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failing to prepare, you are preparing to fail” - Benjamin Franklin\u003C/p\u003E\n","\u003Cp\u003EA sound business continuity/disaster recovery plan is an important milestone for organizations looking to build resilient data platforms. Data-driven insights grow revenue, provide services, support customers and aid with critical decision making. Businesses face many forms of disruptions like fire, floods, cyberattacks, ransomware etc. These disruptions can spiral into various undesirable outcomes - from operational systems coming to a standstill leading to financial losses to something worse, like reputational damage.\u003C/p\u003E\n","\u003Cp\u003ETechnology is the center-piece of all businesses and mission-critical data can never be unavailable. As businesses move critical applications to the public cloud, continuous global operations rely even more on cloud dependability.\u003C/p\u003E\n","\u003Cp\u003ESnowflake’s \u003Cstrong\u003EReplication and Failover/Failback\u003C/strong\u003E feature enables account metadata, including everything from user identity and role-based access controls to governance policies, warehouses and resource monitors, to be automatically synchronized across clouds and regions for continuous availability. Multiple databases, shares and account metadata can be replicated as a unit, ensuring point-in-time consistency with the primary region.\u003C/p\u003E\n","\u003Cp\u003ESnowflake's \u003Cstrong\u003EClient Redirect\u003C/strong\u003E feature facilitates seamless failover from primary to secondary so that apps and users can continue functioning without disruption. In the past, to recover, the connection string in every client application had to be manually changed to connect to the new primary site (the former secondary site) in a different region or cloud. With Client Redirect, administrators can use a single server-side command to redirect client applications to the new primary site, without disrupting business teams.\u003C/p\u003E\n","\u003Ch3\u003EPrerequisites\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Ch4\u003ECreate 2 Snowflake trial accounts in the same Organization - in AWS, Azure cloud regions - and enable replication for each account.\u003C/h4\u003E\n\u003Cblockquote\u003E\n","\u003Cp\u003ECreate an AWS 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\u003Echoose \u003Cstrong\u003EBusiness Critical\u003C/strong\u003E edition, \u003Cstrong\u003EAWS\u003C/strong\u003E as cloud provider, any \u003Cstrong\u003EUS\u003C/strong\u003E region\u003C/li\u003E\u003Cli\u003Eactivate account with username \u003Ccode\u003Esnowgrid\u003C/code\u003E - this user has ACCOUNTADMIN\u003C/li\u003E\u003Cli\u003Ecreate a SQL Worksheet named \u003Cem\u003E\u003Cstrong\u003EPrerequisites\u003C/strong\u003E\u003C/em\u003E\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003ECreate an Azure trial account from the AWS account\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EUSE ROLE ORGADMIN;\n\nCREATE ACCOUNT snowflake_azure_target\n  admin_name = snowgrid\n  admin_password = 'FILL_IN_PASSWORD'\n  email = 'FILL_IN_EMAIL'\n  edition = business_critical\n  region = azure_eastus2;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EEnable replication for AWS and Azure accounts as ORGADMIN (doc \u003Ca href=\"https://docs.snowflake.com/en/user-guide/account-replication-config#prerequisite-enable-replication-for-accounts-in-the-organization\"\u003Ehere\u003C/a\u003E)\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E-- FILL_IN the organization_name, AWS account_name and Azure account_name in the commands to enable replication\nSHOW ORGANIZATION ACCOUNTS;\n\nSELECT SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER('FILL_ORG_NAME.FILL_AWS_ACCOUNT_NAME', 'ENABLE_ACCOUNT_DATABASE_REPLICATION', 'true'); \n\nSELECT SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER('FILL_ORG_NAME.FILL_AZURE_ACCOUNT_NAME', 'ENABLE_ACCOUNT_DATABASE_REPLICATION', 'true'); \n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EVerify that accounts are enabled for replication\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EUSE ROLE ACCOUNTADMIN;\nSHOW REPLICATION ACCOUNTS;\n\u003C/code\u003E\u003C/pre\u003E\n\u003C/blockquote\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Ch4\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/snowsql-install-config.html#installing-snowsql\"\u003EInstall SnowSQL\u003C/a\u003E (CLI Client): used to load data into a Snowflake internal stage\u003C/h4\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Ch4\u003ECheck that SNOWFLAKE_SAMPLE_DATA shared database is visible, otherwise create it:\u003C/h4\u003E\n\u003Cblockquote\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EUSE ROLE ACCOUNTADMIN;\nCREATE DATABASE IF NOT EXISTS SNOWFLAKE_SAMPLE_DATA FROM SHARE SFC_SAMPLES.SAMPLE_DATA;\nGRANT IMPORTED PRIVILEGES ON DATABASE SNOWFLAKE_SAMPLE_DATA TO ROLE PUBLIC;\n\u003C/code\u003E\u003C/pre\u003E\n\u003C/blockquote\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Ch4\u003EPython Streamlit Dashboard - install the following modules/connectors:\u003C/h4\u003E\n\u003Cul\u003E\u003Cli\u003EInstall Python (3.8 or higher): \u003Ccode\u003Epython --version\u003C/code\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://docs.snowflake.com/developer-guide/python-connector/python-connector-install#installing-the-python-connector\"\u003EInstall Snowflake Python connector\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://docs.streamlit.io/library/get-started/installation#install-streamlit-on-macoslinux\"\u003EInstall Streamlit\u003C/a\u003E, then a few components\n\u003Cblockquote\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003Epip install streamlit-echarts\npip install pandas\nstreamlit hello  #(as a test)\n\u003C/code\u003E\u003C/pre\u003E\n\u003C/blockquote\u003E\n\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Ch4\u003E(\u003Ccode\u003EOptional\u003C/code\u003E) Sigma BI Dashboard\u003C/h4\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Ca href=\"https://www.sigmacomputing.com/free-trial/\"\u003ESigma Free Trial\u003C/a\u003E or launch the Sigma tile in Snowflake Partner Connect from your Snowsight UI\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You’ll Learn\u003C/h3\u003E\n","\u003Cp\u003EIn this quickstart you will learn\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EHow to use out of the box features available in Snowflake to build resiliency against region failures.\u003C/li\u003E\u003Cli\u003EGroup based replication and failover of account objects, databases, shares.\u003C/li\u003E\u003Cli\u003EPipeline replication (public preview): dynamic tables, stages, pipes, load history.\u003C/li\u003E\u003Cli\u003EClient redirect after a failover leveraged by Streamlit and Sigma dashboards.\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You’ll Need\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EPython (minimum 3.8) installed on local machine for a Streamlit app.\u003C/li\u003E\u003Cli\u003E(Optional) Sigma trial account to stimulate a BI dashboard failover.\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You’ll Build\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003ESource account resources to mimic a production grade Snowflake account.\u003C/li\u003E\u003Cli\u003EReplicate/Failover selective resources to a secondary account in a transactionally consistent fashion.\u003C/li\u003E\u003Cli\u003EBuild apps powered by primary snowflake account.\u003C/li\u003E\u003Cli\u003EFailover from primary to secondary account.\u003C/li\u003E\u003Cli\u003EObserve your apps now seamlessly powered by the secondary account.\u003C/li\u003E\u003Cli\u003EObserve ELT pipeline from external and internal stage seamlessly failover with idempotent resumption.\u003C/li\u003E\u003C/ul\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EPrimary Account Setup (AWS)\u003C/h2\u003E\n","\u003Cp\u003EDownload ZIP or Clone \u003Ca href=\"https://github.com/Snowflake-Labs/sfguide_failover_scripts\"\u003Esfguide_failover_scripts\u003C/a\u003E Github repo to your local machine\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/code-download.png\" alt=\"Code Button\"\u003E\u003C/p\u003E\n","\u003Cp\u003ETo match provided scripts, copy \u003Ccode\u003Edata\u003C/code\u003E and \u003Ccode\u003Escripts\u003C/code\u003E directories to \u003Ccode\u003E/tmp\u003C/code\u003E\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003Ecd sfguide_failover_scripts-main\ncp -r data /tmp\ncp -r scripts /tmp\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003ERun SQL scripts 100-600 in sequential order on the AWS Primary account\u003C/h3\u003E\n","\u003Cp\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/ui-snowsight-worksheets-gs#create-worksheets-in-sf-web-interface\"\u003ECreate Snowsight Worksheets from SQL File\u003C/a\u003E - use one worksheet per SQL script\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/create-worksheets.png\" alt=\"Create Worksheet\"\u003E\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003E\u003Ccode\u003E100_create_replication_objects.sql\u003C/code\u003E: create roles, databases, warehouses, resource monitors\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003E200_create_users_source.sql\u003C/code\u003E: create users with basic password authentication\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003E300_grant_privileges.sql\u003C/code\u003E: grant object and account level privileges\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003E400_load_data.sql\u003C/code\u003E: create and load tables, views, functions, stored procedures, shares\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003E500_add_governance_policies.sql\u003C/code\u003E: assign tags, masking and row access policies\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003E600_update_primary_task.sql\u003C/code\u003E: setup task to update primary tables every few mins\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch3\u003EIngest Payroll Data\u003C/h3\u003E\n","\u003Cp\u003ELoad data file \u003Ccode\u003Edata/hr_data_sample.csv\u003C/code\u003E into table \u003Ccode\u003EPAYROLL.NOAM_NORTHEAST.EMPLOYEE_DETAIL\u003C/code\u003E with the Snowsight UI interface.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/load-data-payroll.png\" alt=\"load_payroll_1\"\u003E\u003C/p\u003E\n","\u003Cp\u003EBrowse to find the \u003Ccode\u003Edata/hr_data_sample.csv\u003C/code\u003E file and set the CSV format correctly\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/load-data-format.png\" alt=\"load_payroll_2\"\u003E\u003C/p\u003E\n","\u003Cp\u003EYou should have successfully loaded \u003Ccode\u003E100 records\u003C/code\u003E\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/load-data-success.png\" alt=\"load_payroll_3\"\u003E\u003C/p\u003E\n","\u003Ch3\u003ECreate ELT Pipeline using the \u003Ca href=\"https://www.tpc.org/tpcdi/\"\u003ETPC-DI\u003C/a\u003E benchmark schema\u003C/h3\u003E\n","\u003Cp\u003EThis modified TPC-DI benchmark flow simulates the process of extracting data from operational (OLTP) systems in a variety of data formats, loading into a set of staging tables, then transforming into a unified model for analytical reporting and insights.\u003C/p\u003E\n","\u003Cp\u003EWe will observe how Snowflake's pipeline replication features (in Public Preview) support seamless failover and idempotent restart of the pipeline on the new primary.\u003C/p\u003E\n\u003Col start=\"7\"\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Ccode\u003E700_setup_tpcdi_pipeline.sql\u003C/code\u003E: create external stage, internal stage w/directory table, create staging tables and batch load plan, use dynamic table DAG to build a declarative pipeline from staging to warehouse.\u003C/p\u003E\n","\u003Cp\u003E\u003Cem\u003EStop after creating the internal stage here, run Step 8, then continue\u003C/em\u003E\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/switch-to-step-8.png\" alt=\"switch-to-step8\"\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EUse SnowSQL CLI to load batches from \u003Ccode\u003Edata/tpcdi-scale5\u003C/code\u003E and \u003Ccode\u003Edata/tpcdi-scale10\u003C/code\u003E to \u003Cstrong\u003Einternal stage\u003C/strong\u003E\u003C/p\u003E\n","\u003Cp\u003ERun in a Terminal window (after installing SnowSQL): this script assumes file locations are \u003Ccode\u003E/tmp/data\u003C/code\u003E and \u003Ccode\u003E/tmp/scripts\u003C/code\u003E, modify appropriately.\u003C/p\u003E\n\u003C/li\u003E\u003C/ol\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003E% snowsql -a ORGNAME-ACCOUNTNAME -u snowgrid -f /tmp/scripts/snowsql/tpcdi_load.sql -o output_format=csv -o output_file=output_file.csv\n\u003C/code\u003E\u003C/pre\u003E\n\u003Col start=\"9\"\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Ccode\u003E800_execute_pipeline.sql\u003C/code\u003E: call batch load procedure that simulates an ingest pipeline\u003C/p\u003E\n","\u003Cp\u003EONLY Load Batch 1 (for Scale 5, Scale 10, Scale 100)\u003C/p\u003E\n\u003C/li\u003E\u003C/ol\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EReview Source Account\u003C/h2\u003E\n","\u003Cp\u003EOur scripts in the previous step have created a production like snowflake environment for us. Here's a list of objects you just created when you ran those scripts:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EUsers & Roles\u003C/li\u003E\u003Cli\u003ERBAC Hierarchy\u003C/li\u003E\u003Cli\u003EDatabases\u003C/li\u003E\u003Cli\u003ECompute Warehouses\u003C/li\u003E\u003Cli\u003EDirect data shares\u003C/li\u003E\u003Cli\u003EDynamic data masking policies\u003C/li\u003E\u003Cli\u003ERow access policy\u003C/li\u003E\u003Cli\u003EObject tags\u003C/li\u003E\u003Cli\u003EExternal stage\u003C/li\u003E\u003Cli\u003EInternal stage w/Directory Table\u003C/li\u003E\u003Cli\u003EDynamic Tables\u003C/li\u003E\u003Cli\u003ETasks\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EPhew! That's quite a list here's what all of this looks like in a picture:\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/source_account_snapshot.png\" alt=\"snowflake_source_account\"\u003E\u003C/p\u003E\n","\u003Ch3\u003ELet's review our source account\u003C/h3\u003E\n","\u003Ch4\u003EObserve your RBAC\u003C/h4\u003E\n","\u003Cp\u003EBelow is what the roles hierarchy should look like in your source account. Do note that the roles hierarchy is only available via the new UI - Snowsight. Log on to Snowsight and assume the "securityadmin" role and then navigate to home -> admin -> users & roles -> roles.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/snowsight_screenshot.png\" alt=\"snowsight_screenshot\"\u003E\u003C/p\u003E\n","\u003Ch4\u003EVerify Row Access Policy\u003C/h4\u003E\n","\u003Cp\u003EOur row access policy is applied to the global_sales.online_retail.customer table with the following rules:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003Esales_analyst role should be able to see data for market segments 'automobile' and 'machinery'.\u003C/li\u003E\u003Cli\u003Esales_admin role should be able to see data for market segments 'automobile', 'machinery', 'building' and 'household'.\u003C/li\u003E\u003Cli\u003Eproduct_manager role should be able to see data for ALL market segments.\u003C/li\u003E\u003Cli\u003EAll other roles should not be able to see data for ANY market segment.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003ETry running this query with role \u003Ccode\u003Esyadmin\u003C/code\u003E, \u003Ccode\u003Esales_analyst\u003C/code\u003E, \u003Ccode\u003Esales_admin\u003C/code\u003E, \u003Ccode\u003Eproduct_manager\u003C/code\u003E and notice how data is returned based on the row access policy.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Euse role sysadmin;\nuse warehouse sales_wh;\nselect * from global_sales.online_retail.customer limit 100;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EWhen we replicate our data and our account objects, row level security is applied to the target account as well. This ensures that your access rules around data are retained even on the DR instance.\u003C/p\u003E\n","\u003Ch4\u003EVerify dynamic data masking policy\u003C/h4\u003E\n","\u003Cp\u003ERun the query below with two different roles - hr_analyst and hr_admin, observe all fields in the return results. What values does hr_analyst see for email, iban, cc and salary columns? What values does the hr_admin see?\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Euse role hr_analyst;\nuse warehouse hr_wh;\nselect * from payroll.noam_northeast.employee_detail limit 100;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch4\u003EVerify data shares\u003C/h4\u003E\n","\u003Cp\u003EWe've created a few data shares with different variations, we'll observe what permissions each of these shares have and whether these are replicated as is to our secondary account.\u003C/p\u003E\n","\u003Cp\u003EBelow code snippet displays permissions on three data shares - GLOBAL_SALES_SHARE, INVENTORY_SHARE and CROSS_DATABASE_SHARE\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Euse role accountadmin;\nshow grants to share global_sales_share;\nshow grants to share inventory_share;\nshow grants to share cross_database_share;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch4\u003EVerify location, type and owner of governance policies\u003C/h4\u003E\n","\u003Cp\u003EWe have built 6 masking policies, 4 object tags and 2 row access policies that we use to protect our data. Observe their details like which schema are these policies kept in, who owns them etc.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Euse role governance_admin;\nshow masking policies;\nshow row access policies;\nshow tags;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EThe output of the three commands should look something like this:\u003C/p\u003E\n","\u003Cp\u003E\u003Cstrong\u003EMasking Policies:\u003C/strong\u003E\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/masking_policy_loc_latest.png\" alt=\"masking_policy\"\u003E\u003C/p\u003E\n","\u003Cp\u003E\u003Cstrong\u003ERow Access Policy:\u003C/strong\u003E\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/row_access_policy_loc_latest.png\" alt=\"row_access_policy\"\u003E\u003C/p\u003E\n","\u003Cp\u003E\u003Cstrong\u003EObject Tags:\u003C/strong\u003E\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/object_tag_loc_latest.png\" alt=\"object_tags\"\u003E\u003C/p\u003E\n","\u003Ch4\u003EView Data Pipeline built from TPC-DI spec\u003C/h4\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Ccode\u003ETPCDI_STG.BASE\u003C/code\u003E - Snowflake Stages, Staging Tables, Dynamic Tables\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003ETPCDI_WH.BASE\u003C/code\u003E - Dynamic Tables:\n\u003Cul\u003E\u003Cli\u003EDIM_FINANCIALS (raw)\u003C/li\u003E\u003Cli\u003EDIM_FINANCIAL_ROLL_YEAR_EPS_DETAILS (transform)\u003C/li\u003E\u003Cli\u003EDIM_FINANCIAL_ROLL_YEAR_EPS (aggregation)\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/cross-cloud-business-continuity/dynamic-table-pipeline.png\" alt=\"dynamic-table-graph\"\u003E\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EConfigure AWS and Azure accounts for Business Continuity\u003C/h2\u003E\n","\u003Cp\u003ENow that our Primary AWS account has been populated with users, database objects, governance policies, account metadata and data tranformation pipelines - we are ready to configure our Azure account as a Secondary target.\u003C/p\u003E\n","\u003Cp\u003ESnowflake BCDR is simple to setup, maintain and test. The key capabilities are \u003Ca href=\"https://docs.snowflake.com/en/user-guide/replication-intro#replication-and-failover-failback\"\u003E\u003Cstrong\u003EReplication with Failover\u003C/strong\u003E\u003C/a\u003E and \u003Ca href=\"https://docs.snowflake.com/en/user-guide/client-redirect\"\u003E\u003Cstrong\u003EClient Redirect\u003C/strong\u003E\u003C/a\u003E, available only with Business Critical edition (or higher).\u003C/p\u003E\n","\u003Cp\u003EWe will create these two first-class Snowflake objects that deliver business continuity:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003EConnection:\u003C/strong\u003E a connection object provides a \u003Cem\u003Esecure connection URL\u003C/em\u003E for any Snowflake client to connect to an account and to be redirected to another account.\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EFailover Group:\u003C/strong\u003E  a defined collection of objects in a source account that are replicated as a unit to one or more target accounts and can failover. A secondary failover group in a target account provides read-only access for the replicated objects. When a secondary failover group is promoted to become the primary failover group, read-write access is available.\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003ERun in a SQL worksheet named \u003Cem\u003EBCDR Configuration\u003C/em\u003E on the \u003Ccode\u003EPrimary(AWS)\u003C/code\u003E\u003C/h3\u003E\n","\u003Cp\u003E<mark>SUBSTITUTE</mark> \u003Ccode\u003Eorganization_name\u003C/code\u003E and \u003Ccode\u003Etarget account_name\u003C/code\u003E in these commands to create connection and failover group objects:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E\nUSE ROLE accountadmin;\nSHOW REPLICATION ACCOUNTS;\n\n-- record organization_name, target_account_name (Azure) here\n\nCREATE CONNECTION IF NOT EXISTS prodsnowgrid;\nALTER CONNECTION prodsnowgrid \n    ENABLE FAILOVER TO ACCOUNTS <organization_name.target_account_name>;\n\nSHOW CONNECTIONS;\n\n-- record connection-url here\n\n-- no databases with stages should be included yet\nCREATE FAILOVER GROUP sales_payroll_financials\n    OBJECT_TYPES = users, roles, warehouses, resource monitors, databases, shares, account parameters, network policies\n    ALLOWED_DATABASES = common, crm, cross_database, global_sales, inventory, loyalty, payroll, products, externals, references, sales, salesforce, snowflake_ha_monitor, stores, suppliers, support, web_logs\n    ALLOWED_SHARES = global_sales_share,sales_history_share, cross_database_share, crm_share, inventory_share\n    ALLOWED_ACCOUNTS = XLWGQVZ.SNOWFLAKE_AZURE_TARGET;\n\n-- enable replication of stages, storage integrations, pipes, load history\nALTER FAILOVER GROUP sales_payroll_financials SET ENABLE_ETL_REPLICATION = TRUE;\n\n-- now add integrations, along with all existing types\nALTER FAILOVER GROUP sales_payroll_financials SET\n    OBJECT_TYPES = users, roles, warehouses, resource monitors, databases, shares, account parameters, network policies, integrations\n    ALLOWED_INTEGRATION_TYPES = STORAGE INTEGRATIONS;\n\n-- now add databases with pipeline objects\nALTER FAILOVER GROUP sales_payroll_financials ADD tpcdi_ods, tpcdi_stg, tpcdi_wh TO ALLOWED_DATABASES;\n\n-- check that all object types, databases and shares are there\nSHOW FAILOVER GROUPS;\nSHOW SHARES IN FAILOVER GROUP sales_payroll_financials;\nSHOW DATABASES IN FAILOVER GROUP sales_payroll_financials;\n\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003ERun in a SQL worksheet named \u003Cem\u003EBCDR Configuration\u003C/em\u003E on the \u003Ccode\u003ESecondary(Azure)\u003C/code\u003E\u003C/h3\u003E\n","\u003Cp\u003EHere you'll create a secondary connection and a secondary failover group.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EA secondary connection is linked to the primary connection and must have the same connection name.\u003C/li\u003E\u003Cli\u003EA secondary failover group is also linked to the corresponding primary failover group and must have the same failover group name.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E<mark>SUBSTITUTE</mark> \u003Ccode\u003Eorganization_name\u003C/code\u003E and \u003Ccode\u003Esource account_name\u003C/code\u003E to create replica connection and failover group on \u003Ccode\u003ESecondary (Azure)\u003C/code\u003E\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E\nUSE ROLE accountadmin;\n\nSHOW CONNECTIONS;\n\nCREATE CONNECTION prodsnowgrid\n    AS REPLICA OF <orgname.source_account_name.prodsnowgrid>;\n\nSHOW REPLICATION ACCOUNTS;\n\nCREATE FAILOVER GROUP sales_payroll_financials\n    AS REPLICA OF <orgname.source_account_name.sales_payroll_financials>;\n\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ENote down the \u003Ccode\u003ECONNECTION_URL\u003C/code\u003E: observe that it is account and region agnostic (\u003Cem\u003Eorgname-connection_name.snowflakecomputing.com\u003C/em\u003E)\u003C/p\u003E\n","\u003Cp\u003EClient applications will use the \u003Ccode\u003ECONNECTION_URL\u003C/code\u003E that can be redirected to either account.\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EDemonstrate Application Failover using Streamlit, Sigma, Snowsight\u003C/h2\u003E\n","\u003Cp\u003EWelcome App Developers!\u003C/p\u003E\n","\u003Cp\u003EWe have options for you today to build quick and simple, Snowflake-powered apps that will continue to be operational through a region failure.\u003C/p\u003E\n","\u003Cp\u003EYou can choose to build one or all of these.\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003E\n","\u003Cp\u003EBuild a Sigma dashboard: step by step instructions are available in the video below.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EBuild a python-based Streamlit app to visualize sales payroll data. If prerequisite libraries and connectors have been installed, you can use the code provided below and connect to the Snowflake connection object.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EConnect with SnowSQL CLI to run a few simple queries to showcase how client failover and pipeline replication and idempotent replay works.\u003C/p\u003E\n\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch3\u003ESigma BI Dashboard\u003C/h3\u003E\n","\u003Cp\u003EIn this step, we'll build a sigma dashboard that will rely on data available on our primary account. Once we replicate this data to our secondary account and failover, we'll see the sigma dashboard seamlessly point to the failover region and powered by our secondary account.\u003C/p\u003E\n","\u003Cp\u003EIn the video, \u003Ca href=\"https://www.youtube.com/watch?v=vfmmDcQ1uB0\"\u003EBuild a BI Dashboard with Sigma\u003C/a\u003E, you will see we connect Sigma to Snowflake by creating a connection. When filling up the connection details ensure that account name is same as the value recorded for "connection_url" at the end of step 4.\u003C/p\u003E\n","\u003Ch4\u003EQuery used to build the global sales dashboard\u003C/h4\u003E\n","\u003Cp\u003EHere's the code snippet used for charting the global revenue figures.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003Eselect n_name nation\n    , sum(o_totalprice) revenue\nfrom global_sales.online_retail.orders \ninner join global_sales.online_retail.customer on c_custkey = o_custkey\ninner join global_sales.online_retail.nation on c_nationkey = n_nationkey\nwhere o_orderdate between dateadd(day,-2,current_date) and current_date()\ngroup by 1\norder by 2 desc\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch4\u003EFinal Dashboard\u003C/h4\u003E\n","\u003Cp\u003EOnce you're done building the dashboard, the end result should look something like this\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/sigma_dashboard_image.png\" alt=\"sigma_dashboard\"\u003E\u003C/p\u003E\n","\u003Ch3\u003EPython Streamlit App\u003C/h3\u003E\n","\u003Cp\u003EPython code for the Streamlit app is located at \u003Ccode\u003Escripts/streamlit_app/streamlit_failover_app.py\u003C/code\u003E\u003C/p\u003E\n","\u003Cp\u003EEdit the python file to fill in \u003Ccode\u003Euser\u003C/code\u003E, \u003Ccode\u003Epassword\u003C/code\u003E, \u003Ccode\u003Eaccount\u003C/code\u003E:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003Erun \u003Cstrong\u003ESHOW CONNECTIONS\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003Eset the account = \u003Ccode\u003E<organization_name>-<connection_name>\u003C/code\u003E\n\u003Cul\u003E\u003Cli\u003Esame as \u003Ccode\u003Econnection_url\u003C/code\u003E taking out \u003Cem\u003E.snowflakecomputing.com\u003C/em\u003E\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003E# navigate to project directory where streamlit and libraries were installed\n% cd streamlit\n% streamlit run /tmp/scripts/streamlit_app/streamlit_failover_app.py\n\n# may fail with a specific version of pyarrow required!\n% pip install pyarrow={version required in error}\n\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch4\u003EHere is what the Streamlit App should look like!\u003C/h4\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/streamlit-dashboard.png\" alt=\"streamlit_dash\"\u003E\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EReplication To Target\u003C/h2\u003E\n","\u003Cp\u003EAll that work behind us, we set up our account resources like users, roles, RBAC hierarchy, databases (not to mention, the crucial data it contains), compute warehouses, governance policies with RLS and CLS features, direct shares and then some beautiful customer facing apps - Phew!\u003C/p\u003E\n","\u003Cp\u003ENow we have to do this all over again just to have a DR instance - how much more work will this be?? Oh right, negligible. With Snowflake a single command will bring all that setup from our source account to our target account in a matter of minutes if not seconds (depending upon the size/number of objects).\u003C/p\u003E\n","\u003Cp\u003EBut wait a minute, our source account and target account are on \u003Cem\u003Edifferent\u003C/em\u003E public cloud providers - won't that factor into the setup or cause some kind of \u003Cem\u003Eextra work\u003C/em\u003E? Nope, not with Snowflake - we're cloud agnostic and we hide all that complexity from you.\u003C/p\u003E\n","\u003Ch4\u003EReplicate to Secondary\u003C/h4\u003E\n","\u003Cp\u003ERun the command below on your \u003Cstrong\u003Etarget/secondary account\u003C/strong\u003E to begin replication\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EUSE ROLE accountadmin;\n\nALTER FAILOVER GROUP sales_payroll_financials REFRESH;\n\nSELECT * FROM TABLE(snowflake.information_schema.replication_group_refresh_progress('SALES_PAYROLL_FINANCIALS'));\n\nSELECT start_time, end_time, replication_group_name, credits_used, bytes_transferred\n  FROM TABLE(snowflake.information_schema.replication_group_usage_history(date_range_start=>dateadd('day', -7, current_date())));\n\nSELECT * FROM snowflake.account_usage.REPLICATION_GROUP_REFRESH_HISTORY;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch4\u003EDid the replication fail?\u003C/h4\u003E\n","\u003Cp\u003EWhy do you think the first attempt to replication fail? Notice that there's an externals db that contains an external table which is not supported for replication and is the reason why replication failed.\u003C/p\u003E\n","\u003Cp\u003ELet's fix this by removing the externals db from our failover group. Run the below command on the \u003Cstrong\u003Eprimary account\u003C/strong\u003E.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EUSE ROLE accountadmin;\nALTER FAILOVER GROUP sales_payroll_financials REMOVE externals from ALLOWED_DATABASES;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ENow lets re-reun our replication, it should succeed this time. Run the below command on the \u003Cstrong\u003Esecondary account\u003C/strong\u003E.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003EUSE ROLE accountadmin;\nALTER FAILOVER GROUP sales_payroll_financials REFRESH;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EThis command would take about a minute to run , but wait where's it getting the compute from? is it using any of our WHs that we've provisioned? Nope, we got you covered - this is serverless compute that Snowflake provides and autoscales depending upon the amound of work that needs to get done. There will be a separate lineitem under "Replication" for this on your bill.\u003C/p\u003E\n","\u003Cp\u003EAfter this command has run - you should all of the databases and other objects that we included in the failover group definition available in your secondary account.\u003C/p\u003E\n","\u003Ch4\u003EVerify Replication\u003C/h4\u003E\n","\u003Cp\u003EIn order to ensure that replication worked, go back to step 3 and run all commands under "Lets review our source account" on \u003Cem\u003Eyour target account\u003C/em\u003E and ensure that you see the exact same results as you did on your source account. This will confirm that our replication worked as expected.\u003C/p\u003E\n","\u003Ch4\u003EReplicate on a schedule\u003C/h4\u003E\n","\u003Cp\u003EWith the initial replication successfully completed, we want to now replicate on a schedule so that any additional changes on the primary account are regularly made available to the secondary. Let's assume a strict RPO and replicate every 3 minutes. It is important to note that if there are no changes to primary, nothing will be replicated to secondary and there will be no replication cost incurred. Run the command below (on the \u003Cstrong\u003Eprimary account\u003C/strong\u003E) to replicate our group evey three minutes.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EUSE ROLE accountadmin;\nALTER FAILOVER GROUP sales_payroll_financials SET REPLICATION_SCHEDULE = '3 MINUTES';\n\u003C/code\u003E\u003C/pre\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EFailover To Target\u003C/h2\u003E\n","\u003Cp\u003EMoment of truth! With our data and account objects safely replicated to the secondary account. Let's assume disaster has struck! Our primary account is experiencing outage and business and tech teams (The awesome failover HoL participants) have invested time and money in ensuring that they are prepared for this very event.\u003C/p\u003E\n","\u003Cp\u003ESo what do we do? Again, something very simple - fire two commands.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EThe first command will failover our connection - making the secondary account the new primary account for account redirect. Meaning the url in the connection_url property of our connection object will start to point to the new primary account.\u003C/li\u003E\u003Cli\u003EThe second command will do the same for our failover group, it has made the other account primary for objects covered in the failover group. This means that databases within this FG have now become read-write and the same databases in our new secondary (old primary) account have become read-only.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003ERun the two commands below on the \u003Ccode\u003ESecondary Account\u003C/code\u003E\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003EUSE ROLE accountadmin;\n\nALTER CONNECTION prodsnowgrid PRIMARY;\nALTER FAILOVER GROUP sales_payroll_financials PRIMARY;\n\u003C/code\u003E\u003C/pre\u003E\n<!-- ------------------------ -->\n","\u003Ch4\u003ELet's Revisit Our Apps\u003C/h4\u003E\n","\u003Cp\u003EWith your connection_url now pointing to a new primary account, refresh your BI Dashboards and/or Streamlit Apps and notice which accounts are they powered by? But let's not blindly believe the visualizations! Login to the new primary account and ensure the queries are executing on primary account.\u003C/p\u003E\n","\u003Ch4\u003ERestart the TPC-DI Pipeline\u003C/h4\u003E\n","\u003Cp\u003ECheck status of Dynamic Tables (Snowsight Activity tab):\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003Euse script \u003Ccode\u003E850_refresh_pipeline.sql\u003C/code\u003E to force refresh of terminal DTs in the graph\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003ELoad script \u003Ccode\u003E800_execute_pipeline.sql\u003C/code\u003E into a SQL Worksheet on the new Primary (Azure)\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003ERerun batch1 loads: notice that \u003Ccode\u003ELoad History\u003C/code\u003E shows these files are skipped\u003C/li\u003E\u003Cli\u003ERun batch2, batch3: watch TPCDI_STG.BASE staging tables, TPCDI_WH.BASE dynamic tables show increases in row count\u003C/li\u003E\u003Cli\u003ENote: the ability to run these loads implies \u003Cstrong\u003Einternal stage contents\u003C/strong\u003E, \u003Cstrong\u003Eexternal stage definition\u003C/strong\u003E, \u003Cstrong\u003Estorage integration\u003C/strong\u003E have all been replicated\u003C/li\u003E\u003Cli\u003EWait 3-4 minutes for replication schedule to kick in\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch4\u003EFailback to original Primary (AWS)\u003C/h4\u003E\n\u003Cul\u003E\u003Cli\u003ECheck your Sigma/Streamlit app again to check connection to AWS again\u003C/li\u003E\u003Cli\u003ERepeat the batch pipeline execution steps\u003C/li\u003E\u003C/ul\u003E\n<!-- ------------------------ -->"],"description":"Implement cross-cloud business continuity with Snowflake replication for disaster recovery, multi-region availability, and failover.","title":"Cross Cloud Business Continuity With Snowflake","isDeveloperGuidesPage":false,":type":"snowflake-site/components/contentfragment","elements":{"quickstartArticleBody":{"dataType":"string","value":"\u003C!-- ------------------------ --\u003E\n## Overview\n\n“By failing to prepare, you are preparing to fail” - Benjamin Franklin\n\nA sound business continuity/disaster recovery plan is an important milestone for organizations looking to build resilient data platforms. Data-driven insights grow revenue, provide services, support customers and aid with critical decision making. Businesses face many forms of disruptions like fire, floods, cyberattacks, ransomware etc. These disruptions can spiral into various undesirable outcomes - from operational systems coming to a standstill leading to financial losses to something worse, like reputational damage.\n\nTechnology is the center-piece of all businesses and mission-critical data can never be unavailable. As businesses move critical applications to the public cloud, continuous global operations rely even more on cloud dependability.\n\nSnowflake’s **Replication and Failover/Failback** feature enables account metadata, including everything from user identity and role-based access controls to governance policies, warehouses and resource monitors, to be automatically synchronized across clouds and regions for continuous availability. Multiple databases, shares and account metadata can be replicated as a unit, ensuring point-in-time consistency with the primary region.\n\nSnowflake's **Client Redirect** feature facilitates seamless failover from primary to secondary so that apps and users can continue functioning without disruption. In the past, to recover, the connection string in every client application had to be manually changed to connect to the new primary site (the former secondary site) in a different region or cloud. With Client Redirect, administrators can use a single server-side command to redirect client applications to the new primary site, without disrupting business teams. \n \n\n### Prerequisites\n- #### Create 2 Snowflake trial accounts in the same Organization - in AWS, Azure cloud regions - and enable replication for each account.\n    \u003E Create an AWS trial account [here](https://signup.snowflake.com/?utm_source=snowflake-devrel&utm_medium=developer-guides&utm_cta=developer-guides)\n    \u003E\n    \u003E - choose **Business Critical** edition, **AWS** as cloud provider, any **US** region\n    \u003E - activate account with username `snowgrid` - this user has ACCOUNTADMIN\n    \u003E - create a SQL Worksheet named _**Prerequisites**_\n    \u003E \n    \u003E Create an Azure trial account from the AWS account\n    \u003E ```sql\n    \u003E USE ROLE ORGADMIN;\n    \u003E\n    \u003E CREATE ACCOUNT snowflake_azure_target\n    \u003E   admin_name = snowgrid\n    \u003E   admin_password = 'FILL_IN_PASSWORD'\n    \u003E   email = 'FILL_IN_EMAIL'\n    \u003E   edition = business_critical\n    \u003E   region = azure_eastus2;\n    \u003E ```\n    \u003E Enable replication for AWS and Azure accounts as ORGADMIN (doc [here](https://docs.snowflake.com/en/user-guide/account-replication-config#prerequisite-enable-replication-for-accounts-in-the-organization))\n    \u003E ```sql\n    \u003E -- FILL_IN the organization_name, AWS account_name and Azure account_name in the commands to enable replication\n    \u003E SHOW ORGANIZATION ACCOUNTS;\n    \u003E\n    \u003E SELECT SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER('FILL_ORG_NAME.FILL_AWS_ACCOUNT_NAME', 'ENABLE_ACCOUNT_DATABASE_REPLICATION', 'true'); \n    \u003E\n    \u003E SELECT SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER('FILL_ORG_NAME.FILL_AZURE_ACCOUNT_NAME', 'ENABLE_ACCOUNT_DATABASE_REPLICATION', 'true'); \n    \u003E ```\n    \u003E \n    \u003E Verify that accounts are enabled for replication\n    \u003E ```sql\n    \u003E USE ROLE ACCOUNTADMIN;\n    \u003E SHOW REPLICATION ACCOUNTS;\n    \u003E```\n\n- #### [Install SnowSQL](https://docs.snowflake.com/en/user-guide/snowsql-install-config.html#installing-snowsql) (CLI Client): used to load data into a Snowflake internal stage \n- #### Check that SNOWFLAKE_SAMPLE_DATA shared database is visible, otherwise create it:\n    \u003E```sql\n    \u003E USE ROLE ACCOUNTADMIN;\n    \u003E CREATE DATABASE IF NOT EXISTS SNOWFLAKE_SAMPLE_DATA FROM SHARE SFC_SAMPLES.SAMPLE_DATA;\n    \u003E GRANT IMPORTED PRIVILEGES ON DATABASE SNOWFLAKE_SAMPLE_DATA TO ROLE PUBLIC;\n    \u003E```\n\n- #### Python Streamlit Dashboard - install the following modules/connectors:\n  - Install Python (3.8 or higher): `python --version`\n  - [Install Snowflake Python connector](https://docs.snowflake.com/developer-guide/python-connector/python-connector-install#installing-the-python-connector)\n  - [Install Streamlit](https://docs.streamlit.io/library/get-started/installation#install-streamlit-on-macoslinux), then a few components\n    \u003E```bash\n    \u003E pip install streamlit-echarts\n    \u003E pip install pandas\n    \u003E streamlit hello  #(as a test)\n    \u003E```\n\n- #### (`Optional`) Sigma BI Dashboard\n  - [Sigma Free Trial](https://www.sigmacomputing.com/free-trial/) or launch the Sigma tile in Snowflake Partner Connect from your Snowsight UI\n\n### What You’ll Learn \nIn this quickstart you will learn\n- How to use out of the box features available in Snowflake to build resiliency against region failures.\n- Group based replication and failover of account objects, databases, shares.\n- Pipeline replication (public preview): dynamic tables, stages, pipes, load history.\n- Client redirect after a failover leveraged by Streamlit and Sigma dashboards.\n\n### What You’ll Need \n\n- Python (minimum 3.8) installed on local machine for a Streamlit app.\n- (Optional) Sigma trial account to stimulate a BI dashboard failover.\n\n### What You’ll Build \n- Source account resources to mimic a production grade Snowflake account.\n- Replicate/Failover selective resources to a secondary account in a transactionally consistent fashion.\n- Build apps powered by primary snowflake account.\n- Failover from primary to secondary account.\n- Observe your apps now seamlessly powered by the secondary account.\n- Observe ELT pipeline from external and internal stage seamlessly failover with idempotent resumption.\n\n\u003C!-- ------------------------ --\u003E\n## Primary Account Setup (AWS)\n\nDownload ZIP or Clone [sfguide_failover_scripts](https://github.com/Snowflake-Labs/sfguide_failover_scripts) Github repo to your local machine\n\n![Code Button](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/code-download.png)\n\nTo match provided scripts, copy `data` and `scripts` directories to `/tmp` \n```bash\ncd sfguide_failover_scripts-main\ncp -r data /tmp\ncp -r scripts /tmp\n```\n\n### Run SQL scripts 100-600 in sequential order on the AWS Primary account\n\n[Create Snowsight Worksheets from SQL File](https://docs.snowflake.com/en/user-guide/ui-snowsight-worksheets-gs#create-worksheets-in-sf-web-interface) - use one worksheet per SQL script\n\n![Create Worksheet](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/create-worksheets.png)\n\n\n1. `100_create_replication_objects.sql`: create roles, databases, warehouses, resource monitors\n2. `200_create_users_source.sql`: create users with basic password authentication\n3. `300_grant_privileges.sql`: grant object and account level privileges\n4. `400_load_data.sql`: create and load tables, views, functions, stored procedures, shares\n5. `500_add_governance_policies.sql`: assign tags, masking and row access policies\n6. `600_update_primary_task.sql`: setup task to update primary tables every few mins\n\n\n### Ingest Payroll Data\nLoad data file `data/hr_data_sample.csv` into table `PAYROLL.NOAM_NORTHEAST.EMPLOYEE_DETAIL` with the Snowsight UI interface.\n\n![load_payroll_1](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/load-data-payroll.png)\n\nBrowse to find the `data/hr_data_sample.csv` file and set the CSV format correctly\n\n![load_payroll_2](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/load-data-format.png)\n\nYou should have successfully loaded `100 records`\n\n![load_payroll_3](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/load-data-success.png)\n\n### Create ELT Pipeline using the [TPC-DI](https://www.tpc.org/tpcdi/) benchmark schema\nThis modified TPC-DI benchmark flow simulates the process of extracting data from operational (OLTP) systems in a variety of data formats, loading into a set of staging tables, then transforming into a unified model for analytical reporting and insights.\n\nWe will observe how Snowflake's pipeline replication features (in Public Preview) support seamless failover and idempotent restart of the pipeline on the new primary.\n\n7. `700_setup_tpcdi_pipeline.sql`: create external stage, internal stage w/directory table, create staging tables and batch load plan, use dynamic table DAG to build a declarative pipeline from staging to warehouse.\n\n    *Stop after creating the internal stage here, run Step 8, then continue*\n\n    ![switch-to-step8](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/switch-to-step-8.png)\n\n8. Use SnowSQL CLI to load batches from `data/tpcdi-scale5` and `data/tpcdi-scale10` to **internal stage**\n\n    Run in a Terminal window (after installing SnowSQL): this script assumes file locations are `/tmp/data` and `/tmp/scripts`, modify appropriately.\n```bash\n% snowsql -a ORGNAME-ACCOUNTNAME -u snowgrid -f /tmp/scripts/snowsql/tpcdi_load.sql -o output_format=csv -o output_file=output_file.csv\n```\n\n9. `800_execute_pipeline.sql`: call batch load procedure that simulates an ingest pipeline\n\n    ONLY Load Batch 1 (for Scale 5, Scale 10, Scale 100)\n\n\u003C!-- ------------------------ --\u003E\n## Review Source Account\n\nOur scripts in the previous step have created a production like snowflake environment for us. Here's a list of objects you just created when you ran those scripts:\n- Users & Roles\n- RBAC Hierarchy\n- Databases\n- Compute Warehouses\n- Direct data shares\n- Dynamic data masking policies\n- Row access policy\n- Object tags\n- External stage\n- Internal stage w/Directory Table\n- Dynamic Tables\n- Tasks\n\nPhew! That's quite a list here's what all of this looks like in a picture:\n\n![snowflake_source_account](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/source_account_snapshot.png)\n\n### Let's review our source account\n\n#### Observe your RBAC\nBelow is what the roles hierarchy should look like in your source account. Do note that the roles hierarchy is only available via the new UI - Snowsight. Log on to Snowsight and assume the \"securityadmin\" role and then navigate to home -\u003E admin -\u003E users & roles -\u003E roles.\n\n![snowsight_screenshot](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/snowsight_screenshot.png)\n\n#### Verify Row Access Policy\nOur row access policy is applied to the global_sales.online_retail.customer table with the following rules:\n\n- sales_analyst role should be able to see data for market segments 'automobile' and 'machinery'.\n- sales_admin role should be able to see data for market segments 'automobile', 'machinery', 'building' and 'household'.\n- product_manager role should be able to see data for ALL market segments.\n- All other roles should not be able to see data for ANY market segment.\n\nTry running this query with role `syadmin`, `sales_analyst`, `sales_admin`, `product_manager` and notice how data is returned based on the row access policy.\n\n```sql\nuse role sysadmin;\nuse warehouse sales_wh;\nselect * from global_sales.online_retail.customer limit 100;\n```\n\nWhen we replicate our data and our account objects, row level security is applied to the target account as well. This ensures that your access rules around data are retained even on the DR instance.\n\n#### Verify dynamic data masking policy\n\nRun the query below with two different roles - hr_analyst and hr_admin, observe all fields in the return results. What values does hr_analyst see for email, iban, cc and salary columns? What values does the hr_admin see?\n\n```sql\nuse role hr_analyst;\nuse warehouse hr_wh;\nselect * from payroll.noam_northeast.employee_detail limit 100;\n```\n\n#### Verify data shares\nWe've created a few data shares with different variations, we'll observe what permissions each of these shares have and whether these are replicated as is to our secondary account.\n\nBelow code snippet displays permissions on three data shares - GLOBAL_SALES_SHARE, INVENTORY_SHARE and CROSS_DATABASE_SHARE\n\n```sql \nuse role accountadmin;\nshow grants to share global_sales_share;\nshow grants to share inventory_share;\nshow grants to share cross_database_share;\n```\n\n#### Verify location, type and owner of governance policies\nWe have built 6 masking policies, 4 object tags and 2 row access policies that we use to protect our data. Observe their details like which schema are these policies kept in, who owns them etc.\n\n```sql\nuse role governance_admin;\nshow masking policies;\nshow row access policies;\nshow tags;\n```\nThe output of the three commands should look something like this:\n\n__Masking Policies:__\n![masking_policy](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/masking_policy_loc_latest.png)\n\n__Row Access Policy:__\n![row_access_policy](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/row_access_policy_loc_latest.png)\n\n__Object Tags:__\n![object_tags](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/object_tag_loc_latest.png)\n\n#### View Data Pipeline built from TPC-DI spec\n\n- `TPCDI_STG.BASE` - Snowflake Stages, Staging Tables, Dynamic Tables\n- `TPCDI_WH.BASE` - Dynamic Tables: \t\n    - DIM_FINANCIALS (raw)\n\t- DIM_FINANCIAL_ROLL_YEAR_EPS_DETAILS (transform)\n    - DIM_FINANCIAL_ROLL_YEAR_EPS (aggregation)\n\n![dynamic-table-graph](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/dynamic-table-pipeline.png)\n\n\n\u003C!-- ------------------------ --\u003E\n## Configure AWS and Azure accounts for Business Continuity\n\nNow that our Primary AWS account has been populated with users, database objects, governance policies, account metadata and data tranformation pipelines - we are ready to configure our Azure account as a Secondary target.\n\nSnowflake BCDR is simple to setup, maintain and test. The key capabilities are [**Replication with Failover**](https://docs.snowflake.com/en/user-guide/replication-intro#replication-and-failover-failback) and [**Client Redirect**](https://docs.snowflake.com/en/user-guide/client-redirect), available only with Business Critical edition (or higher).\n\nWe will create these two first-class Snowflake objects that deliver business continuity:\n- **Connection:** a connection object provides a *secure connection URL* for any Snowflake client to connect to an account and to be redirected to another account.\n- **Failover Group:**  a defined collection of objects in a source account that are replicated as a unit to one or more target accounts and can failover. A secondary failover group in a target account provides read-only access for the replicated objects. When a secondary failover group is promoted to become the primary failover group, read-write access is available.\n\n### Run in a SQL worksheet named *BCDR Configuration* on the `Primary(AWS)`\n\n\u003Cmark\u003ESUBSTITUTE\u003C/mark\u003E `organization_name` and `target account_name` in these commands to create connection and failover group objects:\n\n```sql\n\nUSE ROLE accountadmin;\nSHOW REPLICATION ACCOUNTS;\n\n-- record organization_name, target_account_name (Azure) here\n\nCREATE CONNECTION IF NOT EXISTS prodsnowgrid;\nALTER CONNECTION prodsnowgrid \n    ENABLE FAILOVER TO ACCOUNTS \u003Corganization_name.target_account_name\u003E;\n\nSHOW CONNECTIONS;\n\n-- record connection-url here\n\n-- no databases with stages should be included yet\nCREATE FAILOVER GROUP sales_payroll_financials\n    OBJECT_TYPES = users, roles, warehouses, resource monitors, databases, shares, account parameters, network policies\n    ALLOWED_DATABASES = common, crm, cross_database, global_sales, inventory, loyalty, payroll, products, externals, references, sales, salesforce, snowflake_ha_monitor, stores, suppliers, support, web_logs\n    ALLOWED_SHARES = global_sales_share,sales_history_share, cross_database_share, crm_share, inventory_share\n    ALLOWED_ACCOUNTS = XLWGQVZ.SNOWFLAKE_AZURE_TARGET;\n\n-- enable replication of stages, storage integrations, pipes, load history\nALTER FAILOVER GROUP sales_payroll_financials SET ENABLE_ETL_REPLICATION = TRUE;\n\n-- now add integrations, along with all existing types\nALTER FAILOVER GROUP sales_payroll_financials SET\n    OBJECT_TYPES = users, roles, warehouses, resource monitors, databases, shares, account parameters, network policies, integrations\n    ALLOWED_INTEGRATION_TYPES = STORAGE INTEGRATIONS;\n\n-- now add databases with pipeline objects\nALTER FAILOVER GROUP sales_payroll_financials ADD tpcdi_ods, tpcdi_stg, tpcdi_wh TO ALLOWED_DATABASES;\n\n-- check that all object types, databases and shares are there\nSHOW FAILOVER GROUPS;\nSHOW SHARES IN FAILOVER GROUP sales_payroll_financials;\nSHOW DATABASES IN FAILOVER GROUP sales_payroll_financials;\n\n```\n\n### Run in a SQL worksheet named *BCDR Configuration* on the `Secondary(Azure)`\nHere you'll create a secondary connection and a secondary failover group.\n\n- A secondary connection is linked to the primary connection and must have the same connection name.\n- A secondary failover group is also linked to the corresponding primary failover group and must have the same failover group name.\n\n\u003Cmark\u003ESUBSTITUTE\u003C/mark\u003E `organization_name` and `source account_name` to create replica connection and failover group on `Secondary (Azure)`\n\n```sql\n\nUSE ROLE accountadmin;\n\nSHOW CONNECTIONS;\n\nCREATE CONNECTION prodsnowgrid\n    AS REPLICA OF \u003Corgname.source_account_name.prodsnowgrid\u003E;\n\nSHOW REPLICATION ACCOUNTS;\n\nCREATE FAILOVER GROUP sales_payroll_financials\n    AS REPLICA OF \u003Corgname.source_account_name.sales_payroll_financials\u003E;\n\n```\nNote down the `CONNECTION_URL`: observe that it is account and region agnostic (_orgname-connection_name.snowflakecomputing.com_)\n\nClient applications will use the `CONNECTION_URL` that can be redirected to either account.\n\n\n\u003C!-- ------------------------ --\u003E\n## Demonstrate Application Failover using Streamlit, Sigma, Snowsight\n\nWelcome App Developers!\n\nWe have options for you today to build quick and simple, Snowflake-powered apps that will continue to be operational through a region failure.\n\nYou can choose to build one or all of these.\n\n1. Build a Sigma dashboard: step by step instructions are available in the video below.\n\n2. Build a python-based Streamlit app to visualize sales payroll data. If prerequisite libraries and connectors have been installed, you can use the code provided below and connect to the Snowflake connection object.\n\n3. Connect with SnowSQL CLI to run a few simple queries to showcase how client failover and pipeline replication and idempotent replay works.\n\n### Sigma BI Dashboard\n\nIn this step, we'll build a sigma dashboard that will rely on data available on our primary account. Once we replicate this data to our secondary account and failover, we'll see the sigma dashboard seamlessly point to the failover region and powered by our secondary account.\n\nIn the video, [Build a BI Dashboard with Sigma](https://www.youtube.com/watch?v=vfmmDcQ1uB0), you will see we connect Sigma to Snowflake by creating a connection. When filling up the connection details ensure that account name is same as the value recorded for \"connection_url\" at the end of step 4.\n\n\n#### Query used to build the global sales dashboard\nHere's the code snippet used for charting the global revenue figures. \n```bash\nselect n_name nation\n    , sum(o_totalprice) revenue\nfrom global_sales.online_retail.orders \ninner join global_sales.online_retail.customer on c_custkey = o_custkey\ninner join global_sales.online_retail.nation on c_nationkey = n_nationkey\nwhere o_orderdate between dateadd(day,-2,current_date) and current_date()\ngroup by 1\norder by 2 desc\n```\n\n#### Final Dashboard\nOnce you're done building the dashboard, the end result should look something like this\n![sigma_dashboard](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/sigma_dashboard_image.png)\n\n\n### Python Streamlit App\n\nPython code for the Streamlit app is located at `scripts/streamlit_app/streamlit_failover_app.py`\n\nEdit the python file to fill in `user`, `password`, `account`:\n- run **SHOW CONNECTIONS**\n- set the account = `\u003Corganization_name\u003E-\u003Cconnection_name\u003E`\n    - same as `connection_url` taking out _.snowflakecomputing.com_   \n\n```bash\n# navigate to project directory where streamlit and libraries were installed\n% cd streamlit\n% streamlit run /tmp/scripts/streamlit_app/streamlit_failover_app.py\n\n# may fail with a specific version of pyarrow required!\n% pip install pyarrow={version required in error}\n\n```\n\n#### Here is what the Streamlit App should look like!\n\n![streamlit_dash](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cross-cloud-business-continuity/streamlit-dashboard.png)\n\n\u003C!-- ------------------------ --\u003E\n## Replication To Target\n\nAll that work behind us, we set up our account resources like users, roles, RBAC hierarchy, databases (not to mention, the crucial data it contains), compute warehouses, governance policies with RLS and CLS features, direct shares and then some beautiful customer facing apps - Phew!\n\nNow we have to do this all over again just to have a DR instance - how much more work will this be?? Oh right, negligible. With Snowflake a single command will bring all that setup from our source account to our target account in a matter of minutes if not seconds (depending upon the size/number of objects).\n\nBut wait a minute, our source account and target account are on _different_ public cloud providers - won't that factor into the setup or cause some kind of _extra work_? Nope, not with Snowflake - we're cloud agnostic and we hide all that complexity from you.  \n\n#### Replicate to Secondary\nRun the command below on your **target/secondary account** to begin replication\n\n```sql\nUSE ROLE accountadmin;\n\nALTER FAILOVER GROUP sales_payroll_financials REFRESH;\n\nSELECT * FROM TABLE(snowflake.information_schema.replication_group_refresh_progress('SALES_PAYROLL_FINANCIALS'));\n\nSELECT start_time, end_time, replication_group_name, credits_used, bytes_transferred\n  FROM TABLE(snowflake.information_schema.replication_group_usage_history(date_range_start=\u003Edateadd('day', -7, current_date())));\n\nSELECT * FROM snowflake.account_usage.REPLICATION_GROUP_REFRESH_HISTORY;\n```\n\n#### Did the replication fail?\nWhy do you think the first attempt to replication fail? Notice that there's an externals db that contains an external table which is not supported for replication and is the reason why replication failed.\n\nLet's fix this by removing the externals db from our failover group. Run the below command on the **primary account**.\n\n```sql\nUSE ROLE accountadmin;\nALTER FAILOVER GROUP sales_payroll_financials REMOVE externals from ALLOWED_DATABASES;\n```\n\nNow lets re-reun our replication, it should succeed this time. Run the below command on the **secondary account**.\n\n```bash\nUSE ROLE accountadmin;\nALTER FAILOVER GROUP sales_payroll_financials REFRESH;\n```\n\nThis command would take about a minute to run , but wait where's it getting the compute from? is it using any of our WHs that we've provisioned? Nope, we got you covered - this is serverless compute that Snowflake provides and autoscales depending upon the amound of work that needs to get done. There will be a separate lineitem under \"Replication\" for this on your bill.\n\nAfter this command has run - you should all of the databases and other objects that we included in the failover group definition available in your secondary account.\n\n#### Verify Replication\nIn order to ensure that replication worked, go back to step 3 and run all commands under \"Lets review our source account\" on _your target account_ and ensure that you see the exact same results as you did on your source account. This will confirm that our replication worked as expected.\n\n#### Replicate on a schedule\nWith the initial replication successfully completed, we want to now replicate on a schedule so that any additional changes on the primary account are regularly made available to the secondary. Let's assume a strict RPO and replicate every 3 minutes. It is important to note that if there are no changes to primary, nothing will be replicated to secondary and there will be no replication cost incurred. Run the command below (on the **primary account**) to replicate our group evey three minutes.\n\n```sql\nUSE ROLE accountadmin;\nALTER FAILOVER GROUP sales_payroll_financials SET REPLICATION_SCHEDULE = '3 MINUTES';\n```\n\n\u003C!-- ------------------------ --\u003E\n## Failover To Target\n\nMoment of truth! With our data and account objects safely replicated to the secondary account. Let's assume disaster has struck! Our primary account is experiencing outage and business and tech teams (The awesome failover HoL participants) have invested time and money in ensuring that they are prepared for this very event.\n\nSo what do we do? Again, something very simple - fire two commands.\n\n- The first command will failover our connection - making the secondary account the new primary account for account redirect. Meaning the url in the connection_url property of our connection object will start to point to the new primary account. \n- The second command will do the same for our failover group, it has made the other account primary for objects covered in the failover group. This means that databases within this FG have now become read-write and the same databases in our new secondary (old primary) account have become read-only.\n\nRun the two commands below on the `Secondary Account`\n\n\n```bash\nUSE ROLE accountadmin;\n\nALTER CONNECTION prodsnowgrid PRIMARY;\nALTER FAILOVER GROUP sales_payroll_financials PRIMARY;\n```\n\n\n\u003C!-- ------------------------ --\u003E\n#### Let's Revisit Our Apps\nWith your connection_url now pointing to a new primary account, refresh your BI Dashboards and/or Streamlit Apps and notice which accounts are they powered by? But let's not blindly believe the visualizations! Login to the new primary account and ensure the queries are executing on primary account.\n\n#### Restart the TPC-DI Pipeline\n\nCheck status of Dynamic Tables (Snowsight Activity tab):\n- use script `850_refresh_pipeline.sql` to force refresh of terminal DTs in the graph\n\nLoad script `800_execute_pipeline.sql` into a SQL Worksheet on the new Primary (Azure)\n- Rerun batch1 loads: notice that `Load History` shows these files are skipped\n- Run batch2, batch3: watch TPCDI_STG.BASE staging tables, TPCDI_WH.BASE dynamic tables show increases in row count\n- Note: the ability to run these loads implies **internal stage contents**, **external stage definition**, **storage integration** have all been replicated\n- Wait 3-4 minutes for replication schedule to kick in\n\n#### Failback to original Primary (AWS)\n- Check your Sigma/Streamlit app again to check connection to AWS again\n- Repeat the batch pipeline execution steps\n\u003C!-- ------------------------ --\u003E\n","title":"Quickstart Article Body","multiValue":false,":type":"text/x-markdown"},"quickstartArticleLogoImage":{"dataType":"string","title":"Quickstart Article Logo Image","multiValue":false,":type":"text/plain"}},"elementsOrder":["quickstartArticleBody","quickstartArticleLogoImage"],":items":{},":itemsOrder":[],"model":"snowflake-site/models/quickstart-article"},"flexible_column_cont":{"id":"flexible-column-container-e2ec296321","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":{"id":"container-1e46e3185a","layout":"SIMPLE",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"quickstart_last_modi":{"id":"quickstart-last-modified-3f3a71c2a3","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-d50a9e03fe","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. It may be out of date with current Snowflake 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