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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":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"quickstart_hero":"aem-GridColumn aem-GridColumn--default--12","flexible_column_cont":"aem-GridColumn aem-GridColumn--default--12","markup_editor":"aem-GridColumn 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Developers","url":"https://www.snowflake.com/content/snowflake-site/global/en/developers","currentPage":false}]},"flexible_column_cont":{"id":"flexible-column-container-b101934267","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-8b42d00158",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"contentfragment":{"id":"contentfragment-7f7dfa927a","description":"Build push-based Java connectors for Snowflake Native Apps to ingest data from custom sources, APIs, and enterprise applications.","paragraphs":["\u003Ch2\u003EOverview\u003C/h2\u003E\n","\u003Cp\u003EIn this tutorial you will learn how to build a native Snowflake push based connector.\nIn the following steps we will cover what constitutes a connector, how to build and deploy it and how to build\nan application UI using Streamlit.\u003C/p\u003E\n","\u003Ch2\u003EPrerequisites\u003C/h2\u003E\n\u003Cul\u003E\u003Cli\u003EBasic knowledge of \u003Ca href=\"https://docs.snowflake.com/en/developer-guide/native-apps/native-apps-about\"\u003ESnowflake Native Apps\u003C/a\u003E\u003C/li\u003E\u003Cli\u003EBasic knowledge of Java\u003C/li\u003E\u003Cli\u003ESnowflake user with \u003Ccode\u003Eaccountadmin\u003C/code\u003E role\u003C/li\u003E\u003Cli\u003EmacOS or Linux machine to build a project and run deployment scripts\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch2\u003EYou will learn\u003C/h2\u003E\n\u003Cul\u003E\u003Cli\u003ECreating Native Applications in Snowflake\u003C/li\u003E\u003Cli\u003EIngesting data to Snowflake using snowflake-ingestion-sdk\u003C/li\u003E\u003Cli\u003ERunning Snowflake procedures using snowflake-jdbc\u003C/li\u003E\u003Cli\u003EHow to optimize merge for the CDC scenario using \u003Ca href=\"https://github.com/Snowflake-Labs/sfquickstarts/blob/master/site/sfguides/src/connectors-example-push-based-java/assets/deferred_merge.pdf\"\u003Edeferred merge approach\u003C/a\u003E\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/connectors-example-push-based-java/deferred_merge.pdf\" alt=\"\"\u003E\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch2\u003EPrepare your local environment\u003C/h2\u003E\n\u003Cul\u003E\u003Cli\u003EInstall Java 11 or later\u003C/li\u003E\u003Cli\u003EInstall \u003Ca href=\"https://docs.snowflake.com/en/user-guide/snowsql\"\u003Esnowsql\u003C/a\u003E\u003C/li\u003E\u003Cli\u003EConfigure snowsql to allow using \u003Ca href=\"https://docs.snowflake.com/en/user-guide/snowsql-use#enabling-variable-substitution\"\u003Evariables\u003C/a\u003E (\u003Ccode\u003Evariable_substitution = True\u003C/code\u003E)\u003C/li\u003E\u003Cli\u003EConfigure snowsql to \u003Ca href=\"https://docs.snowflake.com/en/user-guide/snowsql-config#exit-on-error\"\u003Eexit on first error\u003C/a\u003E (\u003Ccode\u003Eexit_on_error = True\u003C/code\u003E)\u003C/li\u003E\u003Cli\u003EClone the \u003Ca href=\"https://github.com/snowflakedb/connectors-native-sdk\"\u003Econnectors-native-sdk repository\u003C/a\u003E and go to \u003Ccode\u003E./examples/example-push-based-java-connector\u003C/code\u003E\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch2\u003EConnector overview\u003C/h2\u003E\n","\u003Cp\u003EThis connector consist of Java Agent and Native Application.\nJava Agent acts as an application which is close to the data source, it fetches data from the data source and pushes it to Snowflake.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/connectors-example-push-based-java/overview.svg\" alt=\"overview.svg\"\u003E\u003C/p\u003E\n","\u003Ch3\u003ENative Application\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003Eruns \u003Ca href=\"https://docs.snowflake.com/en/developer-guide/native-apps/native-apps-about\"\u003Enatively\u003C/a\u003E in Snowflake\u003C/li\u003E\u003Cli\u003Econtains a \u003Ca href=\"https://docs.snowflake.com/en/sql-reference/stored-procedures-overview\"\u003Estored procedure\u003C/a\u003E which\ninitializes resources by creating all objects in the database needed for the deferred merge\u003C/li\u003E\u003Cli\u003Econtains \u003Ca href=\"https://docs.streamlit.io/\"\u003EStreamlit\u003C/a\u003E UI which visualises data\u003C/li\u003E\u003Cli\u003Econtains the following database elements:\n\u003Cul\u003E\u003Cli\u003Eschemas:\n\u003Cul\u003E\u003Cli\u003E\u003Ccode\u003EPUBLIC\u003C/code\u003E - versioned, used to store all public procedures\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003ETASKS\u003C/code\u003E - stateful, used for tasks\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003Eprocedures:\n\u003Cul\u003E\u003Cli\u003E\u003Ccode\u003EINIT_DESTINATION_DATABASE\u003C/code\u003E - procedure which is used to create a destination database for the resources\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003EINIT_RESOURCE\u003C/code\u003E - procedure which initializes a resource, it creates the following elements in the destination database:\n\u003Cul\u003E\u003Cli\u003Ebase table\u003C/li\u003E\u003Cli\u003Edelta table\u003C/li\u003E\u003Cli\u003Eview which contains merged data from the base and delta tables\u003C/li\u003E\u003Cli\u003Etask which periodically merges the data from the delta to the base table\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003Edestination database - a database for all the resource data, it is created outside the Native Application by the \u003Ccode\u003EINIT_DESTINATION_DATABASE\u003C/code\u003E procedure\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EOnly selected objects will be visible to customer who installed the app. See: \u003Ca href=\"https://docs.snowflake.com/en/developer-guide/native-apps/creating-setup-script#visibility-of-objects-created-in-the-setup-script-to-consumers\"\u003Edocs\u003C/a\u003E.\u003C/p\u003E\n","\u003Ch3\u003EJava Agent\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003Ea simple Java application\u003C/li\u003E\u003Cli\u003Econnects to the Native Application\u003C/li\u003E\u003Cli\u003Eruns \u003Ccode\u003EINIT_DESTINATION_DATABASE\u003C/code\u003E procedure on startup\u003C/li\u003E\u003Cli\u003Einitializes a new resources using the Native Application's procedure \u003Ccode\u003EINIT_RESOURCE\u003C/code\u003E\n\u003Cul\u003E\u003Cli\u003Euses \u003Ca href=\"https://docs.snowflake.com/en/developer-guide/jdbc/jdbc\"\u003Esnowflake-jdbc\u003C/a\u003E library for calling stored procedure\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003Eingests the data to Snowflake\n\u003Cul\u003E\u003Cli\u003Euses \u003Ca href=\"https://docs.snowflake.com/en/user-guide/data-load-snowpipe-streaming-overview\"\u003Esnowflake-ingest-sdk\u003C/a\u003E library for ingesting the data\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003Econtains a CLI for enabling new resources\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch2\u003EProject structure\u003C/h2\u003E\n","\u003Cp\u003ELet's take a look at the structure of this connector.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-text\"\u003E├── Makefile\n├── example-push-based-java-connector-agent\n│    ├── build.gradle\n│    └── src\n├── example-push-based-java-connector-native-app\n│    ├── environment.yml\n│    ├── manifest.yml\n│    └── scripts\n│    │   ├── deploy.sql\n│    │   └── install.sql\n│    ├── setup.sql\n│    └── streamlit_app.py\n├── gradle\n├── gradlew\n├── gradlew.bat\n├── imgs\n├── integration-test\n├── README.md\n├── settings.gradle\n└── sf_build.sh\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003ENative Application module\u003C/h3\u003E\n","\u003Cp\u003EContains files which are needed to create a Snowflake Native App:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Ccode\u003Emanifest.yml\u003C/code\u003E - Manifest file required by the native apps model.\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003Esetup.sql\u003C/code\u003E - This script includes definition of all components that constitute the connector including procedures, schemas and tables.\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003Estreamlit_app.py\u003C/code\u003E - File which contains the UI of the connector.\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003Escripts/deploy.sql\u003C/code\u003E - Script which uploads \u003Ccode\u003Emanifest.yml\u003C/code\u003E, \u003Ccode\u003Esetup.sql\u003C/code\u003E and \u003Ccode\u003Estreamlit_app.py\u003C/code\u003E to Snowflake.\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003Escripts/install.sql\u003C/code\u003E - Script which creates a native application from the files uploaded by \u003Ccode\u003Edeploy.sql\u003C/code\u003E script.\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EJava Agent module\u003C/h3\u003E\n","\u003Cp\u003EContains Java files that constitute the Agent application and gradle files that are needed to build this application.\u003C/p\u003E\n","\u003Ch3\u003Esf_build.sh script\u003C/h3\u003E\n","\u003Cp\u003ESimple script to collect all files needed to deploy Snowflake Native App into sf_build folder. This directory will be used in deployment script.\u003C/p\u003E\n","\u003Ch3\u003Eimgs directory\u003C/h3\u003E\n","\u003Cp\u003EImages used in README file.\u003C/p\u003E\n","\u003Ch2\u003EApplication logs\u003C/h2\u003E\n","\u003Cp\u003EExample application logs various operations during runtime. By default, those logs are not stored anywhere. To enable log storing please refer to \u003Ca href=\"https://other-docs.snowflake.com/en/native-apps/consumer-enable-logging\"\u003Eenable loging\u003C/a\u003E documentation.\u003C/p\u003E\n","\u003Ch2\u003EConnector configuration\u003C/h2\u003E\n","\u003Ch3\u003ESnowsql configuration\u003C/h3\u003E\n","\u003Cp\u003EThis quickstart uses some convenience scripts for running necessary commands. Those scripts use snowsql. Before\nproceeding you need to configure snowsql connection to your Snowflake account according to \u003Ca href=\"https://docs.snowflake.com/en/user-guide/snowsql-start#using-named-connections\"\u003Edocumentation\u003C/a\u003E.\u003C/p\u003E\n","\u003Ch3\u003EGenerating Pubic and Private Keys\u003C/h3\u003E\n","\u003Cp\u003EJava Agent uses \u003Ccode\u003Esnowflake-ingestion-sdk\u003C/code\u003E library which uses \u003Ca href=\"https://docs.snowflake.com/en/user-guide/key-pair-auth\"\u003Ekey pair authentication\u003C/a\u003E.\nIn order to set up the connection you need to generate Public and Private Keys. To achieve it, run the following commands:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sh\"\u003Eopenssl genrsa 2048 | openssl pkcs8 -topk8 -inform PEM -out rsa_key.p8 -nocrypt\nopenssl rsa -in rsa_key.p8 -pubout -out rsa_key.pub\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EThe commands will create 2 files with a public key (\u003Ccode\u003Ersa_key.pub\u003C/code\u003E) and a private key (\u003Ccode\u003Ersa_key.p8\u003C/code\u003E). The keys will be used in the following steps.\u003C/p\u003E\n","\u003Ch3\u003EConfigure user in Snowflake\u003C/h3\u003E\n","\u003Cp\u003EConfigure a public key for your user by running the following sql command in your Snowflake worksheet. Use the public key generated in the previous step.\nKey inside the query should not have any whitespaces and should be a one-line string.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EALTER USER <your_user> SET RSA_PUBLIC_KEY='<Your Public Key>';\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EIf your user does not have a password configured, run the following command to set the password.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EALTER USER <your_user> SET PASSWORD = '<Your Password>' MUST_CHANGE_PASSWORD = FALSE;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EThe password will be needed for the Java Agent to connect to the Native Application using \u003Ccode\u003Esnowflake-jdbc\u003C/code\u003E.\u003C/p\u003E\n","\u003Ch3\u003ENative application configuration\u003C/h3\u003E\n","\u003Cp\u003EIn order to create a native application you need to adjust the value in the \u003Ccode\u003EMakefile\u003C/code\u003E script for:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Ccode\u003ECONNECTION\u003C/code\u003E - a name of snowsql connection defined in previous step\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EYou can also change the rest of the properties:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Ccode\u003EAPP_NAME\u003C/code\u003E\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003EAPP_VERSION\u003C/code\u003E\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003ESTAGE_DB\u003C/code\u003E\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003ESTAGE_NAME\u003C/code\u003E\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EThose values will be used by all scripts used in this quickstart.\u003C/p\u003E\n","\u003Cp\u003ENote: After changing \u003Ccode\u003EAPP_NAME\u003C/code\u003E you will need to adjust \u003Ccode\u003Enative_application.database_name\u003C/code\u003E property in the \u003Ccode\u003EJava agent configuration\u003C/code\u003E step below.\u003C/p\u003E\n","\u003Ch3\u003EJava agent configuration\u003C/h3\u003E\n","\u003Cp\u003EIn order to build the Java Agent and connect it to Snowflake you need to edit the following properties in \u003Ccode\u003E/example-push-based-java-connector-agent/src/main/resources/connector.properties\u003C/code\u003E:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Ccode\u003Eaccount\u003C/code\u003E - Snowflake account name\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003Euser\u003C/code\u003E - Snowflake username\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003Ejdbc.password\u003C/code\u003E - Snowflake password for given user, it will be used to connect to Snowflake via jdbc\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003Ewarehouse\u003C/code\u003E - warehouse which you want to use\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003Eingestion.host\u003C/code\u003E - Snowflake host\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003Eingestion.private_key\u003C/code\u003E - private key generated in previous step with removed whitespaces (one-line string). To make sure that your private key property does not contain any whitespace at the beginning and at the end you can wrap it with quotes.\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003Ejdbc.url\u003C/code\u003E - jdbc url which should contain correct Snowflake host\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003Enative_application.database_name\u003C/code\u003E - this property has to be changed if \u003Ccode\u003EAPP_NAME\u003C/code\u003E in Makefile was changed, it should have \u003Ccode\u003EAPP_NAME\u003C/code\u003E value with \u003Ccode\u003E_INSTANCE\u003C/code\u003E suffix\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EExample file with all the necessary properties looks like this:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-properties\"\u003Eaccount=myaccount\nuser=myuser\nrole=accountadmin\nwarehouse=mywarehouse\n\nnative_application.database_name=EXAMPLE_PUSH_BASED_CONNECTOR_TEST_INSTANCE\nnative_application.schema_name=PUBLIC\ndestination_database.database_name=EXAMPLE_PUSH_BASED_CONNECTOR_DATA\ndestination_database.schema_name=PUBLIC\n\ningestion.host=myaccount.snowflakecomputing.com\ningestion.scheme=https\ningestion.port=443\ningestion.private_key="MIIEvQIBADANBgkqhkiG9w0BAQEFAASCBKcwggSjAgEAAoIBAQCsm5SOTkt/I0K5(...)"\njdbc.password=mypassword\njdbc.url=jdbc:snowflake://myaccount.snowflakecomputing.com\n\nupload.initial.record-count=100\nupload.periodical.record-count=20\nupload.periodical.interval-seconds=10\nupload.scheduler.pool-size=3\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch2\u003EConnector logic\u003C/h2\u003E\n","\u003Cp\u003EWhen user starts the Java Agent application, it connects to the Native Application and runs the \u003Ccode\u003EINIT_DESTINATION_DATABASE\u003C/code\u003E procedure.\nThen the CLI is launched and user can enable and disable resources using appropriate commands.\nWhen a resource is enabled, Java Agent performs the following steps:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EInitializes the resource - connects to the Native App and runs \u003Ccode\u003EINIT_RESOURCE\u003C/code\u003E procedure\u003C/li\u003E\u003Cli\u003ERuns initial upload - loads some records from the data source and uploads them to the base table\u003C/li\u003E\u003Cli\u003ESchedules periodical upload (CDC) - loads and uploads some records to the delta table every 1 minute\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EIn the meantime, on the Native App side, the merge task is invoked. It merges the data from the delta to the base table.\u003C/p\u003E\n","\u003Ch3\u003ESimplified sequence diagram\u003C/h3\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/connectors-example-push-based-java/simplified.svg\" alt=\"simplified.svg\"\u003E\u003C/p\u003E\n","\u003Ch3\u003EDetailed sequence diagram\u003C/h3\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/connectors-example-push-based-java/detailed.svg\" alt=\"detailed.svg\"\u003E\u003C/p\u003E\n","\u003Ch2\u003EBuild the connector\u003C/h2\u003E\n","\u003Ch3\u003EOverview\u003C/h3\u003E\n","\u003Cp\u003EBuild step for the app consist of:\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003ECreating a new \u003Ccode\u003Esf_build\u003C/code\u003E directory on the local machine for the Native App artifacts\u003C/li\u003E\u003Cli\u003ECreating a new \u003Ccode\u003Esf_build_java\u003C/code\u003E directory on local machine for the Java Agent artifacts\u003C/li\u003E\u003Cli\u003ECopying of the \u003Ccode\u003EAgent.jar\u003C/code\u003E to the \u003Ccode\u003Esf_build_java\u003C/code\u003E folder\u003C/li\u003E\u003Cli\u003ECopying of the \u003Ccode\u003Emanifest.yml\u003C/code\u003E to the \u003Ccode\u003Esf_build\u003C/code\u003E folder\u003C/li\u003E\u003Cli\u003ECopying of the \u003Ccode\u003Esetup.sql\u003C/code\u003E to the \u003Ccode\u003Esf_build\u003C/code\u003E folder\u003C/li\u003E\u003Cli\u003ECopying of the \u003Ccode\u003Estreamlit_app.py\u003C/code\u003E to the \u003Ccode\u003Esf_build\u003C/code\u003E folder\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003EThe \u003Ccode\u003Esf_build\u003C/code\u003E directory serves as the source of truth about the Native Application definition.\u003C/p\u003E\n","\u003Ch3\u003EBuilding\u003C/h3\u003E\n","\u003Cp\u003ETo build the connector execute a convenience script:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sh\"\u003Emake build\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch2\u003EDeploy the connector\u003C/h2\u003E\n","\u003Cp\u003EIn this step we will deploy the connector to the Snowflake account.\u003C/p\u003E\n","\u003Ch3\u003EOverview\u003C/h3\u003E\n","\u003Cp\u003EDeployment step consists of:\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003ECreating a database and stage for the app artifacts\u003C/li\u003E\u003Cli\u003EUploading the \u003Ccode\u003Esf_build\u003C/code\u003E contents to the newly created stage\u003C/li\u003E\u003Cli\u003ECreating an application package using the data from the stage\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch3\u003EDeploy the app\u003C/h3\u003E\n","\u003Cp\u003ETo deploy the connector execute a convenience script:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sh\"\u003Emake deploy\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch2\u003EInstalling the connector\u003C/h2\u003E\n","\u003Cp\u003EIn this step you will install the connector. The installation is encapsulated in a convenience script \u003Ccode\u003Einstall.sql\u003C/code\u003E.\u003C/p\u003E\n","\u003Ch3\u003EOverview\u003C/h3\u003E\n","\u003Cp\u003EThe installation step consists of:\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003ECreating a new application using the application package which was created in the previous step\u003C/li\u003E\u003Cli\u003EGranting the necessary privileges to the application\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch3\u003ERunning the installation script\u003C/h3\u003E\n","\u003Cp\u003ETo install the connector using the convenience script run the following command:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-shell\"\u003Emake install\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch2\u003EGrant privileges and create sink database\u003C/h2\u003E\n","\u003Cp\u003ETo configure the connector and grant the rest of the necessary privileges log into Snowflake and go to the \u003Ccode\u003EApps\u003C/code\u003E tab.\u003C/p\u003E\n","\u003Ch3\u003EGrant privileges\u003C/h3\u003E\n","\u003Cp\u003EWhen accessing the Streamlit dashboard of the connector for the first time a permissions pop-up will be displayed.\nThe requested privileges must be granted for the connector to work properly.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/connectors-example-push-based-java/privileges1.png\" alt=\"privileges1.png\"\u003E\u003C/p\u003E\n","\u003Ch3\u003ECreate a sink database\u003C/h3\u003E\n","\u003Cp\u003EAgent that provides the data to the Native App requires a database to work. This database is created by the Native App.\nTo create it just enter the database name in the input box and press \u003Ccode\u003EConfigure\u003C/code\u003E button.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/connectors-example-push-based-java/configure1.png\" alt=\"configure1.png\"\u003E\u003C/p\u003E\n","\u003Ch2\u003EUsing Java Agent to enable a resources\u003C/h2\u003E\n","\u003Cp\u003ETo run the Java Agent run the following command:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-shell\"\u003Emake run_agent\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EThis command runs the agent's command line interface. The following commands are available to use:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Ccode\u003Eenable {resource_name}\u003C/code\u003E - initializes a resource and runs the initial and the periodical upload, example usage: \u003Ccode\u003Eenable first_resource\u003C/code\u003E\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003Edisable {resource_name}\u003C/code\u003E - disables periodical upload of a given resource, example usage: \u003Ccode\u003Edisable first_resource\u003C/code\u003E\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003Equit\u003C/code\u003E - disables all the active resources and quits the application\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch2\u003EUsing Streamlit app to visualise data\u003C/h2\u003E\n","\u003Cp\u003ENavigate to the Apps tab in Snowflake, then find and open the application with your application name.\nIf a resource was enabled using Java Agent, you will see a bar chart with count of the elements in all the tables.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/connectors-example-push-based-java/streamlit.png\" alt=\"streamlit.png\"\u003E\u003C/p\u003E\n","\u003Cp\u003EYou can check the \u003Ccode\u003ERefresh automatically\u003C/code\u003E checkbox to enable a periodical refresh of the page - this way you will see rising charts when the data is being ingested.\u003C/p\u003E\n","\u003Ch2\u003ERun integration test\u003C/h2\u003E\n","\u003Cp\u003EExample-push-based-java-connector repository contains a module with an integration test.\u003C/p\u003E\n","\u003Ch3\u003EOverview\u003C/h3\u003E\n","\u003Cp\u003EThis test checks if the whole application flow works as expected. It performs the following steps:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003Ebuilds the connector\u003C/li\u003E\u003Cli\u003Edeploys the connector\u003C/li\u003E\u003Cli\u003Einstalls the connector\u003C/li\u003E\u003Cli\u003Einitializes the destination database\u003C/li\u003E\u003Cli\u003Einitializes a new resource\u003C/li\u003E\u003Cli\u003Eperforms the initial upload\u003C/li\u003E\u003Cli\u003Eperforms a single iteration of the periodical upload\u003C/li\u003E\u003Cli\u003Eexecutes the merge task\u003C/li\u003E\u003Cli\u003Edrops the connector application and all the database elements that were created\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003ERunning the test\u003C/h3\u003E\n","\u003Cp\u003EThe integration test can be run using a simple make command:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-shell\"\u003Emake test\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch2\u003EConclusion\u003C/h2\u003E\n","\u003Cp\u003E\u003Cstrong\u003ECongratulations! You have successfully completed these Labs\u003C/strong\u003E\u003C/p\u003E\n","\u003Cp\u003EIn this guide, you have learned how to:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003Ecreate a push based connector\u003C/li\u003E\u003Cli\u003Ecreate Native Applications in Snowflake\u003C/li\u003E\u003Cli\u003Euse \u003Ccode\u003Esnowflake-ingestion-sdk\u003C/code\u003E to ingest the data to Snowflake\u003C/li\u003E\u003Cli\u003Euse \u003Ccode\u003Esnowflake-jdbc\u003C/code\u003E to run Snowflake procedures\u003C/li\u003E\u003Cli\u003Eoptimize merge for the CDC scenario using the deferred merge approach\u003C/li\u003E\u003C/ul\u003E"],"title":"Native Connector - Java (Push Based)","isDeveloperGuidesPage":false,":type":"snowflake-site/components/contentfragment","elements":{"quickstartArticleBody":{"dataType":"string","title":"Quickstart Article Body","value":"## Overview\n\nIn this tutorial you will learn how to build a native Snowflake push based connector.\nIn the following steps we will cover what constitutes a connector, how to build and deploy it and how to build\nan application UI using Streamlit.\n\n## Prerequisites\n\n- Basic knowledge of [Snowflake Native Apps](https://docs.snowflake.com/en/developer-guide/native-apps/native-apps-about)\n- Basic knowledge of Java\n- Snowflake user with `accountadmin` role\n- macOS or Linux machine to build a project and run deployment scripts\n\n## You will learn\n\n- Creating Native Applications in Snowflake\n- Ingesting data to Snowflake using snowflake-ingestion-sdk\n- Running Snowflake procedures using snowflake-jdbc\n- How to optimize merge for the CDC scenario using [deferred merge approach](https://github.com/Snowflake-Labs/sfquickstarts/blob/master/site/sfguides/src/connectors-example-push-based-java/assets/deferred_merge.pdf)\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/connectors-example-push-based-java/deferred_merge.pdf)\n\n## Prepare your local environment\n\n- Install Java 11 or later\n- Install [snowsql](https://docs.snowflake.com/en/user-guide/snowsql)\n- Configure snowsql to allow using [variables](https://docs.snowflake.com/en/user-guide/snowsql-use#enabling-variable-substitution) (`variable_substitution = True`)\n- Configure snowsql to [exit on first error](https://docs.snowflake.com/en/user-guide/snowsql-config#exit-on-error) (`exit_on_error = True`)\n- Clone the [connectors-native-sdk repository](https://github.com/snowflakedb/connectors-native-sdk) and go to `./examples/example-push-based-java-connector`\n\n## Connector overview\n\nThis connector consist of Java Agent and Native Application.\nJava Agent acts as an application which is close to the data source, it fetches data from the data source and pushes it to Snowflake.\n\n![overview.svg](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/connectors-example-push-based-java/overview.svg)\n\n### Native Application\n- runs [natively](https://docs.snowflake.com/en/developer-guide/native-apps/native-apps-about) in Snowflake\n- contains a [stored procedure](https://docs.snowflake.com/en/sql-reference/stored-procedures-overview) which \ninitializes resources by creating all objects in the database needed for the deferred merge\n- contains [Streamlit](https://docs.streamlit.io/) UI which visualises data\n- contains the following database elements:\n  - schemas:\n    - `PUBLIC` - versioned, used to store all public procedures\n    - `TASKS` - stateful, used for tasks\n  - procedures:\n    - `INIT_DESTINATION_DATABASE` - procedure which is used to create a destination database for the resources\n    - `INIT_RESOURCE` - procedure which initializes a resource, it creates the following elements in the destination database:\n      - base table\n      - delta table\n      - view which contains merged data from the base and delta tables\n      - task which periodically merges the data from the delta to the base table\n  - destination database - a database for all the resource data, it is created outside the Native Application by the `INIT_DESTINATION_DATABASE` procedure\n\nOnly selected objects will be visible to customer who installed the app. See: [docs](https://docs.snowflake.com/en/developer-guide/native-apps/creating-setup-script#visibility-of-objects-created-in-the-setup-script-to-consumers).\n\n### Java Agent\n- a simple Java application\n- connects to the Native Application\n- runs `INIT_DESTINATION_DATABASE` procedure on startup\n- initializes a new resources using the Native Application's procedure `INIT_RESOURCE`\n  - uses [snowflake-jdbc](https://docs.snowflake.com/en/developer-guide/jdbc/jdbc) library for calling stored procedure\n- ingests the data to Snowflake\n  - uses [snowflake-ingest-sdk](https://docs.snowflake.com/en/user-guide/data-load-snowpipe-streaming-overview) library for ingesting the data\n- contains a CLI for enabling new resources\n\n## Project structure\n\nLet's take a look at the structure of this connector.\n```text\n├── Makefile\n├── example-push-based-java-connector-agent\n│    ├── build.gradle\n│    └── src\n├── example-push-based-java-connector-native-app\n│    ├── environment.yml\n│    ├── manifest.yml\n│    └── scripts\n│    │   ├── deploy.sql\n│    │   └── install.sql\n│    ├── setup.sql\n│    └── streamlit_app.py\n├── gradle\n├── gradlew\n├── gradlew.bat\n├── imgs\n├── integration-test\n├── README.md\n├── settings.gradle\n└── sf_build.sh\n```\n\n### Native Application module\n\nContains files which are needed to create a Snowflake Native App:\n- `manifest.yml` - Manifest file required by the native apps model.\n- `setup.sql` - This script includes definition of all components that constitute the connector including procedures, schemas and tables.\n- `streamlit_app.py` - File which contains the UI of the connector.\n- `scripts/deploy.sql` - Script which uploads `manifest.yml`, `setup.sql` and `streamlit_app.py` to Snowflake.\n- `scripts/install.sql` - Script which creates a native application from the files uploaded by `deploy.sql` script.\n\n### Java Agent module\nContains Java files that constitute the Agent application and gradle files that are needed to build this application.\n\n### sf_build.sh script\n\nSimple script to collect all files needed to deploy Snowflake Native App into sf_build folder. This directory will be used in deployment script.\n\n### imgs directory\n\nImages used in README file.\n\n## Application logs\n\nExample application logs various operations during runtime. By default, those logs are not stored anywhere. To enable log storing please refer to [enable loging](https://other-docs.snowflake.com/en/native-apps/consumer-enable-logging) documentation.\n\n## Connector configuration\n\n### Snowsql configuration\nThis quickstart uses some convenience scripts for running necessary commands. Those scripts use snowsql. Before\nproceeding you need to configure snowsql connection to your Snowflake account according to [documentation](https://docs.snowflake.com/en/user-guide/snowsql-start#using-named-connections).\n\n### Generating Pubic and Private Keys\nJava Agent uses `snowflake-ingestion-sdk` library which uses [key pair authentication](https://docs.snowflake.com/en/user-guide/key-pair-auth).\nIn order to set up the connection you need to generate Public and Private Keys. To achieve it, run the following commands:\n```sh\nopenssl genrsa 2048 | openssl pkcs8 -topk8 -inform PEM -out rsa_key.p8 -nocrypt\nopenssl rsa -in rsa_key.p8 -pubout -out rsa_key.pub\n```\nThe commands will create 2 files with a public key (`rsa_key.pub`) and a private key (`rsa_key.p8`). The keys will be used in the following steps.\n\n### Configure user in Snowflake\nConfigure a public key for your user by running the following sql command in your Snowflake worksheet. Use the public key generated in the previous step.\nKey inside the query should not have any whitespaces and should be a one-line string.\n```sql\nALTER USER \u003Cyour_user\u003E SET RSA_PUBLIC_KEY='\u003CYour Public Key\u003E';\n```\n\nIf your user does not have a password configured, run the following command to set the password.\n```sql\nALTER USER \u003Cyour_user\u003E SET PASSWORD = '\u003CYour Password\u003E' MUST_CHANGE_PASSWORD = FALSE;\n```\nThe password will be needed for the Java Agent to connect to the Native Application using `snowflake-jdbc`.\n\n### Native application configuration\nIn order to create a native application you need to adjust the value in the `Makefile` script for:\n- `CONNECTION` - a name of snowsql connection defined in previous step\n\nYou can also change the rest of the properties:\n- `APP_NAME`\n- `APP_VERSION` \n- `STAGE_DB`\n- `STAGE_NAME`\n\nThose values will be used by all scripts used in this quickstart.\n\nNote: After changing `APP_NAME` you will need to adjust `native_application.database_name` property in the `Java agent configuration` step below.\n\n### Java agent configuration\nIn order to build the Java Agent and connect it to Snowflake you need to edit the following properties in `/example-push-based-java-connector-agent/src/main/resources/connector.properties`:\n- `account` - Snowflake account name\n- `user` - Snowflake username\n- `jdbc.password` - Snowflake password for given user, it will be used to connect to Snowflake via jdbc\n- `warehouse` - warehouse which you want to use\n- `ingestion.host` - Snowflake host\n- `ingestion.private_key` - private key generated in previous step with removed whitespaces (one-line string). To make sure that your private key property does not contain any whitespace at the beginning and at the end you can wrap it with quotes.\n- `jdbc.url` - jdbc url which should contain correct Snowflake host \n- `native_application.database_name` - this property has to be changed if `APP_NAME` in Makefile was changed, it should have `APP_NAME` value with `_INSTANCE` suffix\n\nExample file with all the necessary properties looks like this:\n\n```properties\naccount=myaccount\nuser=myuser\nrole=accountadmin\nwarehouse=mywarehouse\n\nnative_application.database_name=EXAMPLE_PUSH_BASED_CONNECTOR_TEST_INSTANCE\nnative_application.schema_name=PUBLIC\ndestination_database.database_name=EXAMPLE_PUSH_BASED_CONNECTOR_DATA\ndestination_database.schema_name=PUBLIC\n\ningestion.host=myaccount.snowflakecomputing.com\ningestion.scheme=https\ningestion.port=443\ningestion.private_key=\"MIIEvQIBADANBgkqhkiG9w0BAQEFAASCBKcwggSjAgEAAoIBAQCsm5SOTkt/I0K5(...)\"\njdbc.password=mypassword\njdbc.url=jdbc:snowflake://myaccount.snowflakecomputing.com\n\nupload.initial.record-count=100\nupload.periodical.record-count=20\nupload.periodical.interval-seconds=10\nupload.scheduler.pool-size=3\n```\n\n## Connector logic\n\nWhen user starts the Java Agent application, it connects to the Native Application and runs the `INIT_DESTINATION_DATABASE` procedure.\nThen the CLI is launched and user can enable and disable resources using appropriate commands.\nWhen a resource is enabled, Java Agent performs the following steps:\n- Initializes the resource - connects to the Native App and runs `INIT_RESOURCE` procedure\n- Runs initial upload - loads some records from the data source and uploads them to the base table\n- Schedules periodical upload (CDC) - loads and uploads some records to the delta table every 1 minute\n\nIn the meantime, on the Native App side, the merge task is invoked. It merges the data from the delta to the base table.\n\n### Simplified sequence diagram\n\n![simplified.svg](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/connectors-example-push-based-java/simplified.svg)\n\n### Detailed sequence diagram\n![detailed.svg](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/connectors-example-push-based-java/detailed.svg)\n\n## Build the connector\n\n### Overview\nBuild step for the app consist of:\n1. Creating a new `sf_build` directory on the local machine for the Native App artifacts\n2. Creating a new `sf_build_java` directory on local machine for the Java Agent artifacts\n3. Copying of the `Agent.jar` to the `sf_build_java` folder\n4. Copying of the `manifest.yml` to the `sf_build` folder\n5. Copying of the `setup.sql` to the `sf_build` folder\n6. Copying of the `streamlit_app.py` to the `sf_build` folder\n\nThe `sf_build` directory serves as the source of truth about the Native Application definition.\n\n### Building\nTo build the connector execute a convenience script:\n```sh\nmake build\n```\n\n## Deploy the connector\n\nIn this step we will deploy the connector to the Snowflake account.\n\n### Overview\n\nDeployment step consists of:\n1. Creating a database and stage for the app artifacts\n2. Uploading the `sf_build` contents to the newly created stage\n3. Creating an application package using the data from the stage\n\n### Deploy the app\nTo deploy the connector execute a convenience script:\n```sh\nmake deploy\n```\n\n## Installing the connector\n\nIn this step you will install the connector. The installation is encapsulated in a convenience script `install.sql`.\n\n### Overview\n\nThe installation step consists of:\n1. Creating a new application using the application package which was created in the previous step\n2. Granting the necessary privileges to the application\n\n### Running the installation script\n\nTo install the connector using the convenience script run the following command:\n```shell\nmake install\n```\n\n## Grant privileges and create sink database\n\nTo configure the connector and grant the rest of the necessary privileges log into Snowflake and go to the `Apps` tab.\n\n### Grant privileges\nWhen accessing the Streamlit dashboard of the connector for the first time a permissions pop-up will be displayed.\nThe requested privileges must be granted for the connector to work properly.\n\n![privileges1.png](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/connectors-example-push-based-java/privileges1.png)\n\n### Create a sink database\nAgent that provides the data to the Native App requires a database to work. This database is created by the Native App.\nTo create it just enter the database name in the input box and press `Configure` button.\n\n![configure1.png](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/connectors-example-push-based-java/configure1.png)\n\n## Using Java Agent to enable a resources\n\nTo run the Java Agent run the following command:\n```shell\nmake run_agent\n```\n\nThis command runs the agent's command line interface. The following commands are available to use:\n- `enable {resource_name}` - initializes a resource and runs the initial and the periodical upload, example usage: `enable first_resource`\n- `disable {resource_name}` - disables periodical upload of a given resource, example usage: `disable first_resource`\n- `quit` - disables all the active resources and quits the application\n\n## Using Streamlit app to visualise data\nNavigate to the Apps tab in Snowflake, then find and open the application with your application name.\nIf a resource was enabled using Java Agent, you will see a bar chart with count of the elements in all the tables.\n\n![streamlit.png](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/connectors-example-push-based-java/streamlit.png)\n\nYou can check the `Refresh automatically` checkbox to enable a periodical refresh of the page - this way you will see rising charts when the data is being ingested.\n\n## Run integration test\n\nExample-push-based-java-connector repository contains a module with an integration test.\n\n### Overview\nThis test checks if the whole application flow works as expected. It performs the following steps:\n- builds the connector\n- deploys the connector\n- installs the connector\n- initializes the destination database\n- initializes a new resource\n- performs the initial upload\n- performs a single iteration of the periodical upload\n- executes the merge task\n- drops the connector application and all the database elements that were created\n\n### Running the test\nThe integration test can be run using a simple make command:\n```shell\nmake test\n```\n\n## Conclusion\n\n**Congratulations! You have successfully completed these Labs**\n\nIn this guide, you have learned how to:\n- create a push based connector\n- create Native Applications in Snowflake\n- use `snowflake-ingestion-sdk` to ingest the data to Snowflake \n- use `snowflake-jdbc` to run Snowflake procedures\n- optimize merge for the CDC scenario using the deferred merge approach\n","multiValue":false,":type":"text/x-markdown"},"quickstartArticleLogoImage":{"dataType":"string","title":"Quickstart Article Logo Image","multiValue":false,":type":"text/plain"}},"elementsOrder":["quickstartArticleBody","quickstartArticleLogoImage"],":items":{},":itemsOrder":[],"model":"snowflake-site/models/quickstart-article"},"flexible_column_cont":{"id":"flexible-column-container-3d43ff4a85","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-e16d49c598",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"quickstart_last_modi":{"id":"quickstart-last-modified-fd668a6a29","icon":{"id":"icon","icon":"calendar",":type":"snowflake-site/components/icon","appliedCssClassNames":"snowflake-icon-blue"},"lastModifiedDatePrefix":"Updated","lastModifiedDate":"2025-12-20",":type":"snowflake-site/components/quickstart/quickstart-last-modified","appliedCssClassNames":"snowflake-responsive-component-top-padding-small"},"text":{"id":"text-13d0c19d3b","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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will learn\u003C/h2\u003E","\u003Ch2\u003EPrepare your local environment\u003C/h2\u003E","\u003Ch2\u003EConnector overview\u003C/h2\u003E","\u003Ch2\u003EProject structure\u003C/h2\u003E","\u003Ch2\u003EApplication logs\u003C/h2\u003E","\u003Ch2\u003EConnector configuration\u003C/h2\u003E","\u003Ch2\u003EConnector logic\u003C/h2\u003E","\u003Ch2\u003EBuild the connector\u003C/h2\u003E","\u003Ch2\u003EDeploy the connector\u003C/h2\u003E","\u003Ch2\u003EInstalling the connector\u003C/h2\u003E","\u003Ch2\u003EGrant privileges and create sink database\u003C/h2\u003E","\u003Ch2\u003EUsing Java Agent to enable a resources\u003C/h2\u003E","\u003Ch2\u003EUsing Streamlit app to visualise data\u003C/h2\u003E","\u003Ch2\u003ERun integration 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