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pre[class*=language-]{background-color:rgba(var(--ui-12-rgb),.5);color:var(--text-01);text-shadow:none;padding:var(--spacing-00);border-radius:var(--spacing-00);font-size:smaller}",":type":"snowflake-site/components/markup-editor","isGSAPEnabled":false},"responsivegrid":{"columnClassNames":{"quickstart_hero":"aem-GridColumn aem-GridColumn--default--12","flexible_column_cont":"aem-GridColumn aem-GridColumn--default--12","markup_editor":"aem-GridColumn aem-GridColumn--default--12"},"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnCount":12,":items":{"quickstart_hero":{"id":"quickstart-hero-5494b65eed","quickstartHeroTitle":{"lines":["Getting Started with Data Quality Monitoring in Snowflake"],"type":"heading2",":type":"snowflake-site/components/title-v2"},"quickstartHeroAuthor":"Vino Duraisamy, Pino 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Started with Data Quality Monitoring in Snowflake","paragraphs":["&lt;!-- ------------------------ --&gt;\n","\u003Ch2\u003EOverview\u003C/h2\u003E\n","\u003Cp\u003ETrusted data is essential for confident decision-making, analytics, and AI. Snowflake&rsquo;s Data Quality Framework provides a native, end-to-end approach for ensuring that data is accurate, complete, and reliable throughout its lifecycle.\u003C/p\u003E\n","\u003Cp\u003EThis framework combines proactive monitoring with interactive UI for root cause analysis and impact assessment into a single experience. Built directly on Snowflake, it enables scalable, automated data quality without requiring external tools or data movement. This quickstars will introduce a concepts such as:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EData Profiling\u003C/li\u003E\u003Cli\u003ESystem and Custom Data Metric Functions\u003C/li\u003E\u003Cli\u003EExpectations\u003C/li\u003E\u003Cli\u003EData Quality Monitoring in Snowsight\u003C/li\u003E\u003Cli\u003EData Metric Scan function\u003C/li\u003E\u003Cli\u003EData Lineage\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You Will Learn\u003C/h3\u003E\n","\u003Cp\u003EBy the end of this guide, you will learn to work with:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EAnalyzing profiling statistics for Snowflake assets.\u003C/li\u003E\u003Cli\u003ESet up data quality monitoring rules using Data Metric Functions (DMF) and Expectations.\u003C/li\u003E\u003Cli\u003ECreate and apply custom DMFs..\u003C/li\u003E\u003Cli\u003EMonitor and investigate data quality issues using the Monitoring dashboard and the Data Lineage graph.\u003C/li\u003E\u003Cli\u003EBest practices for monitoring data quality in Snowflake.\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You'll Build\u003C/h3\u003E\n","\u003Cp\u003EBy the end of this quickstart guide, you will learn how to build a basic data quality framework to monitor a data pipeline with three distinct layers following the medallion architecture.\u003C/p\u003E\n","\u003Ch3\u003EPrerequisites\u003C/h3\u003E\n","\u003Cp\u003EA Snowflake account with Enterprise edition or higher.\u003C/p\u003E\n\u003Cblockquote\u003E\n","\u003Cp\u003ENote\nPlease note that Data Quality Monitoring is not available on Snowflake's free trial account.\u003C/p\u003E\n\u003C/blockquote\u003E\n&lt;!-- ------------------------ --&gt;\n","\u003Ch2\u003ESetup\u003C/h2\u003E\n","\u003Ch3\u003EEnvironment Setup\u003C/h3\u003E\n","\u003Cp\u003ETo begin, you'll need a sample dataset to work with. This section will walk you through the process of setting up sample data for your Snowflake environment.\u003C/p\u003E\n","\u003Ch4\u003EDefine source tables\u003C/h4\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E\nUSE ROLE ACCOUNTADMIN;\nCREATE ROLE IF NOT EXISTS dq_tutorial_role;\n\nCREATE DATABASE IF NOT EXISTS dq_tutorial_db;\nCREATE SCHEMA IF NOT EXISTS sch;\n\ngrant usage on database dq_tutorial_db to role dq_tutorial_role;\ngrant usage on schema dq_tutorial_db.sch to role dq_tutorial_role;\nuse dq_tutorial_db.sch;\n\nCREATE OR REPLACE TABLE CUSTOMER (\n    ID FLOAT,                       \n    FIRST_NAME VARCHAR,             \n    LAST_NAME VARCHAR,              \n    STREET_ADDRESS VARCHAR,         \n    STATE VARCHAR,                  \n    CITY VARCHAR,                   \n    ZIP VARCHAR,                    \n    PHONE_NUMBER VARCHAR,           \n    EMAIL VARCHAR,                  \n    SSN VARCHAR,                    \n    BIRTHDATE VARCHAR,              \n    JOB VARCHAR,                    \n    CREDITCARD VARCHAR,             \n    COMPANY VARCHAR,                \n    OPTIN VARCHAR                   \n);\n\n\n-- Customer Orders in Bronze with day/month/year columns + PAYMENT_TYPE\nCREATE OR REPLACE TABLE CUSTOMER_ORDERS (\n    CUSTOMER_ID VARCHAR,            \n    ORDER_ID VARCHAR,               \n    ORDER_DAY INT,                 \n    ORDER_MONTH INT,               \n    ORDER_YEAR INT,                \n    ORDER_AMOUNT FLOAT,             \n    ORDER_TAX FLOAT,                \n    ORDER_TOTAL FLOAT,              \n    PAYMENT_TYPE VARCHAR             -- e.g., 'CREDIT_CARD', 'PAYPAL', 'BANK_TRANSFER'\n);\n\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch4\u003ECreate sample dataset with quality issues\u003C/h4\u003E\n","\u003Cp\u003EConsider a data pipeline following a modern data architecture pattern with three distinct layers following the medallion architecture.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/getting-started-with-data-quality-in-snowflake/architecture.png\" alt=\"Data architecture\"\u003E\u003C/p\u003E\n","\u003Cp\u003E\u003Cstrong\u003EBronze Layer\u003C/strong\u003E: Raw data from multiple sources (databases, JSON, XML files)\n\u003Cstrong\u003ESilver Layer\u003C/strong\u003E: Cleaned and enriched data with AI-powered insights\n\u003Cstrong\u003EGold Layer\u003C/strong\u003E: Analytics-ready data stored in managed Iceberg tables and regular Snowflake tables.\u003C/p\u003E\n","\u003Ch4\u003EBronze Layer (ingestion)\u003C/h4\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E\nINSERT INTO CUSTOMER VALUES\n    (1, 'John', 'Doe', '123 Elm St', 'CA', 'San Francisco', '94105', '123-456-7890', 'john.doe@email.com', '111-22-3333', '1985-04-12', 'Engineer', '4111111111111111', 'Acme Inc.', 'Y'),\n    (2, 'Jane', 'Smith', NULL, 'CA', 'Los Angeles', '90001', NULL, 'jane.smith@email.com', NULL, '1990/07/25', 'Manager', '5500000000000004', 'Globex', 'N'),\n    (3, 'Mike', 'Brown', '456 Oak St', 'NV', 'Las Vegas', '89101', '9999999999', 'mike.brown.com', '123-45-6789', 'bad-date', 'Analyst', '4000000000000002', NULL, 'Y'),\n    (4, 'Anna', 'Lee', '789 Pine St', 'WA', 'Seattle', '98101', '206-555-1234', 'anna.lee@email.com', '222-33-4444', '1988-11-05', 'Designer', '340000000000009', 'Innotech', 'Y');\n\nINSERT INTO CUSTOMER_ORDERS VALUES\n    ('1', 'O1', 1, 9, 2025, 100, 8.25, 108.25, 'CREDIT_CARD'),\n    ('2', 'O2', 2, 9, 2025, 200, NULL, 200, 'PAYPAL'),\n    ('2', 'O3', 3, 9, 2025, 300, 60, 360, 'BANK_TRANSFER'),\n    ('3', 'O4', NULL, 9, 2025, -50, 5, -45, 'CREDIT_CARD'),\n    ('4', 'O5', 4, 9, 2025, 150, 12, 162, 'PAYPAL'),\n    ('1', 'O6', 5, 9, 2025, 250, 20, 270, 'CREDIT_CARD');\n    ('5', NULL, 5, 9, 2025, 250, 20, 270, 'VENMO');\n\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch4\u003ESilver Layer (clean orders only)\u003C/h4\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ECREATE OR REPLACE TABLE SILVER_CUSTOMER_ORDERS AS\nSELECT\n    CUSTOMER_ID,\n    ORDER_ID,\n    TRY_TO_DATE(ORDER_YEAR || '-' || ORDER_MONTH || '-' || ORDER_DAY, 'YYYY-MM-DD') AS ORDER_TS,\n    ORDER_AMOUNT,\n    ORDER_TAX,  \n    ORDER_TOTAL,  \n    PAYMENT_TYPE\nFROM CUSTOMER_ORDERS;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch4\u003EGold Layer (Aggregated by Customer State and Payment Type)\u003C/h4\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ECREATE OR REPLACE TABLE GOLD_SALES_SUMMARY AS\nSELECT\n    c.STATE,\n    o.PAYMENT_TYPE,\n    COUNT(DISTINCT o.ORDER_ID) AS TOTAL_ORDERS,\n    SUM(o.ORDER_AMOUNT) AS TOTAL_AMOUNT,\n    SUM(o.ORDER_TAX) AS TOTAL_TAX,\n    SUM(o.ORDER_TOTAL) AS TOTAL_REVENUE\nFROM SILVER_CUSTOMER_ORDERS o\nJOIN CUSTOMER c\n    ON c.ID = TO_NUMBER(o.CUSTOMER_ID)\nWHERE o.ORDER_AMOUNT IS NOT NULL\nGROUP BY c.STATE, o.PAYMENT_TYPE;\n\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ELet&rsquo;s take a look at the Lineage tab to review our setup.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/getting-started-with-data-quality-in-snowflake/gold_sales_summary.png\" alt=\"sales summary\"\u003E\u003C/p\u003E\n","\u003Cp\u003EIn the next section, we will learn how to use data profiling statistics to analyze a dataset.\u003C/p\u003E\n&lt;!-- ------------------------ --&gt;\n","\u003Ch2\u003EAnalyze\u003C/h2\u003E\n","\u003Ch3\u003EAnalyze dataset with profiling statistics\u003C/h3\u003E\n","\u003Cp\u003EThe first step in the data quality lifecycle is data profiling. Data profiling is the process of analyzing a dataset to understand its structure, content, and quality. It typically includes gathering statistics such as data types, value distributions, null counts, and uniqueness to identify patterns and potential data quality issues.\nUsing Snowsight, you can easily profile a dataset by accessing the Data Quality Tab. This is an important role in helping you get started with continuous data quality monitoring by laying the groundwork for identifying data quality rules.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/getting-started-with-data-quality-in-snowflake/customer_orders.png\" alt=\"customer_orders\"\u003E\u003C/p\u003E\n&lt;!-- ------------------------ --&gt;\n","\u003Ch2\u003EBest Practices\u003C/h2\u003E\n","\u003Ch3\u003EBest practices for monitoring data quality with DMFs and Expectations\u003C/h3\u003E\n","\u003Cp\u003EThis section presents best practices and considerations for data quality strategy.\u003C/p\u003E\n","\u003Cp\u003EAt each layer of our pipeline we are interested in monitoring different aspects.\u003C/p\u003E\n","\u003Cp\u003EBronze: test source data\nSilver: validate transformations\nGold: test business logic\u003C/p\u003E\n","\u003Cp\u003EOrganizations typically take different approaches to monitoring and enforcing data quality. Some focus on the Bronze layer to catch issues as early as possible, ensuring that all ingested data meets baseline expectations. Yet, bad data might emerge later in the pipeline. Others monitor at the Gold layer, prioritizing end-user experience by ensuring that curated datasets remain accurate and reliable. However, this makes root-cause analysis more complex. A third approach targets the Silver layer, validating transformations and business logic. But this requires ongoing maintenance as transformation evolves.\u003C/p\u003E\n","\u003Cp\u003EWhile each strategy has merit, the most effective approach is hybrid monitoring across all three layers. This ensures comprehensive coverage, early detection of raw data issues, validation of transformations, and protection of business-critical outputs.\u003C/p\u003E\n","\u003Ch4\u003ESnowflake Data Metric Functions\u003C/h4\u003E\n","\u003Cp\u003EYou can measure the quality of your data in Snowflake by using DMFs. Snowflake provides built-in \u003Ca href=\"https://docs.snowflake.com/en/user-guide/data-quality-system-dmfs#system-dmfs\"\u003Esystem DMFs\u003C/a\u003E to measure common metrics without having to define them. You can also define your own custom DMFs to meet business specific requirements.\u003C/p\u003E\n","\u003Cp\u003EAll DMFs that are set on the table follow a \u003Ca href=\"https://docs.snowflake.com/en/user-guide/data-quality-working#schedule-the-dmf-to-run\"\u003Eschedule\u003C/a\u003E to automate the data quality measurement, and you can define a schedule to trigger DMFs based on time or based on DML events. After you schedule the DMFs to run, Snowflake records the results of the DMF in a \u003Ca href=\"https://docs.snowflake.com/en/user-guide/data-quality-results\"\u003Ededicated event table\u003C/a\u003E for data metric functions.\u003C/p\u003E\n","\u003Ch4\u003EDMF Privilege Setup\u003C/h4\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Egrant execute data metric function on account to role dq_tutorial_role;\ngrant database role snowflake.data_metric_user to role dq_tutorial_role;\ngrant application role snowflake.data_quality_monitoring_viewer to role dq_tutorial_role;\n\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch4\u003EMonitoring Bronze Layer\u003C/h4\u003E\n","\u003Cp\u003EThe bronze layer is the raw, unprocessed storage zone where ingested data is captured in its original format before any cleaning, transformation, or enrichment. It is important to monitor this layer for data quality to ensure the integrity of source data before downstream transformation and analytics.\u003C/p\u003E\n","\u003Cp\u003EThe following example associates volume, freshness, and null checks using DMFs and Expectations.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E\nALTER TABLE CUSTOMER_ORDERS SET DATA_METRIC_SCHEDULE = '5 minutes';\n\nALTER TABLE CUSTOMER_ORDERS ADD DATA METRIC FUNCTION \nSNOWFLAKE.CORE.ROW_COUNT ON () Expectation Volume_Check (value &gt; 1),   -- Row count (Volume)\nSNOWFLAKE.CORE.FRESHNESS ON () Expectation Freshness_Check (value &lt; 1800),  -- Freshness\nSNOWFLAKE.CORE.NULL_COUNT ON (ORDER_ID) Expectation Null_Check (value = 0);   -- Null count\n\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch4\u003EMonitoring Silver Layer\u003C/h4\u003E\n","\u003Cp\u003EThe Silver layer is the transformation and enrichment zone where raw data from the Bronze layer is cleaned, joined, and reshaped to create intermediate datasets. Monitoring this layer is important to validate that transformations are applied correctly, business rules are enforced, and data anomalies are caught before reaching business-facing datasets. Ensuring quality at this stage helps prevent errors from propagating downstream and supports reliable analytics and reporting.\u003C/p\u003E\n","\u003Cp\u003ECreate a custom DMF for referential integrity check\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ECREATE OR REPLACE DATA METRIC FUNCTION referential_check(\n  arg_t1 TABLE (arg_c1 VARCHAR), arg_t2 TABLE (arg_c2 VARCHAR))\nRETURNS NUMBER AS\n 'SELECT COUNT(*) FROM arg_t1\n  WHERE arg_c1 NOT IN (SELECT arg_c2 FROM arg_t2)';\n\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ECreate a custom DMF that compares row counts between two tables\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ECREATE OR REPLACE DATA METRIC FUNCTION volume_check(\n  arg_t1 TABLE (arg_c1 VARCHAR), arg_t2 TABLE (arg_c2 VARCHAR))\nRETURNS NUMBER AS\n  'SELECT ABS(\n      (SELECT COUNT(*) FROM arg_t1) - (SELECT COUNT(*) FROM arg_t2)\n    )';\n\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EAssociate checks\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EALTER TABLE SILVER_CUSTOMER_ORDERS SET DATA_METRIC_SCHEDULE = '5 minutes';\n\nALTER TABLE SILVER_CUSTOMER_ORDERS ADD DATA METRIC FUNCTION referential_check ON (CUSTOMER_ID, TABLE (dq_tutorial_db.sch.CUSTOMER(ID))) Expectation FK_Check (value=0);\n\nALTER TABLE SILVER_CUSTOMER_ORDERS ADD DATA METRIC FUNCTION volume_check\n    ON (CUSTOMER_ID, TABLE (dq_tutorial_db.sch.CUSTOMER_ORDERS(CUSTOMER_ID))) Expectation NoDiff (value=0);\n\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch4\u003EMonitoring Gold Layer\u003C/h4\u003E\n","\u003Cp\u003EThe Gold layer is the curated, consumption-ready zone where trusted datasets are delivered to dashboards, reports, and machine learning models. Monitoring this layer is critical to protect the end-user experience and ensure that business decisions are made using accurate and complete data. Quality checks at this stage catch any remaining issues before they impact stakeholders, providing confidence in the datasets that drive critical business outcomes.\u003C/p\u003E\n","\u003Cp\u003EA common type of check for this layer is Accepted Values. This type of check ensures data consistency, enforces business rules, and prevents invalid values from propagating downstream into analytics, reporting, or machine learning models. It validates that a column contains only a predefined set of allowed values and compares each value in the column against a reference list of valid values. This is particularly useful for categorical columns, such as product items, payment types, order statuses, or region codes.\u003C/p\u003E\n","\u003Cp\u003EFor example, in a payment_type column, the accepted values might be ('CREDIT_CARD', 'PAYPAL', 'WIRE_TRANSFER'). The check will flag any rows containing values outside this set, such as CHECK or BITCOIN.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E\nALTER TABLE GOLD_SALES_SUMMARY SET DATA_METRIC_SCHEDULE = '5 minutes';\n\nALTER TABLE GOLD_SALES_SUMMARY\n  ADD DATA METRIC FUNCTION SNOWFLAKE.CORE.ACCEPTED_VALUES\n    ON (\n      payment_type,\n      payment_type -&gt; payment_type IN ('CREDIT_CARD', 'PAYPAL', 'BANK_TRANSFER')\n    ) Expectation Payment_Type_Check (value=0);\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ENow that we&rsquo;ve set up DMFs and Expectations to monitor our pipeline, let&rsquo;s explore the Data Quality Tab in Snowsight to review the Monitoring Dashboard.\u003C/p\u003E\n&lt;!-- ------------------------ --&gt;\n","\u003Ch2\u003EReview\u003C/h2\u003E\n","\u003Ch3\u003EReview Data Quality Monitoring Dashboard in Snowsight\u003C/h3\u003E\n","\u003Cp\u003EOnce the DMF setup is completed, you can review the DMF results by accessing the Quality Tab on Snowsight. Note that the first DMF run has to be completed before results start showing up in the dashboard.\u003C/p\u003E\n","\u003Cp\u003EThe interactive interface displays DQ metric results, trends, and incidents. You can drill down into failed quality checks, view impacted assets, and investigate specific records that violate a data quality check.\u003C/p\u003E\n","\u003Ch4\u003EInvestigate failed quality checks\u003C/h4\u003E\n","\u003Cp\u003EUsing the Monitoring Dashboard, you can drill down to DMF results and identify which records violated the quality check.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003ESelect a particular DMF to open the sidebar.\u003C/li\u003E\u003Cli\u003EWith the side panel open, select View Failed Records.\u003C/li\u003E\u003Cli\u003EExecute the prepopulated query to see the records that failed the quality check. This query calls the SYSTEM$DATA_METRIC_SCAN function.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EFor information about using the SYSTEM$DATA_METRIC_SCAN function to remediate the data quality issues, see Using \u003Ca href=\"https://docs.snowflake.com/en/user-guide/data-quality-fixing.html#label-data-quality-remediate\"\u003ESYSTEM$DATA_METRIC_SCAN to fix data\u003C/a\u003E.\u003C/p\u003E\n","\u003Cp\u003ENote: This function applies to \u003Ca href=\"https://docs.snowflake.com/en/user-guide/data-quality-fixing.html#label-data-quality-remediation-supported-dmfs\"\u003Esystem DMFs\u003C/a\u003E only.\u003C/p\u003E\n","\u003Ch4\u003EIdentify Impacted Assets\u003C/h4\u003E\n","\u003Cp\u003EThe DMF side panel automatically displays the objects that are \u003Ca href=\"https://docs.snowflake.com/en/user-guide/ui-snowsight-lineage.html#label-lineage-upstream-downstream\"\u003Edownstream\u003C/a\u003E in the lineage of the object with which the DMF is associated. If there is a data quality issue, you can determine what other objects are possibly affected.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/getting-started-with-data-quality-in-snowflake/shipments.png\" alt=\"shipments\"\u003E\u003C/p\u003E\n&lt;!-- ------------------------ --&gt;\n","\u003Ch2\u003EConclusion and Resources\u003C/h2\u003E\n","\u003Cp\u003EYou've successfully implemented data quality monitoring for your pipeline. By combining proactive monitoring with an interactive UI for root cause analysis, it simplifies data quality management directly within Snowflake.\u003C/p\u003E\n","\u003Ch4\u003EWhat You Learned\u003C/h4\u003E\n\u003Cul\u003E\u003Cli\u003EAnalyzing profiling statistics for Snowflake assets.\u003C/li\u003E\u003Cli\u003ESet up data quality monitoring rules using Data Metric Functions (DMF) and Expectations.\u003C/li\u003E\u003Cli\u003ECreate and apply custom DMFs..\u003C/li\u003E\u003Cli\u003EMonitor and investigate data quality issues using the Monitoring dashboard and the Data Lineage graph.\u003C/li\u003E\u003Cli\u003EBest practices for monitoring data quality in Snowflake.\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch4\u003EAdditional Resources\u003C/h4\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/data-quality-intro\"\u003EIntro to Data Quality Monitoring\u003C/a\u003E in Snowflake\u003C/li\u003E\u003Cli\u003EData Quality Monitoring Demo Video: \u003Ca href=\"https://www.youtube.com/watch?v=FZtyCFyQn0w\"\u003EEnabling Reliable, High-Integrity Data\u003C/a\u003E\u003C/li\u003E\u003C/ul\u003E"],":items":{},":itemsOrder":[],"elements":{"quickstartArticleBody":{"dataType":"string","value":"\u003C!-- ------------------------ --\u003E\r\n## Overview\r\n\r\nTrusted data is essential for confident decision-making, analytics, and AI. Snowflake’s Data Quality Framework provides a native, end-to-end approach for ensuring that data is accurate, complete, and reliable throughout its lifecycle.\r\n\r\nThis framework combines proactive monitoring with interactive UI for root cause analysis and impact assessment into a single experience. Built directly on Snowflake, it enables scalable, automated data quality without requiring external tools or data movement. This quickstars will introduce a concepts such as:\r\n\r\n* Data Profiling\r\n* System and Custom Data Metric Functions\r\n* Expectations\r\n* Data Quality Monitoring in Snowsight\r\n* Data Metric Scan function\r\n* Data Lineage\r\n\r\n### What You Will Learn\r\n\r\nBy the end of this guide, you will learn to work with:\r\n\r\n* Analyzing profiling statistics for Snowflake assets.\r\n* Set up data quality monitoring rules using Data Metric Functions (DMF) and Expectations.\r\n* Create and apply custom DMFs.. \r\n* Monitor and investigate data quality issues using the Monitoring dashboard and the Data Lineage graph.\r\n* Best practices for monitoring data quality in Snowflake.\r\n\r\n### What You'll Build\r\n\r\nBy the end of this quickstart guide, you will learn how to build a basic data quality framework to monitor a data pipeline with three distinct layers following the medallion architecture.\r\n\r\n### Prerequisites\r\nA Snowflake account with Enterprise edition or higher. \r\n\r\n\u003E Note\r\n\u003E Please note that Data Quality Monitoring is not available on Snowflake's free trial account. \r\n\r\n\u003C!-- ------------------------ --\u003E\r\n\r\n## Setup\r\n\r\n\r\n### Environment Setup\r\n\r\nTo begin, you'll need a sample dataset to work with. This section will walk you through the process of setting up sample data for your Snowflake environment.\r\n\r\n#### Define source tables\r\n\r\n```sql\r\n\r\nUSE ROLE ACCOUNTADMIN;\r\nCREATE ROLE IF NOT EXISTS dq_tutorial_role;\r\n\r\nCREATE DATABASE IF NOT EXISTS dq_tutorial_db;\r\nCREATE SCHEMA IF NOT EXISTS sch;\r\n\r\ngrant usage on database dq_tutorial_db to role dq_tutorial_role;\r\ngrant usage on schema dq_tutorial_db.sch to role dq_tutorial_role;\r\nuse dq_tutorial_db.sch;\r\n\r\nCREATE OR REPLACE TABLE CUSTOMER (\r\n    ID FLOAT,                       \r\n    FIRST_NAME VARCHAR,             \r\n    LAST_NAME VARCHAR,              \r\n    STREET_ADDRESS VARCHAR,         \r\n    STATE VARCHAR,                  \r\n    CITY VARCHAR,                   \r\n    ZIP VARCHAR,                    \r\n    PHONE_NUMBER VARCHAR,           \r\n    EMAIL VARCHAR,                  \r\n    SSN VARCHAR,                    \r\n    BIRTHDATE VARCHAR,              \r\n    JOB VARCHAR,                    \r\n    CREDITCARD VARCHAR,             \r\n    COMPANY VARCHAR,                \r\n    OPTIN VARCHAR                   \r\n);\r\n\r\n\r\n-- Customer Orders in Bronze with day/month/year columns + PAYMENT_TYPE\r\nCREATE OR REPLACE TABLE CUSTOMER_ORDERS (\r\n    CUSTOMER_ID VARCHAR,            \r\n    ORDER_ID VARCHAR,               \r\n    ORDER_DAY INT,                 \r\n    ORDER_MONTH INT,               \r\n    ORDER_YEAR INT,                \r\n    ORDER_AMOUNT FLOAT,             \r\n    ORDER_TAX FLOAT,                \r\n    ORDER_TOTAL FLOAT,              \r\n    PAYMENT_TYPE VARCHAR             -- e.g., 'CREDIT_CARD', 'PAYPAL', 'BANK_TRANSFER'\r\n);\r\n\r\n```\r\n\r\n#### Create sample dataset with quality issues\r\n\r\nConsider a data pipeline following a modern data architecture pattern with three distinct layers following the medallion architecture.\r\n\r\n![Data architecture](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/getting-started-with-data-quality-in-snowflake/architecture.png)\r\n\r\n**Bronze Layer**: Raw data from multiple sources (databases, JSON, XML files)\r\n**Silver Layer**: Cleaned and enriched data with AI-powered insights\r\n**Gold Layer**: Analytics-ready data stored in managed Iceberg tables and regular Snowflake tables.\r\n\r\n#### Bronze Layer (ingestion)\r\n\r\n```sql\r\n\r\nINSERT INTO CUSTOMER VALUES\r\n    (1, 'John', 'Doe', '123 Elm St', 'CA', 'San Francisco', '94105', '123-456-7890', 'john.doe@email.com', '111-22-3333', '1985-04-12', 'Engineer', '4111111111111111', 'Acme Inc.', 'Y'),\r\n    (2, 'Jane', 'Smith', NULL, 'CA', 'Los Angeles', '90001', NULL, 'jane.smith@email.com', NULL, '1990/07/25', 'Manager', '5500000000000004', 'Globex', 'N'),\r\n    (3, 'Mike', 'Brown', '456 Oak St', 'NV', 'Las Vegas', '89101', '9999999999', 'mike.brown.com', '123-45-6789', 'bad-date', 'Analyst', '4000000000000002', NULL, 'Y'),\r\n    (4, 'Anna', 'Lee', '789 Pine St', 'WA', 'Seattle', '98101', '206-555-1234', 'anna.lee@email.com', '222-33-4444', '1988-11-05', 'Designer', '340000000000009', 'Innotech', 'Y');\r\n\r\nINSERT INTO CUSTOMER_ORDERS VALUES\r\n    ('1', 'O1', 1, 9, 2025, 100, 8.25, 108.25, 'CREDIT_CARD'),\r\n    ('2', 'O2', 2, 9, 2025, 200, NULL, 200, 'PAYPAL'),\r\n    ('2', 'O3', 3, 9, 2025, 300, 60, 360, 'BANK_TRANSFER'),\r\n    ('3', 'O4', NULL, 9, 2025, -50, 5, -45, 'CREDIT_CARD'),\r\n    ('4', 'O5', 4, 9, 2025, 150, 12, 162, 'PAYPAL'),\r\n    ('1', 'O6', 5, 9, 2025, 250, 20, 270, 'CREDIT_CARD');\r\n    ('5', NULL, 5, 9, 2025, 250, 20, 270, 'VENMO');\r\n\r\n```\r\n\r\n#### Silver Layer (clean orders only)\r\n\r\n```sql\r\nCREATE OR REPLACE TABLE SILVER_CUSTOMER_ORDERS AS\r\nSELECT\r\n    CUSTOMER_ID,\r\n    ORDER_ID,\r\n    TRY_TO_DATE(ORDER_YEAR || '-' || ORDER_MONTH || '-' || ORDER_DAY, 'YYYY-MM-DD') AS ORDER_TS,\r\n    ORDER_AMOUNT,\r\n    ORDER_TAX,  \r\n    ORDER_TOTAL,  \r\n    PAYMENT_TYPE\r\nFROM CUSTOMER_ORDERS;\r\n```\r\n\r\n#### Gold Layer (Aggregated by Customer State and Payment Type)\r\n\r\n```sql\r\nCREATE OR REPLACE TABLE GOLD_SALES_SUMMARY AS\r\nSELECT\r\n    c.STATE,\r\n    o.PAYMENT_TYPE,\r\n    COUNT(DISTINCT o.ORDER_ID) AS TOTAL_ORDERS,\r\n    SUM(o.ORDER_AMOUNT) AS TOTAL_AMOUNT,\r\n    SUM(o.ORDER_TAX) AS TOTAL_TAX,\r\n    SUM(o.ORDER_TOTAL) AS TOTAL_REVENUE\r\nFROM SILVER_CUSTOMER_ORDERS o\r\nJOIN CUSTOMER c\r\n    ON c.ID = TO_NUMBER(o.CUSTOMER_ID)\r\nWHERE o.ORDER_AMOUNT IS NOT NULL\r\nGROUP BY c.STATE, o.PAYMENT_TYPE;\r\n\r\n```\r\n\r\nLet’s take a look at the Lineage tab to review our setup. \r\n\r\n![sales summary](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/getting-started-with-data-quality-in-snowflake/gold_sales_summary.png)\r\n\r\nIn the next section, we will learn how to use data profiling statistics to analyze a dataset. \r\n\r\n\u003C!-- ------------------------ --\u003E\r\n\r\n## Analyze\r\n\r\n\r\n### Analyze dataset with profiling statistics\r\n\r\nThe first step in the data quality lifecycle is data profiling. Data profiling is the process of analyzing a dataset to understand its structure, content, and quality. It typically includes gathering statistics such as data types, value distributions, null counts, and uniqueness to identify patterns and potential data quality issues.\r\nUsing Snowsight, you can easily profile a dataset by accessing the Data Quality Tab. This is an important role in helping you get started with continuous data quality monitoring by laying the groundwork for identifying data quality rules.\r\n\r\n![customer_orders](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/getting-started-with-data-quality-in-snowflake/customer_orders.png)\r\n\r\n\u003C!-- ------------------------ --\u003E\r\n\r\n## Best Practices\r\n\r\n\r\n### Best practices for monitoring data quality with DMFs and Expectations\r\n\r\nThis section presents best practices and considerations for data quality strategy.\r\n\r\nAt each layer of our pipeline we are interested in monitoring different aspects. \r\n\r\nBronze: test source data \r\nSilver: validate transformations\r\nGold: test business logic \r\n\r\nOrganizations typically take different approaches to monitoring and enforcing data quality. Some focus on the Bronze layer to catch issues as early as possible, ensuring that all ingested data meets baseline expectations. Yet, bad data might emerge later in the pipeline. Others monitor at the Gold layer, prioritizing end-user experience by ensuring that curated datasets remain accurate and reliable. However, this makes root-cause analysis more complex. A third approach targets the Silver layer, validating transformations and business logic. But this requires ongoing maintenance as transformation evolves.\r\n\r\nWhile each strategy has merit, the most effective approach is hybrid monitoring across all three layers. This ensures comprehensive coverage, early detection of raw data issues, validation of transformations, and protection of business-critical outputs.\r\n\r\n#### Snowflake Data Metric Functions\r\n\r\nYou can measure the quality of your data in Snowflake by using DMFs. Snowflake provides built-in [system DMFs](https://docs.snowflake.com/en/user-guide/data-quality-system-dmfs#system-dmfs) to measure common metrics without having to define them. You can also define your own custom DMFs to meet business specific requirements.\r\n\r\nAll DMFs that are set on the table follow a [schedule](https://docs.snowflake.com/en/user-guide/data-quality-working#schedule-the-dmf-to-run) to automate the data quality measurement, and you can define a schedule to trigger DMFs based on time or based on DML events. After you schedule the DMFs to run, Snowflake records the results of the DMF in a [dedicated event table](https://docs.snowflake.com/en/user-guide/data-quality-results) for data metric functions.\r\n\r\n#### DMF Privilege Setup\r\n\r\n```sql\r\ngrant execute data metric function on account to role dq_tutorial_role;\r\ngrant database role snowflake.data_metric_user to role dq_tutorial_role;\r\ngrant application role snowflake.data_quality_monitoring_viewer to role dq_tutorial_role;\r\n\r\n```\r\n\r\n#### Monitoring Bronze Layer\r\n\r\nThe bronze layer is the raw, unprocessed storage zone where ingested data is captured in its original format before any cleaning, transformation, or enrichment. It is important to monitor this layer for data quality to ensure the integrity of source data before downstream transformation and analytics.\r\n\r\nThe following example associates volume, freshness, and null checks using DMFs and Expectations.\r\n\r\n```sql\r\n\r\nALTER TABLE CUSTOMER_ORDERS SET DATA_METRIC_SCHEDULE = '5 minutes';\r\n\r\nALTER TABLE CUSTOMER_ORDERS ADD DATA METRIC FUNCTION \r\nSNOWFLAKE.CORE.ROW_COUNT ON () Expectation Volume_Check (value \u003E 1),   -- Row count (Volume)\r\nSNOWFLAKE.CORE.FRESHNESS ON () Expectation Freshness_Check (value \u003C 1800),  -- Freshness\r\nSNOWFLAKE.CORE.NULL_COUNT ON (ORDER_ID) Expectation Null_Check (value = 0);   -- Null count\r\n\r\n```\r\n\r\n#### Monitoring Silver Layer\r\n\r\nThe Silver layer is the transformation and enrichment zone where raw data from the Bronze layer is cleaned, joined, and reshaped to create intermediate datasets. Monitoring this layer is important to validate that transformations are applied correctly, business rules are enforced, and data anomalies are caught before reaching business-facing datasets. Ensuring quality at this stage helps prevent errors from propagating downstream and supports reliable analytics and reporting.\r\n\r\nCreate a custom DMF for referential integrity check\r\n\r\n```sql\r\nCREATE OR REPLACE DATA METRIC FUNCTION referential_check(\r\n  arg_t1 TABLE (arg_c1 VARCHAR), arg_t2 TABLE (arg_c2 VARCHAR))\r\nRETURNS NUMBER AS\r\n 'SELECT COUNT(*) FROM arg_t1\r\n  WHERE arg_c1 NOT IN (SELECT arg_c2 FROM arg_t2)';\r\n\r\n```\r\n\r\nCreate a custom DMF that compares row counts between two tables\r\n\r\n```sql\r\nCREATE OR REPLACE DATA METRIC FUNCTION volume_check(\r\n  arg_t1 TABLE (arg_c1 VARCHAR), arg_t2 TABLE (arg_c2 VARCHAR))\r\nRETURNS NUMBER AS\r\n  'SELECT ABS(\r\n      (SELECT COUNT(*) FROM arg_t1) - (SELECT COUNT(*) FROM arg_t2)\r\n    )';\r\n\r\n```\r\n\r\nAssociate checks\r\n\r\n```sql\r\nALTER TABLE SILVER_CUSTOMER_ORDERS SET DATA_METRIC_SCHEDULE = '5 minutes';\r\n\r\nALTER TABLE SILVER_CUSTOMER_ORDERS ADD DATA METRIC FUNCTION referential_check ON (CUSTOMER_ID, TABLE (dq_tutorial_db.sch.CUSTOMER(ID))) Expectation FK_Check (value=0);\r\n\r\nALTER TABLE SILVER_CUSTOMER_ORDERS ADD DATA METRIC FUNCTION volume_check\r\n    ON (CUSTOMER_ID, TABLE (dq_tutorial_db.sch.CUSTOMER_ORDERS(CUSTOMER_ID))) Expectation NoDiff (value=0);\r\n\r\n```\r\n\r\n#### Monitoring Gold Layer\r\n\r\nThe Gold layer is the curated, consumption-ready zone where trusted datasets are delivered to dashboards, reports, and machine learning models. Monitoring this layer is critical to protect the end-user experience and ensure that business decisions are made using accurate and complete data. Quality checks at this stage catch any remaining issues before they impact stakeholders, providing confidence in the datasets that drive critical business outcomes.\r\n\r\nA common type of check for this layer is Accepted Values. This type of check ensures data consistency, enforces business rules, and prevents invalid values from propagating downstream into analytics, reporting, or machine learning models. It validates that a column contains only a predefined set of allowed values and compares each value in the column against a reference list of valid values. This is particularly useful for categorical columns, such as product items, payment types, order statuses, or region codes. \r\n\r\nFor example, in a payment_type column, the accepted values might be ('CREDIT_CARD', 'PAYPAL', 'WIRE_TRANSFER'). The check will flag any rows containing values outside this set, such as CHECK or BITCOIN.\r\n\r\n```sql\r\n\r\nALTER TABLE GOLD_SALES_SUMMARY SET DATA_METRIC_SCHEDULE = '5 minutes';\r\n\r\nALTER TABLE GOLD_SALES_SUMMARY\r\n  ADD DATA METRIC FUNCTION SNOWFLAKE.CORE.ACCEPTED_VALUES\r\n    ON (\r\n      payment_type,\r\n      payment_type -\u003E payment_type IN ('CREDIT_CARD', 'PAYPAL', 'BANK_TRANSFER')\r\n    ) Expectation Payment_Type_Check (value=0);\r\n```\r\n\r\nNow that we’ve set up DMFs and Expectations to monitor our pipeline, let’s explore the Data Quality Tab in Snowsight to review the Monitoring Dashboard.\r\n\r\n\u003C!-- ------------------------ --\u003E\r\n\r\n## Review\r\n\r\n\r\n### Review Data Quality Monitoring Dashboard in Snowsight\r\n\r\nOnce the DMF setup is completed, you can review the DMF results by accessing the Quality Tab on Snowsight. Note that the first DMF run has to be completed before results start showing up in the dashboard.\r\n\r\nThe interactive interface displays DQ metric results, trends, and incidents. You can drill down into failed quality checks, view impacted assets, and investigate specific records that violate a data quality check.\r\n\r\n#### Investigate failed quality checks\r\n\r\nUsing the Monitoring Dashboard, you can drill down to DMF results and identify which records violated the quality check. \r\n\r\n* Select a particular DMF to open the sidebar.\r\n* With the side panel open, select View Failed Records.\r\n* Execute the prepopulated query to see the records that failed the quality check. This query calls the SYSTEM$DATA_METRIC_SCAN function.\r\n\r\nFor information about using the SYSTEM$DATA_METRIC_SCAN function to remediate the data quality issues, see Using [SYSTEM$DATA_METRIC_SCAN to fix data](https://docs.snowflake.com/en/user-guide/data-quality-fixing.html#label-data-quality-remediate).\r\n\r\nNote: This function applies to [system DMFs](https://docs.snowflake.com/en/user-guide/data-quality-fixing.html#label-data-quality-remediation-supported-dmfs) only.\r\n\r\n#### Identify Impacted Assets \r\n\r\nThe DMF side panel automatically displays the objects that are [downstream](https://docs.snowflake.com/en/user-guide/ui-snowsight-lineage.html#label-lineage-upstream-downstream) in the lineage of the object with which the DMF is associated. If there is a data quality issue, you can determine what other objects are possibly affected.\r\n\r\n![shipments](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/getting-started-with-data-quality-in-snowflake/shipments.png)\r\n\r\n\u003C!-- ------------------------ --\u003E\r\n\r\n## Conclusion and Resources\r\n\r\n\r\nYou've successfully implemented data quality monitoring for your pipeline. By combining proactive monitoring with an interactive UI for root cause analysis, it simplifies data quality management directly within Snowflake. \r\n\r\n#### What You Learned\r\n* Analyzing profiling statistics for Snowflake assets.\r\n* Set up data quality monitoring rules using Data Metric Functions (DMF) and Expectations.\r\n* Create and apply custom DMFs.. \r\n* Monitor and investigate data quality issues using the Monitoring dashboard and the Data Lineage graph.\r\n* Best practices for monitoring data quality in Snowflake.\r\n\r\n#### Additional Resources\r\n* [Intro to Data Quality Monitoring](https://docs.snowflake.com/en/user-guide/data-quality-intro) in Snowflake\r\n* Data Quality Monitoring Demo Video: [Enabling Reliable, High-Integrity Data](https://www.youtube.com/watch?v=FZtyCFyQn0w)","title":"Quickstart Article Body",":type":"text/x-markdown","multiValue":false},"quickstartArticleLogoImage":{"dataType":"string","title":"Quickstart Article Logo Image",":type":"text/plain","multiValue":false}},"elementsOrder":["quickstartArticleBody","quickstartArticleLogoImage"],"isDeveloperGuidesPage":false,":type":"snowflake-site/components/contentfragment","model":"snowflake-site/models/quickstart-article"},"flexible_column_cont":{"id":"flexible-column-container-b425a628ad","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-98cb810bc2","layout":"SIMPLE",":items":{"quickstart_last_modi":{"id":"quickstart-last-modified-c29b709e86","icon":{"id":"icon","icon":"calendar",":type":"snowflake-site/components/icon","appliedCssClassNames":"snowflake-icon-blue"},"lastModifiedDatePrefix":"Updated","lastModifiedDate":"2025-10-25",":type":"snowflake-site/components/quickstart/quickstart-last-modified","appliedCssClassNames":"snowflake-responsive-component-top-padding-small"},"text":{"id":"text-44a3821b7e","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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