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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-0976c5a011","quickstartHeroFirstCertifiedTag":{"tagText":"Quickstart","tagColor":"#29B5E8","tagPath":"/content/cq:tags/snowflake-site/taxonomy/solution-center/certification/quickstart","tagIcon":""},"quickstartHeroTitle":{"lines":["Migrate to Snowflake Postgres Using Logical 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workloads into Snowflake Postgres using logical replication for minimal downtime environments","title":"Migrate to Snowflake Postgres Using Logical Replication","paragraphs":["<!-- ------------------------ -->\n","\u003Ch2\u003EOverview\u003C/h2\u003E\n","\u003Cp\u003EIf you're migrating to Snowflake Postgres from another platform, you a few options:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Cstrong\u003Epg_dump and pg_restore\u003C/strong\u003E: A reliable way to collect an entire database and restore it to a new location. Great for smaller databases (50-150GB) where a brief downtime window is acceptable.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Cstrong\u003ELogical replication\u003C/strong\u003E: When your database is too large for dump/restore downtime,  logical replication provides a path forward.\u003C/p\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EThis guide focuses on the \u003Cstrong\u003Elogical replication\u003C/strong\u003E approach for migrating to Snowflake Postgres. Your existing database, aka the source, becomes the \u003Ccode\u003Epublisher\u003C/code\u003E, and Snowflake Postgres, aka the target, becomes the \u003Ccode\u003Esubscriber\u003C/code\u003E. During initial load, all data is copied from publisher to subscriber. After that, any transactions on the publisher are continuously sent to the subscriber, and then a final migration cutover is initiated.\u003C/p\u003E\n","\u003Ch3\u003EWhat You Will Build\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EA sample remote database\u003C/li\u003E\u003Cli\u003ESnowflake Postgres instance\u003C/li\u003E\u003Cli\u003ENetworking ingress/egress between Snowflake Postgres and a remote database\u003C/li\u003E\u003Cli\u003EA logical replication pipeline from a remote Postgres database to Snowflake Postgres\u003C/li\u003E\u003Cli\u003EA completed data migration from a Postgres to Snowflake Postgres\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You Will Learn\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EHow to migrate schema to Snowflake Postgres\u003C/li\u003E\u003Cli\u003EHow to configure your source database as a publisher\u003C/li\u003E\u003Cli\u003EHow to set up Snowflake Postgres as a replication subscriber\u003C/li\u003E\u003Cli\u003EHow to create a network ingress and egress policies to connect the two databases\u003C/li\u003E\u003Cli\u003EHow to monitor replication progress\u003C/li\u003E\u003Cli\u003EHow to perform a minimal-downtime cutover\u003C/li\u003E\u003Cli\u003EHow to fix sequences and clean up after migration\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EPrerequisites\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EA source Postgres database. Any self hosted or cloud Postgres database can be used by changing the connection details below.\u003C/li\u003E\u003Cli\u003EAccess to a Snowflake account with Snowflake Postgres enabled\u003C/li\u003E\u003C/ul\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EThe Source Database\u003C/h2\u003E\n","\u003Ch3\u003EOverview\u003C/h3\u003E\n","\u003Cp\u003EFor this guide, we'll create a PostgreSQL database as our origin system. This simulates having an existing production database that you want to migrate to Snowflake Postgres. Any environment for Postgres, including cloud managed environments like Amazon RDS can be used.\u003C/p\u003E\n","\u003Ch3\u003ECreate Sample Tables\u003C/h3\u003E\n","\u003Cp\u003EThis example SQL creates three tables that represent a simple ecommerce application: customers, products, and orders.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E-- Create customers table\nCREATE TABLE customers (\n    customer_id SERIAL PRIMARY KEY,\n    first_name VARCHAR(50),\n    last_name VARCHAR(50),\n    email VARCHAR(100),\n    city VARCHAR(50)\n);\n\n-- Create products table\nCREATE TABLE products (\n    product_id SERIAL PRIMARY KEY,\n    product_name VARCHAR(100),\n    category VARCHAR(50),\n    price DECIMAL(10, 2)\n);\n\n-- Create orders table with foreign key constraints\nCREATE TABLE orders (\n    order_id SERIAL PRIMARY KEY,\n    order_date DATE DEFAULT CURRENT_DATE,\n    customer_id INT,\n    product_id INT,\n    quantity INT,\n\n    CONSTRAINT fk_order_customer\n        FOREIGN KEY (customer_id) \n        REFERENCES customers(customer_id),\n\n    CONSTRAINT fk_order_product\n        FOREIGN KEY (product_id) \n        REFERENCES products(product_id)\n);\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003EInsert Sample Data\u003C/h3\u003E\n","\u003Cp\u003EAdd sample data to work with during the migration:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E-- Insert 10 Customers\nINSERT INTO customers (first_name, last_name, email, city) VALUES\n('Alice', 'Smith', 'alice@example.com', 'New York'),\n('Bob', 'Johnson', 'bob@test.com', 'Los Angeles'),\n('Charlie', 'Brown', 'charlie@sample.net', 'Chicago'),\n('Diana', 'Prince', 'diana@themyscira.com', 'Houston'),\n('Evan', 'Wright', 'evan@write.com', 'Phoenix'),\n('Fiona', 'Gallagher', 'fiona@shameless.com', 'Chicago'),\n('George', 'Martin', 'grrm@books.com', 'Santa Fe'),\n('Hannah', 'Montana', 'hannah@music.com', 'Los Angeles'),\n('Ian', 'Malcolm', 'ian@chaos.com', 'Austin'),\n('Julia', 'Roberts', 'julia@movie.com', 'New York');\n\n-- Insert 10 Products\nINSERT INTO products (product_name, category, price) VALUES\n('Wireless Mouse', 'Electronics', 25.99),\n('Mechanical Keyboard', 'Electronics', 120.50),\n('Gaming Monitor', 'Electronics', 300.00),\n('Yoga Mat', 'Fitness', 20.00),\n('Dumbbell Set', 'Fitness', 55.00),\n('Running Shoes', 'Footwear', 89.99),\n('Leather Jacket', 'Apparel', 150.00),\n('Coffee Maker', 'Kitchen', 45.00),\n('Blender', 'Kitchen', 30.00),\n('Novel: The Great Gatsby', 'Books', 12.50);\n\n-- Insert 10 Orders\nINSERT INTO orders (order_date, customer_id, product_id, quantity) VALUES\n('2023-10-01', 1, 1, 1),  -- Alice bought a Mouse\n('2023-10-02', 2, 3, 1),  -- Bob bought a Monitor\n('2023-10-03', 1, 10, 2), -- Alice bought 2 Books\n('2023-10-04', 3, 2, 1),  -- Charlie bought a Keyboard\n('2023-10-05', 4, 6, 1),  -- Diana bought Shoes\n('2023-10-06', 5, 8, 1),  -- Evan bought Coffee Maker\n('2023-10-07', 2, 2, 1),  -- Bob bought a Keyboard\n('2023-10-08', 6, 4, 3),  -- Fiona bought 3 Yoga Mats\n('2023-10-09', 7, 10, 1), -- George bought a Book\n('2023-10-10', 8, 7, 1);  -- Hannah bought a Jacket\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003EVerify Your Setup\u003C/h3\u003E\n","\u003Cp\u003EConfirm the data was created successfully:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ESELECT \n    (SELECT COUNT(*) FROM customers) as customer_count,\n    (SELECT COUNT(*) FROM products) as product_count,\n    (SELECT COUNT(*) FROM orders) as order_count;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EYou should see 10 customers, 10 products, and 10 orders.\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003ECreate Snowflake Postgres Instance\u003C/h2\u003E\n","\u003Ch3\u003EOverview\u003C/h3\u003E\n","\u003Cp\u003ESet up Snowflake Postgres and the origin database to allow connections to each other.\u003C/p\u003E\n","\u003Ch3\u003ECreating an ingress and egress policy for Snowflake Postgres to initiate a database connection\u003C/h3\u003E\n","\u003Cp\u003EFollow the \u003Ca href=\"/guide/getting-started-with-snowflake-postgres\"\u003EGetting Started with Snowflake Postgres\u003C/a\u003E quickstart to deploy an instance and connect to it, keeping in mind you'll need network policies like the sample below.\u003C/p\u003E\n","\u003Cp\u003EFor logical replication, Snowflake Postgres must be able to initiate a connection when the subscription is created. This is different from the connection needed for an outside application connection, psql session, or the schema import step below. You will need to create a special network egress rule to connect Snowflake Postgres to your source database. Here is a sample network statement and create database statements that use this network policy.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E-- Create the ingress rule to allow traffic from origin or other application connections\nCREATE NETWORK RULE PG_INGRESS\n  TYPE = IPV4\n  VALUE_LIST = ('204.236.226.69/32', '25.253.158.254/32')\n  MODE = POSTGRES_INGRESS;\n\n-- Create an egress rule to allow Snowflake Postgres to initiate a connection to the source\nCREATE NETWORK RULE PG_EGRESS\n  TYPE = IPV4\n  VALUE_LIST = ('204.236.226.69/32')\n  MODE = POSTGRES_EGRESS;\n\n-- Create a new policy using both rules in the allowed list\nCREATE NETWORK POLICY "EGRESS TO ORIGIN"\n  ALLOWED_NETWORK_RULE_LIST = ('PG_INGRESS', 'PG_EGRESS')\n  COMMENT = 'Ingress to internet, egress to bridge db';\n\n-- Create a new Snowflake Postgres instance that uses the new network policy\nCREATE POSTGRES INSTANCE SNOWFLAKE_POSTGRES_DEMO\n  COMPUTE_FAMILY = 'STANDARD_L'\n  STORAGE_SIZE_GB = 10\n  AUTHENTICATION_AUTHORITY = POSTGRES\n  POSTGRES_VERSION = 17\n  NETWORK_POLICY = '"EGRESS TO ORIGIN"';\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003EAllowing connections from Snowflake Postgres to the origin database\u003C/h3\u003E\n","\u003Cp\u003EFor Snowflake Postgres to connect to the origin database, your source must be reachable over the network. Ensure your configuration allows connections from Snowflake's IP range and that your firewall allows inbound connections on port 5432. You can use the hostname in the Snowflake Postgres set up to find the underlying IP address by doing something like:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode\u003Edig hmj7clwu.sfengineering-pgtest6.qa6.us-west-2.aws.postgres.snowflake.app\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EVirtual network peering and PrivateLink are also supported for this use case.\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EMigrate Schema from Source to Target\u003C/h2\u003E\n","\u003Ch3\u003EOverview\u003C/h3\u003E\n","\u003Cp\u003ELogical replication only replicates data changes (\u003Ccode\u003EINSERT\u003C/code\u003E, \u003Ccode\u003EUPDATE\u003C/code\u003E, \u003Ccode\u003EDELETE\u003C/code\u003E), so you must ensure that the target database has the correct schema beforehand. In this step, we'll copy the schema from the source \u003Ccode\u003Epostgres\u003C/code\u003E database to Snowflake Postgres.\u003C/p\u003E\n","\u003Ch3\u003ESet Up Connection Variables\u003C/h3\u003E\n","\u003Cp\u003EFirst, set environment variables for your connection strings:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003E# Source database \nexport SOURCE_DB_URI="postgres://postgres:your_password@mydb-instance.abc123xyz.us-west-2.rds.amazonaws.com:5432/postgres"\n\n# Snowflake Postgres target (use your actual credentials)\nexport TARGET_DB_URI="postgres://snowflake_admin:********@hmj7c3jdlwu.sfengineering-pgtest6.qa6.us-west-2.aws.postgres.snowflake.app:5432/postgres"\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003EExport Schema from Source to Snowflake Postgres\u003C/h3\u003E\n","\u003Cp\u003ERun \u003Ccode\u003Epg_dump\u003C/code\u003E and \u003Ccode\u003Epg_restore\u003C/code\u003E to copy the schema (without data) from source to target:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003Epg_dump -Fc -s $SOURCE_DB_URI | pg_restore --no-acl --no-owner --no-publications -d $TARGET_DB_URI\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EThis command:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Ccode\u003E-Fc\u003C/code\u003E creates a custom-format archive\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003E-s\u003C/code\u003E exports schema only (no data)\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003E--no-acl\u003C/code\u003E skips access privileges\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003E--no-publications\u003C/code\u003E skips exporting other replication publications\u003C/li\u003E\u003Cli\u003E\u003Ccode\u003E--no-owner\u003C/code\u003E skips ownership information\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EVerify Schema Migration\u003C/h3\u003E\n","\u003Cp\u003EConnect to your Snowflake Postgres instance and verify the tables were created:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003Epsql $TARGET_DB_URI\n\u003C/code\u003E\u003C/pre\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E\\dt\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EYou should see the \u003Ccode\u003Ecustomers\u003C/code\u003E, \u003Ccode\u003Eproducts\u003C/code\u003E, and \u003Ccode\u003Eorders\u003C/code\u003E tables listed. The tables will be empty - that's expected, as data will be replicated in the next steps.\u003C/p\u003E\n\u003Cblockquote\u003E\n","\u003Cp\u003EIf your migration process proceeds while application development continues, you must keep the receiving database's schema in sync with any schema changes made on your source database.\u003C/p\u003E\n\u003C/blockquote\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EConfigure Replication Publisher in Source Database\u003C/h2\u003E\n","\u003Ch3\u003EOverview\u003C/h3\u003E\n","\u003Cp\u003EConfigure your source database to act as a publisher for logical replication.\u003C/p\u003E\n","\u003Ch3\u003EEnable Logical Replication\u003C/h3\u003E\n","\u003Cp\u003ELogical replication requires \u003Ccode\u003Ewal_level = logical\u003C/code\u003E.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EALTER SYSTEM SET wal_level = 'logical';\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ENote: If you are using Amazon RDS or other managed services, you may need to modify additional parameters. See the host details for specifics.\u003C/p\u003E\n","\u003Cp\u003EConfigure the replication settings to allow at least one replication slot:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EALTER SYSTEM SET max_replication_slots = 4;\nALTER SYSTEM SET max_wal_senders = 4;\nALTER SYSTEM SET max_logical_replication_workers = 4;\nALTER SYSTEM SET max_worker_processes = 10;\nALTER SYSTEM SET max_sync_workers_per_subscription = 2;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EThese settings require a restart to take effect. After restarting, verify they are applied:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ESHOW wal_level;\nSHOW max_replication_slots;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ESee the PostgreSQL documentation on \u003Ca href=\"https://www.postgresql.org/docs/current/logical-replication-config.html\"\u003Elogical replication configuration\u003C/a\u003E for guidance on these parameters, for larger projects in production environments you may need to adjust the defaults.\u003C/p\u003E\n","\u003Ch3\u003ECreate a Replication User\u003C/h3\u003E\n","\u003Cp\u003ECreate a dedicated user for replication with the \u003Ccode\u003EREPLICATION\u003C/code\u003E role attribute and read access to tables being replicated:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ECREATE ROLE replication_user WITH REPLICATION LOGIN PASSWORD 'your_secure_password';\nGRANT SELECT ON ALL TABLES IN SCHEMA public TO replication_user;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003ECreate the Publication\u003C/h3\u003E\n","\u003Cp\u003ECreate a publication that includes all tables you want to replicate:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ECREATE PUBLICATION snowflake_migration FOR ALL TABLES;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EVerify your tables are included in the publication:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ESELECT * FROM pg_publication_tables;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EAll tables you intend to migrate should appear in this list.\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch3\u003ECreate the Subscription\u003C/h3\u003E\n","\u003Cp\u003EConnect to your Snowflake Postgres database and create a subscription using the connection details for your source database:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ECREATE SUBSCRIPTION snowflake_migration \nCONNECTION 'host={source_host} port=5432 dbname=postgres user={replication_user} password={password}' \nPUBLICATION snowflake_migration;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ECreating the subscription will:\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003ECreate a replication slot on the publisher\u003C/li\u003E\u003Cli\u003EBegin copying data from tables in the publication\u003C/li\u003E\u003Cli\u003ECreate temporary slots for each table during initial synchronization\u003C/li\u003E\u003C/ol\u003E\n\u003Cblockquote\u003E\n","\u003Cp\u003EIf the subscription creation fails check the network settings above, both that the source allows connections from Snowflake Postgres and Snowflake Postgres egress is configured to contact the external database.\u003C/p\u003E\n\u003C/blockquote\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EMonitor Replication\u003C/h2\u003E\n","\u003Ch3\u003EOverview\u003C/h3\u003E\n","\u003Cp\u003EMonitor the initial data copy and ongoing replication to ensure everything is proceeding correctly.\u003C/p\u003E\n","\u003Ch3\u003ECheck Subscription Status\u003C/h3\u003E\n","\u003Cp\u003EOn the subscriber (Snowflake Postgres), query \u003Ccode\u003Epg_stat_subscription\u003C/code\u003E to see replication status:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ESELECT * FROM pg_stat_subscription;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EExample output:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode\u003E-[ RECORD 1 ]---------+------------------------------\nsubid                 | 16726\nsubname               | snowflake_migration\nworker_type           | table synchronization\npid                   | 260393\nleader_pid            |\nrelid                 | 16651\nreceived_lsn          |\nlast_msg_send_time    | 2026-01-22 18:09:24.763366+00\nlast_msg_receipt_time | 2026-01-22 18:09:24.763366+00\nlatest_end_lsn        |\nlatest_end_time       | 2026-01-22 18:09:24.763366+00\n-[ RECORD 2 ]---------+------------------------------\nsubid                 | 16726\nsubname               | snowflake_migration\nworker_type           | table synchronization\npid                   | 260504\nleader_pid            |\nrelid                 | 16672\nreceived_lsn          |\nlast_msg_send_time    | 2026-01-22 18:09:25.523061+00\nlast_msg_receipt_time | 2026-01-22 18:09:25.523061+00\nlatest_end_lsn        |\nlatest_end_time       | 2026-01-22 18:09:25.523061+00\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003ECheck Per-Table Sync State\u003C/h3\u003E\n","\u003Cp\u003EView the synchronization state of each table:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ESELECT * FROM pg_subscription_rel;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EThe \u003Ccode\u003Esrsubstate\u003C/code\u003E column indicates the state:\n| Code | State |\n|------|-------|\n| \u003Ccode\u003Ed\u003C/code\u003E | Data is being copied |\n| \u003Ccode\u003Ef\u003C/code\u003E | Finished table copy |\n| \u003Ccode\u003Es\u003C/code\u003E | Synchronized |\n| \u003Ccode\u003Er\u003C/code\u003E | Ready (normal replication) |\u003C/p\u003E\n","\u003Ch3\u003EVerify Row Counts\u003C/h3\u003E\n","\u003Cp\u003EBecause of table bloat and internal statistics differences, you cannot reliably compare table sizes. Instead, compare row counts:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ESELECT \n    (SELECT COUNT(*) FROM customers) as customer_count,\n    (SELECT COUNT(*) FROM products) as product_count,\n    (SELECT COUNT(*) FROM orders) as order_count;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ERun this on both source and target to verify data completeness. You should see 10 customers, 10 products, and 10 orders on both sides.\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EPerform Cutover\u003C/h2\u003E\n","\u003Ch3\u003EOverview\u003C/h3\u003E\n","\u003Cp\u003EOnce replication is caught up and you've validated the data, perform the cutover to complete your migration.\u003C/p\u003E\n","\u003Ch3\u003ECutover Steps\u003C/h3\u003E\n\u003Col\u003E\u003Cli\u003E\u003Cstrong\u003EStop application writes\u003C/strong\u003E to the source database\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EVerify replication is caught up\u003C/strong\u003E - ensure all tables show state \u003Ccode\u003Er\u003C/code\u003E (ready) in \u003Ccode\u003Epg_subscription_rel\u003C/code\u003E\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EFix sequences\u003C/strong\u003E (see next section)\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EUpdate application connection strings\u003C/strong\u003E to point to Snowflake Postgres\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EResume application operations\u003C/strong\u003E\u003C/li\u003E\u003C/ol\u003E\n\u003Cblockquote\u003E\n","\u003Cp\u003EPlan your cutover window carefully. While logical replication minimizes downtime, you still need a brief window where writes are stopped to ensure consistency.\u003C/p\u003E\n\u003C/blockquote\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EFix Sequences\u003C/h2\u003E\n","\u003Ch3\u003EOverview\u003C/h3\u003E\n","\u003Cp\u003ELogical replication copies data but doesn't update sequence values. You must synchronize sequences before resuming production operations.\u003C/p\u003E\n","\u003Ch3\u003EGenerate Sequence Update Commands\u003C/h3\u003E\n","\u003Cp\u003ERun this query on your source database to generate \u003Ccode\u003Esetval\u003C/code\u003E commands for all sequences, if there are any.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ESELECT\n    'SELECT setval(' || quote_literal(quote_ident(n.nspname) || '.' || quote_ident(c.relname)) || ', ' || s.last_value || ');'\nFROM\n    pg_class c\n    JOIN pg_namespace n ON n.oid = c.relnamespace\n    JOIN pg_sequences s ON s.schemaname = n.nspname\n        AND s.sequencename = c.relname\nWHERE\n    c.relkind = 'S';\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003EApply to Target\u003C/h3\u003E\n","\u003Cp\u003EExecute the generated commands on your Snowflake Postgres database to synchronize all sequence values.\u003C/p\u003E\n","\u003Ch2\u003EClean Up\u003C/h2\u003E\n","\u003Ch3\u003EOverview\u003C/h3\u003E\n","\u003Cp\u003EAfter a successful migration, clean up the replication configuration on both sides.\u003C/p\u003E\n","\u003Ch3\u003EOn the Subscriber (Snowflake Postgres)\u003C/h3\u003E\n","\u003Cp\u003EDrop the subscription:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EDROP SUBSCRIPTION snowflake_migration;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch3\u003EOn the Publisher (Source Database)\u003C/h3\u003E\n","\u003Cp\u003EDrop the publication:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EDROP PUBLICATION snowflake_migration;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EOptionally, remove the replication user if no longer needed:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EDROP ROLE replication_user;\n\u003C/code\u003E\u003C/pre\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EConclusion and Resources\u003C/h2\u003E\n","\u003Ch3\u003ECongratulations!\u003C/h3\u003E\n","\u003Cp\u003EYou've successfully migrated your Postgres database to Snowflake Postgres using logical replication!\u003C/p\u003E\n","\u003Ch3\u003EWhat You Learned\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EHow to export and apply schema using \u003Ccode\u003Epg_dump\u003C/code\u003E and \u003Ccode\u003Epg_restore\u003C/code\u003E\u003C/li\u003E\u003Cli\u003EHow to configure a source database as a publisher with proper replication settings\u003C/li\u003E\u003Cli\u003EHow to create subscriptions on Snowflake Postgres\u003C/li\u003E\u003Cli\u003EHow to monitor replication progress and verify data consistency\u003C/li\u003E\u003Cli\u003EHow to perform a minimal-downtime cutover\u003C/li\u003E\u003Cli\u003EHow to synchronize sequences after migration\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EKey Takeaways\u003C/h3\u003E\n","\u003Cp\u003ELogical replication is a safe and effective migration strategy. Data consistency for replicated tables is ensured as long as:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EThe subscriber's schema is identical to the publisher's\u003C/li\u003E\u003Cli\u003EReplication is one-way with no conflicting writes on the subscriber\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/snowflake-postgres/about\"\u003ESnowflake Postgres Documentation\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://www.postgresql.org/docs/current/logical-replication.html\"\u003EPostgreSQL Logical Replication Documentation\u003C/a\u003E\u003C/li\u003E\u003C/ul\u003E"],"isDeveloperGuidesPage":false,"elements":{"quickstartArticleBody":{"dataType":"string","title":"Quickstart Article Body","value":"\u003C!-- ------------------------ --\u003E\n## Overview\n\nIf you're migrating to Snowflake Postgres from another platform, you a few options:\n\n- **pg_dump and pg_restore**: A reliable way to collect an entire database and restore it to a new location. Great for smaller databases (50-150GB) where a brief downtime window is acceptable.\n\n- **Logical replication**: When your database is too large for dump/restore downtime,  logical replication provides a path forward.\n\nThis guide focuses on the **logical replication** approach for migrating to Snowflake Postgres. Your existing database, aka the source, becomes the `publisher`, and Snowflake Postgres, aka the target, becomes the `subscriber`. During initial load, all data is copied from publisher to subscriber. After that, any transactions on the publisher are continuously sent to the subscriber, and then a final migration cutover is initiated.\n\n### What You Will Build\n- A sample remote database\n- Snowflake Postgres instance\n- Networking ingress/egress between Snowflake Postgres and a remote database\n- A logical replication pipeline from a remote Postgres database to Snowflake Postgres\n- A completed data migration from a Postgres to Snowflake Postgres\n\n### What You Will Learn\n- How to migrate schema to Snowflake Postgres\n- How to configure your source database as a publisher\n- How to set up Snowflake Postgres as a replication subscriber\n- How to create a network ingress and egress policies to connect the two databases \n- How to monitor replication progress\n- How to perform a minimal-downtime cutover\n- How to fix sequences and clean up after migration\n\n### Prerequisites\n- A source Postgres database. Any self hosted or cloud Postgres database can be used by changing the connection details below.\n- Access to a Snowflake account with Snowflake Postgres enabled\n\n\n\u003C!-- ------------------------ --\u003E\n## The Source Database\n\n### Overview\nFor this guide, we'll create a PostgreSQL database as our origin system. This simulates having an existing production database that you want to migrate to Snowflake Postgres. Any environment for Postgres, including cloud managed environments like Amazon RDS can be used. \n\n### Create Sample Tables\n\nThis example SQL creates three tables that represent a simple ecommerce application: customers, products, and orders.\n\n```sql\n-- Create customers table\nCREATE TABLE customers (\n    customer_id SERIAL PRIMARY KEY,\n    first_name VARCHAR(50),\n    last_name VARCHAR(50),\n    email VARCHAR(100),\n    city VARCHAR(50)\n);\n\n-- Create products table\nCREATE TABLE products (\n    product_id SERIAL PRIMARY KEY,\n    product_name VARCHAR(100),\n    category VARCHAR(50),\n    price DECIMAL(10, 2)\n);\n\n-- Create orders table with foreign key constraints\nCREATE TABLE orders (\n    order_id SERIAL PRIMARY KEY,\n    order_date DATE DEFAULT CURRENT_DATE,\n    customer_id INT,\n    product_id INT,\n    quantity INT,\n\n    CONSTRAINT fk_order_customer\n        FOREIGN KEY (customer_id) \n        REFERENCES customers(customer_id),\n\n    CONSTRAINT fk_order_product\n        FOREIGN KEY (product_id) \n        REFERENCES products(product_id)\n);\n```\n\n### Insert Sample Data\n\nAdd sample data to work with during the migration:\n\n```sql\n-- Insert 10 Customers\nINSERT INTO customers (first_name, last_name, email, city) VALUES\n('Alice', 'Smith', 'alice@example.com', 'New York'),\n('Bob', 'Johnson', 'bob@test.com', 'Los Angeles'),\n('Charlie', 'Brown', 'charlie@sample.net', 'Chicago'),\n('Diana', 'Prince', 'diana@themyscira.com', 'Houston'),\n('Evan', 'Wright', 'evan@write.com', 'Phoenix'),\n('Fiona', 'Gallagher', 'fiona@shameless.com', 'Chicago'),\n('George', 'Martin', 'grrm@books.com', 'Santa Fe'),\n('Hannah', 'Montana', 'hannah@music.com', 'Los Angeles'),\n('Ian', 'Malcolm', 'ian@chaos.com', 'Austin'),\n('Julia', 'Roberts', 'julia@movie.com', 'New York');\n\n-- Insert 10 Products\nINSERT INTO products (product_name, category, price) VALUES\n('Wireless Mouse', 'Electronics', 25.99),\n('Mechanical Keyboard', 'Electronics', 120.50),\n('Gaming Monitor', 'Electronics', 300.00),\n('Yoga Mat', 'Fitness', 20.00),\n('Dumbbell Set', 'Fitness', 55.00),\n('Running Shoes', 'Footwear', 89.99),\n('Leather Jacket', 'Apparel', 150.00),\n('Coffee Maker', 'Kitchen', 45.00),\n('Blender', 'Kitchen', 30.00),\n('Novel: The Great Gatsby', 'Books', 12.50);\n\n-- Insert 10 Orders\nINSERT INTO orders (order_date, customer_id, product_id, quantity) VALUES\n('2023-10-01', 1, 1, 1),  -- Alice bought a Mouse\n('2023-10-02', 2, 3, 1),  -- Bob bought a Monitor\n('2023-10-03', 1, 10, 2), -- Alice bought 2 Books\n('2023-10-04', 3, 2, 1),  -- Charlie bought a Keyboard\n('2023-10-05', 4, 6, 1),  -- Diana bought Shoes\n('2023-10-06', 5, 8, 1),  -- Evan bought Coffee Maker\n('2023-10-07', 2, 2, 1),  -- Bob bought a Keyboard\n('2023-10-08', 6, 4, 3),  -- Fiona bought 3 Yoga Mats\n('2023-10-09', 7, 10, 1), -- George bought a Book\n('2023-10-10', 8, 7, 1);  -- Hannah bought a Jacket\n```\n\n### Verify Your Setup\n\nConfirm the data was created successfully:\n\n```sql\nSELECT \n    (SELECT COUNT(*) FROM customers) as customer_count,\n    (SELECT COUNT(*) FROM products) as product_count,\n    (SELECT COUNT(*) FROM orders) as order_count;\n```\n\nYou should see 10 customers, 10 products, and 10 orders.\n\n\u003C!-- ------------------------ --\u003E\n## Create Snowflake Postgres Instance\n\n### Overview\nSet up Snowflake Postgres and the origin database to allow connections to each other.\n\n### Creating an ingress and egress policy for Snowflake Postgres to initiate a database connection \n\nFollow the [Getting Started with Snowflake Postgres](/guide/getting-started-with-snowflake-postgres) quickstart to deploy an instance and connect to it, keeping in mind you'll need network policies like the sample below. \n\nFor logical replication, Snowflake Postgres must be able to initiate a connection when the subscription is created. This is different from the connection needed for an outside application connection, psql session, or the schema import step below. You will need to create a special network egress rule to connect Snowflake Postgres to your source database. Here is a sample network statement and create database statements that use this network policy.\n\n```sql\n-- Create the ingress rule to allow traffic from origin or other application connections\nCREATE NETWORK RULE PG_INGRESS\n  TYPE = IPV4\n  VALUE_LIST = ('204.236.226.69/32', '25.253.158.254/32')\n  MODE = POSTGRES_INGRESS;\n\n-- Create an egress rule to allow Snowflake Postgres to initiate a connection to the source\nCREATE NETWORK RULE PG_EGRESS\n  TYPE = IPV4\n  VALUE_LIST = ('204.236.226.69/32')\n  MODE = POSTGRES_EGRESS;\n\n-- Create a new policy using both rules in the allowed list\nCREATE NETWORK POLICY \"EGRESS TO ORIGIN\"\n  ALLOWED_NETWORK_RULE_LIST = ('PG_INGRESS', 'PG_EGRESS')\n  COMMENT = 'Ingress to internet, egress to bridge db';\n\n-- Create a new Snowflake Postgres instance that uses the new network policy\nCREATE POSTGRES INSTANCE SNOWFLAKE_POSTGRES_DEMO\n  COMPUTE_FAMILY = 'STANDARD_L'\n  STORAGE_SIZE_GB = 10\n  AUTHENTICATION_AUTHORITY = POSTGRES\n  POSTGRES_VERSION = 17\n  NETWORK_POLICY = '\"EGRESS TO ORIGIN\"';\n```\n\n### Allowing connections from Snowflake Postgres to the origin database\nFor Snowflake Postgres to connect to the origin database, your source must be reachable over the network. Ensure your configuration allows connections from Snowflake's IP range and that your firewall allows inbound connections on port 5432. You can use the hostname in the Snowflake Postgres set up to find the underlying IP address by doing something like:\n\n```\ndig hmj7clwu.sfengineering-pgtest6.qa6.us-west-2.aws.postgres.snowflake.app\n```\n\nVirtual network peering and PrivateLink are also supported for this use case. \n\n\n\u003C!-- ------------------------ --\u003E\n## Migrate Schema from Source to Target\n\n### Overview\nLogical replication only replicates data changes (`INSERT`, `UPDATE`, `DELETE`), so you must ensure that the target database has the correct schema beforehand. In this step, we'll copy the schema from the source `postgres` database to Snowflake Postgres.\n\n### Set Up Connection Variables\n\nFirst, set environment variables for your connection strings:\n\n```bash\n# Source database \nexport SOURCE_DB_URI=\"postgres://postgres:your_password@mydb-instance.abc123xyz.us-west-2.rds.amazonaws.com:5432/postgres\"\n\n# Snowflake Postgres target (use your actual credentials)\nexport TARGET_DB_URI=\"postgres://snowflake_admin:********@hmj7c3jdlwu.sfengineering-pgtest6.qa6.us-west-2.aws.postgres.snowflake.app:5432/postgres\"\n```\n\n### Export Schema from Source to Snowflake Postgres\n\nRun `pg_dump` and `pg_restore` to copy the schema (without data) from source to target:\n\n```bash\npg_dump -Fc -s $SOURCE_DB_URI | pg_restore --no-acl --no-owner --no-publications -d $TARGET_DB_URI\n```\n\nThis command:\n- `-Fc` creates a custom-format archive\n- `-s` exports schema only (no data)\n- `--no-acl` skips access privileges\n- `--no-publications` skips exporting other replication publications\n- `--no-owner` skips ownership information\n\n### Verify Schema Migration\n\nConnect to your Snowflake Postgres instance and verify the tables were created:\n\n```bash\npsql $TARGET_DB_URI\n```\n\n```sql\n\\dt\n```\n\nYou should see the `customers`, `products`, and `orders` tables listed. The tables will be empty - that's expected, as data will be replicated in the next steps.\n\n\u003E  \n\u003E\n\u003E If your migration process proceeds while application development continues, you must keep the receiving database's schema in sync with any schema changes made on your source database.\n\n\u003C!-- ------------------------ --\u003E\n## Configure Replication Publisher in Source Database\n\n### Overview\nConfigure your source database to act as a publisher for logical replication.\n\n### Enable Logical Replication\n\nLogical replication requires `wal_level = logical`. \n\n```sql\nALTER SYSTEM SET wal_level = 'logical';\n```\n\nNote: If you are using Amazon RDS or other managed services, you may need to modify additional parameters. See the host details for specifics. \n\nConfigure the replication settings to allow at least one replication slot:\n\n```sql\nALTER SYSTEM SET max_replication_slots = 4;\nALTER SYSTEM SET max_wal_senders = 4;\nALTER SYSTEM SET max_logical_replication_workers = 4;\nALTER SYSTEM SET max_worker_processes = 10;\nALTER SYSTEM SET max_sync_workers_per_subscription = 2;\n```\n\nThese settings require a restart to take effect. After restarting, verify they are applied:\n\n```sql\nSHOW wal_level;\nSHOW max_replication_slots;\n```\n\nSee the PostgreSQL documentation on [logical replication configuration](https://www.postgresql.org/docs/current/logical-replication-config.html) for guidance on these parameters, for larger projects in production environments you may need to adjust the defaults. \n\n### Create a Replication User\nCreate a dedicated user for replication with the `REPLICATION` role attribute and read access to tables being replicated:\n\n```sql\nCREATE ROLE replication_user WITH REPLICATION LOGIN PASSWORD 'your_secure_password';\nGRANT SELECT ON ALL TABLES IN SCHEMA public TO replication_user;\n```\n\n### Create the Publication\nCreate a publication that includes all tables you want to replicate:\n\n```sql\nCREATE PUBLICATION snowflake_migration FOR ALL TABLES;\n```\n\nVerify your tables are included in the publication:\n\n```sql\nSELECT * FROM pg_publication_tables;\n```\n\nAll tables you intend to migrate should appear in this list.\n\n\u003C!-- ------------------------ --\u003E\n\n\n### Create the Subscription\n\nConnect to your Snowflake Postgres database and create a subscription using the connection details for your source database:\n\n```sql\nCREATE SUBSCRIPTION snowflake_migration \nCONNECTION 'host={source_host} port=5432 dbname=postgres user={replication_user} password={password}' \nPUBLICATION snowflake_migration;\n```\n\nCreating the subscription will:\n1. Create a replication slot on the publisher\n2. Begin copying data from tables in the publication\n3. Create temporary slots for each table during initial synchronization\n\n\u003E \n\u003E If the subscription creation fails check the network settings above, both that the source allows connections from Snowflake Postgres and Snowflake Postgres egress is configured to contact the external database.\n\n\n\u003C!-- ------------------------ --\u003E\n## Monitor Replication\n\n### Overview\nMonitor the initial data copy and ongoing replication to ensure everything is proceeding correctly.\n\n### Check Subscription Status\nOn the subscriber (Snowflake Postgres), query `pg_stat_subscription` to see replication status:\n\n```sql\nSELECT * FROM pg_stat_subscription;\n```\n\nExample output:\n```\n-[ RECORD 1 ]---------+------------------------------\nsubid                 | 16726\nsubname               | snowflake_migration\nworker_type           | table synchronization\npid                   | 260393\nleader_pid            |\nrelid                 | 16651\nreceived_lsn          |\nlast_msg_send_time    | 2026-01-22 18:09:24.763366+00\nlast_msg_receipt_time | 2026-01-22 18:09:24.763366+00\nlatest_end_lsn        |\nlatest_end_time       | 2026-01-22 18:09:24.763366+00\n-[ RECORD 2 ]---------+------------------------------\nsubid                 | 16726\nsubname               | snowflake_migration\nworker_type           | table synchronization\npid                   | 260504\nleader_pid            |\nrelid                 | 16672\nreceived_lsn          |\nlast_msg_send_time    | 2026-01-22 18:09:25.523061+00\nlast_msg_receipt_time | 2026-01-22 18:09:25.523061+00\nlatest_end_lsn        |\nlatest_end_time       | 2026-01-22 18:09:25.523061+00\n```\n\n### Check Per-Table Sync State\nView the synchronization state of each table:\n\n```sql\nSELECT * FROM pg_subscription_rel;\n```\n\nThe `srsubstate` column indicates the state:\n| Code | State |\n|------|-------|\n| `d` | Data is being copied |\n| `f` | Finished table copy |\n| `s` | Synchronized |\n| `r` | Ready (normal replication) |\n\n### Verify Row Counts\nBecause of table bloat and internal statistics differences, you cannot reliably compare table sizes. Instead, compare row counts:\n\n```sql\nSELECT \n    (SELECT COUNT(*) FROM customers) as customer_count,\n    (SELECT COUNT(*) FROM products) as product_count,\n    (SELECT COUNT(*) FROM orders) as order_count;\n```\n\nRun this on both source and target to verify data completeness. You should see 10 customers, 10 products, and 10 orders on both sides.\n\n\u003C!-- ------------------------ --\u003E\n## Perform Cutover\n\n### Overview\nOnce replication is caught up and you've validated the data, perform the cutover to complete your migration.\n\n### Cutover Steps\n\n1. **Stop application writes** to the source database\n2. **Verify replication is caught up** - ensure all tables show state `r` (ready) in `pg_subscription_rel`\n3. **Fix sequences** (see next section)\n4. **Update application connection strings** to point to Snowflake Postgres\n5. **Resume application operations**\n\n\u003E \n\u003E Plan your cutover window carefully. While logical replication minimizes downtime, you still need a brief window where writes are stopped to ensure consistency.\n\n\u003C!-- ------------------------ --\u003E\n## Fix Sequences\n\n### Overview\nLogical replication copies data but doesn't update sequence values. You must synchronize sequences before resuming production operations.\n\n### Generate Sequence Update Commands\nRun this query on your source database to generate `setval` commands for all sequences, if there are any.\n\n```sql\nSELECT\n    'SELECT setval(' || quote_literal(quote_ident(n.nspname) || '.' || quote_ident(c.relname)) || ', ' || s.last_value || ');'\nFROM\n    pg_class c\n    JOIN pg_namespace n ON n.oid = c.relnamespace\n    JOIN pg_sequences s ON s.schemaname = n.nspname\n        AND s.sequencename = c.relname\nWHERE\n    c.relkind = 'S';\n```\n\n### Apply to Target\nExecute the generated commands on your Snowflake Postgres database to synchronize all sequence values.\n\n## Clean Up\n\n### Overview\nAfter a successful migration, clean up the replication configuration on both sides.\n\n### On the Subscriber (Snowflake Postgres)\nDrop the subscription:\n\n```sql\nDROP SUBSCRIPTION snowflake_migration;\n```\n\n### On the Publisher (Source Database)\nDrop the publication:\n\n```sql\nDROP PUBLICATION snowflake_migration;\n```\n\nOptionally, remove the replication user if no longer needed:\n\n```sql\nDROP ROLE replication_user;\n```\n\n\u003C!-- ------------------------ --\u003E\n## Conclusion and Resources\n\n### Congratulations!\nYou've successfully migrated your Postgres database to Snowflake Postgres using logical replication!\n\n### What You Learned\n- How to export and apply schema using `pg_dump` and `pg_restore`\n- How to configure a source database as a publisher with proper replication settings\n- How to create subscriptions on Snowflake Postgres\n- How to monitor replication progress and verify data consistency\n- How to perform a minimal-downtime cutover\n- How to synchronize sequences after migration\n\n### Key Takeaways\nLogical replication is a safe and effective migration strategy. Data consistency for replicated tables is ensured as long as:\n- The subscriber's schema is identical to the publisher's\n- Replication is one-way with no conflicting writes on the subscriber\n\n### Related Resources\n- [Snowflake Postgres Documentation](https://docs.snowflake.com/en/user-guide/snowflake-postgres/about)\n- [PostgreSQL Logical Replication Documentation](https://www.postgresql.org/docs/current/logical-replication.html)\n","multiValue":false,":type":"text/x-markdown"},"quickstartArticleLogoImage":{"dataType":"string","title":"Quickstart Article Logo Image","multiValue":false,":type":"text/plain"}},"elementsOrder":["quickstartArticleBody","quickstartArticleLogoImage"],":type":"snowflake-site/components/contentfragment",":items":{},":itemsOrder":[],"model":"snowflake-site/models/quickstart-article"},"flexible_column_cont":{"id":"flexible-column-container-23051a6f79","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-3387d98439",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"quickstart_last_modi":{"id":"quickstart-last-modified-87ba03df4e","icon":{"id":"icon","icon":"calendar",":type":"snowflake-site/components/icon","appliedCssClassNames":"snowflake-icon-blue"},"lastModifiedDatePrefix":"Updated","lastModifiedDate":"2026-05-19",":type":"snowflake-site/components/quickstart/quickstart-last-modified","appliedCssClassNames":"snowflake-responsive-component-top-padding-small"},"text":{"id":"text-5d4e1ea826","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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