\u003C/code\u003E to be featured.\u003C/p\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish08_datadictionary.png\" alt=\"\"\u003E\u003C/p\u003E\n","\u003Ch3\u003EPublishing Flow (Step 5 of 5): Publish your listing to the internal marketplace\u003C/h3\u003E\n","\u003Cp\u003EClick the blue \u003Cstrong\u003EPublish\u003C/strong\u003E button in the top right corner.\u003C/p\u003E\n","\u003Cp\u003EYour data product is now live! You can see it when you navigate to the Internal Marketplace.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EIn the old UI, choose \u003Cstrong\u003EData Products\u003C/strong\u003E in the menu on the left, then \u003Cstrong\u003EMarketplace\u003C/strong\u003E, then \u003Cstrong\u003EInternal Marketplace\u003C/strong\u003E at the top.\u003C/li\u003E\u003Cli\u003EIn the new UI, choose \u003Cstrong\u003ECatalog\u003C/strong\u003E in the menu on the left, then \u003Cstrong\u003EInternal Marketplace\u003C/strong\u003E (see below).\u003C/li\u003E\u003Cli\u003EUse the \u003Cem\u003EProvider\u003C/em\u003E filter to show listings for specific domains only.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish10_done_newui.png\" alt=\"\"\u003E\u003C/p\u003E\n","\u003Ch2\u003ERequest and Grant Access\u003C/h2\u003E\n","\u003Cp\u003EIn this section you will request access to the new data product for the \u003Cstrong\u003EMarketing\u003C/strong\u003E domain and the \u003Cstrong\u003ESupply chain\u003C/strong\u003E domain.\u003C/p\u003E\n","\u003Ch3\u003ERequest Access\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EOpen a new browser tab and log in to the \u003Ccode\u003EHOL_ACCOUNT1\u003C/code\u003E a s the \u003Ccode\u003Emarketing_admin\u003C/code\u003E user.\u003C/li\u003E\u003Cli\u003ENavigate to the Internal Marketplace\u003C/li\u003E\u003Cli\u003EClick on the \u003Cstrong\u003EOrder Insights\u003C/strong\u003E listing\u003C/li\u003E\u003Cli\u003EReview all the listing elements from the data consumer point of view\u003C/li\u003E\u003Cli\u003EClick on the blue \u003Cstrong\u003ERequest Access\u003C/strong\u003E button\n\u003Cul\u003E\u003Cli\u003EIf you haven't previously validated your email of the \u003Ccode\u003Emarketing_admin\u003C/code\u003E user, Snowflake will now prompt you to do so, and you can follow the dialog to resend the verification email.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003EThe \u003Cstrong\u003ERequest access\u003C/strong\u003E dialog comes up. Enter a business justification such as "\u003Cem\u003EWe need access to this data for our next marketing campaign.\u003C/em\u003E" Then submit the request.\u003C/li\u003E\u003Cli\u003EAfter submitting the access request click the grey \u003Cstrong\u003EView request\u003C/strong\u003E button to review or even withdraw your request.\n\u003Cul\u003E\u003Cli\u003EIf you withdraw the request, please submit it again.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/RAW01.png\" alt=\"\"\u003E\u003C/p\u003E\n","\u003Cp\u003ENow let's also request access for the  \u003Cstrong\u003ESupply chain\u003C/strong\u003E team.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EIn a separate browser tab log into \u003Ccode\u003EHOL_ACCOUNT2\u003C/code\u003E as the \u003Ccode\u003Esupply_chain_admin\u003C/code\u003E user.\u003C/li\u003E\u003Cli\u003ENavigate to the Internal Marketplace, open the \u003Cstrong\u003EOrder Insights\u003C/strong\u003E listing, and \u003Cstrong\u003ERequest Access\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003ESpecify a reason for access such as "\u003Cem\u003EWe want to analyze order patterns to optimize our supply chain operations.\u003C/em\u003E"\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EReview and Grant Access\u003C/h3\u003E\n","\u003Cp\u003ELet's switch back to the perspective of the data product owner to review and grant the access requests.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003ELog into your account \u003Ccode\u003EHOL_ACCOUNT1\u003C/code\u003E as the \u003Ccode\u003Esales_admin\u003C/code\u003E user.\u003C/li\u003E\u003Cli\u003ENavigate to the \u003Cstrong\u003EProvider Studio\u003C/strong\u003E as shown in the screenshot below and open the tab \u003Cstrong\u003EInternal Requests\u003C/strong\u003E.\u003C/li\u003E\u003Cli\u003EClick on each of the two requests to review the details and use the green \u003Cstrong\u003EGrant\u003C/strong\u003E button to approve.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/raw02_newui.png\" alt=\"\"\u003E\u003C/p\u003E\n","\u003Cp\u003ESwitch from \u003Cstrong\u003ENeeds Review\u003C/strong\u003E to \u003Cstrong\u003EResolved Requests\u003C/strong\u003E to see the history of requests.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/raw03.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Chr\u003E\n","\u003Ch3\u003E\u003C/h3\u003E\n","\u003Ch2\u003EConsume Org Listing\u003C/h2\u003E\n","\u003Cp\u003ENow that access has been granted, let's go back to the consumer roles:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EIn a separate browser tab log into \u003Ccode\u003EHOL_ACCOUNT2\u003C/code\u003E as the \u003Ccode\u003Esupply_chain_admin\u003C/code\u003E user. \u003Cem\u003E(Keep this tab alive for the rest of the lab.)\u003C/em\u003E\u003C/li\u003E\u003Cli\u003EIn the Internal Marketplace open the \u003Cstrong\u003EOrder Insights\u003C/strong\u003E listing again\u003C/li\u003E\u003Cli\u003EThe blue \u003Cstrong\u003ERequest Access\u003C/strong\u003E button has now changed to \u003Cstrong\u003EQuery in Worksheet\u003C/strong\u003E. Reload the browser tab if needed to see the new button.\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003EQuery in Worksheet\u003C/strong\u003E. Review and run the data product sample queries. \u003Cem\u003E(Keep this tab alive for the rest of the lab.)\u003C/em\u003E\u003C/li\u003E\u003Cli\u003ENote the list of all available internal data products in the left-hand side of the UI.\u003C/li\u003E\u003Cli\u003EIn the SQL, note the ULL (Uniform Listing Locator) that references the data product.\n\u003Cul\u003E\u003Cli\u003EThe ULL contains the domain name, i.e. the name of the profile under which the listing was published.\u003C/li\u003E\u003Cli\u003EThe ULL also contains the listing name.\u003C/li\u003E\u003Cli\u003ESchema and object names are appended to access specific objects in the data product.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EOptional\u003C/strong\u003E: Log into account \u003Ccode\u003EHOL_ACCOUNT1\u003C/code\u003E as the \u003Ccode\u003Emarketing_admin\u003C/code\u003E user and perform the same steps.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/consumelisting.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Chr\u003E\n","\u003Ch2\u003ELive Data Sharing\u003C/h2\u003E\n","\u003Cp\u003EWhat happens when the data owner decides to update the data product?\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003ESwitch back to the data provider side, ie. \u003Ccode\u003Esales_admin\u003C/code\u003E user\nin \u003Ccode\u003EHOL_ACCOUNT1\u003C/code\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EReview the order details for customer 60001.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Euse schema tpch.sf1;\nuse role sales_data_scientist_role;\n\nSELECT customer_name, country, orderkey, orderdate, AMOUNT\nFROM TABLE(orders_per_customer(60001));\n\u003C/code\u003E\u003C/pre\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ENote that customer 60001 lives in Kenya. But, the customer has now moved to Mozambique, which requires the following update to the customer's nationkey:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E-- Customer 60001 moves from Kenya to Mozambique !\nUPDATE customer SET c_nationkey = 16 WHERE c_custkey = 60001;\n\u003C/code\u003E\u003C/pre\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ENow switch to your browser tab where you are logged into \u003Ccode\u003EHOL_ACCOUNT2\u003C/code\u003E as \u003Ccode\u003Esupply_chain_admin\u003C/code\u003E. In the worksheet "\u003Cstrong\u003EOrder Insights - Examples\u003C/strong\u003E" run the second sample query again:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E-- Use the UDF to obtain the order details for one customer\n\nSELECT customer_name, country, orderkey, orderdate, AMOUNT\nFROM TABLE(ORGDATACLOUD$SALES$ORDER_INSIGHTS.sf1.orders_per_customer(60001));\n\u003C/code\u003E\u003C/pre\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ENote that the updated country information,  inferred from the updated nationkey, is instantly visible to data consumers!\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EOther data product changes such as adding a column to a table would also be immediately reflected on the consumer side.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Cstrong\u003EBest practice:\u003C/strong\u003E inform your data consumers of structural data product changes ahead of time.  In case of a breaking change consider creating a new listing "v2.0" and give data consumers time to migrate from the old to the new listing.\u003C/p\u003E\n\u003C/li\u003E\u003C/ul\u003E\n\u003Chr\u003E\n","\u003Ch2\u003EData Governance Policies\u003C/h2\u003E\n","\u003Cp\u003ELet's examine some simple techniques for row- and column-level access control across domains.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003ESwitch back to the data provider side, ie. \u003Ccode\u003Esales_admin\u003C/code\u003E user\nin \u003Ccode\u003EHOL_ACCOUNT1\u003C/code\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EReview the order summary view. Note that it returns data for customers in many different countries:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Euse schema tpch.sf1;\nuse role sales_data_scientist_role;\n\nSELECT *\nFROM order_summary \nLIMIT 100;\n\u003C/code\u003E\u003C/pre\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003ERow-level Access Control across Domains\u003C/h3\u003E\n","\u003Cp\u003EThe data steward of the Sales domain has requested the following access restrictions:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E❗The marketing team may only see data for customers in Canada.\u003C/li\u003E\u003Cli\u003E❗The supply chain team may only see data for customers in the US.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EImplement the following policy to make your data product compliant:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Euse schema tpch.sf1;\nuse role sales_data_scientist_role;\n\nCREATE OR REPLACE ROW ACCESS POLICY country_filter AS (country INTEGER) \nRETURNS boolean ->\n  CASE\n    WHEN current_account_name() = 'HOL_ACCOUNT1' \n     AND current_role()         = 'SALES_DATA_SCIENTIST_ROLE'\n     THEN true\n    WHEN current_account_name() = 'HOL_ACCOUNT1' \n     AND current_role()         = 'MARKETING_ANALYST_ROLE'\n     AND country                = 3 /* Canada */\n     THEN true\n    WHEN current_account_name() = 'HOL_ACCOUNT2' \n     AND country                = 24 /* USA */\n     THEN true\n   ELSE false\n  END;\n\n ALTER TABLE nation ADD ROW ACCESS POLICY country_filter ON (n_nationkey); \n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EBefore we review the impact of this policy on the data consumers, let's look at a different governance requirement that requires column masking.\u003C/p\u003E\n","\u003Ch3\u003EData Masking across Domains\u003C/h3\u003E\n","\u003Cp\u003EThe data steward of the Sales domain has requested the following data masking to be enforced:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E❗The marketing and supply chain teams are not allowed to see order pricing or item pricing for orders placed before 1996.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EImplement the following policy to make your data product compliant:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E CREATE OR REPLACE MASKING POLICY order_mask AS (value INT, cutoff_date DATE) RETURNS INT ->\n  CASE\n    WHEN current_account_name() = 'HOL_ACCOUNT1' \n     AND current_role()         = 'SALES_DATA_SCIENTIST_ROLE'\n     THEN value\n    WHEN current_account_name() = 'HOL_ACCOUNT1' \n     AND current_role()         = 'MARKETING_ANALYST_ROLE'\n     AND cutoff_date            >= '1996-01-01'\n     THEN value\n    WHEN current_account_name() = 'HOL_ACCOUNT2' \n     AND cutoff_date            >= '1996-01-01'\n     THEN value\n   ELSE null\n  END;\n\nALTER VIEW order_summary ALTER COLUMN order_amount \n  SET MASKING POLICY order_mask USING (order_amount, o_orderdate); \n\nALTER TABLE orders       ALTER COLUMN o_totalprice \n  SET MASKING POLICY order_mask USING (o_totalprice, o_orderdate);\n\nALTER TABLE lineitem     ALTER COLUMN l_extendedprice \n  SET MASKING POLICY order_mask USING (l_extendedprice, l_commitdate);\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003EEffect of the Policies on Data Consumers\u003C/h3\u003E\n","\u003Cp\u003ELet's see how the Supply Chain and Marketing teams are affected by the new policies.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003ESwitch to your browser tab where you are logged into \u003Ccode\u003EHOL_ACCOUNT2\u003C/code\u003E as \u003Ccode\u003Esupply_chain_admin\u003C/code\u003E.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EIn the worksheet "\u003Cstrong\u003EOrder Insights - Examples\u003C/strong\u003E" run the first sample query again:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ESELECT *\nFROM ORGDATACLOUD$SALES$ORDER_INSIGHTS.SF1.ORDER_SUMMARY \nLIMIT 100;\n\u003C/code\u003E\u003C/pre\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EConfirm that governance policies are applied:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EYou should only see data where the nation name is United States.\u003C/li\u003E\u003Cli\u003EThe Order_Amount column should be masked for orders before 1996.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ELog into account \u003Ccode\u003EHOL_ACCOUNT1\u003C/code\u003E as the \u003Ccode\u003Emarketing_admin\u003C/code\u003E user and execute the same query.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EYou should see data for Canadian customers only.\u003C/li\u003E\u003Cli\u003EThe Order_Amount column should be masked for orders before 1996.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EAs soon as you remove roles or accounts, the listing is no longer accessible for this role and/or account.\u003C/p\u003E\n","\u003Ch2\u003EBasic Listing Management\u003C/h2\u003E\n","\u003Cp\u003EIn this section we will review further capabilities for managing and monitoring listings as a data product owner or as an organization data steward:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EHow to change/revoke access or discoverability for a listing\u003C/li\u003E\u003Cli\u003EHow to grant listing management privileges\u003C/li\u003E\u003Cli\u003EHow to audit access to organizational listing (\u003Ca href=\"https://docs.snowflake.com/en/user-guide/collaboration/listings/organizational/org-listing-governance\"\u003Eorganization_usage.access_history\u003C/a\u003E)\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EChange/Revoke Access or Discoverability for a Listing\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003ELog into account \u003Ccode\u003EHOL_ACCOUNT1\u003C/code\u003E as the \u003Ccode\u003Esales_admin\u003C/code\u003E user\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ENavigate to the Provider Studio and open the \u003Cstrong\u003EOrder Insights\u003C/strong\u003E listing\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/managelistings_01.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EIn the top right, click on the Access definition of the listing.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/managelistings_02.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EYou can now add or remove roles or entire accounts that access the data product. Same for discoverability.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/managelistings_03.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003C/li\u003E\u003C/ul\u003E\n\u003Chr\u003E\n","\u003Ch3\u003EHow to Grant Listing Management Privileges\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003ENavigate to the Provider Studio and open the \u003Cstrong\u003EOrder Insights\u003C/strong\u003E listing, if it is not still open from the previous exercise.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EClick on the three dots and \u003Cstrong\u003EOpen Settings\u003C/strong\u003E in the top right corner.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EIn the side panel you can now edit listing settings and privileges.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EFor example, you can authorize additional roles to \u003Cem\u003EModify\u003C/em\u003E this listing and respond to access requests from data consumers:\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/managelistings_04.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003C/li\u003E\u003C/ul\u003E\n\u003Chr\u003E\n","\u003Ch3\u003EHow to Audit Access to Organizational Listing\u003C/h3\u003E\n","\u003Cp\u003EAs an organization admin you can query the \u003Ca href=\"https://docs.snowflake.com/en/user-guide/collaboration/listings/organizational/org-listing-governance\"\u003Eorganization_usage.access_history\u003C/a\u003E view to audit the access to all data products on the internal marketplace.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003ELogin to your Organization Account \u003Ccode\u003EHOL_ORG_ACCOUNT\u003C/code\u003E and run the following query to obtain a list of all queries against the \u003Cstrong\u003EORDER_INSIGHTS\u003C/strong\u003E data product including the user, role, timestamp, and SQL text of the access as well as the set of provider policies that have governed the access at that point in time.\u003C/li\u003E\u003Cli\u003ENote: There is some delay in updating the \u003Ca href=\"https://docs.snowflake.com/en/user-guide/collaboration/listings/organizational/org-listing-governance\"\u003Eorganization_usage.access_history\u003C/a\u003E. If you don't see the entries that you expect, check back again later!\n\u003Cul\u003E\u003Cli\u003EYou can come back to this lab for as long as your trial accounts are active!\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Euse role globalorgadmin;\nuse warehouse compute_wh;\n\nselect q.account_name, \n    q.user_name, \n    q.role_name, \n    q.query_text, \n    q.start_time, \n    q.end_time, \n    a.direct_objects_accessed, \n    a.provider_base_objects_accessed,\n    a.provider_policies_referenced\nfrom SNOWFLAKE.ORGANIZATION_USAGE.ACCESS_HISTORY a, \n    SNOWFLAKE.ORGANIZATION_USAGE.QUERY_HISTORY q\nwhere a.query_id = q.query_id\nand q.query_text ilike '%ORDER_INSIGHTS%'\norder by query_start_time desc;\n\u003C/code\u003E\u003C/pre\u003E\n\u003Chr\u003E\n","\u003Ch2\u003EProgrammatic Listings\u003C/h2\u003E\n","\u003Cp\u003ESo far this lab has managed listings mainly through the Snowflake UI. But, \u003Ca href=\"https://docs.snowflake.com/en/progaccess/listing-progaccess-about\"\u003Edata owners\u003C/a\u003E and \u003Ca href=\"https://other-docs.snowflake.com/en/collaboration/consumer-listings-progaccess-examples\"\u003Edata consumers\u003C/a\u003E can also work with listings programmatically through the \u003Ca href=\"https://docs.snowflake.com/en/sql-reference/commands-listings\"\u003EListing API\u003C/a\u003E.\u003C/p\u003E\n","\u003Cp\u003EIn this section we point you to some of the most commonly used commands. These are not end-to-end exercises to create or alter listings, but we encourage you to experiment with some of these commands.\u003C/p\u003E\n","\u003Ch3\u003EAs a Listing Owner\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003ERun \u003Ca href=\"https://other-docs.snowflake.com/en/sql-reference/sql/show-listings\"\u003E\u003Ccode\u003ESHOW LISTINGS;\u003C/code\u003E\u003C/a\u003E to list the listings that you own or have permission to manage.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ERun \u003Ca href=\"https://other-docs.snowflake.com/en/sql-reference/sql/desc-listing\"\u003E\u003Ccode\u003EDESCRIBE LISTING listing-name;\u003C/code\u003E\u003C/a\u003E to obtain additional details for one specific listing.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EThe listing name can be obtained from the output of  \u003Ca href=\"https://other-docs.snowflake.com/en/sql-reference/sql/show-listings\"\u003E\u003Ccode\u003ESHOW LISTINGS;\u003C/code\u003E\u003C/a\u003E;\u003C/li\u003E\u003Cli\u003ENote: If that listing name contains special characters other than the underscore, then the name must be in double quotes and is case-sensitive.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EIn the result of \u003Ca href=\"https://other-docs.snowflake.com/en/sql-reference/sql/desc-listing\"\u003E\u003Ccode\u003EDESCRIBE LISTING\u003C/code\u003E\u003C/a\u003E  scroll to the right to the column \u003Ca href=\"https://other-docs.snowflake.com/en/progaccess/listing-manifest-reference\"\u003EMANIFEST_YAML\u003C/a\u003E and copy its column value to a worksheets.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EThis YAML file is a complete representation of the listing and enables programmatic management of listings.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ERun \u003Ca href=\"https://other-docs.snowflake.com/en/sql-reference/sql/create-organization-listing\"\u003E\u003Ccode\u003ECREATE ORGANIZATION LISTING\u003C/code\u003E\u003C/a\u003E with a YAML file and SHARE name to create a new listing programmatically.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ERun \u003Ca href=\"https://other-docs.snowflake.com/en/sql-reference/sql/alter-listing\"\u003E\u003Ccode\u003EALTER LISTING\u003C/code\u003E\u003C/a\u003E to make changes to a listing such as:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EUnpublish and publish a listing\u003C/li\u003E\u003Cli\u003ERename a listing\u003C/li\u003E\u003Cli\u003EChange any of the listing metadata by using a modified YAML file in the  \u003Ca href=\"https://other-docs.snowflake.com/en/sql-reference/sql/alter-listing\"\u003E\u003Ccode\u003EALTER LISTING\u003C/code\u003E\u003C/a\u003E command\u003C/li\u003E\u003Cli\u003EChange who can discover or access a listing, e.g. by providing a modified YAML file\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EAs a Listing Consumer\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003ERun \u003Ca href=\"https://other-docs.snowflake.com/en/sql-reference/sql/show-available-listings\"\u003E\u003Ccode\u003ESHOW AVAILABLE LISTINGS IS_ORGANIZATION = TRUE;\u003C/code\u003E\u003C/a\u003E to list all the internal marketplace listings that your current role is allowed to discover.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ERun \u003Ca href=\"https://other-docs.snowflake.com/en/sql-reference/sql/desc-available-listing\"\u003E\u003Ccode\u003EDESCRIBE AVAILABLE LISTING listing_global_name\u003C/code\u003E\u003C/a\u003E to get more details on one particular listing.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EThe listing global name can be found in the output of the  \u003Ca href=\"https://other-docs.snowflake.com/en/sql-reference/sql/show-available-listings\"\u003E\u003Ccode\u003ESHOW AVAILABLE LISTINGS\u003C/code\u003E\u003C/a\u003E command.\u003C/li\u003E\u003Cli\u003ENote: The \u003Ccode\u003Elisting global name\u003C/code\u003E is a different kind of listing identifier than the \u003Ccode\u003Elisting name\u003C/code\u003E.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ERun \u003Ca href=\"https://other-docs.snowflake.com/en/collaboration/consumer-listings-progaccess-examples#create-a-database-from-a-listing\"\u003E\u003Ccode\u003ECREATE DATABASE name FROM LISTING listing_global_name;\u003C/code\u003E\u003C/a\u003E if you operate as a data consumer in a different account and you want to mount the listing as a local database.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EThis does not create a local copy of the shared data but it makes the listing appear in your local list of databases.\u003C/li\u003E\u003Cli\u003EMounting an organizational listing as a local database enables you to work with database roles for additional governance options.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n\u003Chr\u003E\n<!--\n## Enable Change Tracking for Data Products\n<mark> !!! do we want to keep this section and adjust it to our TPC-H scenario ??? </mark>\n\nThe provider of a listing can choose to enable [change tracking](https://docs.snowflake.com/en/user-guide/streams) on the some or all of the tables or views that are shared in a listing. This enables the consumer to track the data changes. Let's do that with the view DAILY_WEATHER_V:\n\n```sql\n-- in the provider account:\nALTER VIEW FROSTBYTE_TASTY_BYTES.HARMONIZED.DAILY_WEATHER_V \nSET CHANGE_TRACKING = TRUE;\n```\n\nThe consumer can now [define a Stream](https://docs.snowflake.com/en/sql-reference/sql/create-stream) to capture the data changes in this view:\n\n```sql\n-- in the consumer account:\nCREATE DATABASE tasty_bytes_local;\nUSE DATABASE tasty_bytes_local;\n\nCREATE STREAM stream_daily_weather_changes ON VIEW tasty_bytes_analytics.HARMONIZED.DAILY_WEATHER_V;\n```\n\nTo see the change tracking in action you can now insert, update, or delete some of the weather related data in the AWS Provider account. For example:\n\n```sql\n-- in the provider account:\nINSERT INTO FROSTBYTE_TASTY_BYTES.WEATHER.HISTORY_DAY\nSELECT * REPLACE  (current_date AS DATE_VALID_STD) \nFROM FROSTBYTE_TASTY_BYTES.WEATHER.HISTORY_DAY\nWHERE city_name = 'San Mateo'\nORDER BY date_valid_std DESC;\n```\n\nNow switch to the consumer account and query the stream:\n\n```sql\n-- in the consumer account:\nUSE DATABASE tasty_bytes_local;\n\nSELECT METADATA$ACTION, METADATA$ISUPDATE, * \nFROM stream_daily_weather_changes;\n```\n----------->\n<!----------- maybe we add database roles later\n\n## Govern Data Products with Database Roles\n### Database Roles - Provider Side\n\nJust when we thought we had all the necessary governance controls in place, Frosty has a new requirement for us.\n\n![503_DataSteward_3](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/503_datasteward_3.png)\n\nSo far we have been using the context function **CURRENT_ACCOUNT_NAME()** in our governance policies to control which consumer account can see which data. Now Frosty is telling us, that this needs to be more fine-grained down to indivudal roles on the consumer side.\n\nWe will be using roles and [database roles](https://docs.snowflake.com/en/sql-reference/sql/create-database-role) for 3 different continents. Let's check that we have the correct roles in place.\n\nOn the AWS Provider account, use **show database roles** to confirm that you have 4 database roles in place. Else create them now.\n\n```sql\nshow database roles in database FROSTBYTE_TASTY_BYTES;\n\nUSE DATABASE frostbyte_tasty_bytes;\nCREATE OR REPLACE DATABASE ROLE tastybytes_emea_role;\nCREATE OR REPLACE DATABASE ROLE tastybytes_americas_role;\nCREATE OR REPLACE DATABASE ROLE tastybytes_apj_role;\nCREATE OR REPLACE DATABASE ROLE tastybytes_manager_role;\n```\n\nWe can use these roles to define more granular and role-based access control for the data consumers. First, we need to give these roles access to the providers's schema and objects that we want to govern, in this case ANALYTICS.CUSTOMER_LOYALTY_METRICS_V:\n\n```sql\nuse database FROSTBYTE_TASTY_BYTES;\n\ngrant usage  on schema ANALYTICS to database role tastybytes_emea_role;\ngrant usage  on schema ANALYTICS to database role tastybytes_americas_role;\ngrant usage  on schema ANALYTICS to database role tastybytes_apj_role;\ngrant usage  on schema ANALYTICS to database role tastybytes_manager_role;\n\ngrant select on view ANALYTICS.CUSTOMER_LOYALTY_METRICS_V \nto database role tastybytes_emea_role; \ngrant select on view  ANALYTICS.CUSTOMER_LOYALTY_METRICS_V \nto database role tastybytes_americas_role; \ngrant select on view  ANALYTICS.CUSTOMER_LOYALTY_METRICS_V \nto database role tastybytes_apj_role; \ngrant select on view  ANALYTICS.CUSTOMER_LOYALTY_METRICS_V \nto database role tastybytes_manager_role; \n```\n\nNext, use the context function [**IS_DATABASE_ROLE_IN_SESSION()**](https://docs.snowflake.com/en/sql-reference/functions/is_database_role_in_session) to recreate our row-level access policy to define which role can see customer loyality data from which country.\n\n```sql\nuse database frostbyte_tasty_bytes;\nuse schema analytics;\n\nALTER VIEW CUSTOMER_LOYALTY_METRICS_V DROP ROW ACCESS POLICY country_filter;\n\nCREATE OR REPLACE ROW ACCESS POLICY country_filter AS (country string) \nRETURNS boolean ->\nCASE\n-- users with the AMERICAS role can see data from the US, Canada, and Brazil\nWHEN IS_DATABASE_ROLE_IN_SESSION('TASTYBYTES_AMERICAS_ROLE') \nAND country IN ('United States', 'Canada', 'Brazil') \nTHEN true\n-- users with the EMEA role can see data from these EMEA countries\nWHEN IS_DATABASE_ROLE_IN_SESSION('TASTYBYTES_EMEA_ROLE')         \nAND country IN ('France', 'Germany', 'Poland', 'Sweden', \n'Spain' , 'South Africa', 'Egypt') \nTHEN true\n-- users with the APJ role can see data from these APJ countries\nWHEN IS_DATABASE_ROLE_IN_SESSION('TASTYBYTES_APJ_ROLE')         \nAND country IN ('Japan', 'Australia', 'India', 'South Korea') \nTHEN true\n-- users with the manager role can see all data\nWHEN IS_DATABASE_ROLE_IN_SESSION('TASTYBYTES_MANAGER_ROLE')         \nTHEN true\n-- the account admin in the provider account can see all data\nWHEN current_account_name() IN ('*** FILL IN AWS Provider Account Name ***') \nAND current_role() = 'ACCOUNTADMIN'\nTHEN true\nELSE false\nEND;\n\nALTER VIEW CUSTOMER_LOYALTY_METRICS_V \nADD ROW ACCESS POLICY country_filter ON (country);\n```\n\nFor a larger number of roles and countries you can certainly use a mapping table from role to country so that the policy simply performs a lookup in the mapping table.\n\nThe final step in the provider account is to share the database roles to the consumer accounts along with the data product.  This is achieved by [granting the database roles to the share](https://docs.snowflake.com/en/sql-reference/sql/grant-database-role-share):\n\n```sql\n-- Use your share name in these commands.\n-- See below for hints on how to find your share name.\nGRANT DATABASE ROLE tastybytes_emea_role     TO SHARE <share_name>;\nGRANT DATABASE ROLE tastybytes_americas_role TO SHARE <share_name>;\nGRANT DATABASE ROLE tastybytes_apj_role      TO SHARE <share_name>;\nGRANT DATABASE ROLE tastybytes_manager_role  TO SHARE <share_name>;\n```\n\nHere are two options how to find the share name for your listing:\n\n**Option 1:**\n\nIn the provider account, navigate to the Provider Studio, select "Listings" from the horizontal menu at the top, and open your listing. In the section "Data Product" you find the name of the Secure Share that bundles the shared data objects.\n![602_DMF_AddTableToShare_1](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/602_dmf_addtabletoshare_1.png)\n\n**Option 2:**\n\nUse the SHOW SHARES command:\n\n![504_ShowShares](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/504_shares.png)\n\nCopy the share name to a text file or worksheet because you will need it again later.\n\n### Database Roles - Consumer Side\n\nTo complete the configuration of cross-account role-based access control you need to assign the shared database roles to local account roles in the consumer roles.\n\nSwitch to your consumer accounts.  \n\nIn each of your consumer accounts you should already have the following 4 roles that you created during the account setup. Verify that these roles are in place. Else, create them now.\n\n```sql\nSHOW ROLES LIKE 'SALES%';\n\nCREATE OR REPLACE ROLE sales_emea_role     COMMENT = 'EMEA Sales role';\nCREATE OR REPLACE ROLE sales_americas_role COMMENT = 'Americas Sales role ';\nCREATE OR REPLACE ROLE sales_apj_role      COMMENT = 'APJ Sales role ';\nCREATE OR REPLACE ROLE sales_manager_role  COMMENT = 'Manager (all-access) role';\n```\n\nIn a real-world scenario you would now assign each of these roles to different users. For simplicity in this lab, grant all of these roles to yourself:\n\n```sql\nSET my_user_var  = CURRENT_USER();\nGRANT ROLE sales_emea_role     TO USER identifier($my_user_var);\nGRANT ROLE sales_americas_role TO USER identifier($my_user_var);\nGRANT ROLE sales_apj_role      TO USER identifier($my_user_var);\nGRANT ROLE sales_manager_role  TO USER identifier($my_user_var);\n```\n\nAnd finally, grant the shared database roles to the local account roles. This connects these local consumers roles to the row-access policy that you create on the provider side.\n\n```sql\nuse database TASTY_BYTES_ANALYTICS;\ngrant database role tastybytes_emea_role     to role sales_emea_role; \ngrant database role tastybytes_americas_role to role sales_americas_role;\ngrant database role tastybytes_apj_role      to role sales_apj_role; \ngrant database role tastybytes_manager_role  to role sales_manager_role;\n```\n\nThe following picture illustrates the use of our database roles in this data sharing scenario.\n\n![505_Database_Roles_Sharing](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/505_database_roles_sharing.png)\n\nNow switch to the different local roles (sales_emea_role, sales_apj_role, etc) in each of your consumer accounts to verify that each local role can only see those rows in the CUSTOMER_LOYALTY_METRICS_V view that are permitted by the row-level access policy in the provider account.\n-->\n","\u003Ch2\u003EConclusion And Resources\u003C/h2\u003E\n","\u003Cp\u003ECongratulations, you completed this \u003Cstrong\u003ESnowflake Internal Marketplace\u003C/strong\u003E journey! You have seen how data products can be authored, published, requested, consumed, and governed. These are key capabilities for sharing documented and understandable data products across business units with governance and compliance control controls.\u003C/p\u003E\n","\u003Ch3\u003EWhat you Learned\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EHow to create data products that consist of multiple data objects.\u003C/li\u003E\u003Cli\u003EHow to document a data product with a broad range of metadata such as description, data dictionary, ownership, sample queries, and service-level objectives.\u003C/li\u003E\u003Cli\u003EHow to use provider profiles that represent different domains or business units as owners of data products on the internal marketplace.\u003C/li\u003E\u003Cli\u003EHow to request and approve or deny access to data products\u003C/li\u003E\u003Cli\u003EHow to apply data product governance controls across domains\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003ERelated Resources\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Ca href=\"https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/tree/main/sql\"\u003ELab Source Code on Github\u003C/a\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/organization-accounts\"\u003EOrganization Accounts\u003C/a\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/collaboration/organization-profiles/org-profile-manage\"\u003EOrganization Profiles\u003C/a\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EOrganizational Listings\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/collaboration/listings/organizational/org-listing-create\"\u003ECreate an organizational listing\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/collaboration/listings/organizational/org-listing-manage\"\u003EManage organizational listings\u003C/a\u003E\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Ca href=\"https://other-docs.snowflake.com/progaccess/listing-progaccess-about\"\u003EManaging Listings via API\u003C/a\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EWhite Paper: \u003Ca href=\"/resource/how-to-knit-your-data-mesh-on-snowflake/\"\u003EHow to Knit Your Data Mesh on Snowflake\u003C/a\u003E (March 2025)\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EWebinar Recording with a demo of the Snowflake Internal Marketplace:\n\u003Ca href=\"/webinars/product-demo/data-mesh-demo-how-to-build-and-govern-your-data-products-in-snowflake-2025-04-29/\"\u003EHow to Build and Govern Your Data Products in Snowflake\u003C/a\u003E (April 2025)\u003C/p\u003E\n\u003C/li\u003E\u003C/ul\u003E"],"description":"INTRA-COMPANY DATA SHARING WITH THE SNOWFLAKE INTERNAL MARKETPLACE","title":"Intra-Company Data Sharing With The Snowflake Internal Marketplace","elementsOrder":["quickstartArticleBody","quickstartArticleLogoImage"],"elements":{"quickstartArticleBody":{"dataType":"string","title":"Quickstart Article Body","value":"\u003C!-- ------------------------ --\u003E\n## Overview\n\n\nSharing information between departments or business units (\"domains\") of a company is critical for success. Sharing and consuming data assets is more successful if data is shared as a product. A data product is a collection of related data objects plus metadata, such as a business description, ownership and contact information, service level objectives, data dictionary, and more. In a Data Mesh, data products are typically also subject to various data management and organizational principles.  \n\n**Snowflake Internal Marketplace** enables companies to publish documented and governed data products, so they are discoverable and understandable for data consumers. Optionally, data quality metrics and SLOs can be included to make the product more trustworthy. The marketplace also offers rich capabilities to manage access to data products and wrap detailed governance around them to control which consumers can use which data products or which parts of a data product.\n\n![Snowflake Horizon Diagram](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/overview.png)\n\n\n### What You’ll Learn\n\n- How to publish, share, discover, and consume data product with the Snowflake Internal Marketplace\n- How to setup profiles for different business units that own the data products\n- How to manage access to data products, including request & approval workflows \n- How to configure governance polices for fine-grained access control of data products across business units\n\n\n### What You’ll Need\n\n- Basic knowledge of SQL, Database Concepts\n- A Snowflake Trial Account. Signup link can be found in next section (Setup)\n- Familiarity with using SQL in [Snowsight Worksheets](https://docs.snowflake.com/en/user-guide/ui-snowsight-worksheets-gs)\n\n### What You’ll Build\n\n- Data products based on simple TPC-H data\n- Organizational Listings comprised of data and metadata\n- Governance policies to manage your data products\n\n\n## Setup\n\n\nThe setup instructions for this lab describe all the steps for you to create the 3 accounts, domain profiles, and roles shown in the diagram below.\n\nThe internal marketplace exists by default. It does not need to be created. But, you will configure it with provider profiles for the different business units via the [organization account](https://docs.snowflake.com/en/user-guide/organization-accounts). The organization account is a recent Snowflake capability to optionally monitor and manage a set of regular accounts.\n\n![LabScenario](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/demoscenario_and_accounts.png)\n\nThe setup follows these steps:\n- Step 1: Create a Snowflake trial account in a region of your choice\n- Step 2: Configure the first account and create two more accounts _in the same org_\n- Step 3: Configure the second account\n- Step 4: Configure the organization account, and rename the first account \n- Step 5: Create profiles for the Sales, Marketing, and Supply Chain domains\n- Step 6: Setup of a TPC-H sample database\n- Step 7: Pre-populate the Internal Marketplace with Sample Listings\n\nFor Steps 2 through 7 you can download [scripts here](https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/tree/main/sql) and execute them in different accounts as per the instructions below. In the Snowflake UI you can easily import these scripts like this:\n\n![Import](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/importscript.png)\n\n### Step 1: Create a Snowflake trial account\n\nSign up for a trial account [here](https://signup.snowflake.com/?utm_source=snowflake-devrel&utm_medium=developer-guides&utm_cta=developer-guides)\n\n- Choose a Cloud and Region. We recommend choosing one of these regions where this Quickstart and the very latest features have been tested:\n  - **Microsoft Azure:** North Europe (Ireland), Central US (Iowa), Canada Central (Toronto)\n  - **Amazon Web Services**: EU (Frankfurt), Canada (Central), Asia Pacific (Tokyo)\n  - **Google Cloud Platform**: Europe West (London), US Central (Iowa)\n\n- Choose **Enterprise Edition** or higher. (Standard Edition does not support the Internal Marketplace)\n- Activate the account with an admin user name such as `admin`\n  \n  - \u003Cmark\u003ENote!\u003C/mark\u003E Step 2 creates a `sales_admin` that will be used throughout this lab.\n\n\n### Step 2: Configure the first account and create two more accounts _in the same org_\n- Login as `admin` to your Primary Account from Step 1 and execute the following commands in a worksheet. \n- In the first four commands, enter your own email, first name, last name and password - this variable will be reused in the code for creating users and accounts.\n- You can also download this SQL file and import it into Snowsight - [`STEP2_setup_primary_account.sql`](https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/blob/main/sql/STEP2_setup_primary_account.sql)\n\n```sql\n-- Run this code in your PRIMARY Account\n-- Make sure you update the four variables below (email_var, firstname_var, lastname_var, and pwd_var)\n\nUSE ROLE accountadmin;\n\n-- Use the same name and email for all accounts\nset email_var = 'FILL_IN_YOUR_EMAIL';\nset firstname_var  = 'FILL_IN_YOUR_FIRST_NAME';\nset lastname_var  = 'FILL_IN_YOUR_LAST_NAME';\n\n-- Use the same password for users in all accounts\nset pwd_var = 'FILL_IN_YOUR_PASSWORD';\n\nCREATE OR REPLACE WAREHOUSE compute_wh WAREHOUSE_SIZE=xsmall INITIALLY_SUSPENDED=TRUE;\nGRANT ALL ON WAREHOUSE compute_wh TO ROLE public;\n\n--  Create a user and role for the sales domain:\nUSE ROLE accountadmin;\nCREATE OR REPLACE ROLE sales_data_scientist_role;\n\nSET my_user_var = CURRENT_USER();\nALTER USER identifier($my_user_var) SET DEFAULT_ROLE = sales_data_scientist_role;\n\nCREATE OR REPLACE USER sales_admin\n  PASSWORD = $pwd_var\n  LOGIN_NAME = sales_admin\n  DISPLAY_NAME = sales_admin\n  FIRST_NAME = $firstname_var\n  LAST_NAME = $lastname_var\n  EMAIL = $email_var\n  MUST_CHANGE_PASSWORD = FALSE\n  DEFAULT_WAREHOUSE = compute_wh\n  DEFAULT_ROLE = sales_data_scientist_role\n  COMMENT = 'Sales domain admin';\n\nGRANT ROLE sales_data_scientist_role TO USER sales_admin;\nGRANT ROLE accountadmin              TO USER sales_admin;  -- for simplicity in this lab\nGRANT CREATE SHARE ON ACCOUNT                    TO ROLE sales_data_scientist_role;\nGRANT CREATE ORGANIZATION LISTING ON ACCOUNT     TO ROLE sales_data_scientist_role;\n\n\n-- Next, create a user and role for the marketing domain:\nUSE ROLE accountadmin;\nCREATE OR REPLACE ROLE marketing_analyst_role;\n\nCREATE OR REPLACE USER marketing_admin\n  PASSWORD = $pwd_var\n  LOGIN_NAME = marketing_admin\n  DISPLAY_NAME = marketing_admin\n  FIRST_NAME = $firstname_var\n  LAST_NAME = $lastname_var\n  EMAIL = $email_var\n  MUST_CHANGE_PASSWORD = FALSE\n  DEFAULT_WAREHOUSE = compute_wh\n  DEFAULT_ROLE = marketing_analyst_role\n  COMMENT = 'Marketing domain admin';\n\nGRANT ROLE marketing_analyst_role TO USER marketing_admin;\nGRANT CREATE SHARE ON ACCOUNT                    TO ROLE marketing_analyst_role;\nGRANT CREATE ORGANIZATION LISTING ON ACCOUNT     TO ROLE marketing_analyst_role;\n\nUSE ROLE orgadmin;\nGRANT MANAGE LISTING AUTO FULFILLMENT ON ACCOUNT TO ROLE sales_data_scientist_role;\nGRANT MANAGE LISTING AUTO FULFILLMENT ON ACCOUNT TO ROLE marketing_analyst_role;\n```\n\n\u003E \n\u003E IMPORTANT: You **may** receive an email asking for verification of your email address, if you have not done so before. Check your email inbox for a message from \"Snowflake Computing\" and validate the email for the `marketing_admin` user. \n\nWhile waiting for the email, you can go ahead and run the following parts.\n\nNow, run the following commands to create the next two accounts that you need. \n\n\u003E \n\u003E IMPORTANT: For the commands below, you **have to use the same worksheet** as above, as the variables created are reused (email_var, firstname_var, lastname_var, and pwd_var).\n\n```sql\n-- Run this code in your PRIMARY account\n-- Create a secondary account in the same region (default!):\nUSE ROLE orgadmin;\n\nCREATE ACCOUNT hol_account2\n  admin_name = supply_chain_admin\n  admin_password = $pwd_var\n  first_name = $firstname_var\n  last_name = $lastname_var \n  email = $email_var\n  must_change_password = false\n  edition = enterprise;\n\n-- Create an organization account for admin purposes:\nCREATE ORGANIZATION ACCOUNT hol_org_account\n  admin_name = org_admin\n  admin_password = $pwd_var\n  first_name = $firstname_var\n  last_name = $lastname_var \n  email = $email_var\n  must_change_password = false\n  edition = enterprise; \n\n-- Get an overview of all the accounts in the organization.\n-- This SHOW command should return 3 rows:\n\nSHOW ACCOUNTS;\n```\n\n- Make a note of your account names, URLs, and passwords!\n- Copy or bookmark the account URLs returned by `SHOW ACCOUNTS'. \n- When you click on one of these URLs you are automatically directed to the respective account for login.\n\n\n\n### Step 3: Configure the second account `HOL_ACCOUNT2`\nIn a separate browser tab, log in to the account you created in step 1 (`HOL_ACCOUNT2`) and set up this account.\n\n- Login as `supply_chain_admin` user to your account `HOL_ACCOUNT2` from Step 2 and execute the following commands in a worksheet (Use the code below or download it from the file [`STEP3(HOL_ACCOUNT2)_setup_hol_account2.sql`](https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/blob/main/sql/STEP3(HOL_ACCOUNT2)_setup_hol_account2.sql))\n\n\n```sql\n-- Run this in hol_account2, logged in as supply_chain_admin user\n-- Make sure you run this as ACCOUNTADMIN\n\nUSE ROLE accountadmin;\n\nCREATE OR REPLACE WAREHOUSE compute_wh WAREHOUSE_SIZE=xsmall INITIALLY_SUSPENDED=TRUE;\nGRANT ALL ON WAREHOUSE compute_wh TO ROLE public;\n\nCREATE ROLE supply_chain_admin_role;\nGRANT ROLE accountadmin TO ROLE supply_chain_admin_role; -- for simplicity in this lab\nGRANT ROLE supply_chain_admin_role TO USER supply_chain_admin;\n\nALTER USER supply_chain_admin \n  SET DEFAULT_ROLE = supply_chain_admin_role;\n\nUSE ROLE supply_chain_admin_role;\nCREATE DATABASE supply_chain_db;\n```\n\n\n### Step 4: Configure the organization account and rename your primary account \nLogin to the Organization Account `HOL_ORG_ACCOUNT` as the `org_admin` user and execute the following commands in a worksheet.\n\nYou can also download code below from the file [`STEP4(HOL_ORG_ACCOUNT)_configure_org_account.sql`](https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/blob/main/sql/STEP4(HOL_ORG_ACCOUNT)_configure_org_account.sql) from the repository: \n\n```sql\n-- Login to the Organization Account HOL_ORG_ACCOUNT and execute the following commands in a worksheet.\n\nUSE ROLE accountadmin;\n\nCREATE OR REPLACE WAREHOUSE compute_wh WAREHOUSE_SIZE=xsmall INITIALLY_SUSPENDED=TRUE;\nGRANT ALL ON WAREHOUSE compute_wh TO ROLE public;\n\n-- Rename the Primary Account:\nUSE ROLE globalorgadmin;\n\n\n-- execute the following two commands together, \n-- no other commands in between:\n\n  show accounts;\n  SET my_curr_account = (SELECT \"account_name\" FROM TABLE(RESULT_SCAN(LAST_QUERY_ID())) order by \"created_on\" ASC LIMIT 1);\n\n-- View and rename the account:\nSELECT $my_curr_account;\n\nALTER ACCOUNT identifier($my_curr_account) \n  RENAME TO hol_account1 SAVE_OLD_URL = true;\n\n-- Enable users with the ACCOUNTADMIN role to set up Cross-Cloud Auto-Fulfillment\nSELECT SYSTEM$ENABLE_GLOBAL_DATA_SHARING_FOR_ACCOUNT('hol_account1');\nSELECT SYSTEM$ENABLE_GLOBAL_DATA_SHARING_FOR_ACCOUNT('hol_account2');\n\nSHOW ACCOUNTS;\n\n-- You should see 3 rows similar to the image below.\n-- Make a note of your account names, URLs, and passwords!\n```\n\n![Import](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/show_accounts.png)\n\n\n### Step 5: Create profiles for the Sales, Marketing, and Supply Chain domains\nContinue working as the `org_admin` user in your Organization Account `HOL_ORG_ACCOUNT` to create data provider profiles. You will set up profiles for 3 business domains: **Sales**, **Marketing**, and **Supply chain**.\n\n- Download the script [`STEP5(HOL_ORG_ACCOUNT)_create_org_profiles.sql`](https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/blob/main/sql/STEP5(HOL_ORG_ACCOUNT)_create_org_profiles.sql)\n- In that script, replace the dummy email **youremail@whatever.com** with your actual email address so that you  receive access request notifications for your data product. See the image below for more details.\n  - Don't worry: it's only a couple of emails and only during this lab.\n\n- Run the downloaded script `STEP5(HOL_ORG_ACCOUNT)_create_org_profiles.sql` in a worksheet.\n\n![Import](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/replaceemail.png)\n\n### Step 6: Setup of a TPC-H sample database\n- Download the script [`STEP6(HOL_ACCOUNT1)_create_lab_database.sql`](https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/blob/main/sql/STEP6(HOL_ACCOUNT1)_create_lab_database.sql) \n  \n- Login to your primary account `HOL_ACCOUNT1` as the `sales_admin` user  and run the downloaded script `STEP6(HOL_ACCOUNT1)_create_lab_database.sql` script in a worksheet\n\n\n### Step 7: Pre-populate the Internal Marketplace with Sample Listings\n\n- Download the script [`STEP7a(HOL_ACCOUNT1)_create_sample_listing.sql`](https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/blob/main/sql/STEP7a(HOL_ACCOUNT1)_create_sample_listing.sql) \n  - Login into `hol_account1` as `marketing_admin` and run the script **STEP7a**.\n\n- Download the script [`STEP7b(HOL_ACCOUNT2)_create_sample_listing.sql`](https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/blob/main/sql/STEP7b(HOL_ACCOUNT2)_create_sample_listing.sql) \n  - Login into `hol_account2` as `supply_chain_admin` and run the script **STEP7b**.\n\n###\n**Setup is now complete!**\n\n---\n\n## Create / Publish Org Listing\n\n\nIn this section you will work in `HOL_ACCOUNT1` to create and publish an [organizational listing](https://docs.snowflake.com/en/user-guide/collaboration/listings/organizational/org-listing-about). \n\nThe publishing flow consists of 5 steps:\n\n1. Listing Title and Ownership\n2. Selecting Data Objects to Share\n3. Configure Access Control and the Approval Process\n4. Add Optional Metadata and SLOs\n5. Publish your listing to the internal marketplace\n\nLogin in to `HOL_ACCOUNT1` as user `sales_admin`.\n\n### Publishing Flow (Step 1 of 5): Listing Title and Ownership\n\n1. Navigate to the Provider Studio and click the blue **+Create Listing** button in the top right. \n2. Select **\"Internal Marketplace\"**.\n\n![IM](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish09_providerstudio.png)\n\n3. Click on **“Untitled Listing”** and give your data product a meaningful title. Let's use **Order Insights** in this lab. Click \"Save\".\n\n\u003E \n\u003E IMPORTANT: some code later in this lab will reference the listing by the name **Order Insights**. \n\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish01_title.png)\n\n4. Click on the **+Profile** button and select the **Sales** profile as the owner of this data product. \n\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish02_profile.png)\n\n- When you save the profile selection, note that the contact email from the Sales profile is automatically entered as the default support contact for this listing. You can change this on a per listing basis if you want. \n\n### Publishing Flow Step (2 of 5): Selecting Data Objects to Share\n\nNow let's select the data objects that we want to share in this data product. \n- Click on the blue **Add Data Product** button to open the object explorer. \n\n- Then, click **+ Select**, navigate to the SF1 schema of the TPCH database, and select all tables except *Region* and *Part*. Also select the ORDER_SUMMARY view and the  function ORDERS_PER_CUSTOMER. Click **Done** and **Save**.\n\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish03_objectselection.png)\n\n### Publishing Flow (Step 3 of 5): Configure Access Control and the Approval Process\n\nNext you set the access control for the data product. Click on the gray **+Access Control** button. \n- *Discovery* determines who can see the listing and all its metadata in the internal marketplace without having access to the shared data objects.\n- *Access* specifies who can discover the listing *and* access the shared data objects. \n\nFor this first data product we keep it simple and stick with the defaults:\n\n- *Grant Access*: No accounts or roles are pre-approved\n- *Allow Discovery*: Entire Organization\n\nAs a result, every data consumer will need to request access to obtain approval to use the data product. Click on **Set up request approval flow** to proceed.\n\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish04_accesscontrol.png)\n\nYou could configure an external workflow engine for the request approval process. But for this lab we choose to **Manage requests in Snowflake**. The email address for notifications defaults to the one from the *Sales* profile but could be changed.\n\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish05_requestconfig.png)\n\nAfter you confirm the approval flow settings, Snowflake prompts you for one more configuration. Here is why: this listing is configured to be discoverable by the entire organization. What if you add another account to the organization but in a different cloud region? Then Snowflake would transparently perform incremental replication to that region to minimize egress cost. As the data provider you can choose the frequency of this replication.\n\nSo lets (1) **Review** the settings, (2) Change the replication interval to daily (1 Days), and then (3) **Save** the settings for this listing:\n\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish06_laf.png)\n\n### Publishing Flow (Step 4 of 5): Add Optional Metadata and SLOs\nData products should be understandable and trustworthy for data consumers so let's add additional metadata to describe the product (see screenshot below).\n\n- Add a business **description** to document your listing.\n  - For example: \"This data product contains transactional records of customer orders, linking individual order details with specific items purchased. It includes information such as order IDs, customer identifiers, order dates, item names, quantities, and prices. This data can be leveraged to analyze customer purchasing patterns, identify popular products, understand order frequency, and gain insights into sales trends.\"\n\n- **Add documentation** by providing a URL to additional information. (You can enter any URL for now, such as http://www.snowflake.com/data-mesh)\n- **Add terms & conditions** by providing a URL to where the T&Cs can be found.\n- **Add attributes** that indicate **service level objectives** from the data product owner to data consumers. You can specify:\n  - **Update Frequency**: How often you will refresh the data product, e.g. adding new or updated records to the shared tables. \n  - **Geographic Coverage**: The regions you will share this data product to, if your company uses Snowflake in multiple regions.\n  - **Time Range**: Amount of history data included.\n  - **Timestamp Granularity**: The interval between data points. For example, \"*Event-based*\" if there is one record for each incoming order, or \"*Daily*\" if order volumes are aggregated by date, and so on.\n  \n  ![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish07_metadata.png)\n\n\n- Add at least two **Usage examples** such as the following two queries.\n  - Note: Queries reference objects in a data product via the [Uniform Listing Locator (ULL)](https://docs.snowflake.com/en/user-guide/collaboration/listings/organizational/org-listing-query).\n  - The ULL of your **Order Insights** listing is `ORGDATACLOUD$SALES$ORDER_INSIGHTS`.\n  - The ULL contains the domain profile name and listing name. Schema name and object name can be appended to reference objects within the listing, as in the two queries below.\n  - The ULL can be copied from the top of the listing page, right under the listing name.\n  \n  \n  ```sql\n    -- Title: Explore the Order Summary View:\n\n    SELECT * \n    FROM ORGDATACLOUD$SALES$ORDER_INSIGHTS.SF1.ORDER_SUMMARY \n    LIMIT 100;\n\n\n    -- Title: Use the UDF to obtain order details for one customer:\n\n    SELECT customer_name, country, orderkey, orderdate, AMOUNT\n    FROM TABLE(ORGDATACLOUD$SALES$ORDER_INSIGHTS.sf1.orders_per_customer(60001));\n    ```\n\n\n\n- Generate a **Data dictionary**. Snowflake will automatically compile column information and sample data for *all* objects in the data product.\n\n    Select at least one (and up to 5) data objects and click **+Add to Featured**. These are the objects that consumers will see first in the dictionary.\n    Suggestion: Select `customer`, `orders`, and `order_summary` to be featured.\n\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish08_datadictionary.png)\n\n### Publishing Flow (Step 5 of 5): Publish your listing to the internal marketplace\n\nClick the blue **Publish** button in the top right corner.\n\nYour data product is now live! You can see it when you navigate to the Internal Marketplace.\n\n- In the old UI, choose **Data Products** in the menu on the left, then **Marketplace**, then **Internal Marketplace** at the top.\n- In the new UI, choose **Catalog** in the menu on the left, then **Internal Marketplace** (see below).\n- Use the *Provider* filter to show listings for specific domains only.\n\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/publish10_done_newui.png)\n\n## Request and Grant Access\n\n\nIn this section you will request access to the new data product for the **Marketing** domain and the **Supply chain** domain.\n\n### Request Access\n\n- Open a new browser tab and log in to the `HOL_ACCOUNT1` a s the `marketing_admin` user.\n- Navigate to the Internal Marketplace\n- Click on the **Order Insights** listing\n- Review all the listing elements from the data consumer point of view\n- Click on the blue **Request Access** button\n    - If you haven't previously validated your email of the `marketing_admin` user, Snowflake will now prompt you to do so, and you can follow the dialog to resend the verification email.\n- The **Request access** dialog comes up. Enter a business justification such as \"*We need access to this data for our next marketing campaign.*\" Then submit the request. \n- After submitting the access request click the grey **View request** button to review or even withdraw your request. \n    - If you withdraw the request, please submit it again.\n\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/RAW01.png)\n\nNow let's also request access for the  **Supply chain** team.\n- In a separate browser tab log into `HOL_ACCOUNT2` as the `supply_chain_admin` user.\n- Navigate to the Internal Marketplace, open the **Order Insights** listing, and **Request Access**\n- Specify a reason for access such as \"*We want to analyze order patterns to optimize our supply chain operations.*\"\n\n### Review and Grant Access \n\nLet's switch back to the perspective of the data product owner to review and grant the access requests.\n- Log into your account `HOL_ACCOUNT1` as the `sales_admin` user.\n- Navigate to the **Provider Studio** as shown in the screenshot below and open the tab **Internal Requests**.\n- Click on each of the two requests to review the details and use the green **Grant** button to approve.\n\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/raw02_newui.png)\n\nSwitch from **Needs Review** to **Resolved Requests** to see the history of requests. \n\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/raw03.png)\n\n---\n###\n\n\n## Consume Org Listing\n\n\nNow that access has been granted, let's go back to the consumer roles:\n\n- In a separate browser tab log into `HOL_ACCOUNT2` as the `supply_chain_admin` user. *(Keep this tab alive for the rest of the lab.)*\n- In the Internal Marketplace open the **Order Insights** listing again\n- The blue **Request Access** button has now changed to **Query in Worksheet**. Reload the browser tab if needed to see the new button.\n- Click **Query in Worksheet**. Review and run the data product sample queries. *(Keep this tab alive for the rest of the lab.)*\n- Note the list of all available internal data products in the left-hand side of the UI.\n- In the SQL, note the ULL (Uniform Listing Locator) that references the data product.\n  - The ULL contains the domain name, i.e. the name of the profile under which the listing was published.\n  - The ULL also contains the listing name. \n  - Schema and object names are appended to access specific objects in the data product.\n- **Optional**: Log into account `HOL_ACCOUNT1` as the `marketing_admin` user and perform the same steps.\n\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/consumelisting.png)\n\n---\n## Live Data Sharing\n\n\nWhat happens when the data owner decides to update the data product?\n\n- Switch back to the data provider side, ie. `sales_admin` user\nin `HOL_ACCOUNT1`\n- Review the order details for customer 60001. \n  ```sql\n  use schema tpch.sf1;\n  use role sales_data_scientist_role;\n\n  SELECT customer_name, country, orderkey, orderdate, AMOUNT\n  FROM TABLE(orders_per_customer(60001));\n  ```\n- Note that customer 60001 lives in Kenya. But, the customer has now moved to Mozambique, which requires the following update to the customer's nationkey:\n\n  ```sql\n  -- Customer 60001 moves from Kenya to Mozambique !\n  UPDATE customer SET c_nationkey = 16 WHERE c_custkey = 60001;\n  ```\n- Now switch to your browser tab where you are logged into `HOL_ACCOUNT2` as `supply_chain_admin`. In the worksheet \"**Order Insights - Examples**\" run the second sample query again:\n\n  ```sql\n  -- Use the UDF to obtain the order details for one customer\n\n  SELECT customer_name, country, orderkey, orderdate, AMOUNT\n  FROM TABLE(ORGDATACLOUD$SALES$ORDER_INSIGHTS.sf1.orders_per_customer(60001));\n  ```\n- Note that the updated country information,  inferred from the updated nationkey, is instantly visible to data consumers!\n- Other data product changes such as adding a column to a table would also be immediately reflected on the consumer side. \n- **Best practice:** inform your data consumers of structural data product changes ahead of time.  In case of a breaking change consider creating a new listing \"v2.0\" and give data consumers time to migrate from the old to the new listing.\n\n\n---\n\n## Data Governance Policies\n\n\nLet's examine some simple techniques for row- and column-level access control across domains.\n\n- Switch back to the data provider side, ie. `sales_admin` user\nin `HOL_ACCOUNT1`\n- Review the order summary view. Note that it returns data for customers in many different countries:\n  \n  ```sql\n  use schema tpch.sf1;\n  use role sales_data_scientist_role;\n\n  SELECT *\n  FROM order_summary \n  LIMIT 100;\n  ```\n### Row-level Access Control across Domains\nThe data steward of the Sales domain has requested the following access restrictions:\n- ❗The marketing team may only see data for customers in Canada.\n- ❗The supply chain team may only see data for customers in the US.\n  \nImplement the following policy to make your data product compliant:\n\n```sql\nuse schema tpch.sf1;\nuse role sales_data_scientist_role;\n\nCREATE OR REPLACE ROW ACCESS POLICY country_filter AS (country INTEGER) \nRETURNS boolean -\u003E\n  CASE\n    WHEN current_account_name() = 'HOL_ACCOUNT1' \n     AND current_role()         = 'SALES_DATA_SCIENTIST_ROLE'\n     THEN true\n    WHEN current_account_name() = 'HOL_ACCOUNT1' \n     AND current_role()         = 'MARKETING_ANALYST_ROLE'\n     AND country                = 3 /* Canada */\n     THEN true\n    WHEN current_account_name() = 'HOL_ACCOUNT2' \n     AND country                = 24 /* USA */\n     THEN true\n   ELSE false\n  END;\n\n ALTER TABLE nation ADD ROW ACCESS POLICY country_filter ON (n_nationkey); \n```\nBefore we review the impact of this policy on the data consumers, let's look at a different governance requirement that requires column masking.\n \n### Data Masking across Domains\n\nThe data steward of the Sales domain has requested the following data masking to be enforced:\n- ❗The marketing and supply chain teams are not allowed to see order pricing or item pricing for orders placed before 1996.\n\nImplement the following policy to make your data product compliant:\n\n```sql\n CREATE OR REPLACE MASKING POLICY order_mask AS (value INT, cutoff_date DATE) RETURNS INT -\u003E\n  CASE\n    WHEN current_account_name() = 'HOL_ACCOUNT1' \n     AND current_role()         = 'SALES_DATA_SCIENTIST_ROLE'\n     THEN value\n    WHEN current_account_name() = 'HOL_ACCOUNT1' \n     AND current_role()         = 'MARKETING_ANALYST_ROLE'\n     AND cutoff_date            \u003E= '1996-01-01'\n     THEN value\n    WHEN current_account_name() = 'HOL_ACCOUNT2' \n     AND cutoff_date            \u003E= '1996-01-01'\n     THEN value\n   ELSE null\n  END;\n\nALTER VIEW order_summary ALTER COLUMN order_amount \n  SET MASKING POLICY order_mask USING (order_amount, o_orderdate); \n\nALTER TABLE orders       ALTER COLUMN o_totalprice \n  SET MASKING POLICY order_mask USING (o_totalprice, o_orderdate);\n\nALTER TABLE lineitem     ALTER COLUMN l_extendedprice \n  SET MASKING POLICY order_mask USING (l_extendedprice, l_commitdate);\n```\n### Effect of the Policies on Data Consumers\nLet's see how the Supply Chain and Marketing teams are affected by the new policies.\n\n- Switch to your browser tab where you are logged into `HOL_ACCOUNT2` as `supply_chain_admin`. \n- In the worksheet \"**Order Insights - Examples**\" run the first sample query again:\n\n  ```sql\n  SELECT *\n  FROM ORGDATACLOUD$SALES$ORDER_INSIGHTS.SF1.ORDER_SUMMARY \n  LIMIT 100;\n  ```\n\n- Confirm that governance policies are applied:\n  - You should only see data where the nation name is United States.\n  - The Order_Amount column should be masked for orders before 1996.\n\n\n- Log into account `HOL_ACCOUNT1` as the `marketing_admin` user and execute the same query. \n  - You should see data for Canadian customers only.\n  - The Order_Amount column should be masked for orders before 1996.  \n\nAs soon as you remove roles or accounts, the listing is no longer accessible for this role and/or account.\n\n\n## Basic Listing Management\n\n\nIn this section we will review further capabilities for managing and monitoring listings as a data product owner or as an organization data steward:\n\n- How to change/revoke access or discoverability for a listing\n- How to grant listing management privileges\n- How to audit access to organizational listing ([organization_usage.access_history](https://docs.snowflake.com/en/user-guide/collaboration/listings/organizational/org-listing-governance))\n\n\n### Change/Revoke Access or Discoverability for a Listing\n\n- Log into account `HOL_ACCOUNT1` as the `sales_admin` user\n- Navigate to the Provider Studio and open the **Order Insights** listing\n\n    ![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/managelistings_01.png)\n\n- In the top right, click on the Access definition of the listing.\n\n    ![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/managelistings_02.png)\n\n- You can now add or remove roles or entire accounts that access the data product. Same for discoverability.\n\n    ![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/managelistings_03.png)\n\n---\n### How to Grant Listing Management Privileges\n\n- Navigate to the Provider Studio and open the **Order Insights** listing, if it is not still open from the previous exercise.\n- Click on the three dots and **Open Settings** in the top right corner.\n- In the side panel you can now edit listing settings and privileges.\n- For example, you can authorize additional roles to *Modify* this listing and respond to access requests from data consumers:\n\n    ![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/managelistings_04.png)\n\n---\n### How to Audit Access to Organizational Listing \n\nAs an organization admin you can query the [organization_usage.access_history](https://docs.snowflake.com/en/user-guide/collaboration/listings/organizational/org-listing-governance) view to audit the access to all data products on the internal marketplace.\n\n- Login to your Organization Account `HOL_ORG_ACCOUNT` and run the following query to obtain a list of all queries against the **ORDER_INSIGHTS** data product including the user, role, timestamp, and SQL text of the access as well as the set of provider policies that have governed the access at that point in time.\n- Note: There is some delay in updating the [organization_usage.access_history](https://docs.snowflake.com/en/user-guide/collaboration/listings/organizational/org-listing-governance). If you don't see the entries that you expect, check back again later!\n  - You can come back to this lab for as long as your trial accounts are active!\n\n\n```sql\nuse role globalorgadmin;\nuse warehouse compute_wh;\n\nselect q.account_name, \n    q.user_name, \n    q.role_name, \n    q.query_text, \n    q.start_time, \n    q.end_time, \n    a.direct_objects_accessed, \n    a.provider_base_objects_accessed,\n    a.provider_policies_referenced\nfrom SNOWFLAKE.ORGANIZATION_USAGE.ACCESS_HISTORY a, \n    SNOWFLAKE.ORGANIZATION_USAGE.QUERY_HISTORY q\nwhere a.query_id = q.query_id\nand q.query_text ilike '%ORDER_INSIGHTS%'\norder by query_start_time desc;\n```\n\n\n---\n\n## Programmatic Listings\n\n\nSo far this lab has managed listings mainly through the Snowflake UI. But, [data owners](https://docs.snowflake.com/en/progaccess/listing-progaccess-about) and [data consumers](https://other-docs.snowflake.com/en/collaboration/consumer-listings-progaccess-examples) can also work with listings programmatically through the [Listing API](https://docs.snowflake.com/en/sql-reference/commands-listings). \n\nIn this section we point you to some of the most commonly used commands. These are not end-to-end exercises to create or alter listings, but we encourage you to experiment with some of these commands.\n\n### As a Listing Owner\n\n- Run [`SHOW LISTINGS;`](https://other-docs.snowflake.com/en/sql-reference/sql/show-listings) to list the listings that you own or have permission to manage.\n  \n- Run [`DESCRIBE LISTING listing-name;`](https://other-docs.snowflake.com/en/sql-reference/sql/desc-listing) to obtain additional details for one specific listing. \n  - The listing name can be obtained from the output of  [`SHOW LISTINGS;`](https://other-docs.snowflake.com/en/sql-reference/sql/show-listings);\n  - Note: If that listing name contains special characters other than the underscore, then the name must be in double quotes and is case-sensitive.\n\n- In the result of [`DESCRIBE LISTING`](https://other-docs.snowflake.com/en/sql-reference/sql/desc-listing)  scroll to the right to the column [MANIFEST_YAML](https://other-docs.snowflake.com/en/progaccess/listing-manifest-reference) and copy its column value to a worksheets. \n  - This YAML file is a complete representation of the listing and enables programmatic management of listings.\n\n- Run [`CREATE ORGANIZATION LISTING`](https://other-docs.snowflake.com/en/sql-reference/sql/create-organization-listing) with a YAML file and SHARE name to create a new listing programmatically.\n\n- Run [`ALTER LISTING`](https://other-docs.snowflake.com/en/sql-reference/sql/alter-listing) to make changes to a listing such as:\n  - Unpublish and publish a listing\n  - Rename a listing\n  - Change any of the listing metadata by using a modified YAML file in the  [`ALTER LISTING`](https://other-docs.snowflake.com/en/sql-reference/sql/alter-listing) command\n  - Change who can discover or access a listing, e.g. by providing a modified YAML file\n\n\n### As a Listing Consumer\n\n- Run [`SHOW AVAILABLE LISTINGS IS_ORGANIZATION = TRUE;`](https://other-docs.snowflake.com/en/sql-reference/sql/show-available-listings) to list all the internal marketplace listings that your current role is allowed to discover.\n\n- Run [`DESCRIBE AVAILABLE LISTING listing_global_name`](https://other-docs.snowflake.com/en/sql-reference/sql/desc-available-listing) to get more details on one particular listing.\n  - The listing global name can be found in the output of the  [`SHOW AVAILABLE LISTINGS`](https://other-docs.snowflake.com/en/sql-reference/sql/show-available-listings) command.\n  - Note: The `listing global name` is a different kind of listing identifier than the `listing name`.\n\n- Run [`CREATE DATABASE name FROM LISTING listing_global_name;`](https://other-docs.snowflake.com/en/collaboration/consumer-listings-progaccess-examples#create-a-database-from-a-listing) if you operate as a data consumer in a different account and you want to mount the listing as a local database. \n  - This does not create a local copy of the shared data but it makes the listing appear in your local list of databases.\n  - Mounting an organizational listing as a local database enables you to work with database roles for additional governance options.\n---\n\n\u003C!--\n## Enable Change Tracking for Data Products\n\u003Cmark\u003E !!! do we want to keep this section and adjust it to our TPC-H scenario ??? \u003C/mark\u003E\n\nThe provider of a listing can choose to enable [change tracking](https://docs.snowflake.com/en/user-guide/streams) on the some or all of the tables or views that are shared in a listing. This enables the consumer to track the data changes. Let's do that with the view DAILY_WEATHER_V:\n\n```sql\n-- in the provider account:\nALTER VIEW FROSTBYTE_TASTY_BYTES.HARMONIZED.DAILY_WEATHER_V \n      SET CHANGE_TRACKING = TRUE;\n```\n\nThe consumer can now [define a Stream](https://docs.snowflake.com/en/sql-reference/sql/create-stream) to capture the data changes in this view:\n\n```sql\n-- in the consumer account:\nCREATE DATABASE tasty_bytes_local;\nUSE DATABASE tasty_bytes_local;\n\nCREATE STREAM stream_daily_weather_changes ON VIEW tasty_bytes_analytics.HARMONIZED.DAILY_WEATHER_V;\n```\n\nTo see the change tracking in action you can now insert, update, or delete some of the weather related data in the AWS Provider account. For example:\n\n```sql\n-- in the provider account:\nINSERT INTO FROSTBYTE_TASTY_BYTES.WEATHER.HISTORY_DAY\n  SELECT * REPLACE  (current_date AS DATE_VALID_STD) \n  FROM FROSTBYTE_TASTY_BYTES.WEATHER.HISTORY_DAY\n  WHERE city_name = 'San Mateo'\n  ORDER BY date_valid_std DESC;\n  ```\n\nNow switch to the consumer account and query the stream:\n\n```sql\n-- in the consumer account:\nUSE DATABASE tasty_bytes_local;\n\nSELECT METADATA$ACTION, METADATA$ISUPDATE, * \nFROM stream_daily_weather_changes;\n```\n-----------\u003E\n\n\n\n\u003C!----------- maybe we add database roles later\n\n\n## Govern Data Products with Database Roles\n### Database Roles - Provider Side\n\nJust when we thought we had all the necessary governance controls in place, Frosty has a new requirement for us.\n\n![503_DataSteward_3](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/503_datasteward_3.png)\n\nSo far we have been using the context function **CURRENT_ACCOUNT_NAME()** in our governance policies to control which consumer account can see which data. Now Frosty is telling us, that this needs to be more fine-grained down to indivudal roles on the consumer side.\n\nWe will be using roles and [database roles](https://docs.snowflake.com/en/sql-reference/sql/create-database-role) for 3 different continents. Let's check that we have the correct roles in place.\n\nOn the AWS Provider account, use **show database roles** to confirm that you have 4 database roles in place. Else create them now.\n\n```sql\nshow database roles in database FROSTBYTE_TASTY_BYTES;\n\nUSE DATABASE frostbyte_tasty_bytes;\nCREATE OR REPLACE DATABASE ROLE tastybytes_emea_role;\nCREATE OR REPLACE DATABASE ROLE tastybytes_americas_role;\nCREATE OR REPLACE DATABASE ROLE tastybytes_apj_role;\nCREATE OR REPLACE DATABASE ROLE tastybytes_manager_role;\n```\n\nWe can use these roles to define more granular and role-based access control for the data consumers. First, we need to give these roles access to the providers's schema and objects that we want to govern, in this case ANALYTICS.CUSTOMER_LOYALTY_METRICS_V:\n\n```sql\nuse database FROSTBYTE_TASTY_BYTES;\n\ngrant usage  on schema ANALYTICS to database role tastybytes_emea_role;\ngrant usage  on schema ANALYTICS to database role tastybytes_americas_role;\ngrant usage  on schema ANALYTICS to database role tastybytes_apj_role;\ngrant usage  on schema ANALYTICS to database role tastybytes_manager_role;\n\ngrant select on view ANALYTICS.CUSTOMER_LOYALTY_METRICS_V \n             to database role tastybytes_emea_role; \ngrant select on view  ANALYTICS.CUSTOMER_LOYALTY_METRICS_V \n             to database role tastybytes_americas_role; \ngrant select on view  ANALYTICS.CUSTOMER_LOYALTY_METRICS_V \n             to database role tastybytes_apj_role; \ngrant select on view  ANALYTICS.CUSTOMER_LOYALTY_METRICS_V \n             to database role tastybytes_manager_role; \n```\n\nNext, use the context function [**IS_DATABASE_ROLE_IN_SESSION()**](https://docs.snowflake.com/en/sql-reference/functions/is_database_role_in_session) to recreate our row-level access policy to define which role can see customer loyality data from which country.\n\n\n```sql\nuse database frostbyte_tasty_bytes;\nuse schema analytics;\n\nALTER VIEW CUSTOMER_LOYALTY_METRICS_V DROP ROW ACCESS POLICY country_filter;\n\n\nCREATE OR REPLACE ROW ACCESS POLICY country_filter AS (country string) \nRETURNS boolean -\u003E\n  CASE\n    -- users with the AMERICAS role can see data from the US, Canada, and Brazil\n    WHEN IS_DATABASE_ROLE_IN_SESSION('TASTYBYTES_AMERICAS_ROLE') \n     AND country IN ('United States', 'Canada', 'Brazil') \n    THEN true\n    -- users with the EMEA role can see data from these EMEA countries\n    WHEN IS_DATABASE_ROLE_IN_SESSION('TASTYBYTES_EMEA_ROLE')         \n     AND country IN ('France', 'Germany', 'Poland', 'Sweden', \n                     'Spain' , 'South Africa', 'Egypt') \n    THEN true\n    -- users with the APJ role can see data from these APJ countries\n    WHEN IS_DATABASE_ROLE_IN_SESSION('TASTYBYTES_APJ_ROLE')         \n     AND country IN ('Japan', 'Australia', 'India', 'South Korea') \n    THEN true\n    -- users with the manager role can see all data\n    WHEN IS_DATABASE_ROLE_IN_SESSION('TASTYBYTES_MANAGER_ROLE')         \n    THEN true\n    -- the account admin in the provider account can see all data\n    WHEN current_account_name() IN ('*** FILL IN AWS Provider Account Name ***') \n     AND current_role() = 'ACCOUNTADMIN'\n    THEN true\n    ELSE false\n  END;\n\nALTER VIEW CUSTOMER_LOYALTY_METRICS_V \n      ADD ROW ACCESS POLICY country_filter ON (country);\n```\n\nFor a larger number of roles and countries you can certainly use a mapping table from role to country so that the policy simply performs a lookup in the mapping table.\n\nThe final step in the provider account is to share the database roles to the consumer accounts along with the data product.  This is achieved by [granting the database roles to the share](https://docs.snowflake.com/en/sql-reference/sql/grant-database-role-share):\n\n```sql\n-- Use your share name in these commands.\n-- See below for hints on how to find your share name.\nGRANT DATABASE ROLE tastybytes_emea_role     TO SHARE \u003Cshare_name\u003E;\nGRANT DATABASE ROLE tastybytes_americas_role TO SHARE \u003Cshare_name\u003E;\nGRANT DATABASE ROLE tastybytes_apj_role      TO SHARE \u003Cshare_name\u003E;\nGRANT DATABASE ROLE tastybytes_manager_role  TO SHARE \u003Cshare_name\u003E;\n```\n\nHere are two options how to find the share name for your listing:\n\n**Option 1:**\n\nIn the provider account, navigate to the Provider Studio, select \"Listings\" from the horizontal menu at the top, and open your listing. In the section \"Data Product\" you find the name of the Secure Share that bundles the shared data objects.\n![602_DMF_AddTableToShare_1](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/602_dmf_addtabletoshare_1.png)\n\n**Option 2:**\n\nUse the SHOW SHARES command:\n\n![504_ShowShares](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/504_shares.png)\n\nCopy the share name to a text file or worksheet because you will need it again later.\n\n### Database Roles - Consumer Side\n\nTo complete the configuration of cross-account role-based access control you need to assign the shared database roles to local account roles in the consumer roles.\n\nSwitch to your consumer accounts.  \n\nIn each of your consumer accounts you should already have the following 4 roles that you created during the account setup. Verify that these roles are in place. Else, create them now.\n\n```sql\nSHOW ROLES LIKE 'SALES%';\n\nCREATE OR REPLACE ROLE sales_emea_role     COMMENT = 'EMEA Sales role';\nCREATE OR REPLACE ROLE sales_americas_role COMMENT = 'Americas Sales role ';\nCREATE OR REPLACE ROLE sales_apj_role      COMMENT = 'APJ Sales role ';\nCREATE OR REPLACE ROLE sales_manager_role  COMMENT = 'Manager (all-access) role';\n```\n\nIn a real-world scenario you would now assign each of these roles to different users. For simplicity in this lab, grant all of these roles to yourself:\n\n```sql\nSET my_user_var  = CURRENT_USER();\nGRANT ROLE sales_emea_role     TO USER identifier($my_user_var);\nGRANT ROLE sales_americas_role TO USER identifier($my_user_var);\nGRANT ROLE sales_apj_role      TO USER identifier($my_user_var);\nGRANT ROLE sales_manager_role  TO USER identifier($my_user_var);\n```\n\nAnd finally, grant the shared database roles to the local account roles. This connects these local consumers roles to the row-access policy that you create on the provider side.\n\n```sql\nuse database TASTY_BYTES_ANALYTICS;\ngrant database role tastybytes_emea_role     to role sales_emea_role; \ngrant database role tastybytes_americas_role to role sales_americas_role;\ngrant database role tastybytes_apj_role      to role sales_apj_role; \ngrant database role tastybytes_manager_role  to role sales_manager_role;\n```\n\nThe following picture illustrates the use of our database roles in this data sharing scenario.\n\n![505_Database_Roles_Sharing](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/internal-marketplace-intra-org-sharing/505_database_roles_sharing.png)\n\nNow switch to the different local roles (sales_emea_role, sales_apj_role, etc) in each of your consumer accounts to verify that each local role can only see those rows in the CUSTOMER_LOYALTY_METRICS_V view that are permitted by the row-level access policy in the provider account.\n --\u003E\n\n\n## Conclusion And Resources\n\n\nCongratulations, you completed this **Snowflake Internal Marketplace** journey! You have seen how data products can be authored, published, requested, consumed, and governed. These are key capabilities for sharing documented and understandable data products across business units with governance and compliance control controls.\n\n### What you Learned\n\n- How to create data products that consist of multiple data objects.\n- How to document a data product with a broad range of metadata such as description, data dictionary, ownership, sample queries, and service-level objectives. \n- How to use provider profiles that represent different domains or business units as owners of data products on the internal marketplace. \n- How to request and approve or deny access to data products\n- How to apply data product governance controls across domains\n\n\n### Related Resources\n\n- [Lab Source Code on Github](https://github.com/Snowflake-Labs/sfguide-intra-company-data-sharing-with-the-snowflake-internal-marketplace/tree/main/sql)\n\n- [Organization Accounts](https://docs.snowflake.com/en/user-guide/organization-accounts) \n  \n- [Organization Profiles](https://docs.snowflake.com/en/user-guide/collaboration/organization-profiles/org-profile-manage)\n\n- Organizational Listings\n  - [Create an organizational listing](https://docs.snowflake.com/en/user-guide/collaboration/listings/organizational/org-listing-create)\n  - [Manage organizational listings](https://docs.snowflake.com/en/user-guide/collaboration/listings/organizational/org-listing-manage)\n\n- [Managing Listings via API](https://other-docs.snowflake.com/progaccess/listing-progaccess-about)\n\n- White Paper: [How to Knit Your Data Mesh on Snowflake](/resource/how-to-knit-your-data-mesh-on-snowflake/) (March 2025)\n\n- Webinar Recording with a demo of the Snowflake Internal Marketplace:\n[How to Build and Govern Your Data Products in Snowflake](/webinars/product-demo/data-mesh-demo-how-to-build-and-govern-your-data-products-in-snowflake-2025-04-29/) (April 2025)\n\n",":type":"text/x-markdown","multiValue":false},"quickstartArticleLogoImage":{"dataType":"string","title":"Quickstart Article Logo Image",":type":"text/plain","multiValue":false}},"isDeveloperGuidesPage":false,":type":"snowflake-site/components/contentfragment",":items":{},":itemsOrder":[],"model":"snowflake-site/models/quickstart-article"},"flexible_column_cont":{"id":"flexible-column-container-957195d588","type":"2-column-75-25","alignColumns":"top","containerMaxWidth":"extra-large","topPadding":"none","bottomPadding":"none","spaceBetween":"none","reverseOnMobile":false,"carouselOnMobile":false,"backgroundImageOption":"none","flexible_column_content_container_1":{"layout":"SIMPLE","id":"container-ed5481c43d",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"quickstart_last_modi":{"id":"quickstart-last-modified-0c0cd9641d","icon":{"id":"icon","icon":"calendar",":type":"snowflake-site/components/icon","appliedCssClassNames":"snowflake-icon-blue"},"lastModifiedDatePrefix":"Updated","lastModifiedDate":"2025-12-20",":type":"snowflake-site/components/quickstart/quickstart-last-modified","appliedCssClassNames":"snowflake-responsive-component-top-padding-small"},"text":{"id":"text-d0c8d58749","additionalClasses":"qs-disclaimer-text","text":"\u003Cp\u003E\u003Cspan style=\"color: #666;\"\u003EThis content is provided as is, and is not maintained on an ongoing basis. 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