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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-791625d2ce","quickstartHeroFirstCertifiedTag":{"tagText":"Quickstart","tagColor":"#29B5E8","tagPath":"/content/cq:tags/snowflake-site/taxonomy/solution-center/certification/quickstart","tagIcon":""},"isDeveloperGuidesPage":false,"quickstartHeroTitle":{"lines":["DCM Projects for Tasks"],"type":"heading2",":type":"snowflake-site/components/title-v2"},"quickstartHeroAuthor":"Charlie 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Developers","url":"https://www.snowflake.com/content/snowflake-site/global/en/developers","currentPage":false}],":type":"snowflake-site/components/quickstart/quickstart-hero","fragmentPath":"/content/dam/snowflake-site/en/content-fragments/quickstarts/dcm-projects-for-tasks"},"flexible_column_cont":{"id":"flexible-column-container-2b30292e08","propertiesId":"quickstart-template-main-flexible-container","type":"2-column-75-25","alignColumns":"top","containerMaxWidth":"extra-large","topPadding":"none","bottomPadding":"none","spaceBetween":"small","reverseOnMobile":false,"carouselOnMobile":false,"backgroundImageOption":"none","flexible_column_content_container_1":{"layout":"SIMPLE","id":"container-a6c894859a",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"contentfragment":{"id":"contentfragment-15cecdd112","paragraphs":["<!-- ------------------------ -->\n","\u003Ch2\u003EOverview\u003C/h2\u003E\n","\u003Cp\u003EIn the \u003Ca href=\"https://www.snowflake.com/en/developers/guides/get-started-snowflake-dcm-projects/\"\u003EGet Started with Snowflake DCM Projects\u003C/a\u003E, \u003Ca href=\"https://www.snowflake.com/en/developers/guides/build-data-pipelines-with-snowflake-dcm-projects/\"\u003EBuild Data Pipelines with Snowflake DCM Projects\u003C/a\u003E, and \u003Ca href=\"https://www.snowflake.com/en/developers/guides/dcm-projects-for-dynamic-tables/\"\u003EDCM Projects for Dynamic Tables\u003C/a\u003E guides, you learned how DCM Projects manage Snowflake infrastructure declaratively — from a single project up to dynamic-table pipelines that evolve without full recomputation.\u003C/p\u003E\n","\u003Cp\u003EIn this guide, you'll focus on \u003Cstrong\u003ETasks and Task graphs\u003C/strong\u003E — the orchestration layer that drives scheduled and event-driven work across your pipeline.\u003C/p\u003E\n","\u003Cp\u003ETask graphs (DAGs, or directed acyclic graphs, of Tasks — meaning dependencies flow in one direction and no task can loop back to itself) are how most production Snowflake pipelines coordinate sequences of work: a root task kicks off every run, child tasks depend on their predecessors, streams and return values can gate downstream execution, and a finalizer closes out the run. Managing that whole graph as code — with retries, schedules, warehouse bindings, and config values promoted across environments — becomes much easier to maintain as a DCM Project.\u003C/p\u003E\n","\u003Cp\u003EYou'll define a fifteen-task demo graph that shows off every interesting Task feature in one place:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003ERoot task with retries, overlap policy, and graph-level config\u003C/strong\u003E pushed into children via \u003Ccode\u003ESYSTEM$GET_TASK_GRAPH_CONFIG\u003C/code\u003E\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EFinalizer task\u003C/strong\u003E that emails a plain-text JSON summary of every graph run — even when it failed mid-way\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EServerless task\u003C/strong\u003E and \u003Cstrong\u003Emulti-predecessor task\u003C/strong\u003E patterns\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EStream-conditional\u003C/strong\u003E and \u003Cstrong\u003Ereturn-value-conditional\u003C/strong\u003E child tasks\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EFailing task with retries\u003C/strong\u003E + dependent that gets skipped\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EDCM-managed target state\u003C/strong\u003E — \u003Ccode\u003EDEFINE TASK ... STARTED\u003C/code\u003E lets you deploy tasks already running, no post-deploy \u003Ccode\u003EALTER TASK ... RESUME\u003C/code\u003E needed (or flip a task to \u003Ccode\u003ESUSPENDED\u003C/code\u003E declaratively from Git)\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EDMF quality gate\u003C/strong\u003E that routes rows to a target or quarantine table based on data metric function results\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EOverlap policy\u003C/strong\u003E on the root task — the new \u003Ccode\u003EOVERLAP_POLICY\u003C/code\u003E parameter gives you granular control over concurrent graph execution\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EAlong the way, you'll see two DCM features that make Tasks a first-class citizen of the DCM Project model:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003E\u003Ccode\u003EDEFINE TASK ... STARTED | SUSPENDED\u003C/code\u003E\u003C/strong\u003E — declare the target state of every task so you never need an \u003Ccode\u003EALTER TASK ... RESUME\u003C/code\u003E post-script\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003E\u003Ccode\u003EDEFINE PROCEDURE\u003C/code\u003E\u003C/strong\u003E — manage SQL stored procedures through DCM Plan & Deploy alongside the tasks that call them\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EPrerequisites\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EBasic knowledge of Snowflake concepts (databases, schemas, tables, roles)\u003C/li\u003E\u003Cli\u003EFamiliarity with SQL and \u003Ca href=\"https://docs.snowflake.com/en/user-guide/tasks-intro\"\u003ESnowflake Tasks\u003C/a\u003E\u003C/li\u003E\u003Cli\u003ECompletion of \u003Ca href=\"https://www.snowflake.com/en/developers/guides/get-started-snowflake-dcm-projects/\"\u003EGet Started with Snowflake DCM Projects\u003C/a\u003E is recommended\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You'll Learn\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EHow to define a range of Task features declaratively with \u003Ccode\u003EDEFINE TASK\u003C/code\u003E\u003C/li\u003E\u003Cli\u003EHow to use the new \u003Ccode\u003ESTARTED | SUSPENDED\u003C/code\u003E target-state property to control task state through DCM deployments\u003C/li\u003E\u003Cli\u003EHow to manage SQL procedures used by tasks with \u003Ccode\u003EDEFINE PROCEDURE\u003C/code\u003E\u003C/li\u003E\u003Cli\u003EHow to build a finalizer task that sends a plain-text JSON email summary for every graph run\u003C/li\u003E\u003Cli\u003EHow to add a DMF-based quality gate that routes rows to target or quarantine tables\u003C/li\u003E\u003Cli\u003EHow to monitor ongoing health with a serverless failed-task alert\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You'll Need\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EA \u003Ca href=\"https://signup.snowflake.com/?utm_source=snowflake-devrel&utm_medium=developer-guides&utm_cta=developer-guides\"\u003ESnowflake account\u003C/a\u003E with ACCOUNTADMIN access (or a role with sufficient privileges)\u003C/li\u003E\u003Cli\u003EA \u003Ca href=\"https://docs.snowflake.com/en/user-guide/ui-snowsight-profile#label-snowsight-verify-email-address\"\u003Everified email address\u003C/a\u003E on your Snowflake user so the finalizer and alerts can reach you\u003C/li\u003E\u003Cli\u003E(Optional) \u003Ca href=\"https://docs.snowflake.com/en/developer-guide/snowflake-cli/installation/installation\"\u003ESnowflake CLI\u003C/a\u003E v3.16.0+ if you prefer CLI over the Snowsight UI\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You'll Build\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EA fully deployed task graph — root, finalizer, fifteen demo tasks, and a DMF quality-gate branch — all defined as code in a single DCM Project\u003C/li\u003E\u003Cli\u003EA serverless alert that emails you when any task in the database fails\u003C/li\u003E\u003Cli\u003EA reusable pattern for getting your whole orchestration layer into DCM\u003C/li\u003E\u003C/ul\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003ECreate a Workspace from Git\u003C/h2\u003E\n","\u003Cp\u003EIn this step, you'll create a Snowsight Workspace linked to the sample DCM Project repository on GitHub.\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003ENavigate to \u003Cstrong\u003EProjects > Workspaces\u003C/strong\u003E in Snowsight.\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003ECreate\u003C/strong\u003E (+) and select \u003Cstrong\u003EGit repository\u003C/strong\u003E.\u003C/li\u003E\u003Cli\u003EEnter the repository URL: \u003Ccode\u003Ehttps://github.com/snowflake-labs/snowflake-dcm-projects\u003C/code\u003E\u003C/li\u003E\u003Cli\u003ESelect an API Integration for GitHub (\u003Ca href=\"https://docs.snowflake.com/en/user-guide/ui-snowsight/workspaces-git#label-create-a-git-workspace\"\u003Ecreate one if needed\u003C/a\u003E).\u003C/li\u003E\u003Cli\u003ESelect \u003Cstrong\u003EPublic repository\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003EOnce the workspace is created, you'll see the repository files in the file explorer. Navigate to \u003Cstrong\u003EQuickstarts/dcm-projects-for-tasks\u003C/strong\u003E to find two directories:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003E\u003Ccode\u003EDCM_Projects_Tasks/\u003C/code\u003E\u003C/strong\u003E — The DCM Project itself (manifest, definitions). This is what DCM reads during Plan & Deploy.\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003E\u003Ccode\u003Escripts/\u003C/code\u003E\u003C/strong\u003E — Numbered SQL files that you'll run in Snowsight worksheets at different stages of this guide. These live outside the DCM project directory so they don't interfere with it.\u003C/li\u003E\u003C/ul\u003E\n\u003Ctable\u003E\u003Cthead\u003E\u003Ctr\u003E\u003Cth colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003EFile\u003C/th\u003E\u003Cth colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003EWhen to Run\u003C/th\u003E\u003C/tr\u003E\u003C/thead\u003E\u003Ctbody\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003Escripts/01_pre_deploy.sql\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003EBefore the first DCM Plan & Deploy\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003Escripts/02_post_deploy.sql\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003EAfter the first successful deployment\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003Escripts/03_cleanup.sql\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003EWhen you're done and want to tear everything down\u003C/td\u003E\u003C/tr\u003E\u003C/tbody\u003E\u003C/table\u003E\n","\u003Cp\u003EOpen \u003Ccode\u003Escripts/01_pre_deploy.sql\u003C/code\u003E in a Snowsight worksheet — you'll use it in the next step.\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003ESet Up Roles, Grants, and the Notification Integration\u003C/h2\u003E\n","\u003Cp\u003EBefore deploying the task graph, you need a dedicated DCM developer role, a DCM Project object, and an email notification integration that the finalizer and alerts will use.\u003C/p\u003E\n","\u003Cp\u003EOpen \u003Ccode\u003Escripts/01_pre_deploy.sql\u003C/code\u003E in a Snowsight worksheet and run each section in order. This script lives outside the DCM project directory, so it won't be picked up by Plan or Deploy.\u003C/p\u003E\n","\u003Ch3\u003E1. Create a DCM Developer Role\u003C/h3\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EUSE ROLE ACCOUNTADMIN;\n\nCREATE ROLE IF NOT EXISTS dcm_developer;\nSET user_name = (SELECT CURRENT_USER());\nGRANT ROLE dcm_developer TO USER IDENTIFIER($user_name);\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003E2. Grant Infrastructure, Task, and Alert Privileges\u003C/h3\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EGRANT CREATE WAREHOUSE ON ACCOUNT TO ROLE dcm_developer;\nGRANT CREATE ROLE ON ACCOUNT TO ROLE dcm_developer;\nGRANT CREATE DATABASE ON ACCOUNT TO ROLE dcm_developer;\nGRANT CREATE INTEGRATION ON ACCOUNT TO ROLE dcm_developer;\nGRANT EXECUTE MANAGED TASK ON ACCOUNT TO ROLE dcm_developer;\nGRANT EXECUTE TASK ON ACCOUNT TO ROLE dcm_developer;\nGRANT EXECUTE ALERT ON ACCOUNT TO ROLE dcm_developer;\nGRANT EXECUTE MANAGED ALERT ON ACCOUNT TO ROLE dcm_developer;\nGRANT MANAGE GRANTS ON ACCOUNT TO ROLE dcm_developer;\nGRANT IMPORTED PRIVILEGES ON DATABASE SNOWFLAKE TO ROLE dcm_developer;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003E3. Grant Data Quality Privileges\u003C/h3\u003E\n","\u003Cp\u003EThe quality-gate branch uses system and custom DMFs, which require these grants:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EGRANT APPLICATION ROLE SNOWFLAKE.DATA_QUALITY_MONITORING_VIEWER TO ROLE dcm_developer;\nGRANT APPLICATION ROLE SNOWFLAKE.DATA_QUALITY_MONITORING_ADMIN  TO ROLE dcm_developer;\nGRANT DATABASE ROLE SNOWFLAKE.DATA_METRIC_USER TO ROLE dcm_developer;\nGRANT EXECUTE DATA METRIC FUNCTION ON ACCOUNT TO ROLE dcm_developer;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003E4. Create the DCM Project Object\u003C/h3\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EUSE ROLE dcm_developer;\n\nCREATE DATABASE IF NOT EXISTS dcm_demo;\nCREATE SCHEMA IF NOT EXISTS dcm_demo.projects;\n\nCREATE OR REPLACE DCM PROJECT dcm_demo.projects.dcm_tasks_project_dev\n    COMMENT = 'for testing DCM Projects with Tasks and task graphs';\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003E5. Create the Email Notification Integration\u003C/h3\u003E\n","\u003Cp\u003ENotification integrations are account-level objects — they live outside any DCM Project. The finalizer task and the failed-task alert both send through this integration:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EUSE ROLE ACCOUNTADMIN;\n\nCREATE NOTIFICATION INTEGRATION IF NOT EXISTS dcm_demo_email_notifications\n    TYPE = EMAIL\n    ENABLED = TRUE\n    COMMENT = 'Used by DCM Tasks quickstart finalizer and alerts';\n\nGRANT USAGE ON INTEGRATION dcm_demo_email_notifications TO ROLE dcm_developer;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003E6. Get Your Account Identifier and Username\u003C/h3\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ESELECT\n    CURRENT_ORGANIZATION_NAME() || '-' || CURRENT_ACCOUNT_NAME() AS account_identifier,\n    CURRENT_USER() AS user_name;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EKeep these values — you'll paste them into \u003Ccode\u003Emanifest.yml\u003C/code\u003E and the \u003Ccode\u003Enotification_recipient\u003C/code\u003E field in the next section.\u003C/p\u003E\n","\u003Ch3\u003E7. Verify Your Email Address\u003C/h3\u003E\n","\u003Cp\u003EThe finalizer task, quality-issue notification, and failed-task alert all send email through \u003Ccode\u003ESYSTEM$SEND_SNOWFLAKE_NOTIFICATION\u003C/code\u003E. This only works if the recipient email is \u003Cstrong\u003Everified\u003C/strong\u003E on the Snowflake account.\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EClick your \u003Cstrong\u003Eusername\u003C/strong\u003E (bottom-left circle) in Snowsight, then select \u003Cstrong\u003ESettings\u003C/strong\u003E → \u003Cstrong\u003EProfile\u003C/strong\u003E.\u003C/li\u003E\u003Cli\u003EUnder \u003Cstrong\u003EEmail\u003C/strong\u003E, confirm your address shows a ✅ verified badge.\u003C/li\u003E\u003Cli\u003EIf not, click \u003Cstrong\u003EVerify\u003C/strong\u003E and follow the link sent to your inbox.\u003C/li\u003E\u003C/ol\u003E\n\u003Cblockquote\u003E\n","\u003Cp\u003E\u003Cstrong\u003EIf you skip this step\u003C/strong\u003E, any task or alert that sends a notification will fail with: \u003Cem\u003E"Email recipients at indexes [1] are not allowed."\u003C/em\u003E\u003C/p\u003E\n\u003C/blockquote\u003E\n\u003Cblockquote\u003E\n","\u003Cp\u003E\u003Cstrong\u003EImportant:\u003C/strong\u003E Before running Plan & Deploy, update three values in \u003Ccode\u003EDCM_Projects_Tasks/manifest.yml\u003C/code\u003E: set \u003Ccode\u003Eaccount_identifier\u003C/code\u003E on the \u003Ccode\u003EDCM_DEV\u003C/code\u003E target to the identifier you just got, set \u003Ccode\u003Euser\u003C/code\u003E under \u003Ccode\u003Etemplating.configurations.DEV\u003C/code\u003E to your username, and set \u003Ccode\u003Enotification_recipient\u003C/code\u003E to your verified Snowflake user email. The values with a \u003Ccode\u003E# <-- Replace with ...\u003C/code\u003E comment flag where to change things.\u003C/p\u003E\n\u003C/blockquote\u003E\n\u003Cblockquote\u003E\n","\u003Cp\u003E\u003Cstrong\u003ENote:\u003C/strong\u003E After running this script, refresh your browser so Snowsight picks up the newly created DCM Project object.\u003C/p\u003E\n\u003C/blockquote\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EExplore the Project Files\u003C/h2\u003E\n","\u003Cp\u003ENavigate into the \u003Ccode\u003EDCM_Projects_Tasks/\u003C/code\u003E directory. Unlike earlier guides which were centered on tables and dynamic tables, this project's definitions are almost all about \u003Cem\u003Eorchestration\u003C/em\u003E: helper functions, procedures, and the task graph itself.\u003C/p\u003E\n","\u003Ch3\u003EManifest\u003C/h3\u003E\n","\u003Cp\u003EOpen \u003Ccode\u003EDCM_Projects_Tasks/manifest.yml\u003C/code\u003E:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-yaml\"\u003Emanifest_version: 2\ntype: DCM_PROJECT\n\ndefault_target: DCM_DEV\n\ntargets:\n  DCM_DEV:\n    account_identifier: MYORG-MY_DEV_ACCOUNT        # <-- Replace with your account identifier\n    project_name: DCM_DEMO.PROJECTS.DCM_TASKS_PROJECT_DEV\n    project_owner: DCM_DEVELOPER\n    templating_config: DEV\n\n  DCM_PROD:\n    account_identifier: MYORG-MY_PROD_ACCOUNT       # <-- Replace with your account identifier\n    project_name: DCM_DEMO.PROJECTS.DCM_TASKS_PROJECT_PROD\n    project_owner: DCM_PROD_DEPLOYER\n    templating_config: PROD\n\ntemplating:\n  defaults:\n    wh_size: "X-SMALL"\n    runtime_multiplier: 5\n\n  configurations:\n    DEV:\n      env_suffix: "_DEV"\n      user: "INSERT_YOUR_USER"                      # <-- Replace with your Snowflake username\n      project_owner_role: "DCM_DEVELOPER"\n      notification_recipient: "INSERT_YOUR_EMAIL"   # <-- Replace with your verified email\n\n    PROD:\n      env_suffix: ""\n      wh_size: "SMALL"\n      project_owner_role: "DCM_PROD_DEPLOYER"\n      user: "GITHUB_ACTIONS_SERVICE_USER"\n      notification_recipient: "prod_alerts@example.com"\n      runtime_multiplier: 10\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ENote how the root task sets \u003Ca href=\"https://docs.snowflake.com/en/release-notes/2026/other/2026-03-13-tasks-overlap-policy\"\u003E\u003Ccode\u003EOVERLAP_POLICY = 'NO_OVERLAP'\u003C/code\u003E\u003C/a\u003E (the default), which ensures each graph run completes before the next one starts. You can change this to \u003Ccode\u003EALLOW_CHILD_OVERLAP\u003C/code\u003E or \u003Ccode\u003EALLOW_ALL_OVERLAP\u003C/code\u003E if your pipeline benefits from concurrent runs.\u003C/p\u003E\n","\u003Cp\u003ENote how templating lets the same definitions produce a DEV graph with an X-SMALL warehouse and a short \u003Ccode\u003Eruntime_multiplier\u003C/code\u003E of 5, and a PROD graph with a SMALL warehouse and a multiplier of 10. Notification recipients differ per environment too.\u003C/p\u003E\n","\u003Ch3\u003EInfrastructure — \u003Ccode\u003Esources/definitions/infrastructure.sql\u003C/code\u003E\u003C/h3\u003E\n","\u003Cp\u003EWarehouse, database, schema, and a read-only role — nothing task-specific yet, but this is the baseline that the rest of the project depends on:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EDEFINE WAREHOUSE DCM_DEMO_4_WH{{env_suffix}}\nWITH\n    WAREHOUSE_SIZE = '{{wh_size}}'\n    AUTO_SUSPEND = 60\n    COMMENT = 'For Quickstart Demo of DCM Projects with Tasks';\n\nDEFINE DATABASE DCM_DEMO_4{{env_suffix}}\n    COMMENT = 'Quickstart Demo for DCM Projects with Tasks and task graphs';\n\nDEFINE SCHEMA DCM_DEMO_4{{env_suffix}}.PIPELINE\n    COMMENT = 'Task graph, helper functions, procedures, and DMFs';\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003ETables — \u003Ccode\u003Esources/definitions/tables.sql\u003C/code\u003E\u003C/h3\u003E\n","\u003Cp\u003EFive tables support the graph:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003E\u003Ccode\u003EWEATHER_DATA_SOURCE\u003C/code\u003E\u003C/strong\u003E — the source that \u003Ccode\u003ELOAD_RAW_DATA\u003C/code\u003E reads from\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003E\u003Ccode\u003ERAW_WEATHER_DATA\u003C/code\u003E\u003C/strong\u003E — the landing table where DMF checks run (\u003Ccode\u003EDATA_METRIC_SCHEDULE = 'TRIGGER_ON_CHANGES'\u003C/code\u003E)\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003E\u003Ccode\u003ECLEAN_WEATHER_DATA\u003C/code\u003E\u003C/strong\u003E — target for rows that passed\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003E\u003Ccode\u003EQUARANTINED_WEATHER_DATA\u003C/code\u003E\u003C/strong\u003E — target for rows that failed\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003E\u003Ccode\u003ETASK_DEMO_TABLE\u003C/code\u003E\u003C/strong\u003E — used by the stream-conditional task\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EProcedures — \u003Ccode\u003Esources/definitions/procedures.sql\u003C/code\u003E\u003C/h3\u003E\n","\u003Cp\u003EThis file uses \u003Cstrong\u003E\u003Ccode\u003EDEFINE PROCEDURE\u003C/code\u003E\u003C/strong\u003E, so procedure lifecycle is fully DCM-managed — you don't need separate \u003Ccode\u003ECREATE OR ALTER PROCEDURE\u003C/code\u003E migrations for the demo procs.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EDEFINE PROCEDURE DCM_DEMO_4{{env_suffix}}.PIPELINE.DEMO_PROCEDURE_1()\nRETURNS VARCHAR(16777216)\nLANGUAGE SQL\nEXECUTE AS OWNER\nAS\n$$\n    SELECT SYSTEM$WAIT(3);\n$$;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003E\u003Ccode\u003EDEMO_PROCEDURE_2\u003C/code\u003E is similar but fails ~50% of the time, which drives the "failing task" demo later.\u003C/p\u003E\n","\u003Ch3\u003EFunctions — \u003Ccode\u003Esources/definitions/functions.sql\u003C/code\u003E\u003C/h3\u003E\n","\u003Cp\u003EThree helper functions, all managed by DCM:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003E\u003Ccode\u003ERUNTIME_WITH_OUTLIERS\u003C/code\u003E\u003C/strong\u003E — randomizes each task's duration so the graph feels realistic, with 1-in-10 outlier runs\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003E\u003Ccode\u003EGET_TASK_GRAPH_RUN_SUMMARY\u003C/code\u003E\u003C/strong\u003E — returns the current graph run as a JSON array (used by the finalizer)\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003E\u003Ccode\u003EGET_ACTIVE_QUALITY_CHECKS\u003C/code\u003E\u003C/strong\u003E — a UDTF listing every DMF currently attached to a given table\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EExpectations — \u003Ccode\u003Esources/definitions/expectations.sql\u003C/code\u003E\u003C/h3\u003E\n","\u003Cp\u003EDCM manages DMF attachments natively through \u003Ccode\u003EATTACH DATA METRIC FUNCTION\u003C/code\u003E, so the quality gate lives in the DCM Project using Snowflake's built-in system DMFs:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EATTACH DATA METRIC FUNCTION SNOWFLAKE.CORE.DUPLICATE_COUNT\n    TO TABLE DCM_DEMO_4{{env_suffix}}.PIPELINE.RAW_WEATHER_DATA\n    ON (ROW_ID)\n    EXPECTATION NO_DUPLICATE_ROW_IDS (value = 0);\n\nATTACH DATA METRIC FUNCTION SNOWFLAKE.CORE.NULL_COUNT\n    TO TABLE DCM_DEMO_4{{env_suffix}}.PIPELINE.RAW_WEATHER_DATA\n    ON (DS)\n    EXPECTATION NO_NULL_DATES (value = 0);\n\nATTACH DATA METRIC FUNCTION SNOWFLAKE.CORE.NULL_COUNT\n    TO TABLE DCM_DEMO_4{{env_suffix}}.PIPELINE.RAW_WEATHER_DATA\n    ON (ZIPCODE)\n    EXPECTATION NO_NULL_ZIPCODES (value = 0);\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EAdding or removing an attachment here changes the \u003Ccode\u003ECHECK_DATA_QUALITY\u003C/code\u003E task's behavior on the next deploy (it discovers attached DMFs at runtime via \u003Ccode\u003EGET_ACTIVE_QUALITY_CHECKS\u003C/code\u003E) — no manual \u003Ccode\u003EALTER TABLE\u003C/code\u003E required.\u003C/p\u003E\n","\u003Ch3\u003EAlerts — \u003Ccode\u003Esources/definitions/alerts.sql\u003C/code\u003E\u003C/h3\u003E\n","\u003Cp\u003EThe failed-task alert is defined declaratively with \u003Ccode\u003EDEFINE ALERT\u003C/code\u003E, so the alert lives alongside the tasks it monitors and evolves through the same Plan/Deploy cycle. The alert is created suspended — you'll resume it once in \u003Ccode\u003Escripts/02_post_deploy.sql\u003C/code\u003E with \u003Ccode\u003EALTER ALERT ... RESUME\u003C/code\u003E. The recipient email comes from the same \u003Ccode\u003E{{notification_recipient}}\u003C/code\u003E manifest value the finalizer uses, so you only configure it in one place.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EDEFINE ALERT DCM_DEMO_4{{env_suffix}}.PIPELINE.FAILED_TASK_ALERT\n    SCHEDULE = '60 MINUTE'\n    IF (EXISTS (\n        SELECT NAME, SCHEMA_NAME\n        FROM TABLE(DCM_DEMO_4{{env_suffix}}.INFORMATION_SCHEMA.TASK_HISTORY(\n            SCHEDULED_TIME_RANGE_START => (GREATEST(\n                TIMEADD('DAY', -7, CURRENT_TIMESTAMP),\n                SNOWFLAKE.ALERT.LAST_SUCCESSFUL_SCHEDULED_TIME())),\n            SCHEDULED_TIME_RANGE_END   => SNOWFLAKE.ALERT.SCHEDULED_TIME(),\n            ERROR_ONLY                 => TRUE))))\n    THEN\n        BEGIN\n            LET task_names STRING := (\n                SELECT LISTAGG(DISTINCT(SCHEMA_NAME || '.' || NAME), ', ')\n                FROM TABLE(RESULT_SCAN(SNOWFLAKE.ALERT.GET_CONDITION_QUERY_UUID())));\n            CALL SYSTEM$SEND_SNOWFLAKE_NOTIFICATION(\n                SNOWFLAKE.NOTIFICATION.TEXT_HTML(\n                    'Failed tasks detected: <b>' || :task_names || '</b>'),\n                SNOWFLAKE.NOTIFICATION.EMAIL_INTEGRATION_CONFIG(\n                    'dcm_demo_email_notifications',\n                    'DCM Pipeline — Failed Task Alert',\n                    ARRAY_CONSTRUCT('{{notification_recipient}}'),\n                    NULL, NULL));\n        END;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EThe alert runs \u003Cstrong\u003Eserverless\u003C/strong\u003E (no warehouse specified) and monitors \u003Cstrong\u003Eevery task\u003C/strong\u003E in the database for failures in the last interval — a broader scope than the finalizer. Think of them as complementary rather than overlapping: the finalizer gives you a detailed per-run summary (even when the graph failed mid-way), while the alert is a lighter-weight, database-wide safety net that only fires when something fails. \u003Ccode\u003ESNOWFLAKE.ALERT.GET_CONDITION_QUERY_UUID()\u003C/code\u003E lets you re-use the result of the condition query so you don't have to re-run it to build the message.\u003C/p\u003E\n","\u003Ch3\u003ETasks — \u003Ccode\u003Esources/definitions/tasks.sql\u003C/code\u003E\u003C/h3\u003E\n","\u003Cp\u003EThis is the heart of the project. Every task uses the \u003Ccode\u003ESTARTED | SUSPENDED\u003C/code\u003E target-state property — a DCM-only extension to \u003Ccode\u003EDEFINE TASK\u003C/code\u003E that has no equivalent in \u003Ccode\u003ECREATE TASK\u003C/code\u003E. With plain DDL, a new task is always created in a suspended state and you have to follow up with \u003Ccode\u003EALTER TASK ... RESUME\u003C/code\u003E (or \u003Ccode\u003ESYSTEM$TASK_DEPENDENTS_ENABLE\u003C/code\u003E for a whole graph) to bring it online. By declaring the desired state inline, DCM deploys the graph fully wired up — no post-scripts needed — and resolves the root-vs-child state ordering for you. It also means that suspending a task is a declarative change: flip \u003Ccode\u003ESTARTED\u003C/code\u003E to \u003Ccode\u003ESUSPENDED\u003C/code\u003E in Git, deploy, and DCM handles the transition.\u003C/p\u003E\n","\u003Cp\u003EHere's the root:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EDEFINE TASK DCM_DEMO_4{{env_suffix}}.PIPELINE.DEMO_TASK_1\n    WAREHOUSE = 'DCM_DEMO_4_WH{{env_suffix}}'\n    SCHEDULE = 'USING CRON 15 8-18 * * MON-FRI CET'\n    SUSPEND_TASK_AFTER_NUM_FAILURES = 0\n    TASK_AUTO_RETRY_ATTEMPTS = 2\n    OVERLAP_POLICY = 'NO_OVERLAP'\n    CONFIG = $${"RUNTIME_MULTIPLIER": {{runtime_multiplier}}}$$\n    COMMENT = 'Root task with retries, overlap policy, and a runtime-multiplier config'\n    STARTED\nAS\n    DECLARE\n        RUNTIME_MULTIPLIER INTEGER := SYSTEM$GET_TASK_GRAPH_CONFIG('RUNTIME_MULTIPLIER');\n        RANDOM_RUNTIME     VARCHAR := DCM_DEMO_4{{env_suffix}}.PIPELINE.RUNTIME_WITH_OUTLIERS(:RUNTIME_MULTIPLIER * 1000);\n    BEGIN\n        SELECT SYSTEM$WAIT(:RANDOM_RUNTIME, 'MILLISECONDS');\n        CALL SYSTEM$SET_RETURN_VALUE('✅ All stage files scanned');\n    END;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EAnd the finalizer that closes out every run with a plain-text JSON email:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EDEFINE TASK DCM_DEMO_4{{env_suffix}}.PIPELINE.DEMO_FINALIZER\n    WAREHOUSE = 'DCM_DEMO_4_WH{{env_suffix}}'\n    FINALIZE = DCM_DEMO_4{{env_suffix}}.PIPELINE.DEMO_TASK_1\n    COMMENT = 'Sends a plain-text JSON email summary after every graph run'\n    STARTED\nAS\n    DECLARE\n        MY_ROOT_TASK_ID STRING;\n        MY_START_TIME   TIMESTAMP_LTZ;\n        SUMMARY_JSON    STRING;\n    BEGIN\n        MY_ROOT_TASK_ID := (CALL SYSTEM$TASK_RUNTIME_INFO('CURRENT_ROOT_TASK_UUID'));\n        MY_START_TIME   := (CALL SYSTEM$TASK_RUNTIME_INFO('CURRENT_TASK_GRAPH_ORIGINAL_SCHEDULED_TIMESTAMP'));\n\n        SUMMARY_JSON := (SELECT DCM_DEMO_4{{env_suffix}}.PIPELINE.GET_TASK_GRAPH_RUN_SUMMARY(:MY_ROOT_TASK_ID, :MY_START_TIME));\n\n        CALL SYSTEM$SEND_SNOWFLAKE_NOTIFICATION(\n            SNOWFLAKE.NOTIFICATION.TEXT_PLAIN(:SUMMARY_JSON),\n            SNOWFLAKE.NOTIFICATION.EMAIL_INTEGRATION_CONFIG(\n                'dcm_demo_email_notifications',\n                'DCM Task Graph Run Summary ({{env_suffix}})',\n                ARRAY_CONSTRUCT('{{notification_recipient}}'),\n                NULL, NULL));\n\n        CALL SYSTEM$SET_RETURN_VALUE('✅ Graph run summary email sent');\n    END;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EFeature tour of the remaining tasks:\u003C/p\u003E\n\u003Ctable\u003E\u003Cthead\u003E\u003Ctr\u003E\u003Cth colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003ETask\u003C/th\u003E\u003Cth colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003EWhat it demonstrates\u003C/th\u003E\u003C/tr\u003E\u003C/thead\u003E\u003Ctbody\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003EDEMO_TASK_2\u003C/code\u003E, \u003Ccode\u003EDEMO_TASK_4\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003EPlain child tasks with a return value\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003EDEMO_TASK_3\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003ECalling a stored procedure (\u003Ccode\u003EDEMO_PROCEDURE_1\u003C/code\u003E)\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003EDEMO_TASK_5\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003EServerless task (no \u003Ccode\u003EWAREHOUSE =\u003C/code\u003E) with two predecessors\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003EDEMO_TASK_6\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003EReturns a value chosen at random — used downstream as a condition\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003EDEMO_TASK_7\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003EReturn value is a URL (clickable in Snowsight)\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003EDEMO_TASK_8\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003EWHEN SYSTEM$STREAM_HAS_DATA(...)\u003C/code\u003E — skipped when the stream is empty\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003EDEMO_TASK_9\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003ECalls a procedure that fails ~50% of the time; retries are inherited from the root task's \u003Ccode\u003ETASK_AUTO_RETRY_ATTEMPTS\u003C/code\u003E. Watch this in Snowsight to see how retries and failures affect downstream tasks\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003EDEMO_TASK_10\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003EDoes not run when its predecessor (\u003Ccode\u003EDEMO_TASK_9\u003C/code\u003E) fails after exhausting retries\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003EDEMO_TASK_11\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003EWHEN SYSTEM$GET_PREDECESSOR_RETURN_VALUE(...)\u003C/code\u003E — runs conditionally on upstream return\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003EDEMO_TASK_12\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003ESelf-cancels 1 in 10 runs via \u003Ccode\u003ESYSTEM$USER_TASK_CANCEL_ONGOING_EXECUTIONS\u003C/code\u003E\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003EDEMO_TASK_13\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003ETwo predecessors\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003EDEMO_TASK_14\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003EDeployed as \u003Ccode\u003ESUSPENDED\u003C/code\u003E — target-state property in action\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003EDEMO_TASK_15\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003ENever runs because its predecessor is suspended\u003C/td\u003E\u003C/tr\u003E\u003C/tbody\u003E\u003C/table\u003E\n","\u003Cp\u003EPlus the quality-gate branch:\u003C/p\u003E\n\u003Ctable\u003E\u003Cthead\u003E\u003Ctr\u003E\u003Cth colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003ETask\u003C/th\u003E\u003Cth colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003EWhat it demonstrates\u003C/th\u003E\u003C/tr\u003E\u003C/thead\u003E\u003Ctbody\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003ELOAD_RAW_DATA\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003EPulls rows from source into the landing table, occasionally injecting duplicate ROW_IDs\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003ECHECK_DATA_QUALITY\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003EIterates through every DMF attached to the landing table and returns pass/fail as its return value\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003ETRANSFORM_DATA\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003EConditional on \u003Ccode\u003ECHECK_DATA_QUALITY\u003C/code\u003E return = "passed" — copies rows into the target table\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003EISOLATE_DATA_ISSUES\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003EConditional on the inverse — moves rows into quarantine\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003E\u003Ccode\u003ENOTIFY_ABOUT_QUALITY_ISSUE\u003C/code\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\" style=\"text-align: left\"\u003ESends a quality-issue email through the same notification integration\u003C/td\u003E\u003C/tr\u003E\u003C/tbody\u003E\u003C/table\u003E\n","\u003Cp\u003EBecause every task is declared with its dependencies (\u003Ccode\u003EAFTER ...\u003C/code\u003E), DCM knows the full DAG. You never have to call \u003Ccode\u003ESYSTEM$TASK_DEPENDENTS_ENABLE\u003C/code\u003E after deployment — DCM handles state resolution, including the \u003Ccode\u003ESUSPENDED\u003C/code\u003E branch rooted at \u003Ccode\u003EDEMO_TASK_14\u003C/code\u003E.\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EPlan and Deploy\u003C/h2\u003E\n","\u003Cp\u003EWith the manifest updated (account identifier, user, notification recipient) and the pre-deploy script run, you're ready to deploy the task graph.\u003C/p\u003E\n","\u003Ch3\u003EOption A: Snowsight Workspaces\u003C/h3\u003E\n\u003Col\u003E\u003Cli\u003EOpen \u003Ccode\u003EDCM_Projects_Tasks/manifest.yml\u003C/code\u003E in the Workspaces file explorer.\u003C/li\u003E\u003Cli\u003EAt the bottom of the editor, confirm the project selector shows \u003Ccode\u003EDCM_DEMO.PROJECTS.DCM_TASKS_PROJECT_DEV\u003C/code\u003E and the target shows \u003Ccode\u003EDCM_DEV\u003C/code\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/dcm-projects-for-tasks/select_project.png?v=1a4d5709\" alt=\"Snowsight target selector showing DCM_DEV (default, green) and DCM_PROD\"\u003E\u003C/p\u003E\n\u003Col start=\"3\"\u003E\u003Cli\u003EClick \u003Cstrong\u003EPlan\u003C/strong\u003E. Review the changeset — you should see the warehouse, database, schema, tables, procedures, functions, and every task listed as \u003Ccode\u003ECREATE\u003C/code\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/dcm-projects-for-tasks/plan_results.png?v=1a4d5709\" alt=\"Plan output showing 37 entities — 36 CREATE and 1 ALTER\"\u003E\u003C/p\u003E\n\u003Col start=\"4\"\u003E\u003Cli\u003EClick \u003Cstrong\u003EDeploy\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch3\u003EOption B: Snowflake CLI\u003C/h3\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003Ecd Quickstarts/dcm-projects-for-tasks/DCM_Projects_Tasks\nsnow dcm plan --target DCM_DEV\nsnow dcm deploy --target DCM_DEV\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EDeployment takes about 30–60 seconds. When it succeeds, every \u003Ccode\u003ESTARTED\u003C/code\u003E task is already running state — the schedule on \u003Ccode\u003EDEMO_TASK_1\u003C/code\u003E will fire the root task at the next CRON slot, and \u003Ccode\u003EDEMO_TASK_14\u003C/code\u003E and \u003Ccode\u003EDEMO_TASK_15\u003C/code\u003E are correctly in \u003Ccode\u003ESUSPENDED\u003C/code\u003E state.\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EPost-Deploy: Stream and a Manual Run\u003C/h2\u003E\n","\u003Cp\u003EStreams are not yet supported as DCM \u003Ccode\u003EDEFINE\u003C/code\u003E statements, so the stream setup still lives in \u003Ccode\u003Escripts/02_post_deploy.sql\u003C/code\u003E. The script also resumes the DCM-managed failed-task alert (which deploys suspended) and triggers the first graph run. (The DMF attachments and the failed-task alert definition are already DCM-managed — see \u003Ccode\u003Eexpectations.sql\u003C/code\u003E and \u003Ccode\u003Ealerts.sql\u003C/code\u003E above.)\u003C/p\u003E\n","\u003Cp\u003EOpen that script in a Snowsight worksheet and walk through it section by section.\u003C/p\u003E\n","\u003Ch3\u003E1. Create the Stream\u003C/h3\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ECREATE OR REPLACE STREAM dcm_demo_4_dev.pipeline.demo_stream\n    ON TABLE dcm_demo_4_dev.pipeline.task_demo_table\n    COMMENT = 'Empty stream — DEMO_TASK_8 will be skipped unless this has data';\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003E\u003Ccode\u003EDEMO_TASK_8\u003C/code\u003E has \u003Ccode\u003EWHEN SYSTEM$STREAM_HAS_DATA('...DEMO_STREAM')\u003C/code\u003E, so without data it is skipped on every graph run — exactly the "conditional execution on a stream" scenario.\u003C/p\u003E\n","\u003Ch3\u003E2. Resume the Failed-Task Alert\u003C/h3\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EALTER ALERT dcm_demo_4_dev.pipeline.failed_task_alert RESUME;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EThe alert was deployed by DCM but starts suspended — this one-time \u003Ccode\u003ERESUME\u003C/code\u003E flips it to running. From here on it evaluates on its 60-minute schedule.\u003C/p\u003E\n","\u003Ch3\u003E3. Seed the Source Table and Run the Graph\u003C/h3\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EINSERT INTO dcm_demo_4_dev.pipeline.weather_data_source (...) VALUES (...);\n\nEXECUTE TASK dcm_demo_4_dev.pipeline.demo_task_1;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EThe graph kicks off immediately — you don't have to wait for the CRON schedule.\u003C/p\u003E\n\u003Cblockquote\u003E\n","\u003Cp\u003E\u003Cstrong\u003ETip:\u003C/strong\u003E You can dynamically override the graph config for a single run with the \u003Ca href=\"https://docs.snowflake.com/en/sql-reference/sql/execute-task\"\u003E\u003Ccode\u003EUSING CONFIG\u003C/code\u003E clause\u003C/a\u003E. For example, to speed up the demo tasks:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EEXECUTE TASK dcm_demo_4_dev.pipeline.demo_task_1\n    USING CONFIG = '{"RUNTIME_MULTIPLIER": 1}';\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EThis overrides \u003Ccode\u003ERUNTIME_MULTIPLIER\u003C/code\u003E for that one execution without changing the task definition.\u003C/p\u003E\n\u003C/blockquote\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EView the Task Graph\u003C/h2\u003E\n","\u003Cp\u003ENavigate to \u003Cstrong\u003EMonitoring → Task History\u003C/strong\u003E in Snowsight. Filter by database \u003Ccode\u003EDCM_DEMO_4_DEV\u003C/code\u003E and you'll see the run you just triggered.\u003C/p\u003E\n","\u003Cp\u003EClick into the run to see the full graph:\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/dcm-projects-for-tasks/tasks_dag.png?v=1a4d5709\" alt=\"Task graph DAG in Snowsight showing 16 tasks with succeeded, failed, skipped, and did-not-run states\"\u003E\u003C/p\u003E\n","\u003Cp\u003EYou should see:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003E\u003Ccode\u003EDEMO_TASK_1\u003C/code\u003E\u003C/strong\u003E (root) and \u003Cstrong\u003E\u003Ccode\u003EDEMO_FINALIZER\u003C/code\u003E\u003C/strong\u003E both succeeded\u003C/li\u003E\u003Cli\u003EMost child tasks green; \u003Ccode\u003EDEMO_TASK_8\u003C/code\u003E skipped (empty stream) and \u003Ccode\u003EDEMO_TASK_11\u003C/code\u003E either ran or skipped depending on \u003Ccode\u003EDEMO_TASK_6\u003C/code\u003E's random return\u003C/li\u003E\u003Cli\u003EOccasionally \u003Ccode\u003EDEMO_TASK_9\u003C/code\u003E fails (its procedure errors ~50% of the time); because the root task has \u003Ccode\u003ETASK_AUTO_RETRY_ATTEMPTS = 2\u003C/code\u003E, Snowflake retries before marking it failed — if all attempts fail, \u003Ccode\u003EDEMO_TASK_10\u003C/code\u003E is skipped\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003EDEMO_TASK_14\u003C/code\u003E and \u003Ccode\u003EDEMO_TASK_15\u003C/code\u003E stay suspended — DCM deployed them that way on purpose\u003C/li\u003E\u003Cli\u003EThe quality-gate branch takes one of two paths:\n\u003Cul\u003E\u003Cli\u003E\u003Ccode\u003ECHECK_DATA_QUALITY\u003C/code\u003E → \u003Ccode\u003ETRANSFORM_DATA\u003C/code\u003E (clean rows make it to the target)\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003ECHECK_DATA_QUALITY\u003C/code\u003E → \u003Ccode\u003EISOLATE_DATA_ISSUES\u003C/code\u003E → \u003Ccode\u003ENOTIFY_ABOUT_QUALITY_ISSUE\u003C/code\u003E (bad rows quarantined + email sent)\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003ECheck your inbox — you should see \u003Cstrong\u003Etwo kinds of notification email\u003C/strong\u003E from this quickstart:\u003C/p\u003E\n\u003Ctable\u003E\u003Cthead\u003E\u003Ctr\u003E\u003Cth colspan=\"1\" rowspan=\"1\"\u003EEmail subject\u003C/th\u003E\u003Cth colspan=\"1\" rowspan=\"1\"\u003ESent by\u003C/th\u003E\u003Cth colspan=\"1\" rowspan=\"1\"\u003EWhen it fires\u003C/th\u003E\u003C/tr\u003E\u003C/thead\u003E\u003Ctbody\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\"\u003E\u003Cstrong\u003EDCM Task Graph Run Summary (_DEV)\u003C/strong\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\"\u003E\u003Ccode\u003EDEMO_FINALIZER\u003C/code\u003E — a DCM-managed finalizer task\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\"\u003EAfter \u003Cstrong\u003Eevery\u003C/strong\u003E graph run, with a JSON summary of task statuses, return values, and durations\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd colspan=\"1\" rowspan=\"1\"\u003E\u003Cstrong\u003EDCM Pipeline — Failed Task Alert\u003C/strong\u003E\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\"\u003E\u003Ccode\u003EFAILED_TASK_ALERT\u003C/code\u003E — the DCM-managed serverless alert (defined in \u003Ccode\u003Ealerts.sql\u003C/code\u003E, resumed in \u003Ccode\u003E02_post_deploy.sql\u003C/code\u003E)\u003C/td\u003E\u003Ctd colspan=\"1\" rowspan=\"1\"\u003EEvery 60 minutes, \u003Cstrong\u003Eonly\u003C/strong\u003E when at least one task failed since the last check\u003C/td\u003E\u003C/tr\u003E\u003C/tbody\u003E\u003C/table\u003E\n","\u003Cp\u003EThe finalizer gives you per-run detail; the alert is a background safety net that catches failures even if the finalizer itself errors out.\u003C/p\u003E\n","\u003Cp\u003ERun the graph a few more times (\u003Ccode\u003EEXECUTE TASK dcm_demo_4_dev.pipeline.demo_task_1;\u003C/code\u003E) to see the random branches exercise themselves. Each run produces a fresh summary email thanks to the finalizer. To test the alert on demand, run \u003Ccode\u003EEXECUTE ALERT dcm_demo_4_dev.pipeline.failed_task_alert;\u003C/code\u003E.\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EIterate on the Graph Through DCM\u003C/h2\u003E\n","\u003Cp\u003EThe real power of putting Tasks in DCM shows up when you want to change something. Suppose you want \u003Ccode\u003EDEMO_TASK_14\u003C/code\u003E to actually run in DEV. Open \u003Ccode\u003Etasks.sql\u003C/code\u003E, change its target state:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EDEFINE TASK DCM_DEMO_4{{env_suffix}}.PIPELINE.DEMO_TASK_14\n    ...\n    STARTED\nAS\n    SELECT SYSTEM$WAIT(3);\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EClick \u003Cstrong\u003EPlan\u003C/strong\u003E. The changeset shows a single \u003Ccode\u003EALTER TASK\u003C/code\u003E to flip the state. Click \u003Cstrong\u003EDeploy\u003C/strong\u003E. Next graph run, \u003Ccode\u003EDEMO_TASK_14\u003C/code\u003E and \u003Ccode\u003EDEMO_TASK_15\u003C/code\u003E both execute.\u003C/p\u003E\n","\u003Cp\u003EThis is the pattern: schema change, Plan, Deploy. No drift between environments — and because target state is part of the definition, if someone manually suspends a task outside DCM, the next deploy will re-enable it.\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003ECleanup\u003C/h2\u003E\n","\u003Cp\u003EWhen you're done, open \u003Ccode\u003Escripts/03_cleanup.sql\u003C/code\u003E in a Snowsight worksheet and run it:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EUSE ROLE dcm_developer;\nEXECUTE DCM PROJECT dcm_demo.projects.dcm_tasks_project_dev PURGE;\n\n-- Notification integration is outside project scope, drop separately\nUSE ROLE ACCOUNTADMIN;\nDROP INTEGRATION IF EXISTS dcm_demo_email_notifications;\n\nDROP DCM PROJECT IF EXISTS dcm_demo.projects.dcm_tasks_project_dev;\nDROP SCHEMA IF EXISTS dcm_demo.projects;\nDROP DATABASE IF EXISTS dcm_demo;\n\nDROP ROLE IF EXISTS dcm_developer;\n\u003C/code\u003E\u003C/pre\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EConclusion and Resources\u003C/h2\u003E\n","\u003Cp\u003EIn this guide, you learned how to:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003EDefine a complete task graph as code\u003C/strong\u003E using DCM Projects — root, finalizer, conditional branches, retries, and quality gates, all in SQL definition files\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EUse the \u003Ccode\u003ESTARTED | SUSPENDED\u003C/code\u003E target-state property\u003C/strong\u003E on \u003Ccode\u003EDEFINE TASK\u003C/code\u003E so every deployment lands the graph in exactly the state you wanted, no post-scripts required\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EManage stored procedures through DCM\u003C/strong\u003E with \u003Ccode\u003EDEFINE PROCEDURE\u003C/code\u003E, so the procs your tasks call version alongside the tasks themselves\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003ESend plain-text email summaries from a finalizer task\u003C/strong\u003E using a reusable JSON summary helper function\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EBuild a DMF-backed quality gate\u003C/strong\u003E that uses return-value routing to push clean rows to a target table and bad rows to quarantine — and make the set of checks completely data-driven\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EMonitor graph health with a DCM-managed serverless alert\u003C/strong\u003E (\u003Ccode\u003EDEFINE ALERT\u003C/code\u003E) that emails you whenever any task in the database fails\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EThe combination of DCM Projects and Tasks gives you the same production-grade workflow for orchestration that you already have for tables: version-controlled definitions, environment-aware deployments, and Plan/Deploy reviewability for every change.\u003C/p\u003E\n","\u003Ch3\u003EWhat's Next\u003C/h3\u003E\n","\u003Cp\u003EYou've completed the 4-part DCM series. Ready to go deeper?\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/dcm-projects/dcm-projects-overview\"\u003EDCM Projects Documentation\u003C/a\u003E\u003C/strong\u003E — full reference for advanced DCM features: release channels, target-state management for more object types, and CI/CD integration patterns.\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003ERelated Resources\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/dcm-projects/dcm-projects-overview\"\u003EDCM Projects Documentation\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/tasks-graphs\"\u003ESnowflake Tasks and Task Graphs\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/tasks-intro#finalizer-task\"\u003EFinalizer Tasks\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/data-quality-intro\"\u003EData Metric Functions\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://docs.snowflake.com/en/release-notes/2026/other/2026-03-13-tasks-overlap-policy\"\u003EOVERLAP_POLICY for Task Graphs\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://docs.snowflake.com/en/release-notes/2026/other/2026-01-26-dynamic-task-config\"\u003EEXECUTE TASK with Dynamic Config\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/alerts\"\u003EAlerts and Notifications\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/developers/guides/get-started-snowflake-dcm-projects/\"\u003EGet Started with Snowflake DCM Projects\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/developers/guides/build-data-pipelines-with-snowflake-dcm-projects/\"\u003EBuild Data Pipelines with Snowflake DCM Projects\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/developers/guides/dcm-projects-for-dynamic-tables/\"\u003EDCM Projects for Dynamic Tables\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://github.com/Snowflake-Labs/snowflake-dcm-projects\"\u003ESample DCM Projects Repository\u003C/a\u003E\u003C/li\u003E\u003C/ul\u003E"],"description":"","title":"DCM Projects for Tasks","isDeveloperGuidesPage":false,":type":"snowflake-site/components/contentfragment",":items":{},":itemsOrder":[],"elements":{"quickstartArticleBody":{"title":"Quickstart Article Body","dataType":"string","value":"\u003C!-- ------------------------ --\u003E\n## Overview\n\nIn the [Get Started with Snowflake DCM Projects](https://www.snowflake.com/en/developers/guides/get-started-snowflake-dcm-projects/), [Build Data Pipelines with Snowflake DCM Projects](https://www.snowflake.com/en/developers/guides/build-data-pipelines-with-snowflake-dcm-projects/), and [DCM Projects for Dynamic Tables](https://www.snowflake.com/en/developers/guides/dcm-projects-for-dynamic-tables/) guides, you learned how DCM Projects manage Snowflake infrastructure declaratively — from a single project up to dynamic-table pipelines that evolve without full recomputation.\n\nIn this guide, you'll focus on **Tasks and Task graphs** — the orchestration layer that drives scheduled and event-driven work across your pipeline.\n\nTask graphs (DAGs, or directed acyclic graphs, of Tasks — meaning dependencies flow in one direction and no task can loop back to itself) are how most production Snowflake pipelines coordinate sequences of work: a root task kicks off every run, child tasks depend on their predecessors, streams and return values can gate downstream execution, and a finalizer closes out the run. Managing that whole graph as code — with retries, schedules, warehouse bindings, and config values promoted across environments — becomes much easier to maintain as a DCM Project.\n\nYou'll define a fifteen-task demo graph that shows off every interesting Task feature in one place:\n\n- **Root task with retries, overlap policy, and graph-level config** pushed into children via `SYSTEM$GET_TASK_GRAPH_CONFIG`\n- **Finalizer task** that emails a plain-text JSON summary of every graph run — even when it failed mid-way\n- **Serverless task** and **multi-predecessor task** patterns\n- **Stream-conditional** and **return-value-conditional** child tasks\n- **Failing task with retries** + dependent that gets skipped\n- **DCM-managed target state** — `DEFINE TASK ... STARTED` lets you deploy tasks already running, no post-deploy `ALTER TASK ... RESUME` needed (or flip a task to `SUSPENDED` declaratively from Git)\n- **DMF quality gate** that routes rows to a target or quarantine table based on data metric function results\n- **Overlap policy** on the root task — the new `OVERLAP_POLICY` parameter gives you granular control over concurrent graph execution\n\nAlong the way, you'll see two DCM features that make Tasks a first-class citizen of the DCM Project model:\n\n- **`DEFINE TASK ... STARTED | SUSPENDED`** — declare the target state of every task so you never need an `ALTER TASK ... RESUME` post-script\n- **`DEFINE PROCEDURE`** — manage SQL stored procedures through DCM Plan & Deploy alongside the tasks that call them\n\n### Prerequisites\n- Basic knowledge of Snowflake concepts (databases, schemas, tables, roles)\n- Familiarity with SQL and [Snowflake Tasks](https://docs.snowflake.com/en/user-guide/tasks-intro)\n- Completion of [Get Started with Snowflake DCM Projects](https://www.snowflake.com/en/developers/guides/get-started-snowflake-dcm-projects/) is recommended\n\n### What You'll Learn\n- How to define a range of Task features declaratively with `DEFINE TASK`\n- How to use the new `STARTED | SUSPENDED` target-state property to control task state through DCM deployments\n- How to manage SQL procedures used by tasks with `DEFINE PROCEDURE`\n- How to build a finalizer task that sends a plain-text JSON email summary for every graph run\n- How to add a DMF-based quality gate that routes rows to target or quarantine tables\n- How to monitor ongoing health with a serverless failed-task alert\n\n### What You'll Need\n- A [Snowflake account](https://signup.snowflake.com/?utm_source=snowflake-devrel&utm_medium=developer-guides&utm_cta=developer-guides) with ACCOUNTADMIN access (or a role with sufficient privileges)\n- A [verified email address](https://docs.snowflake.com/en/user-guide/ui-snowsight-profile#label-snowsight-verify-email-address) on your Snowflake user so the finalizer and alerts can reach you\n- (Optional) [Snowflake CLI](https://docs.snowflake.com/en/developer-guide/snowflake-cli/installation/installation) v3.16.0+ if you prefer CLI over the Snowsight UI\n\n### What You'll Build\n- A fully deployed task graph — root, finalizer, fifteen demo tasks, and a DMF quality-gate branch — all defined as code in a single DCM Project\n- A serverless alert that emails you when any task in the database fails\n- A reusable pattern for getting your whole orchestration layer into DCM\n\n\u003C!-- ------------------------ --\u003E\n## Create a Workspace from Git\n\nIn this step, you'll create a Snowsight Workspace linked to the sample DCM Project repository on GitHub.\n\n1. Navigate to **Projects \u003E Workspaces** in Snowsight.\n2. Click **Create** (+) and select **Git repository**.\n3. Enter the repository URL: `https://github.com/snowflake-labs/snowflake-dcm-projects`\n4. Select an API Integration for GitHub ([create one if needed](https://docs.snowflake.com/en/user-guide/ui-snowsight/workspaces-git#label-create-a-git-workspace)).\n5. Select **Public repository**.\n\nOnce the workspace is created, you'll see the repository files in the file explorer. Navigate to **Quickstarts/dcm-projects-for-tasks** to find two directories:\n\n- **`DCM_Projects_Tasks/`** — The DCM Project itself (manifest, definitions). This is what DCM reads during Plan & Deploy.\n- **`scripts/`** — Numbered SQL files that you'll run in Snowsight worksheets at different stages of this guide. These live outside the DCM project directory so they don't interfere with it.\n\n| File | When to Run |\n|:-----|:------------|\n| `scripts/01_pre_deploy.sql` | Before the first DCM Plan & Deploy |\n| `scripts/02_post_deploy.sql` | After the first successful deployment |\n| `scripts/03_cleanup.sql` | When you're done and want to tear everything down |\n\nOpen `scripts/01_pre_deploy.sql` in a Snowsight worksheet — you'll use it in the next step.\n\n\u003C!-- ------------------------ --\u003E\n## Set Up Roles, Grants, and the Notification Integration\n\nBefore deploying the task graph, you need a dedicated DCM developer role, a DCM Project object, and an email notification integration that the finalizer and alerts will use.\n\nOpen `scripts/01_pre_deploy.sql` in a Snowsight worksheet and run each section in order. This script lives outside the DCM project directory, so it won't be picked up by Plan or Deploy.\n\n### 1. Create a DCM Developer Role\n\n```sql\nUSE ROLE ACCOUNTADMIN;\n\nCREATE ROLE IF NOT EXISTS dcm_developer;\nSET user_name = (SELECT CURRENT_USER());\nGRANT ROLE dcm_developer TO USER IDENTIFIER($user_name);\n```\n\n### 2. Grant Infrastructure, Task, and Alert Privileges\n\n```sql\nGRANT CREATE WAREHOUSE ON ACCOUNT TO ROLE dcm_developer;\nGRANT CREATE ROLE ON ACCOUNT TO ROLE dcm_developer;\nGRANT CREATE DATABASE ON ACCOUNT TO ROLE dcm_developer;\nGRANT CREATE INTEGRATION ON ACCOUNT TO ROLE dcm_developer;\nGRANT EXECUTE MANAGED TASK ON ACCOUNT TO ROLE dcm_developer;\nGRANT EXECUTE TASK ON ACCOUNT TO ROLE dcm_developer;\nGRANT EXECUTE ALERT ON ACCOUNT TO ROLE dcm_developer;\nGRANT EXECUTE MANAGED ALERT ON ACCOUNT TO ROLE dcm_developer;\nGRANT MANAGE GRANTS ON ACCOUNT TO ROLE dcm_developer;\nGRANT IMPORTED PRIVILEGES ON DATABASE SNOWFLAKE TO ROLE dcm_developer;\n```\n\n### 3. Grant Data Quality Privileges\n\nThe quality-gate branch uses system and custom DMFs, which require these grants:\n\n```sql\nGRANT APPLICATION ROLE SNOWFLAKE.DATA_QUALITY_MONITORING_VIEWER TO ROLE dcm_developer;\nGRANT APPLICATION ROLE SNOWFLAKE.DATA_QUALITY_MONITORING_ADMIN  TO ROLE dcm_developer;\nGRANT DATABASE ROLE SNOWFLAKE.DATA_METRIC_USER TO ROLE dcm_developer;\nGRANT EXECUTE DATA METRIC FUNCTION ON ACCOUNT TO ROLE dcm_developer;\n```\n\n### 4. Create the DCM Project Object\n\n```sql\nUSE ROLE dcm_developer;\n\nCREATE DATABASE IF NOT EXISTS dcm_demo;\nCREATE SCHEMA IF NOT EXISTS dcm_demo.projects;\n\nCREATE OR REPLACE DCM PROJECT dcm_demo.projects.dcm_tasks_project_dev\n    COMMENT = 'for testing DCM Projects with Tasks and task graphs';\n```\n\n### 5. Create the Email Notification Integration\n\nNotification integrations are account-level objects — they live outside any DCM Project. The finalizer task and the failed-task alert both send through this integration:\n\n```sql\nUSE ROLE ACCOUNTADMIN;\n\nCREATE NOTIFICATION INTEGRATION IF NOT EXISTS dcm_demo_email_notifications\n    TYPE = EMAIL\n    ENABLED = TRUE\n    COMMENT = 'Used by DCM Tasks quickstart finalizer and alerts';\n\nGRANT USAGE ON INTEGRATION dcm_demo_email_notifications TO ROLE dcm_developer;\n```\n\n### 6. Get Your Account Identifier and Username\n\n```sql\nSELECT\n    CURRENT_ORGANIZATION_NAME() || '-' || CURRENT_ACCOUNT_NAME() AS account_identifier,\n    CURRENT_USER() AS user_name;\n```\n\nKeep these values — you'll paste them into `manifest.yml` and the `notification_recipient` field in the next section.\n\n### 7. Verify Your Email Address\n\nThe finalizer task, quality-issue notification, and failed-task alert all send email through `SYSTEM$SEND_SNOWFLAKE_NOTIFICATION`. This only works if the recipient email is **verified** on the Snowflake account.\n\n1. Click your **username** (bottom-left circle) in Snowsight, then select **Settings** → **Profile**.\n2. Under **Email**, confirm your address shows a ✅ verified badge.\n3. If not, click **Verify** and follow the link sent to your inbox.\n\n\u003E **If you skip this step**, any task or alert that sends a notification will fail with: *\"Email recipients at indexes [1] are not allowed.\"*\n\n\u003E **Important:** Before running Plan & Deploy, update three values in `DCM_Projects_Tasks/manifest.yml`: set `account_identifier` on the `DCM_DEV` target to the identifier you just got, set `user` under `templating.configurations.DEV` to your username, and set `notification_recipient` to your verified Snowflake user email. The values with a `# \u003C-- Replace with ...` comment flag where to change things.\n\n\u003E **Note:** After running this script, refresh your browser so Snowsight picks up the newly created DCM Project object.\n\n\u003C!-- ------------------------ --\u003E\n## Explore the Project Files\n\nNavigate into the `DCM_Projects_Tasks/` directory. Unlike earlier guides which were centered on tables and dynamic tables, this project's definitions are almost all about *orchestration*: helper functions, procedures, and the task graph itself.\n\n### Manifest\n\nOpen `DCM_Projects_Tasks/manifest.yml`:\n\n```yaml\nmanifest_version: 2\ntype: DCM_PROJECT\n\ndefault_target: DCM_DEV\n\ntargets:\n  DCM_DEV:\n    account_identifier: MYORG-MY_DEV_ACCOUNT        # \u003C-- Replace with your account identifier\n    project_name: DCM_DEMO.PROJECTS.DCM_TASKS_PROJECT_DEV\n    project_owner: DCM_DEVELOPER\n    templating_config: DEV\n\n  DCM_PROD:\n    account_identifier: MYORG-MY_PROD_ACCOUNT       # \u003C-- Replace with your account identifier\n    project_name: DCM_DEMO.PROJECTS.DCM_TASKS_PROJECT_PROD\n    project_owner: DCM_PROD_DEPLOYER\n    templating_config: PROD\n\ntemplating:\n  defaults:\n    wh_size: \"X-SMALL\"\n    runtime_multiplier: 5\n\n  configurations:\n    DEV:\n      env_suffix: \"_DEV\"\n      user: \"INSERT_YOUR_USER\"                      # \u003C-- Replace with your Snowflake username\n      project_owner_role: \"DCM_DEVELOPER\"\n      notification_recipient: \"INSERT_YOUR_EMAIL\"   # \u003C-- Replace with your verified email\n\n    PROD:\n      env_suffix: \"\"\n      wh_size: \"SMALL\"\n      project_owner_role: \"DCM_PROD_DEPLOYER\"\n      user: \"GITHUB_ACTIONS_SERVICE_USER\"\n      notification_recipient: \"prod_alerts@example.com\"\n      runtime_multiplier: 10\n```\n\nNote how the root task sets [`OVERLAP_POLICY = 'NO_OVERLAP'`](https://docs.snowflake.com/en/release-notes/2026/other/2026-03-13-tasks-overlap-policy) (the default), which ensures each graph run completes before the next one starts. You can change this to `ALLOW_CHILD_OVERLAP` or `ALLOW_ALL_OVERLAP` if your pipeline benefits from concurrent runs.\n\nNote how templating lets the same definitions produce a DEV graph with an X-SMALL warehouse and a short `runtime_multiplier` of 5, and a PROD graph with a SMALL warehouse and a multiplier of 10. Notification recipients differ per environment too.\n\n### Infrastructure — `sources/definitions/infrastructure.sql`\n\nWarehouse, database, schema, and a read-only role — nothing task-specific yet, but this is the baseline that the rest of the project depends on:\n\n```sql\nDEFINE WAREHOUSE DCM_DEMO_4_WH{{env_suffix}}\nWITH\n    WAREHOUSE_SIZE = '{{wh_size}}'\n    AUTO_SUSPEND = 60\n    COMMENT = 'For Quickstart Demo of DCM Projects with Tasks';\n\nDEFINE DATABASE DCM_DEMO_4{{env_suffix}}\n    COMMENT = 'Quickstart Demo for DCM Projects with Tasks and task graphs';\n\nDEFINE SCHEMA DCM_DEMO_4{{env_suffix}}.PIPELINE\n    COMMENT = 'Task graph, helper functions, procedures, and DMFs';\n```\n\n### Tables — `sources/definitions/tables.sql`\n\nFive tables support the graph:\n\n- **`WEATHER_DATA_SOURCE`** — the source that `LOAD_RAW_DATA` reads from\n- **`RAW_WEATHER_DATA`** — the landing table where DMF checks run (`DATA_METRIC_SCHEDULE = 'TRIGGER_ON_CHANGES'`)\n- **`CLEAN_WEATHER_DATA`** — target for rows that passed\n- **`QUARANTINED_WEATHER_DATA`** — target for rows that failed\n- **`TASK_DEMO_TABLE`** — used by the stream-conditional task\n\n### Procedures — `sources/definitions/procedures.sql`\n\nThis file uses **`DEFINE PROCEDURE`**, so procedure lifecycle is fully DCM-managed — you don't need separate `CREATE OR ALTER PROCEDURE` migrations for the demo procs.\n\n```sql\nDEFINE PROCEDURE DCM_DEMO_4{{env_suffix}}.PIPELINE.DEMO_PROCEDURE_1()\nRETURNS VARCHAR(16777216)\nLANGUAGE SQL\nEXECUTE AS OWNER\nAS\n$$\n    SELECT SYSTEM$WAIT(3);\n$$;\n```\n\n`DEMO_PROCEDURE_2` is similar but fails ~50% of the time, which drives the \"failing task\" demo later.\n\n### Functions — `sources/definitions/functions.sql`\n\nThree helper functions, all managed by DCM:\n\n- **`RUNTIME_WITH_OUTLIERS`** — randomizes each task's duration so the graph feels realistic, with 1-in-10 outlier runs\n- **`GET_TASK_GRAPH_RUN_SUMMARY`** — returns the current graph run as a JSON array (used by the finalizer)\n- **`GET_ACTIVE_QUALITY_CHECKS`** — a UDTF listing every DMF currently attached to a given table\n\n### Expectations — `sources/definitions/expectations.sql`\n\nDCM manages DMF attachments natively through `ATTACH DATA METRIC FUNCTION`, so the quality gate lives in the DCM Project using Snowflake's built-in system DMFs:\n\n```sql\nATTACH DATA METRIC FUNCTION SNOWFLAKE.CORE.DUPLICATE_COUNT\n    TO TABLE DCM_DEMO_4{{env_suffix}}.PIPELINE.RAW_WEATHER_DATA\n    ON (ROW_ID)\n    EXPECTATION NO_DUPLICATE_ROW_IDS (value = 0);\n\nATTACH DATA METRIC FUNCTION SNOWFLAKE.CORE.NULL_COUNT\n    TO TABLE DCM_DEMO_4{{env_suffix}}.PIPELINE.RAW_WEATHER_DATA\n    ON (DS)\n    EXPECTATION NO_NULL_DATES (value = 0);\n\nATTACH DATA METRIC FUNCTION SNOWFLAKE.CORE.NULL_COUNT\n    TO TABLE DCM_DEMO_4{{env_suffix}}.PIPELINE.RAW_WEATHER_DATA\n    ON (ZIPCODE)\n    EXPECTATION NO_NULL_ZIPCODES (value = 0);\n```\n\nAdding or removing an attachment here changes the `CHECK_DATA_QUALITY` task's behavior on the next deploy (it discovers attached DMFs at runtime via `GET_ACTIVE_QUALITY_CHECKS`) — no manual `ALTER TABLE` required.\n\n### Alerts — `sources/definitions/alerts.sql`\n\nThe failed-task alert is defined declaratively with `DEFINE ALERT`, so the alert lives alongside the tasks it monitors and evolves through the same Plan/Deploy cycle. The alert is created suspended — you'll resume it once in `scripts/02_post_deploy.sql` with `ALTER ALERT ... RESUME`. The recipient email comes from the same `{{notification_recipient}}` manifest value the finalizer uses, so you only configure it in one place.\n\n```sql\nDEFINE ALERT DCM_DEMO_4{{env_suffix}}.PIPELINE.FAILED_TASK_ALERT\n    SCHEDULE = '60 MINUTE'\n    IF (EXISTS (\n        SELECT NAME, SCHEMA_NAME\n        FROM TABLE(DCM_DEMO_4{{env_suffix}}.INFORMATION_SCHEMA.TASK_HISTORY(\n            SCHEDULED_TIME_RANGE_START =\u003E (GREATEST(\n                TIMEADD('DAY', -7, CURRENT_TIMESTAMP),\n                SNOWFLAKE.ALERT.LAST_SUCCESSFUL_SCHEDULED_TIME())),\n            SCHEDULED_TIME_RANGE_END   =\u003E SNOWFLAKE.ALERT.SCHEDULED_TIME(),\n            ERROR_ONLY                 =\u003E TRUE))))\n    THEN\n        BEGIN\n            LET task_names STRING := (\n                SELECT LISTAGG(DISTINCT(SCHEMA_NAME || '.' || NAME), ', ')\n                FROM TABLE(RESULT_SCAN(SNOWFLAKE.ALERT.GET_CONDITION_QUERY_UUID())));\n            CALL SYSTEM$SEND_SNOWFLAKE_NOTIFICATION(\n                SNOWFLAKE.NOTIFICATION.TEXT_HTML(\n                    'Failed tasks detected: \u003Cb\u003E' || :task_names || '\u003C/b\u003E'),\n                SNOWFLAKE.NOTIFICATION.EMAIL_INTEGRATION_CONFIG(\n                    'dcm_demo_email_notifications',\n                    'DCM Pipeline — Failed Task Alert',\n                    ARRAY_CONSTRUCT('{{notification_recipient}}'),\n                    NULL, NULL));\n        END;\n```\n\nThe alert runs **serverless** (no warehouse specified) and monitors **every task** in the database for failures in the last interval — a broader scope than the finalizer. Think of them as complementary rather than overlapping: the finalizer gives you a detailed per-run summary (even when the graph failed mid-way), while the alert is a lighter-weight, database-wide safety net that only fires when something fails. `SNOWFLAKE.ALERT.GET_CONDITION_QUERY_UUID()` lets you re-use the result of the condition query so you don't have to re-run it to build the message.\n\n### Tasks — `sources/definitions/tasks.sql`\n\nThis is the heart of the project. Every task uses the `STARTED | SUSPENDED` target-state property — a DCM-only extension to `DEFINE TASK` that has no equivalent in `CREATE TASK`. With plain DDL, a new task is always created in a suspended state and you have to follow up with `ALTER TASK ... RESUME` (or `SYSTEM$TASK_DEPENDENTS_ENABLE` for a whole graph) to bring it online. By declaring the desired state inline, DCM deploys the graph fully wired up — no post-scripts needed — and resolves the root-vs-child state ordering for you. It also means that suspending a task is a declarative change: flip `STARTED` to `SUSPENDED` in Git, deploy, and DCM handles the transition.\n\nHere's the root:\n\n```sql\nDEFINE TASK DCM_DEMO_4{{env_suffix}}.PIPELINE.DEMO_TASK_1\n    WAREHOUSE = 'DCM_DEMO_4_WH{{env_suffix}}'\n    SCHEDULE = 'USING CRON 15 8-18 * * MON-FRI CET'\n    SUSPEND_TASK_AFTER_NUM_FAILURES = 0\n    TASK_AUTO_RETRY_ATTEMPTS = 2\n    OVERLAP_POLICY = 'NO_OVERLAP'\n    CONFIG = $${\"RUNTIME_MULTIPLIER\": {{runtime_multiplier}}}$$\n    COMMENT = 'Root task with retries, overlap policy, and a runtime-multiplier config'\n    STARTED\nAS\n    DECLARE\n        RUNTIME_MULTIPLIER INTEGER := SYSTEM$GET_TASK_GRAPH_CONFIG('RUNTIME_MULTIPLIER');\n        RANDOM_RUNTIME     VARCHAR := DCM_DEMO_4{{env_suffix}}.PIPELINE.RUNTIME_WITH_OUTLIERS(:RUNTIME_MULTIPLIER * 1000);\n    BEGIN\n        SELECT SYSTEM$WAIT(:RANDOM_RUNTIME, 'MILLISECONDS');\n        CALL SYSTEM$SET_RETURN_VALUE('✅ All stage files scanned');\n    END;\n```\n\nAnd the finalizer that closes out every run with a plain-text JSON email:\n\n```sql\nDEFINE TASK DCM_DEMO_4{{env_suffix}}.PIPELINE.DEMO_FINALIZER\n    WAREHOUSE = 'DCM_DEMO_4_WH{{env_suffix}}'\n    FINALIZE = DCM_DEMO_4{{env_suffix}}.PIPELINE.DEMO_TASK_1\n    COMMENT = 'Sends a plain-text JSON email summary after every graph run'\n    STARTED\nAS\n    DECLARE\n        MY_ROOT_TASK_ID STRING;\n        MY_START_TIME   TIMESTAMP_LTZ;\n        SUMMARY_JSON    STRING;\n    BEGIN\n        MY_ROOT_TASK_ID := (CALL SYSTEM$TASK_RUNTIME_INFO('CURRENT_ROOT_TASK_UUID'));\n        MY_START_TIME   := (CALL SYSTEM$TASK_RUNTIME_INFO('CURRENT_TASK_GRAPH_ORIGINAL_SCHEDULED_TIMESTAMP'));\n\n        SUMMARY_JSON := (SELECT DCM_DEMO_4{{env_suffix}}.PIPELINE.GET_TASK_GRAPH_RUN_SUMMARY(:MY_ROOT_TASK_ID, :MY_START_TIME));\n\n        CALL SYSTEM$SEND_SNOWFLAKE_NOTIFICATION(\n            SNOWFLAKE.NOTIFICATION.TEXT_PLAIN(:SUMMARY_JSON),\n            SNOWFLAKE.NOTIFICATION.EMAIL_INTEGRATION_CONFIG(\n                'dcm_demo_email_notifications',\n                'DCM Task Graph Run Summary ({{env_suffix}})',\n                ARRAY_CONSTRUCT('{{notification_recipient}}'),\n                NULL, NULL));\n\n        CALL SYSTEM$SET_RETURN_VALUE('✅ Graph run summary email sent');\n    END;\n```\n\nFeature tour of the remaining tasks:\n\n| Task | What it demonstrates |\n|:-----|:---------------------|\n| `DEMO_TASK_2`, `DEMO_TASK_4` | Plain child tasks with a return value |\n| `DEMO_TASK_3` | Calling a stored procedure (`DEMO_PROCEDURE_1`) |\n| `DEMO_TASK_5` | Serverless task (no `WAREHOUSE =`) with two predecessors |\n| `DEMO_TASK_6` | Returns a value chosen at random — used downstream as a condition |\n| `DEMO_TASK_7` | Return value is a URL (clickable in Snowsight) |\n| `DEMO_TASK_8` | `WHEN SYSTEM$STREAM_HAS_DATA(...)` — skipped when the stream is empty |\n| `DEMO_TASK_9` | Calls a procedure that fails ~50% of the time; retries are inherited from the root task's `TASK_AUTO_RETRY_ATTEMPTS`. Watch this in Snowsight to see how retries and failures affect downstream tasks |\n| `DEMO_TASK_10` | Does not run when its predecessor (`DEMO_TASK_9`) fails after exhausting retries |\n| `DEMO_TASK_11` | `WHEN SYSTEM$GET_PREDECESSOR_RETURN_VALUE(...)` — runs conditionally on upstream return |\n| `DEMO_TASK_12` | Self-cancels 1 in 10 runs via `SYSTEM$USER_TASK_CANCEL_ONGOING_EXECUTIONS` |\n| `DEMO_TASK_13` | Two predecessors |\n| `DEMO_TASK_14` | Deployed as `SUSPENDED` — target-state property in action |\n| `DEMO_TASK_15` | Never runs because its predecessor is suspended |\n\nPlus the quality-gate branch:\n\n| Task | What it demonstrates |\n|:-----|:---------------------|\n| `LOAD_RAW_DATA` | Pulls rows from source into the landing table, occasionally injecting duplicate ROW_IDs |\n| `CHECK_DATA_QUALITY` | Iterates through every DMF attached to the landing table and returns pass/fail as its return value |\n| `TRANSFORM_DATA` | Conditional on `CHECK_DATA_QUALITY` return = \"passed\" — copies rows into the target table |\n| `ISOLATE_DATA_ISSUES` | Conditional on the inverse — moves rows into quarantine |\n| `NOTIFY_ABOUT_QUALITY_ISSUE` | Sends a quality-issue email through the same notification integration |\n\nBecause every task is declared with its dependencies (`AFTER ...`), DCM knows the full DAG. You never have to call `SYSTEM$TASK_DEPENDENTS_ENABLE` after deployment — DCM handles state resolution, including the `SUSPENDED` branch rooted at `DEMO_TASK_14`.\n\n\u003C!-- ------------------------ --\u003E\n## Plan and Deploy\n\nWith the manifest updated (account identifier, user, notification recipient) and the pre-deploy script run, you're ready to deploy the task graph.\n\n### Option A: Snowsight Workspaces\n\n1. Open `DCM_Projects_Tasks/manifest.yml` in the Workspaces file explorer.\n2. At the bottom of the editor, confirm the project selector shows `DCM_DEMO.PROJECTS.DCM_TASKS_PROJECT_DEV` and the target shows `DCM_DEV`.\n\n![Snowsight target selector showing DCM_DEV (default, green) and DCM_PROD](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/dcm-projects-for-tasks/select_project.png?v=1a4d5709)\n\n3. Click **Plan**. Review the changeset — you should see the warehouse, database, schema, tables, procedures, functions, and every task listed as `CREATE`.\n\n![Plan output showing 37 entities — 36 CREATE and 1 ALTER](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/dcm-projects-for-tasks/plan_results.png?v=1a4d5709)\n\n4. Click **Deploy**.\n\n### Option B: Snowflake CLI\n\n```bash\ncd Quickstarts/dcm-projects-for-tasks/DCM_Projects_Tasks\nsnow dcm plan --target DCM_DEV\nsnow dcm deploy --target DCM_DEV\n```\n\nDeployment takes about 30–60 seconds. When it succeeds, every `STARTED` task is already running state — the schedule on `DEMO_TASK_1` will fire the root task at the next CRON slot, and `DEMO_TASK_14` and `DEMO_TASK_15` are correctly in `SUSPENDED` state.\n\n\u003C!-- ------------------------ --\u003E\n## Post-Deploy: Stream and a Manual Run\n\nStreams are not yet supported as DCM `DEFINE` statements, so the stream setup still lives in `scripts/02_post_deploy.sql`. The script also resumes the DCM-managed failed-task alert (which deploys suspended) and triggers the first graph run. (The DMF attachments and the failed-task alert definition are already DCM-managed — see `expectations.sql` and `alerts.sql` above.)\n\nOpen that script in a Snowsight worksheet and walk through it section by section.\n\n### 1. Create the Stream\n\n```sql\nCREATE OR REPLACE STREAM dcm_demo_4_dev.pipeline.demo_stream\n    ON TABLE dcm_demo_4_dev.pipeline.task_demo_table\n    COMMENT = 'Empty stream — DEMO_TASK_8 will be skipped unless this has data';\n```\n\n`DEMO_TASK_8` has `WHEN SYSTEM$STREAM_HAS_DATA('...DEMO_STREAM')`, so without data it is skipped on every graph run — exactly the \"conditional execution on a stream\" scenario.\n\n### 2. Resume the Failed-Task Alert\n\n```sql\nALTER ALERT dcm_demo_4_dev.pipeline.failed_task_alert RESUME;\n```\n\nThe alert was deployed by DCM but starts suspended — this one-time `RESUME` flips it to running. From here on it evaluates on its 60-minute schedule.\n\n### 3. Seed the Source Table and Run the Graph\n\n```sql\nINSERT INTO dcm_demo_4_dev.pipeline.weather_data_source (...) VALUES (...);\n\nEXECUTE TASK dcm_demo_4_dev.pipeline.demo_task_1;\n```\n\nThe graph kicks off immediately — you don't have to wait for the CRON schedule.\n\n\u003E **Tip:** You can dynamically override the graph config for a single run with the [`USING CONFIG` clause](https://docs.snowflake.com/en/sql-reference/sql/execute-task). For example, to speed up the demo tasks:\n\u003E\n\u003E ```sql\n\u003E EXECUTE TASK dcm_demo_4_dev.pipeline.demo_task_1\n\u003E     USING CONFIG = '{\"RUNTIME_MULTIPLIER\": 1}';\n\u003E ```\n\u003E\n\u003E This overrides `RUNTIME_MULTIPLIER` for that one execution without changing the task definition.\n\n\u003C!-- ------------------------ --\u003E\n## View the Task Graph\n\nNavigate to **Monitoring → Task History** in Snowsight. Filter by database `DCM_DEMO_4_DEV` and you'll see the run you just triggered.\n\nClick into the run to see the full graph:\n\n![Task graph DAG in Snowsight showing 16 tasks with succeeded, failed, skipped, and did-not-run states](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/dcm-projects-for-tasks/tasks_dag.png?v=1a4d5709)\n\nYou should see:\n\n- **`DEMO_TASK_1`** (root) and **`DEMO_FINALIZER`** both succeeded\n- Most child tasks green; `DEMO_TASK_8` skipped (empty stream) and `DEMO_TASK_11` either ran or skipped depending on `DEMO_TASK_6`'s random return\n- Occasionally `DEMO_TASK_9` fails (its procedure errors ~50% of the time); because the root task has `TASK_AUTO_RETRY_ATTEMPTS = 2`, Snowflake retries before marking it failed — if all attempts fail, `DEMO_TASK_10` is skipped\n- `DEMO_TASK_14` and `DEMO_TASK_15` stay suspended — DCM deployed them that way on purpose\n- The quality-gate branch takes one of two paths:\n    - `CHECK_DATA_QUALITY` → `TRANSFORM_DATA` (clean rows make it to the target)\n    - `CHECK_DATA_QUALITY` → `ISOLATE_DATA_ISSUES` → `NOTIFY_ABOUT_QUALITY_ISSUE` (bad rows quarantined + email sent)\n\nCheck your inbox — you should see **two kinds of notification email** from this quickstart:\n\n| Email subject | Sent by | When it fires |\n|---|---|---|\n| **DCM Task Graph Run Summary (_DEV)** | `DEMO_FINALIZER` — a DCM-managed finalizer task | After **every** graph run, with a JSON summary of task statuses, return values, and durations |\n| **DCM Pipeline — Failed Task Alert** | `FAILED_TASK_ALERT` — the DCM-managed serverless alert (defined in `alerts.sql`, resumed in `02_post_deploy.sql`) | Every 60 minutes, **only** when at least one task failed since the last check |\n\nThe finalizer gives you per-run detail; the alert is a background safety net that catches failures even if the finalizer itself errors out.\n\nRun the graph a few more times (`EXECUTE TASK dcm_demo_4_dev.pipeline.demo_task_1;`) to see the random branches exercise themselves. Each run produces a fresh summary email thanks to the finalizer. To test the alert on demand, run `EXECUTE ALERT dcm_demo_4_dev.pipeline.failed_task_alert;`.\n\n\u003C!-- ------------------------ --\u003E\n## Iterate on the Graph Through DCM\n\nThe real power of putting Tasks in DCM shows up when you want to change something. Suppose you want `DEMO_TASK_14` to actually run in DEV. Open `tasks.sql`, change its target state:\n\n```sql\nDEFINE TASK DCM_DEMO_4{{env_suffix}}.PIPELINE.DEMO_TASK_14\n    ...\n    STARTED\nAS\n    SELECT SYSTEM$WAIT(3);\n```\n\nClick **Plan**. The changeset shows a single `ALTER TASK` to flip the state. Click **Deploy**. Next graph run, `DEMO_TASK_14` and `DEMO_TASK_15` both execute.\n\nThis is the pattern: schema change, Plan, Deploy. No drift between environments — and because target state is part of the definition, if someone manually suspends a task outside DCM, the next deploy will re-enable it.\n\n\u003C!-- ------------------------ --\u003E\n## Cleanup\n\nWhen you're done, open `scripts/03_cleanup.sql` in a Snowsight worksheet and run it:\n\n```sql\nUSE ROLE dcm_developer;\nEXECUTE DCM PROJECT dcm_demo.projects.dcm_tasks_project_dev PURGE;\n\n-- Notification integration is outside project scope, drop separately\nUSE ROLE ACCOUNTADMIN;\nDROP INTEGRATION IF EXISTS dcm_demo_email_notifications;\n\nDROP DCM PROJECT IF EXISTS dcm_demo.projects.dcm_tasks_project_dev;\nDROP SCHEMA IF EXISTS dcm_demo.projects;\nDROP DATABASE IF EXISTS dcm_demo;\n\nDROP ROLE IF EXISTS dcm_developer;\n```\n\n\u003C!-- ------------------------ --\u003E\n## Conclusion and Resources\n\nIn this guide, you learned how to:\n\n- **Define a complete task graph as code** using DCM Projects — root, finalizer, conditional branches, retries, and quality gates, all in SQL definition files\n- **Use the `STARTED | SUSPENDED` target-state property** on `DEFINE TASK` so every deployment lands the graph in exactly the state you wanted, no post-scripts required\n- **Manage stored procedures through DCM** with `DEFINE PROCEDURE`, so the procs your tasks call version alongside the tasks themselves\n- **Send plain-text email summaries from a finalizer task** using a reusable JSON summary helper function\n- **Build a DMF-backed quality gate** that uses return-value routing to push clean rows to a target table and bad rows to quarantine — and make the set of checks completely data-driven\n- **Monitor graph health with a DCM-managed serverless alert** (`DEFINE ALERT`) that emails you whenever any task in the database fails\n\nThe combination of DCM Projects and Tasks gives you the same production-grade workflow for orchestration that you already have for tables: version-controlled definitions, environment-aware deployments, and Plan/Deploy reviewability for every change.\n\n### What's Next\n\nYou've completed the 4-part DCM series. Ready to go deeper?\n\n- **[DCM Projects Documentation](https://docs.snowflake.com/en/user-guide/dcm-projects/dcm-projects-overview)** — full reference for advanced DCM features: release channels, target-state management for more object types, and CI/CD integration patterns.\n\n### Related Resources\n- [DCM Projects Documentation](https://docs.snowflake.com/en/user-guide/dcm-projects/dcm-projects-overview)\n- [Snowflake Tasks and Task Graphs](https://docs.snowflake.com/en/user-guide/tasks-graphs)\n- [Finalizer Tasks](https://docs.snowflake.com/en/user-guide/tasks-intro#finalizer-task)\n- [Data Metric Functions](https://docs.snowflake.com/en/user-guide/data-quality-intro)\n- [OVERLAP_POLICY for Task Graphs](https://docs.snowflake.com/en/release-notes/2026/other/2026-03-13-tasks-overlap-policy)\n- [EXECUTE TASK with Dynamic Config](https://docs.snowflake.com/en/release-notes/2026/other/2026-01-26-dynamic-task-config)\n- [Alerts and Notifications](https://docs.snowflake.com/en/user-guide/alerts)\n- [Get Started with Snowflake DCM Projects](https://www.snowflake.com/en/developers/guides/get-started-snowflake-dcm-projects/)\n- [Build Data Pipelines with Snowflake DCM Projects](https://www.snowflake.com/en/developers/guides/build-data-pipelines-with-snowflake-dcm-projects/)\n- [DCM Projects for Dynamic Tables](https://www.snowflake.com/en/developers/guides/dcm-projects-for-dynamic-tables/)\n- [Sample DCM Projects Repository](https://github.com/Snowflake-Labs/snowflake-dcm-projects)\n",":type":"text/x-markdown","multiValue":false},"quickstartArticleLogoImage":{"title":"Quickstart Article Logo Image","dataType":"string",":type":"text/plain","multiValue":false}},"elementsOrder":["quickstartArticleBody","quickstartArticleLogoImage"],"model":"snowflake-site/models/quickstart-article"},"flexible_column_cont":{"id":"flexible-column-container-c062cb28de","type":"2-column-75-25","alignColumns":"top","containerMaxWidth":"extra-large","topPadding":"none","bottomPadding":"none","spaceBetween":"none","reverseOnMobile":false,"carouselOnMobile":false,"backgroundImageOption":"none","flexible_column_content_container_1":{"layout":"SIMPLE","id":"container-bce5ba44c8",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"quickstart_last_modi":{"id":"quickstart-last-modified-c6f3f1c6ce","icon":{"id":"icon","icon":"calendar",":type":"snowflake-site/components/icon","appliedCssClassNames":"snowflake-icon-blue"},"lastModifiedDatePrefix":"Updated","lastModifiedDate":"2026-05-05",":type":"snowflake-site/components/quickstart/quickstart-last-modified","appliedCssClassNames":"snowflake-responsive-component-top-padding-small"},"text":{"id":"text-4ab03ba542","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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