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consumers receive using rules implemented at either the record or query level, ensuring consumers do not gain access to proprietary information. Once your Native App is installed, the ACF will track and log each consumer’s usage and send that data back to you in near real-time. This allows you to quickly spot any usage or setup issues and rectify them immediately.\u003C/p\u003E\n","\u003Cp\u003EThe rest of this Snowflake guide walks you through deploying the ACF and demo data/application logic, setting the Native App Limits, listing the demo Native App, and using the app, as a consumer.\u003C/p\u003E\n","\u003Ch3\u003EPrerequisites\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EFamiliarity with SQL, SnowSQL, Native Apps, Event Tables, and Streamlit\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You’ll Learn\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EHow to create an Event Account\u003C/li\u003E\u003Cli\u003EHow to use the ACF Streamlit App (App Control Manager) to set Native App limits and which functionality consumers can access\u003C/li\u003E\u003Cli\u003EHow to build and list a demo Native App, using the ACF\u003C/li\u003E\u003Cli\u003EHow events are collected and used to update consumer metadata (i.e. the number of records processed)\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You’ll Need\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/snowsql\"\u003ESnowSQL\u003C/a\u003E Installed\u003C/li\u003E\u003Cli\u003EAn Integrated Development Environment (IDE) Installed.  \u003Ca href=\"https://code.visualstudio.com/download\"\u003EVSCode\u003C/a\u003E is recommended.\u003C/li\u003E\u003Cli\u003EThree (3) Snowflake accounts, each with \u003Ccode\u003EACCOUNTADMIN\u003C/code\u003E privileges (ideally in the same cloud/region)\n\u003Cul\u003E\u003Cli\u003EOne account will serve as the main account, where the ACF is deployed\u003C/li\u003E\u003Cli\u003EOne account will serve as an event account, where consumer events from the Native Apps are shared to.\n\u003Cul\u003E\u003Cli\u003EThe event account uses the Listing API, which is in Public Preview (PuPr).  Visit https://other-docs.snowflake.com/en/progaccess/listing-progaccess-about for more information.\u003C/li\u003E\u003Cli\u003EOnce this account is created, it will be set as the event account for the cloud region, by executing the following in the Snowflake Org account, as \u003Ccode\u003EORGADMIN\u003C/code\u003E\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003ECALL SYSTEM$SET_EVENT_SHARING_ACCOUNT_FOR_REGION('<REGION>', 'PUBLIC', '<ACCOUNT_NAME>');\u003C/code\u003E\n\u003Cul\u003E\u003Cli\u003EThe account region can be found by executing \u003Ccode\u003ESELECT CURRENT_REGION();\u003C/code\u003E\u003C/li\u003E\u003Cli\u003EThe account name can be found by executing \u003Ccode\u003ESELECT CURRENT_ACCOUNT_NAME();\u003C/code\u003E\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003EOne account will serve as a consumer account, to install the demo Native App.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You’ll Build\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EA Native App that tracks consumer usage and enforces the limits set in the ACF.\u003C/li\u003E\u003C/ul\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EDownloading the Code\u003C/h2\u003E\n","\u003Cp\u003EThe code used in this guide is hosted in github. You can download the code as a ZIP from \u003Ca href=\"https://github.com/Snowflake-Labs/sfguide-application-control-framework/archive/refs/heads/main.zip\"\u003EGitHub\u003C/a\u003E or use the following git command to clone the repository.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003Egit clone https://github.com/Snowflake-Labs/sfguide-application-control-framework.git\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EAfter downloading you will have a folder \u003Ccode\u003Esfguide-application-control-framework\u003C/code\u003E containing all the code needed to deploy the ACF. Open the folder in VSCode to review the project.\u003C/p\u003E\n","\u003Ch2\u003EEvent Account Setup\u003C/h2\u003E\n","\u003Cp\u003EThe first step is to set up an event account for each region the native app will be deployed.  The script referenced below creates an event table (if one has not already been created), streams, tasks, and data listings to share consumer native app events from the event account to the ACF (main) account.\u003C/p\u003E\n","\u003Ch4\u003EPrerequisites\u003C/h4\u003E\n","\u003Cp\u003EThe event account must have been created for each region the native app will be deployed, along with setting each account as the event account for the region. Each event account must be enrolled in the Listing API Private Preview.  Please see the **What You'll Need section for more details.\u003C/p\u003E\n","\u003Ch4\u003EScript Execution\u003C/h4\u003E\n\u003Col\u003E\u003Cli\u003EThe ACF code project includes the \u003Ccode\u003Econfig/config_events_aws_us_west_2.txt\u003C/code\u003E file for the event account setup. Update this file, replacing the values in the config file accordingly.  Rename the config file, replacing \u003Ccode\u003Eaws_us_west_2\u003C/code\u003E, with your account's region.\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch5\u003EConfiguration Parameters\u003C/h5\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003EDIR\u003C/strong\u003E - the URI where the \u003Ccode\u003Eapplication_control_framework\u003C/code\u003E root directory resides on the provider’s local machine.\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003ENOTE:\u003C/strong\u003E  The URI formatting differs depending on the provider’s local operating system:\n\u003Cul\u003E\u003Cli\u003ELinux/MacOS:\n\u003Cul\u003E\u003Cli\u003EThe path must include the initial forward slash in the path (e.g. \u003Ccode\u003E/Users/mhenderson/Documents/GitHub\u003C/code\u003E).\u003C/li\u003E\u003Cli\u003EIf the directory path and/or filename includes special characters, the entire URI must be enclosed in single quotation marks.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003EWindows:\n\u003Cul\u003E\u003Cli\u003EYou must include the drive and backslash in the path (e.g. \u003Ccode\u003EC:\\Users\\mhenderson\\Documents\\GitHub\u003C/code\u003E).\u003C/li\u003E\u003Cli\u003EIf the directory path and/or filename includes special characters, the entire file URI must be enclosed in single quotes. Note that the separator character is a forward slash (/) in enclosed URIs (e.g. \u003Ccode\u003EC:\\Users\\mhenderson\\Documents\\GitHub Repos\u003C/code\u003E for a path in Windows that includes a directory named GitHub Repos).\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EORG_NAME\u003C/strong\u003E - the organization provider’s Snowflake account belongs (this can be found by executing the \u003Ccode\u003ESELECT CURRENT_ORGANIZATION_NAME()\u003C/code\u003E command)\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003ENOTE:\u003C/strong\u003E  only required for the config_events.txt file.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EACF_ACCOUNT_NAME\u003C/strong\u003E - the name of the provider's Snowflake where the ACF will be deployed (this can be found by executing the \u003Ccode\u003ESELECT CURRENT_ACCOUNT_NAME()\u003C/code\u003E command).\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003ENOTE:\u003C/strong\u003E  only required for the config_events.txt file.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EACF_ACCOUNT_LOCATOR\u003C/strong\u003E - the account identifier for provider's Snowflake account where the ACF will be deployed (this can be found by executing the \u003Ccode\u003ESELECT CURRENT_ACCOUNT()\u003C/code\u003E command).\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EEVENTS_ACCOUNT_LOCATOR\u003C/strong\u003E - the account identifier for provider's Snowflake account where ACF events will be collected. (this can be found by executing the \u003Ccode\u003ESELECT CURRENT_ACCOUNT()\u003C/code\u003E command).\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003ENOTE:\u003C/strong\u003E  only required for the config_events.txt file.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EAPP_CODE\u003C/strong\u003E - an abbreviated representation for the name of the app.\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003ENOTE:\u003C/strong\u003E for this QuickStart, please use \u003Cstrong\u003ESDE\u003C/strong\u003E.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cstrong\u003EExample Config:\u003C/strong\u003E\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003EDIR=/Users/mhenderson/Documents/GitHub\nORG_NAME=SFPSCOGS\nACF_ACCOUNT_NAME=PS_WLS_COLLAB_PROVIDER\nACF_ACCOUNT_LOCATOR=CDB65519\nEVENTS_ACCOUNT_LOCATOR=KDB59543\nAPP_CODE=SDE\n\u003C/code\u003E\u003C/pre\u003E\n\u003Col start=\"2\"\u003E\u003Cli\u003EUsing \u003Cstrong\u003ESnowSQL\u003C/strong\u003E, execute the script to set up the event account:\u003C/li\u003E\u003C/ol\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003E./event_acct/setup/setup.sh config/config_events_<REGION>.txt\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EWhere \u003Cstrong\u003E<REGION>\u003C/strong\u003E = the cloud/region where the event account is being configured.\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EACF Account Setup\u003C/h2\u003E\n","\u003Cp\u003EThe second step is to deploy the ACF to the main account.  This account is different from an event account and will be where the ACF will reside and be managed.\u003C/p\u003E\n","\u003Cp\u003EThe ACF includes all of the objects required to manage ACF functionality.  In addition, this script also deploys the App Control Manager, the Streamlit UI that is used to perform such actions as define custom controls and rules, create app package versions, onboard consumers, etc.\u003C/p\u003E\n","\u003Ch4\u003EPrerequisites\u003C/h4\u003E\n","\u003Cp\u003EComplete the previous step, \u003Cstrong\u003EEvent Account Setup\u003C/strong\u003E.\u003C/p\u003E\n","\u003Ch4\u003EScript Execution\u003C/h4\u003E\n\u003Col\u003E\u003Cli\u003EThe ACF code project includes the \u003Ccode\u003Econfig/config_acf.txt\u003C/code\u003E file for the ACF account setup. Update this file, replacing the values in the config file accordingly.\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch5\u003EConfiguration Parameters\u003C/h5\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003EDIR\u003C/strong\u003E - the URI where the \u003Ccode\u003Eapplication_control_framework\u003C/code\u003E root directory resides on the provider’s local machine.\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003ENOTE:\u003C/strong\u003E  The URI formatting differs depending on the provider’s local operating system:\n\u003Cul\u003E\u003Cli\u003ELinux/MacOS:\n\u003Cul\u003E\u003Cli\u003EThe path must include the initial forward slash in the path (e.g. /Users/mhenderson/Documents/GitHub.\u003C/li\u003E\u003Cli\u003EIf the directory path and/or filename includes special characters, the entire URI must be enclosed in single quotation marks.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003EWindows:\n\u003Cul\u003E\u003Cli\u003EYou must include the drive and backslash in the path (e.g. C:\\Users\\mhenderson\\Documents\\GitHub).\u003C/li\u003E\u003Cli\u003EIf the directory path and/or filename includes special characters, the entire file URI must be enclosed in single quotes. Note that the separator character is a forward slash (/) in enclosed URIs (e.g. 'C:\\Users\\mhenderson\\Documents\\GitHub Repos' for a path in Windows that includes a directory named GitHub Repos).\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EACF_ACCOUNT_LOCATOR\u003C/strong\u003E - the account identifier for provider's Snowflake account where the ACF will be deployed (this can be found by executing the \u003Ccode\u003ESELECT CURRENT_ACCOUNT()\u003C/code\u003E command).\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EAPP_CODE\u003C/strong\u003E - an abbreviated representation for the name of the app.\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003ENOTE:\u003C/strong\u003E for this QuickStart, please use \u003Cstrong\u003ESDE\u003C/strong\u003E.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cstrong\u003EExample Config:\u003C/strong\u003E\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003EDIR=/Users/mhenderson/Documents/GitHub\nACF_ACCOUNT_LOCATOR=CDB65519\nAPP_CODE=SDE\n\u003C/code\u003E\u003C/pre\u003E\n\u003Col start=\"2\"\u003E\u003Cli\u003EUsing \u003Cstrong\u003ESnowSQL\u003C/strong\u003E, execute the script to set up the ACF account:\u003C/li\u003E\u003C/ol\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003E./main_acct/setup/setup.sh config/config_acf.txt\n\u003C/code\u003E\u003C/pre\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EMount the Event Shares\u003C/h2\u003E\n","\u003Cp\u003EOnce the ACF has been deployed, the shares from the event account(s) can be mounted in the ACF account.  The following step details how to mount the share from each event account set up from.\u003C/p\u003E\n","\u003Ch4\u003EPrerequisites\u003C/h4\u003E\n","\u003Cp\u003EComplete the previous step, \u003Cstrong\u003EACF Account Setup\u003C/strong\u003E.\u003C/p\u003E\n","\u003Ch4\u003EInstructions\u003C/h4\u003E\n\u003Col\u003E\u003Cli\u003EIn the ACF account, log into \u003Cstrong\u003ESnowsight\u003C/strong\u003E.\u003C/li\u003E\u003Cli\u003EOnce logged in, if not at the Snowsight home screen, click the \u003Cstrong\u003EBack\u003C/strong\u003E button, in the top left area of the UI, to open the left navigation menu.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_back_btn.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"3\"\u003E\u003Cli\u003ESwitch to the \u003Cstrong\u003EP_SDE_ACF_ADMIN\u003C/strong\u003E role, by clicking the drop-down in the bottom left area of the UI, then hovering over the \u003Cstrong\u003ESwitch Role\u003C/strong\u003E menu item.\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003EData Products\u003C/strong\u003E, then \u003Cstrong\u003EPrivate Sharing\u003C/strong\u003E, then \u003Cstrong\u003EGet\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_get_event_share.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"5\"\u003E\u003Cli\u003EClick \u003Cstrong\u003EGet\u003C/strong\u003E (\u003Cstrong\u003ENOTE:\u003C/strong\u003E do not rename the database).\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_listing_db.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"6\"\u003E\u003Cli\u003ECreate a stream and tasks to stream events from each mounted event database to the EVENTS_MASTER table.\u003C/li\u003E\u003C/ol\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EUSE ROLE P_SDE_ACF_ADMIN;\nUSE WAREHOUSE P_SDE_ACF_WH;\nCALL P_SDE_ACF_DB.EVENTS.STREAM_TO_EVENT_MASTER(TO_ARRAY('<EVENT_DBS>'));\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003E\u003Cstrong\u003E<EVENT_DBS>\u003C/strong\u003E = the event database created in \u003Cstrong\u003EStep 5\u003C/strong\u003E.\u003C/p\u003E\n","\u003Ch2\u003EDev Environment Setup\u003C/h2\u003E\n","\u003Cp\u003EThe ACF also comes with a set of scripts that creates the provider’s dev environment.  This dev environment includes the application logic functions and/or procedures to be included in the Native App.  In addition, the dev environment also includes the objects required to test the application functions/procedures locally, to ensure desired functionality, before building the native app.\u003C/p\u003E\n","\u003Ch4\u003EPrerequisites\u003C/h4\u003E\n","\u003Cp\u003EComplete the previous step, \u003Cstrong\u003EMount the Event Shares\u003C/strong\u003E.\u003C/p\u003E\n","\u003Ch4\u003EScript Execution\u003C/h4\u003E\n\u003Col\u003E\u003Cli\u003EUsing \u003Cstrong\u003ESnowSQL\u003C/strong\u003E, execute the script to set up the dev environment in the ACF account:\u003C/li\u003E\u003C/ol\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003E./main_acct/dev_env/setup/setup.sh config/config_acf.txt\n\u003C/code\u003E\u003C/pre\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EDemo App Setup\u003C/h2\u003E\n","\u003Cp\u003EThe ACF also comes with a set of scripts that creates objects in the provider’s dev environment to build a demo data enrichment app.  The demo app includes sample source graph data, a function that can be shared with the consumer, and a stored procedure that enriches consumer data with data from the source graph.\u003C/p\u003E\n","\u003Ch4\u003EPrerequisites\u003C/h4\u003E\n","\u003Cp\u003EComplete the previous step, \u003Cstrong\u003EDev Environment Setup\u003C/strong\u003E.\u003C/p\u003E\n","\u003Ch4\u003EScript Execution\u003C/h4\u003E\n\u003Col\u003E\u003Cli\u003EUsing \u003Cstrong\u003ESnowSQL\u003C/strong\u003E, execute the script to set up the dev environment in the ACF account:\u003C/li\u003E\u003C/ol\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003E./main_acct/demo_app/setup/setup.sh config/config_acf.txt\n\u003C/code\u003E\u003C/pre\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EApp Control Manager\u003C/h2\u003E\n","\u003Cp\u003EThe ACF includes the App Control Manager, a Streamlit UI available in the provider account. The App Control Manager allows the provider to easily build and manage an app built on the ACF, manage consumers, and remove the ACF if/when desired.\u003C/p\u003E\n","\u003Cp\u003EThe App Control Manager can be accessed via the following steps:\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EIn the ACF account, log into \u003Cstrong\u003ESnowsight\u003C/strong\u003E.\u003C/li\u003E\u003Cli\u003EOnce logged in, if not at the Snowsight home screen, click the \u003Cstrong\u003EBack\u003C/strong\u003E button, in the top left area of the UI, to open the left navigation menu.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_back_btn.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"3\"\u003E\u003Cli\u003ESwitch to the \u003Cstrong\u003EP_SDE_ACF_ADMIN\u003C/strong\u003E role, by clicking the drop-down in the bottom left area of the UI, then hovering over the \u003Cstrong\u003ESwitch Role\u003C/strong\u003E menu item.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_role_switch.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"4\"\u003E\u003Cli\u003EClick \u003Cstrong\u003EProjects\u003C/strong\u003E >> \u003Cstrong\u003EStreamlit\u003C/strong\u003E, then \u003Cstrong\u003EP_SDE_APP_CONTROL_MANAGER\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_select_app_control_mgr.png\" alt=\"img\"\u003E\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_acm_home.png\" alt=\"img\"\u003E\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EBuild Demo Native App\u003C/h2\u003E\n","\u003Cp\u003EThe demo app is a simple data enrichment app that enriches a consumer’s dataset with attributes from the provider’s dataset, when the records have the same email address.\u003C/p\u003E\n","\u003Ch3\u003ECreate the Application Package\u003C/h3\u003E\n","\u003Cp\u003EThe native app’s application package consists of views of the native app’s source data, along with views of the required tables used to enforce the rules defined in the ACF and collect logs/metrics. In this demo, an application package will be created:\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EIn the App Control Manager, click \u003Cstrong\u003EManage App\u003C/strong\u003E >> \u003Cstrong\u003EApp Package\u003C/strong\u003E >> \u003Cstrong\u003ECreate\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_acm_app_pkg_create.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"2\"\u003E\u003Cli\u003EEnter \u003Cstrong\u003ESDE_DEMO\u003C/strong\u003E in the Application Package Name text field. This name will be prefixed by: ***P_SDE_APP_PKG_***.\u003C/li\u003E\u003Cli\u003ESelect the \u003Cstrong\u003EP_SDE_SOURCE_DB_DEV\u003C/strong\u003E database from the Select Database drop-down.\u003C/li\u003E\u003Cli\u003ESelect the \u003Cstrong\u003EDATA\u003C/strong\u003E schema from the Select Schema drop-down\u003C/li\u003E\u003Cli\u003ESelect the \u003Cstrong\u003EP_SDE_SOURCE_DB_DEV.DATA.CUSTOMER\u003C/strong\u003E table from the Select Table(s)/View(s) drop-down.\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003ECreate\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_acm_create_pkg.png\" alt=\"img\"\u003E\u003C/p\u003E\n","\u003Ch3\u003ECreate a Version for the Application Package\u003C/h3\u003E\n","\u003Cp\u003EOnce the application package is created, the application functions/procedures are tied to the application package by creating a version and a patch. In this demo, the App Control Manager will be used to create a new version and patch.\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EIn the App Control Manager, click \u003Cstrong\u003EManage App\u003C/strong\u003E >> \u003Cstrong\u003EApp Package\u003C/strong\u003E >> \u003Cstrong\u003EVersions\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_acm_manage_app_pkg_version.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"2\"\u003E\u003Cli\u003ESelect \u003Cstrong\u003EP_SDE_APP_PKG_SDE_DEMO\u003C/strong\u003E from the Select Application Package drop-down.\u003C/li\u003E\u003Cli\u003ESelect \u003Cstrong\u003ECREATE\u003C/strong\u003E from the Create, Patch, or Drop Version drop-down.\u003C/li\u003E\u003Cli\u003EEnter a \u003Cstrong\u003Ev1_0_0\u003C/strong\u003E in the Version Name field.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_acm_version_name.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"5\"\u003E\u003Cli\u003EFor this demo, select \u003Cstrong\u003EFREE\u003C/strong\u003E from the Select App Mode drop-down\u003C/li\u003E\u003Cli\u003ESelect \u003Cstrong\u003EY\u003C/strong\u003E from the Enforce Limits drop-down. By default, limits should be enforced, but this can be set to N if limit enforcement should be turned off (i.e. during testing).\u003C/li\u003E\u003Cli\u003ESelect \u003Cstrong\u003EDEV\u003C/strong\u003E from the Environment drop-downs to pull the \u003Cstrong\u003EStreamlit\u003C/strong\u003E and \u003Cstrong\u003Etemplate\u003C/strong\u003E files from the dev environment.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_acm_version_streamlit_template_env.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"8\"\u003E\u003Cli\u003ESelect the \u003Cstrong\u003EP_SDE_SOURCE_DB_DEV\u003C/strong\u003E database from the Select Database drop-down.\u003C/li\u003E\u003Cli\u003ESelect the \u003Cstrong\u003EFUNCS_APP\u003C/strong\u003E schema from the Select Schema drop-down.\u003C/li\u003E\u003Cli\u003ESelect the \u003Cstrong\u003EP_SDE_SOURCE_DB_DEV.FUNCS_APP.JS_FACTORIAL(FLOAT)\u003C/strong\u003E function from the Select Function(s) drop-down.\u003C/li\u003E\u003Cli\u003ESelect the \u003Cstrong\u003EAccessible\u003C/strong\u003E checkbox next to the function under Selected Functions to make the function accessible to the consumer.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_acm_version_funcs.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"12\"\u003E\u003Cli\u003ESelect the \u003Cstrong\u003EP_SDE_SOURCE_DB_DEV\u003C/strong\u003E database from the Select Database drop-down.\u003C/li\u003E\u003Cli\u003ESelect the \u003Cstrong\u003EPROCS_APP\u003C/strong\u003E schema from the Select Schema drop-down.\u003C/li\u003E\u003Cli\u003ESelect the \u003Cstrong\u003EP_SDE_SOURCE_DB_DEV.PROCS_APP.ENRICH(VARCHAR,VARCHAR,VARCHAR,VARCHAR)\u003C/strong\u003E procedure from the Select Procedure(s) drop-down.\u003C/li\u003E\u003Cli\u003ESelect the \u003Cstrong\u003EInput Table\u003C/strong\u003E checkbox next to the procedure under Selected Procedures.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_acm_version_procs.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"16\"\u003E\u003Cli\u003EClick the \u003Cstrong\u003ECREATE\u003C/strong\u003E button.\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch3\u003ERelease Patch\u003C/h3\u003E\n","\u003Cp\u003ETo grant consumers access to the latest version/patch, the provider must create a release for the application package. The following steps detail how to release an application package’s version/patch:\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EIn Snowsight, click \u003Cstrong\u003EProjects\u003C/strong\u003E >> \u003Cstrong\u003EApp Packages\u003C/strong\u003E. Select the \u003Cstrong\u003EP_SDE_APP_PKG_SDE_DEMO\u003C/strong\u003E application package created in the previous section.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_projects_app_pkg.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"2\"\u003E\u003Cli\u003EClick \u003Cstrong\u003ERelease Patch\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_projects_release_patch.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"3\"\u003E\u003Cli\u003ESelect \u003Cstrong\u003EV1_0_0 patch 0\u003C/strong\u003E from the Patch to release drop-down.\u003C/li\u003E\u003Cli\u003EChoose \u003Cstrong\u003ESet this patch to default\u003C/strong\u003E.\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003ESave\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_projects_release_patch_save.png\" alt=\"img\"\u003E\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003ECreate the Native App Listing\u003C/h2\u003E\n","\u003Cp\u003EOnce the application package has a released version and patch, the native app is ready to be privately listed. For instructions on how to create a Private Listing for the native app and add the demo consumer account, visit the \u003Cstrong\u003ECreate a Listing for Your Application\u003C/strong\u003E section: \u003Ca href=\"https://docs.snowflake.com/en/developer-guide/native-apps/tutorials/getting-started-tutorial#publish-and-install-your-application\"\u003Ehttps://docs.snowflake.com/en/developer-guide/native-apps/tutorials/getting-started-tutorial#publish-and-install-your-application\u003C/a\u003E.\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EInstall the Native App in the Consumer Account\u003C/h2\u003E\n","\u003Cp\u003EIn the demo consumer account added to the listing created in \u003Cstrong\u003ECreate the Native App Listing\u003C/strong\u003E section, install the native app available from the private listing. For instructions on how to install a native app, visit the \u003Cstrong\u003EInstall the Application\u003C/strong\u003E section \u003Ca href=\"https://docs.snowflake.com/en/developer-guide/native-apps/tutorials/getting-started-tutorial#id6\"\u003Ehttps://docs.snowflake.com/en/developer-guide/native-apps/tutorials/getting-started-tutorial#id6\u003C/a\u003E.\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003ERun the Scripts from the Native App’s Readme\u003C/h2\u003E\n","\u003Cp\u003EWith each installation, the consumer is barred from using the native app until the consumer has executed a series of commands, including sharing events with the provider. These commands are located in the native app’s Readme.\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EIn Snowsight, click \u003Cstrong\u003EData Products\u003C/strong\u003E >> \u003Cstrong\u003EApps\u003C/strong\u003E, under the Installed Apps section, click the native app installed in the previous section.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_data_products_apps.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"2\"\u003E\u003Cli\u003EOnce loaded, the Streamlit UI will display the following error message:\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_run_sidecar_error.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"3\"\u003E\u003Cli\u003EClick the <!--**ⓘ**--> icon in the top right of the page.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_readme_icon.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"4\"\u003E\u003Cli\u003EMake note of the \u003Cstrong\u003ENOTES\u003C/strong\u003E section of the Readme. Hover over and click the \u003Cstrong\u003EOpen in Worksheets\u003C/strong\u003E button.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_readme.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"5\"\u003E\u003Cli\u003EIn the new worksheet, replace the macros specified in the Readme with the appropriate values. Once the macros are replaced, \u003Cstrong\u003Erun all commands\u003C/strong\u003E.\u003C/li\u003E\u003Cli\u003EOpen the native app. The Streamlit UI will display the warning message below. It will take a few minutes for the native app to be enabled.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_onboarding_warning.png\" alt=\"img\"\u003E\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EApp Usage\u003C/h2\u003E\n","\u003Cp\u003EOnce the native app has been enabled, the consumer can now use the app to enrich data. Sample data was created during executing the Readme commands. The following steps detail how to use the app to enrich data:\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EOpen the app. Once the app is enabled, the warning message is removed.\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003ESelect Table\u003C/strong\u003E. Since this is the first time using the app, it needs to be granted privileges to the sample data table.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_select_table.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"3\"\u003E\u003Cli\u003EThe app’s security window will appear. Click ** Select Data**.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_table_privs.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"4\"\u003E\u003Cli\u003ESelect \u003Cstrong\u003EC_SDE_HELPER_DB.SOURCE.CUSTOMERS\u003C/strong\u003E, then click \u003Cstrong\u003EDone\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_select_table_name.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"5\"\u003E\u003Cli\u003EIn the security window, click \u003Cstrong\u003ESave\u003C/strong\u003E.\u003C/li\u003E\u003Cli\u003EVerify that the \u003Cstrong\u003ECUSTOMER\u003C/strong\u003E table is selected from the Table drop-down.\u003C/li\u003E\u003Cli\u003ESelect \u003Cstrong\u003EEMAIL\u003C/strong\u003E from the Match Key drop-down.\u003C/li\u003E\u003Cli\u003EEnter a \u003Cstrong\u003Ename\u003C/strong\u003E for the results table in the Please enter a name for the Results Table field.\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003ERun\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_select_table_details.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"10\"\u003E\u003Cli\u003EOnce complete, the following message will briefly appear. In addition a new entry will be added to the Run History section.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_run_results.png\" alt=\"img\"\u003E\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_run_history.png\" alt=\"img\"\u003E\u003C/p\u003E\n\u003Col start=\"11\"\u003E\u003Cli\u003EIf desired, the output table can be inspected. In a worksheet, execute the following command:\u003C/li\u003E\u003C/ol\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ESELECT * FROM <APP_NAME>.RESULTS_APP.<TABLE_NAME> WHERE email IS NOT NULL LIMIT 100;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003E\u003Cstrong\u003ENOTES:\u003C/strong\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003E<APP_NAME>\u003C/strong\u003E = the name of the app\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003E<TABLE_NAME>\u003C/strong\u003E = the name of the results table entered in.\u003C/li\u003E\u003C/ul\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EAdditional Test Scenarios\u003C/h2\u003E\n","\u003Ch3\u003EReach the Five Requests Limit Then Increase the Limit\u003C/h3\u003E\n","\u003Cp\u003EBy default, the ACF sets limits of the FREE version of the app to five requests. Once the limit is reached, the app is no longer usable, until the limit is increased by the provider in the App Control Manager.\u003C/p\u003E\n","\u003Ch4\u003EAttempt to Exceed Limit\u003C/h4\u003E\n","\u003Cp\u003EIn the app, make five requests to reach the limit, then attempt a sixth, which will fail.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_request_exceed_limit.png\" alt=\"img\"\u003E\u003C/p\u003E\n","\u003Ch4\u003EIncrease the Limit\u003C/h4\u003E\n","\u003Cp\u003EOnce the limit is reached, increase the consumer’s request limit in the App Control Manager.\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EIn the App Control Manager, click \u003Cstrong\u003EManage Consumers\u003C/strong\u003E >> \u003Cstrong\u003EManage\u003C/strong\u003E.\u003C/li\u003E\u003Cli\u003ESelect the \u003Cstrong\u003EConsumer\u003C/strong\u003E from the Select Consumer drop-down. The consumer name will have a \u003Cstrong\u003EFREE_\u003C/strong\u003E prefix, followed by the consumer’s Snowflake account name.\u003C/li\u003E\u003Cli\u003ESelect the \u003Cstrong\u003Elimit\u003C/strong\u003E control from the Select Consumer Controls to Update drop-down\u003C/li\u003E\u003Cli\u003EIn the \u003Cstrong\u003ENew Value\u003C/strong\u003E field, enter \u003Cstrong\u003E10\u003C/strong\u003E, then press Enter.\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003EUpdate\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_increase_consumer_limit.png\" alt=\"img\"\u003E\u003C/p\u003E\n","\u003Ch4\u003EMake a New Request\u003C/h4\u003E\n","\u003Cp\u003EIn the native app in the consumer’s account, attempt to make a new request.  Verify that the request is allowed and is successful.\u003C/p\u003E\n","\u003Ch3\u003EConsumer Usage of the App is Blocked, when Disabled\u003C/h3\u003E\n","\u003Cp\u003EThe App Control Manager allows the provider to control a consumer’s access.\u003C/p\u003E\n","\u003Ch4\u003EDisable the Consumer\u003C/h4\u003E\n","\u003Cp\u003EIn the App Control Manager, disable the consumer.\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EIn the App Control Manager, click \u003Cstrong\u003EManage Consumers\u003C/strong\u003E >> \u003Cstrong\u003EManage\u003C/strong\u003E.\u003C/li\u003E\u003Cli\u003ESelect the \u003Cstrong\u003EConsumer\u003C/strong\u003E from the Select Consumer drop-down. The consumer name will have a \u003Cstrong\u003EFREE_\u003C/strong\u003E prefix, followed by the consumer’s Snowflake account name.\u003C/li\u003E\u003Cli\u003ESelect the \u003Cstrong\u003Eenabled\u003C/strong\u003E control from the Select Consumer Controls to Update drop-down\u003C/li\u003E\u003Cli\u003EIn the \u003Cstrong\u003ENew Value\u003C/strong\u003E field, enter \u003Cstrong\u003EN\u003C/strong\u003E, then press Enter.\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003EUpdate\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch4\u003EAttempt to Use the Native App\u003C/h4\u003E\n","\u003Cp\u003EIn the consumer account, relaunch the app and note that the consumer’s access has been revoked.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_disabled.png\" alt=\"img\"\u003E\u003C/p\u003E\n","\u003Ch4\u003ERe-enable the Consumer\u003C/h4\u003E\n","\u003Cp\u003ERepeat the steps in the \u003Cstrong\u003EDisable the Consumer\u003C/strong\u003E section, but set the enabled value back to \u003Cstrong\u003EY\u003C/strong\u003E.  Then relaunch the app in the consumer’s account to verify that usage has been restored.\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EIn the App Control Manager, click \u003Cstrong\u003EManage Consumers\u003C/strong\u003E >> \u003Cstrong\u003EManage\u003C/strong\u003E.\u003C/li\u003E\u003Cli\u003ESelect the \u003Cstrong\u003EConsumer\u003C/strong\u003E from the Select Consumer drop-down. The consumer name will have a \u003Cstrong\u003EFREE_\u003C/strong\u003E prefix, followed by the consumer’s Snowflake account name.\u003C/li\u003E\u003Cli\u003ESelect the \u003Cstrong\u003Eenabled\u003C/strong\u003E control from the Select Consumer Controls to Update drop-down\u003C/li\u003E\u003Cli\u003EIn the \u003Cstrong\u003ENew Value\u003C/strong\u003E field, enter \u003Cstrong\u003EN\u003C/strong\u003E, then press Enter.\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003EUpdate\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EConclusion And Resources\u003C/h2\u003E\n","\u003Cp\u003EYou've performed the following:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003ESuccessfully built and deployed a Native App with consumer controls and limits, set via the ACF.\u003C/li\u003E\u003Cli\u003EVerified that the limits are enforced when the consumer hits the limits set.\u003C/li\u003E\u003Cli\u003EUpdated the limits and verified that they are applied for the consumer in real-time.\u003C/li\u003E\u003Cli\u003EDisabled the consumer in the ACF and verified that the consumer cannot use the app.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003ETo get more comfortable with this solution, continue to toggle the limits set for the consumer, add additional functionality to the native app and set the allowed_procs values accordinglt.\u003C/p\u003E\n","\u003Ch3\u003EWhat we've covered\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EHow to create an Event Account\u003C/li\u003E\u003Cli\u003EHow to use the ACF Streamlit App (App Control Manager) to set Native App limits and which functionality consumers can access\u003C/li\u003E\u003Cli\u003EHow to build and list a demo Native App, using the ACF\u003C/li\u003E\u003Cli\u003EHow to update consumer metadata and verify that the changes are applied immediately.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E###Resources\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Ca href=\"https://github.com/Snowflake-Labs/sfguide-application-control-framework/tree/main\"\u003EFork repo on Github\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"/content/dam/snowflake-site/developers/2024/05/Application-Control-Framework-Reference-Architecture.pdf\"\u003EDownload Reference Architecture\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://emerging-solutions-toolbox.streamlit.app/\"\u003EExplore Emerging Solutions Toolbox\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://medium.com/snowflake/manage-how-consumers-use-your-native-app-d8eeb4af8f5c\"\u003ERead blog\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://youtu.be/gZv-EkZsOAk?si=Mb1RSYIGQfuiLPip\"\u003EWatch the Demo\u003C/a\u003E\u003C/li\u003E\u003C/ul\u003E"],"description":"Implement application control frameworks in Snowflake for secure Native App development, testing, and production deployment.","title":"Getting Started with the Application Control Framework (ACF)",":items":{},":itemsOrder":[],"elements":{"quickstartArticleBody":{"dataType":"string","title":"Quickstart Article Body","value":"\u003C!-- ------------------------ --\u003E\n## Overview \n\nThis guide will show you how to deploy the ACF and build a demo Native App with controls and limits.\n\nThe ACF is an accelerator, allowing you to easily integrate your existing Snowflake application logic into a controllable, auditable Native App. It gives you the ability to dynamically control what logic, functionality, AI/ML, and/or data your consumers receive using rules implemented at either the record or query level, ensuring consumers do not gain access to proprietary information. Once your Native App is installed, the ACF will track and log each consumer’s usage and send that data back to you in near real-time. This allows you to quickly spot any usage or setup issues and rectify them immediately.\n\nThe rest of this Snowflake guide walks you through deploying the ACF and demo data/application logic, setting the Native App Limits, listing the demo Native App, and using the app, as a consumer.\n\n### Prerequisites\n- Familiarity with SQL, SnowSQL, Native Apps, Event Tables, and Streamlit\n\n### What You’ll Learn \n- How to create an Event Account\n- How to use the ACF Streamlit App (App Control Manager) to set Native App limits and which functionality consumers can access\n- How to build and list a demo Native App, using the ACF\n- How events are collected and used to update consumer metadata (i.e. the number of records processed)\n\n### What You’ll Need \n- [SnowSQL](https://docs.snowflake.com/en/user-guide/snowsql) Installed \n- An Integrated Development Environment (IDE) Installed.  [VSCode](https://code.visualstudio.com/download) is recommended.\n- Three (3) Snowflake accounts, each with ```ACCOUNTADMIN``` privileges (ideally in the same cloud/region)\n  - One account will serve as the main account, where the ACF is deployed\n  - One account will serve as an event account, where consumer events from the Native Apps are shared to.\n    - The event account uses the Listing API, which is in Public Preview (PuPr).  Visit https://other-docs.snowflake.com/en/progaccess/listing-progaccess-about for more information.\n    - Once this account is created, it will be set as the event account for the cloud region, by executing the following in the Snowflake Org account, as ```ORGADMIN```\n    - ```CALL SYSTEM$SET_EVENT_SHARING_ACCOUNT_FOR_REGION('\u003CREGION\u003E', 'PUBLIC', '\u003CACCOUNT_NAME\u003E');```\n      - The account region can be found by executing ```SELECT CURRENT_REGION();```\n      - The account name can be found by executing ```SELECT CURRENT_ACCOUNT_NAME();```\n  - One account will serve as a consumer account, to install the demo Native App.\n\n### What You’ll Build \n- A Native App that tracks consumer usage and enforces the limits set in the ACF.\n\n\u003C!-- ------------------------ --\u003E\n## Downloading the Code\n\nThe code used in this guide is hosted in github. You can download the code as a ZIP from [GitHub](https://github.com/Snowflake-Labs/sfguide-application-control-framework/archive/refs/heads/main.zip) or use the following git command to clone the repository.\n\n```bash\ngit clone https://github.com/Snowflake-Labs/sfguide-application-control-framework.git\n```\n\nAfter downloading you will have a folder ```sfguide-application-control-framework``` containing all the code needed to deploy the ACF. Open the folder in VSCode to review the project.\n\n## Event Account Setup\n\nThe first step is to set up an event account for each region the native app will be deployed.  The script referenced below creates an event table (if one has not already been created), streams, tasks, and data listings to share consumer native app events from the event account to the ACF (main) account.\n\n#### Prerequisites\n\nThe event account must have been created for each region the native app will be deployed, along with setting each account as the event account for the region. Each event account must be enrolled in the Listing API Private Preview.  Please see the **What You'll Need section for more details.\n\n#### Script Execution\n\n1. The ACF code project includes the ```config/config_events_aws_us_west_2.txt``` file for the event account setup. Update this file, replacing the values in the config file accordingly.  Rename the config file, replacing ```aws_us_west_2```, with your account's region.\n\n##### Configuration Parameters\n  - **DIR** - the URI where the ```application_control_framework``` root directory resides on the provider’s local machine.\n    - **NOTE:**  The URI formatting differs depending on the provider’s local operating system:\n      - Linux/MacOS:\n        - The path must include the initial forward slash in the path (e.g. ```/Users/mhenderson/Documents/GitHub```).\n        - If the directory path and/or filename includes special characters, the entire URI must be enclosed in single quotation marks.\n      - Windows:\n        - You must include the drive and backslash in the path (e.g. ```C:\\Users\\mhenderson\\Documents\\GitHub```).\n        - If the directory path and/or filename includes special characters, the entire file URI must be enclosed in single quotes. Note that the separator character is a forward slash (/) in enclosed URIs (e.g. ```C:\\Users\\mhenderson\\Documents\\GitHub Repos``` for a path in Windows that includes a directory named GitHub Repos).\n  - **ORG_NAME** - the organization provider’s Snowflake account belongs (this can be found by executing the ```SELECT CURRENT_ORGANIZATION_NAME()``` command)\n    - **NOTE:**  only required for the config_events.txt file.\n  - **ACF_ACCOUNT_NAME** - the name of the provider's Snowflake where the ACF will be deployed (this can be found by executing the ```SELECT CURRENT_ACCOUNT_NAME()``` command).\n    - **NOTE:**  only required for the config_events.txt file.\n  - **ACF_ACCOUNT_LOCATOR** - the account identifier for provider's Snowflake account where the ACF will be deployed (this can be found by executing the ```SELECT CURRENT_ACCOUNT()``` command).\n  - **EVENTS_ACCOUNT_LOCATOR** - the account identifier for provider's Snowflake account where ACF events will be collected. (this can be found by executing the ```SELECT CURRENT_ACCOUNT()``` command).\n    - **NOTE:**  only required for the config_events.txt file.\n  - **APP_CODE** - an abbreviated representation for the name of the app. \n    - **NOTE:** for this QuickStart, please use **SDE**.\n\n**Example Config:**\n```bash\nDIR=/Users/mhenderson/Documents/GitHub\nORG_NAME=SFPSCOGS\nACF_ACCOUNT_NAME=PS_WLS_COLLAB_PROVIDER\nACF_ACCOUNT_LOCATOR=CDB65519\nEVENTS_ACCOUNT_LOCATOR=KDB59543\nAPP_CODE=SDE\n```\n\n\n\n2. Using **SnowSQL**, execute the script to set up the event account:  \n```bash \n./event_acct/setup/setup.sh config/config_events_\u003CREGION\u003E.txt\n```\n\nWhere **\\\u003CREGION\\\u003E** = the cloud/region where the event account is being configured.\n\n\u003C!-- ------------------------ --\u003E\n\n## ACF Account Setup\n\nThe second step is to deploy the ACF to the main account.  This account is different from an event account and will be where the ACF will reside and be managed.\n\nThe ACF includes all of the objects required to manage ACF functionality.  In addition, this script also deploys the App Control Manager, the Streamlit UI that is used to perform such actions as define custom controls and rules, create app package versions, onboard consumers, etc.\n\n#### Prerequisites\n\nComplete the previous step, **Event Account Setup**.\n\n#### Script Execution\n\n1. The ACF code project includes the ```config/config_acf.txt``` file for the ACF account setup. Update this file, replacing the values in the config file accordingly.\n\n##### Configuration Parameters\n  - **DIR** - the URI where the ```application_control_framework``` root directory resides on the provider’s local machine.\n    - **NOTE:**  The URI formatting differs depending on the provider’s local operating system:\n      - Linux/MacOS:\n        - The path must include the initial forward slash in the path (e.g. /Users/mhenderson/Documents/GitHub.\n        - If the directory path and/or filename includes special characters, the entire URI must be enclosed in single quotation marks.\n      - Windows:\n        - You must include the drive and backslash in the path (e.g. C:\\Users\\mhenderson\\Documents\\GitHub).\n        - If the directory path and/or filename includes special characters, the entire file URI must be enclosed in single quotes. Note that the separator character is a forward slash (/) in enclosed URIs (e.g. 'C:\\Users\\mhenderson\\Documents\\GitHub Repos' for a path in Windows that includes a directory named GitHub Repos).\n  - **ACF_ACCOUNT_LOCATOR** - the account identifier for provider's Snowflake account where the ACF will be deployed (this can be found by executing the ```SELECT CURRENT_ACCOUNT()``` command).\n  - **APP_CODE** - an abbreviated representation for the name of the app. \n    - **NOTE:** for this QuickStart, please use **SDE**.\n\n**Example Config:**\n```bash\nDIR=/Users/mhenderson/Documents/GitHub\nACF_ACCOUNT_LOCATOR=CDB65519\nAPP_CODE=SDE\n```\n\n2. Using **SnowSQL**, execute the script to set up the ACF account:  \n\n```bash\n./main_acct/setup/setup.sh config/config_acf.txt\n```\n\n\u003C!-- ------------------------ --\u003E\n\n## Mount the Event Shares\n\nOnce the ACF has been deployed, the shares from the event account(s) can be mounted in the ACF account.  The following step details how to mount the share from each event account set up from.\n\n#### Prerequisites\n\nComplete the previous step, **ACF Account Setup**.\n\n#### Instructions\n\n1. In the ACF account, log into **Snowsight**.\n2. Once logged in, if not at the Snowsight home screen, click the **Back** button, in the top left area of the UI, to open the left navigation menu.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_back_btn.png)\n\n3. Switch to the **P\\_SDE\\_ACF\\_ADMIN** role, by clicking the drop-down in the bottom left area of the UI, then hovering over the **Switch Role** menu item.\n4. Click **Data Products**, then **Private Sharing**, then **Get**.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_get_event_share.png)\n\n5. Click **Get** (**NOTE:** do not rename the database).\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_listing_db.png)\n\n6. Create a stream and tasks to stream events from each mounted event database to the EVENTS_MASTER table.\n\n```sql\nUSE ROLE P_SDE_ACF_ADMIN;\nUSE WAREHOUSE P_SDE_ACF_WH;\nCALL P_SDE_ACF_DB.EVENTS.STREAM_TO_EVENT_MASTER(TO_ARRAY('\u003CEVENT_DBS\u003E'));\n```\n\n**\\\u003CEVENT\\_DBS\\\u003E** = the event database created in **Step 5**.\n\n## Dev Environment Setup\n\nThe ACF also comes with a set of scripts that creates the provider’s dev environment.  This dev environment includes the application logic functions and/or procedures to be included in the Native App.  In addition, the dev environment also includes the objects required to test the application functions/procedures locally, to ensure desired functionality, before building the native app.\n\n#### Prerequisites\n\nComplete the previous step, **Mount the Event Shares**.\n\n#### Script Execution\n\n1. Using **SnowSQL**, execute the script to set up the dev environment in the ACF account:  \n\n```bash\n./main_acct/dev_env/setup/setup.sh config/config_acf.txt\n```\n\n\u003C!-- ------------------------ --\u003E\n\n## Demo App Setup \n\nThe ACF also comes with a set of scripts that creates objects in the provider’s dev environment to build a demo data enrichment app.  The demo app includes sample source graph data, a function that can be shared with the consumer, and a stored procedure that enriches consumer data with data from the source graph.\n\n#### Prerequisites\n\nComplete the previous step, **Dev Environment Setup**.\n\n#### Script Execution\n\n1. Using **SnowSQL**, execute the script to set up the dev environment in the ACF account:  \n\n```bash\n./main_acct/demo_app/setup/setup.sh config/config_acf.txt\n```\n\n\u003C!-- ------------------------ --\u003E\n\n## App Control Manager\n\nThe ACF includes the App Control Manager, a Streamlit UI available in the provider account. The App Control Manager allows the provider to easily build and manage an app built on the ACF, manage consumers, and remove the ACF if/when desired.\n\nThe App Control Manager can be accessed via the following steps:\n\n1. In the ACF account, log into **Snowsight**.\n2. Once logged in, if not at the Snowsight home screen, click the **Back** button, in the top left area of the UI, to open the left navigation menu.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_back_btn.png)\n\n3. Switch to the **P\\_SDE\\_ACF\\_ADMIN** role, by clicking the drop-down in the bottom left area of the UI, then hovering over the **Switch Role** menu item.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_role_switch.png)\n\n4. Click **Projects** \u003E\u003E **Streamlit**, then **P\\_SDE\\_APP\\_CONTROL\\_MANAGER**.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_select_app_control_mgr.png)\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_acm_home.png)\n\n\n\u003C!-- ------------------------ --\u003E\n\n## Build Demo Native App\n\nThe demo app is a simple data enrichment app that enriches a consumer’s dataset with attributes from the provider’s dataset, when the records have the same email address.\n\n### Create the Application Package\nThe native app’s application package consists of views of the native app’s source data, along with views of the required tables used to enforce the rules defined in the ACF and collect logs/metrics. In this demo, an application package will be created:\n\n1. In the App Control Manager, click **Manage App** \u003E\u003E **App Package** \u003E\u003E **Create**.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_acm_app_pkg_create.png)\n\n2. Enter **SDE\\_DEMO** in the Application Package Name text field. This name will be prefixed by: ***P\\_SDE\\_APP\\_PKG\\_***.\n3. Select the **P\\_SDE\\_SOURCE\\_DB\\_DEV** database from the Select Database drop-down. \n4. Select the **DATA** schema from the Select Schema drop-down\n5. Select the **P\\_SDE\\_SOURCE\\_DB\\_DEV\\.DATA\\.CUSTOMER** table from the Select Table(s)/View(s) drop-down. \n6. Click **Create**.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_acm_create_pkg.png)\n\n### Create a Version for the Application Package\nOnce the application package is created, the application functions/procedures are tied to the application package by creating a version and a patch. In this demo, the App Control Manager will be used to create a new version and patch.\n\n1. In the App Control Manager, click **Manage App** \u003E\u003E **App Package** \u003E\u003E **Versions**.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_acm_manage_app_pkg_version.png)\n\n2. Select **P\\_SDE\\_APP\\_PKG\\_SDE\\_DEMO** from the Select Application Package drop-down.\n3. Select **CREATE** from the Create, Patch, or Drop Version drop-down.\n4. Enter a **v1\\_0\\_0** in the Version Name field.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_acm_version_name.png)\n\n5. For this demo, select **FREE** from the Select App Mode drop-down\n6. Select **Y** from the Enforce Limits drop-down. By default, limits should be enforced, but this can be set to N if limit enforcement should be turned off (i.e. during testing).\n7. Select **DEV** from the Environment drop-downs to pull the **Streamlit** and **template** files from the dev environment.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_acm_version_streamlit_template_env.png)\n\n8. Select the **P\\_SDE\\_SOURCE\\_DB\\_DEV** database from the Select Database drop-down. \n9. Select the **FUNCS\\_APP** schema from the Select Schema drop-down. \n10. Select the **P\\_SDE\\_SOURCE\\_DB\\_DEV\\.FUNCS\\_APP\\.JS\\_FACTORIAL\\(FLOAT\\)** function from the Select Function(s) drop-down. \n11. Select the **Accessible** checkbox next to the function under Selected Functions to make the function accessible to the consumer.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_acm_version_funcs.png)\n\n12. Select the **P\\_SDE\\_SOURCE\\_DB\\_DEV** database from the Select Database drop-down. \n13. Select the **PROCS\\_APP** schema from the Select Schema drop-down. \n14. Select the **P\\_SDE\\_SOURCE\\_DB\\_DEV\\.PROCS\\_APP\\.ENRICH\\(VARCHAR\\,VARCHAR\\,VARCHAR\\,VARCHAR\\)** procedure from the Select Procedure(s) drop-down. \n15. Select the **Input Table** checkbox next to the procedure under Selected Procedures.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_acm_version_procs.png)\n\n16. Click the **CREATE** button.\n\n### Release Patch\nTo grant consumers access to the latest version/patch, the provider must create a release for the application package. The following steps detail how to release an application package’s version/patch:\n\n1. In Snowsight, click **Projects** \u003E\u003E **App Packages**. Select the **P\\_SDE\\_APP\\_PKG\\_SDE\\_DEMO** application package created in the previous section.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_projects_app_pkg.png)\n\n2. Click **Release Patch**.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_projects_release_patch.png)\n\n3. Select **V1\\_0\\_0 patch 0** from the Patch to release drop-down. \n4. Choose **Set this patch to default**.\n5. Click **Save**.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_projects_release_patch_save.png)\n\n\u003C!-- ------------------------ --\u003E\n\n## Create the Native App Listing\n\nOnce the application package has a released version and patch, the native app is ready to be privately listed. For instructions on how to create a Private Listing for the native app and add the demo consumer account, visit the **Create a Listing for Your Application** section: [https://docs.snowflake.com/en/developer-guide/native-apps/tutorials/getting-started-tutorial#publish-and-install-your-application](https://docs.snowflake.com/en/developer-guide/native-apps/tutorials/getting-started-tutorial#publish-and-install-your-application).\n\n\u003C!-- ------------------------ --\u003E\n\n## Install the Native App in the Consumer Account\n\nIn the demo consumer account added to the listing created in **Create the Native App Listing** section, install the native app available from the private listing. For instructions on how to install a native app, visit the **Install the Application** section [https://docs.snowflake.com/en/developer-guide/native-apps/tutorials/getting-started-tutorial#id6](https://docs.snowflake.com/en/developer-guide/native-apps/tutorials/getting-started-tutorial#id6).\n\n\u003C!-- ------------------------ --\u003E\n\n## Run the Scripts from the Native App’s Readme\n\nWith each installation, the consumer is barred from using the native app until the consumer has executed a series of commands, including sharing events with the provider. These commands are located in the native app’s Readme.\n\n1. In Snowsight, click **Data Products** \u003E\u003E **Apps**, under the Installed Apps section, click the native app installed in the previous section.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_data_products_apps.png)\n\n2. Once loaded, the Streamlit UI will display the following error message:\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_run_sidecar_error.png)\n\n3. Click the \u003C!--**ⓘ**--\u003E icon in the top right of the page.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_readme_icon.png)\n\n4. Make note of the **NOTES** section of the Readme. Hover over and click the **Open in Worksheets** button.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_readme.png)\n\n5. In the new worksheet, replace the macros specified in the Readme with the appropriate values. Once the macros are replaced, **run all commands**.\n6. Open the native app. The Streamlit UI will display the warning message below. It will take a few minutes for the native app to be enabled.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_onboarding_warning.png)\n\n\u003C!-- ------------------------ --\u003E\n\n## App Usage\n\nOnce the native app has been enabled, the consumer can now use the app to enrich data. Sample data was created during executing the Readme commands. The following steps detail how to use the app to enrich data:\n\n1. Open the app. Once the app is enabled, the warning message is removed.\n2. Click **Select Table**. Since this is the first time using the app, it needs to be granted privileges to the sample data table.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_select_table.png)\n\n3. The app’s security window will appear. Click ** Select Data**.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_table_privs.png)\n\n4. Select **C\\_SDE\\_HELPER\\_DB\\.SOURCE\\.CUSTOMERS**, then click **Done**.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_select_table_name.png)\n\n5. In the security window, click **Save**.\n6. Verify that the **CUSTOMER** table is selected from the Table drop-down.\n7. Select **EMAIL** from the Match Key drop-down.\n8. Enter a **name** for the results table in the Please enter a name for the Results Table field.\n9. Click **Run**.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_select_table_details.png)\n\n10. Once complete, the following message will briefly appear. In addition a new entry will be added to the Run History section.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_run_results.png)\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_run_history.png)\n\n11. If desired, the output table can be inspected. In a worksheet, execute the following command: \n```sql\nSELECT * FROM \u003CAPP_NAME\u003E.RESULTS_APP.\u003CTABLE_NAME\u003E WHERE email IS NOT NULL LIMIT 100;\n```\n\n**NOTES:**\n  - **\\\u003CAPP\\_NAME\\\u003E** = the name of the app\n  - **\\\u003CTABLE\\_NAME\\\u003E** = the name of the results table entered in.\n\n\u003C!-- ------------------------ --\u003E\n\n## Additional Test Scenarios\n\n### Reach the Five Requests Limit Then Increase the Limit\nBy default, the ACF sets limits of the FREE version of the app to five requests. Once the limit is reached, the app is no longer usable, until the limit is increased by the provider in the App Control Manager.\n\n#### Attempt to Exceed Limit\nIn the app, make five requests to reach the limit, then attempt a sixth, which will fail. \n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_request_exceed_limit.png)\n\n#### Increase the Limit\n\nOnce the limit is reached, increase the consumer’s request limit in the App Control Manager. \n\n1. In the App Control Manager, click **Manage Consumers** \u003E\u003E **Manage**.\n2. Select the **Consumer** from the Select Consumer drop-down. The consumer name will have a **FREE\\_** prefix, followed by the consumer’s Snowflake account name.\n3. Select the **limit** control from the Select Consumer Controls to Update drop-down\n4. In the **New Value** field, enter **10**, then press Enter.\n5. Click **Update**.\n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/provider_increase_consumer_limit.png)\n\n#### Make a New Request\n\nIn the native app in the consumer’s account, attempt to make a new request.  Verify that the request is allowed and is successful.\n\n### Consumer Usage of the App is Blocked, when Disabled\n\nThe App Control Manager allows the provider to control a consumer’s access. \n\n#### Disable the Consumer\n\nIn the App Control Manager, disable the consumer. \n\n1. In the App Control Manager, click **Manage Consumers** \u003E\u003E **Manage**.\n2.  Select the **Consumer** from the Select Consumer drop-down. The consumer name will have a **FREE\\_** prefix, followed by the consumer’s Snowflake account name.\n3. Select the **enabled** control from the Select Consumer Controls to Update drop-down\n4. In the **New Value** field, enter **N**, then press Enter.\n5. Click **Update**.\n\n#### Attempt to Use the Native App\n\nIn the consumer account, relaunch the app and note that the consumer’s access has been revoked. \n\n![img](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/application-control-framework/consumer_streamlit_disabled.png)\n\n#### Re-enable the Consumer\n\nRepeat the steps in the **Disable the Consumer** section, but set the enabled value back to **Y**.  Then relaunch the app in the consumer’s account to verify that usage has been restored.\n\n\n\n1. In the App Control Manager, click **Manage Consumers** \u003E\u003E **Manage**.\n2.  Select the **Consumer** from the Select Consumer drop-down. The consumer name will have a **FREE\\_** prefix, followed by the consumer’s Snowflake account name.\n3. Select the **enabled** control from the Select Consumer Controls to Update drop-down\n4. In the **New Value** field, enter **N**, then press Enter.\n5. Click **Update**.\n\n\n\n\u003C!-- ------------------------ --\u003E\n\n## Conclusion And Resources\n\nYou've performed the following:\n- Successfully built and deployed a Native App with consumer controls and limits, set via the ACF.\n- Verified that the limits are enforced when the consumer hits the limits set.  \n- Updated the limits and verified that they are applied for the consumer in real-time.\n- Disabled the consumer in the ACF and verified that the consumer cannot use the app.\n\nTo get more comfortable with this solution, continue to toggle the limits set for the consumer, add additional functionality to the native app and set the allowed_procs values accordinglt.\n\n### What we've covered\n- How to create an Event Account\n- How to use the ACF Streamlit App (App Control Manager) to set Native App limits and which functionality consumers can access\n- How to build and list a demo Native App, using the ACF\n- How to update consumer metadata and verify that the changes are applied immediately.\n\n###Resources\n- [Fork repo on Github](https://github.com/Snowflake-Labs/sfguide-application-control-framework/tree/main)\n- [Download Reference Architecture](/content/dam/snowflake-site/developers/2024/05/Application-Control-Framework-Reference-Architecture.pdf)\n- [Explore Emerging Solutions Toolbox](https://emerging-solutions-toolbox.streamlit.app/)\n- [Read blog](https://medium.com/snowflake/manage-how-consumers-use-your-native-app-d8eeb4af8f5c)\n- [Watch the Demo](https://youtu.be/gZv-EkZsOAk?si=Mb1RSYIGQfuiLPip)\n","multiValue":false,":type":"text/x-markdown"},"quickstartArticleLogoImage":{"dataType":"string","title":"Quickstart Article Logo Image","multiValue":false,":type":"text/plain"}},"elementsOrder":["quickstartArticleBody","quickstartArticleLogoImage"],"isDeveloperGuidesPage":false,":type":"snowflake-site/components/contentfragment","model":"snowflake-site/models/quickstart-article"},"flexible_column_cont":{"id":"flexible-column-container-003d7a7fa3","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-9db808d958",":items":{"quickstart_last_modi":{"id":"quickstart-last-modified-e0577d1ae8","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-3549ecce70","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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