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Copy file name to clipboardExpand all lines: src/unify/data-graph/data-graph.md
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> info "Segment's Data Graph is in public beta"
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> Data Graph is in public beta, and Segment is actively working on this feature. Some functionality may change before it becomes generally available.
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With Linked Profiles, you can build a Data Graph that defines relationships between any entity data set in the warehouse and the Segment Profiles you send with Profiles Sync. Make this relational data accessible to marketers and business stakeholders to empower them with the data they need to create targeted and personalized customer engagements.
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With Linked Audiences, you can build a Data Graph that defines relationships between any entity data set in the warehouse and the Segment Profiles you send with Profiles Sync. Make this relational data accessible to marketers and business stakeholders to empower them with the data they need to create targeted and personalized customer engagements.
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Segment's Data Graph powers [Linked Events](/docs/unify/linked-profiles/linked-events/) and [Linked Audiences](/docs/engage/audiences/linked-audiences/).
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To help you get started with the Data Graph, [view this short setup demo](https://drive.google.com/file/d/1oZNvs0raYaxK6tds3OEF0Ri3NGVCoXys/view?pli=1){:target="_blank"}.
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> info ""
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> Linked Profiles follows zero-copy principles, and doesn't copy entities to store in Segment. Segment stores and processes all data in the United States.
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> warning ""
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> Don't send any personal health information with the Data Graph.
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- Workspace Owner or Unify Read-only/Admin and Entities Admin permissions.
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> info ""
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> Profiles Sync is not required for Linked Events
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> Profiles Sync is not required for Linked Events.
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## Step 1: Set up required permissions in your data warehouse
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-[Snowflake](/docs/unify/linked-profiles/setup-guides/snowflake-setup/) and [Databricks](/docs/unify/linked-profiles/setup-guides/databricks-setup/) are supported by both Linked Events and Linked Audiences.
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-[Redshift](/docs/unify/linked-profiles/setup-guides/redshift-setup/) and [BigQuery](/docs/unify/linked-profiles/setup-guides/BigQuery-setup/) are currently supported for Linked Events.
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Linked Profiles uses [Segment's Reverse ETL](/docs/connections/reverse-etl/) infrastructure to pull data from your warehouse.
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Linked Audiences uses [Segment's Reverse ETL](/docs/connections/reverse-etl/) infrastructure to pull data from your warehouse.
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To track what data has been sent to Segment on previous syncs, Segment stores delta/diffs in tables within a single schema called `_segment_reverse_etl` in your data warehouse. You can choose which database/project in your warehouse this data lives in.
> Linked Audiences is in public beta, and Segment is actively working on this feature. Some functionality may change before it becomes generally available.
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> warning ""
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> Data Graph currently only supports workspaces in the United States.
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Use a Data Graph to expand your model beyond the profile to the entire universe of business data. [Linked Audiences](/docs/engage/audiences/linked-audiences/) works best with [Data Graph](/docs/unify/linked-profiles/data-graph/), and [Linked Events](/docs/unify/linked-profiles/linked-events/).
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Build a [Data Graph](/docs/unify/linked-profiles/data-graph/) that defines relationships between any data set in the warehouse and the Segment Profiles you send with Profiles Sync.
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You can then enrich your event streams with [Linked Events](/docs/unify/linked-profiles/linked-events/) and build advanced audiences and segmentation off of any data set you've mapped to the Data Graph with [Linked Audiences](/docs/engage/audiences/linked-audiences/).
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Using Data Graph, you only need to define the relationships between data sets once to make data accessible to marketers and business stakeholders to build targeted and personalized customer engagements.
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To get started with Data Graph, connect your data warehouse:
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-[Snowflake](/docs/unify/linked-profiles/setup-guides/snowflake-setup/) and [Databricks](/docs/unify/linked-profiles/setup-guides/databricks-setup/) are supported by both Linked Events and Linked Audiences.
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> -[Redshift](/docs/unify/linked-profiles/setup-guides/redshift-setup/) and [BigQuery](/docs/unify/linked-profiles/setup-guides/BigQuery-setup/) are currently supported for Linked Events.
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hidden: true
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---
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> info "Linked Events is in private beta"
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> Linked Events is in private beta, and Segment is actively working on this feature. Some functionality may change before it becomes generally available.
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> info "Linked Audiences is in public beta"
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> Linked Audiences (with Data Graph, Linked Events) is in public beta, and Segment is actively working on this feature. Some functionality may change before it becomes generally available.
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> info ""
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> At this time, you can only use BigQuery with Linked Events.
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---
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> info "Linked Profiles is in public beta"
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> Linked Profiles (Data Graph, Linked Events, and Linked Audiences) is in public beta, and Segment is actively working on this feature. Some functionality may change before it becomes generally available.
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> info "Linked Audiences is in public beta"
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> Linked Audiences (with Data Graph, Linked Events) is in public beta, and Segment is actively working on this feature. Some functionality may change before it becomes generally available.
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On this page, you'll learn how to connect your Databricks data warehouse to the Segment Data Graph.
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> info "Linked Events is in private beta"
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> Linked Events is in private beta, and Segment is actively working on this feature. Some functionality may change before it becomes generally available.
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> info "Linked Audiences is in public beta"
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> Linked Audiences (with Data Graph, Linked Events) is in public beta, and Segment is actively working on this feature. Some functionality may change before it becomes generally available.
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> info ""
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> At this time, you can only use Redshift with Linked Events.
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> info "Linked Profiles is in public beta"
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> Linked Profiles (Data Graph, Linked Events, and Linked Audiences) is in public beta, and Segment is actively working on this feature. Some functionality may change before it becomes generally available.
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> info "Linked Audiences is in public beta"
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> Linked Audiences (with Data Graph, Linked Events) is in public beta, and Segment is actively working on this feature. Some functionality may change before it becomes generally available.
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On this page, you'll learn how to connect your Snowflake data warehouse to Segment.
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Log in to Snowflake with admin privileges to provide Segment Linked Profiles with the necessary permissions below.
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Log in to Snowflake with admin privileges to provide Segment Data Graph with the necessary permissions below.
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> info ""
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> Both Linked Events and Linked Profiles support Snowflake.
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> Both Linked Events and Data Graph support Snowflake.
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## Required connection settings within Segment
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## Set up Snowflake credentials
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Segment recommends setting up a new Snowflake user and only giving this user permissions to access the required databases and schemas for Segment Linked Profiles.
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Segment recommends setting up a new Snowflake user and only giving this user permissions to access the required databases and schemas.
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### Create Segment user and internal database
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Use the following steps to set up your Snowflake credentials:
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- Create a new role and user for Segment Linked Profiles.
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- Create a new role and user for Segment Data Graph.
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- Grant the Segment user access to the warehouse of your choice. If you'd like to create a new warehouse, uncomment the SQL below.
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- Create a new database for Segment Linked Profiles. Segment only requires write access to this one database to create a schema for internal bookkeeping, and to store checkpoint tables for the queries that are executed. Segment recommends creating an empty database for this purpose using the script below. This is also the database you'll be required to specify for the "Database Name" when connecting Snowflake with the Segment app.
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- Create a new database for Segment Data Graph. Segment only requires write access to this one database to create a schema for internal bookkeeping, and to store checkpoint tables for the queries that are executed. Segment recommends creating an empty database for this purpose using the script below. This is also the database you'll be required to specify for the "Database Name" when connecting Snowflake with the Segment app.
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```
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-- ********** SET UP THE FOLLOWING WAREHOUSE PERMISSIONS **********
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-- Use admin role for setting grants
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USE ROLE ACCOUNTADMIN;
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-- Create a role for Segment Linked Profiles
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-- Create a role for Segment Data Graph
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CREATE ROLE IF NOT EXISTS identifier($segment_connection_role)
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COMMENT = 'Used for Segment Linked Profiles';
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COMMENT = 'Used for Segment Data Graph';
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-- Create a user for Segment Linked Profiles
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-- Create a user for Segment Data Graph
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CREATE USER IF NOT EXISTS identifier($segment_connection_username)
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MUST_CHANGE_PASSWORD = FALSE
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DEFAULT_ROLE = $segment_connection_role
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PASSWORD=$segment_connection_password
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COMMENT='Segment Linked Profiles User'
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COMMENT='Segment Data Graph User'
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TIMEZONE='UTC';
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-- Grant permission to the role to use the warehouse
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### Grant access to other databases
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Next, give the Segment user **read-only** access to all the other databases you want to use for Linked Profiles. You must grant access to the Profiles Sync database.
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Next, give the Segment user **read-only** access to all the other databases you want to use for Data Graph. You must grant access to the Profiles Sync database.
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Run the SQL query below for **each** database you want to use for Linked Profiles:
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Run the SQL query below for **each** database you want to use for Data Graph:
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