This dbt package contains macros that can be (re)used across dbt projects.

require-dbt-version: [">=1.6.0", "<2.0.0"]

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Installation Instructions

Add the following to your packages.yml file

  - git: https://github.com/DataEngineersNZ/dbt-snowflake-datops-utils.git
    revision: "0.3.6"

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Contents

Checks

• get_populated_array
• get_populated_array_value_as_string
• get_populated_array_value_as_number
• get_populated_numeric_value
• get_populated_string_value

clean

• clean_functions
• clean_generic
• clean_models
• clean_objects
• clean_schemas
• clean_stale_models
• drop_object

database

• database_clone
• database_desctroy
• schema_clone

dependancies

• depends_on_ref
• depends_on_source

dynamic_tables

• target_lag_environment
• target_warehouse_environment

grants

• grant_database_ownership
• grant_integration_ownership
• grant_database_usage
• grant_integration_usage
• grant_object
• grant_privileges
• grant_schema_monitor
• grant_schema_operate
• grant_schema_onwership
• grant_schema_read
• grant_share_read

merge

• get_merge_statement

modelling

• date_key
• datetime_from_dim
• datetime_to_date_dim
• datetime_to_time_dim
• dimension_id
• generate_surrogate_key
• time_key
• unknown_member

parse

• first_day_of_month
• last_day_of_month
• null_to_empty_string
• num_to_date
• string_to_num
• to_date
• string_epoch_to_timestamp_ltz
• string_epoch_to_timestamp_ntz

pre-hooks

• drop_view_if_exists
• drop_table_if_exists
• drop_views_in_schema_for_snapshots

schema

• generate_schema_name
• model_ref
• model_source
• ref
• source

tags

• apply_meta_as_tags
• model_columns_contains_tag_meta
• set_column_tag_value

tasks

• enable_dependent_tasks
• execute_task

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Tagging macros

dbt_dataengineers_utils.apply_meta_as_tags

This macro applies specific model meta properties as Snowflake tags during post-hook. This allows you to apply Snowflake tags as part of your dbt project. Tags should be defined outside dbt and stored in a separate database. When dbt re-runs and re-creates the views the tags will be re-applied as they will disappear from the deployed view.

Permissions

The users role running the macro must have the apply tag permissions on the account. For example if you have a developers role:

grant apply tag on account to role developers;

Arguments

• tag_names(required): A list of tag names to apply to the model if they exist as part of the metadata. These should be defined in your Snowflake account.

Usage

models:
  - name: your_view_name
    columns:
      - name: surname
        description: surname
        type: VARCHAR
        data_type: VARCHAR
        meta:
          pii_type: name

The macro must be called as part of post-hook, so add the following to dbt_project.yml:

post-hook:
    - "{{ dbt_dataengineers_utils.apply_meta_as_tags(['pii_type']) }}"

The variables must be defined in your dbt_project.yml:

  #########################################
  ### dbt_dataengineers_utils variables ###
  #########################################
  #The database name where tags and masking policies live
  data_governance_database: "DATA_GOVERNANCE"
  #The schema name where tags are located
  tag_store: "TAG_STORE"

Tags

Define your meta data with _type at the end and it will apply the tag with the same name but replace _type with _data.