diff --git a/.github/workflows/ci-pr.yml b/.github/workflows/ci-pr.yml index ced74dd..b775e2d 100644 --- a/.github/workflows/ci-pr.yml +++ b/.github/workflows/ci-pr.yml @@ -26,6 +26,8 @@ jobs: poetry config installer.max-workers 1 poetry config virtualenvs.in-project true poetry install + mkdir ~/.dbt + cp integration_tests/ci/ci.profiles.yml ~/.dbt/profiles.yml - name: Code Quality run: | diff --git a/dbt_project.yml b/dbt_project.yml index 492ac5b..718e56a 100644 --- a/dbt_project.yml +++ b/dbt_project.yml @@ -17,3 +17,6 @@ vars: # dbt_tags__schema: tags # optional, target.schema if not specified # dbt_tags__allowed_tags: [] # optional, allow all dbt_tags__resource_types: ["model", "snapshot", "source"] # mandatory, find tags for only configured dbt resource types + # dbt_tags__policy_data_types: # optional, defaults to same policy name as tag name if not specified per policy + # - : ['datatype','list'] # list of tag names, assign list of datatypes. Suffixes policy name with datatypes on assigning policies to tags + # dbt_tags__tag_name_separator: ~ # optional, the default value is tilda. If you use ~ in your tag names then you can set a different separator character here diff --git a/docs/contributing.md b/docs/contributing.md index e1676ea..4119b2b 100644 --- a/docs/contributing.md +++ b/docs/contributing.md @@ -56,9 +56,11 @@ poetry shell poe git-hooks ``` +ℹ️ If you receive an error on poetry install when trying to install dbt-tags, create an empty file `dbt-tags` in the root directory and try again, this should fix the issue. + ### Get dbt profile ready -Please help to check [the sample script](https://github.com/infinitelambda/dbt-tags/blob/main/integration_tests/ci/sf-init.sql) to initialize Snowflake environment in `integreation_tests/ci` directory, and get your database freshly created. +Please help to check [the sample script](https://github.com/infinitelambda/dbt-tags/blob/main/integration_tests/ci/sf-init.sql) to initialize Snowflake environment in `integration_tests/ci` directory, and get your database freshly created. Next, you should follow [dbt profile instruction](https://docs.getdbt.com/docs/core/connect-data-platform/connection-profiles) and setting up your dedicated profile. Again, you could [try our sample](https://github.com/infinitelambda/dbt-tags/blob/main/integration_tests/ci/profiles.yml) in the same above directory. @@ -89,6 +91,10 @@ See here for details for running existing integration tests and adding new ones: Once you've added all of these files, in the `poetry shell`, you should be able to run: +ℹ️ If you are using Windows OS, make sure that you [Developer Mode](https://learn.microsoft.com/en-us/windows/apps/get-started/enable-your-device-for-development) activated on your machine. This is so that symlinks can be created by the command line when installing the main `dbt-tags` project into the `integration_tests` sub-project. If it is not enabled, it will go into an endless loop of installing the packages inside each other over and over again until you run out of HD space. + +ℹ️ If you get an error when running the below due to a conflict when it is trying to run `dbt deps` from within `integration_tests` when using vs code, then this is likely due to a conflict with one or more extensions. Either disable extensions in vs code, such as dbt power user, or you can close vs code and run `dbt deps` directly from a command prompt window once you've cd'd into the correct folder. + ```bash poe dbt-tags-test ``` diff --git a/docs/getting-started.md b/docs/getting-started.md index 2b1f809..1fa92ca 100644 --- a/docs/getting-started.md +++ b/docs/getting-started.md @@ -45,7 +45,7 @@ For each tag name, we need a corresponding macro that holds the masking policy d Given a sample, we have a tag named `pii_name`, we'll create a macro file as below: ```sql --- File path: /marcos/mp-ddl/create_masking_policy__pii_name.sql +-- File path: /macros/mp-ddl/create_masking_policy__pii_name.sql {% macro create_masking_policy__pii_name(ns) -%} create masking policy if not exists {{ ns }}.pii_name as (val string) @@ -60,7 +60,78 @@ Given a sample, we have a tag named `pii_name`, we'll create a macro file as bel > `{{ ns }}` or `ns` stands for the schema namespace, let's copy the same! -## 4. Deploy resources (tags, masking policies) +ℹ️ If you want to have multiple masking policies of different data types (they must be different data types) to a single tag, follow these steps: + +Given a sample, we have a tag named `pii_null`, we'll create a macro file as below: + +```sql +-- File path: /macros/mp-ddl/create_masking_policy__pii_null.sql +{% macro create_masking_policy__pii_null(ns) -%} + + create masking policy if not exists {{ ns }}.pii_null_varchar as (val string) + returns string -> + case --/ your definition start here /-- + when is_role_in_session('ROLE_HAS_PII_ACCESS') then val + else null + end; + + create masking policy if not exists {{ ns }}.pii_null_number as (val number) + returns number -> + case --/ your definition start here /-- + when is_role_in_session('ROLE_HAS_PII_ACCESS') then val + else null + end; + +{%- endmacro %} +``` + +We then must modify the optional var `dbt_tags__policy_data_types` in the `dbt_project.yml` file: + +```yml +vars: + dbt_tags__policy_data_types: + - pii_null: ['varchar','number'] +``` + +These must match the exact same data_type suffix that has been applied to the name of the masking policies in the create macro. This will then assign both of these to the single tag, rather than having to manage multiple of the same tag for the different data types. + +Leaving any tags out of the `dbt_tags__policy_data_types` var definition means that it will expect only a single masking policy which has the exact same name as the tag. + +## 4. Set tags on columns + +To assign tags to columns, you follow the same process as you would apply dbt tags to columns normally. This is done in the model schema yaml files. + +By default, this package assigns the name of the column as the value of the tag. Because of how dbt tags work, there is no out of the box way to assign values for the Snowflake tags, so a separator ("~") has been configured within `dbt_tags` to facilitate this. + +Setting a value for a tag can be useful for Security Governance querying in Snowflake. Or it can be used within a masking policy to allow some dynamic functionality using the Snowflake function `system$get_tag_on_current_column('fully.qualified.tag-name')`. + +Looking at a model's schema yaml file: + +- If you don't need a tag value + + ```yml + columns: + - name: first_name + description: Customer's first name. PII. + tags: + - pii_name + ``` + +- If you do need a tag value + + ```yml + columns: + - name: membership_number + description: Customer's membership number. PII. + tags: + - pii_mask_last_x_characters~4 + ``` + +The value is then available to use either in the masking policy or in Snowflake. + +ℹ️ `dbt tags` will only deploy tags that have been set on columns. If you have tags or masking policies which aren't assigned to columns, they won't be deployed. + +## 5. Deploy resources (tags, masking policies) ❗We don't want to repeat this step on every dbt run(s). @@ -82,7 +153,7 @@ Instead, let's do it as a step in the Production Release process (or manually). dbt run-operation create_masking_policies --args '{debug: true}' ``` -## 5. Apply tags to columns +## 6. Apply tags to columns ℹ️ Currently, only column tags are supported! @@ -98,7 +169,7 @@ models: {% endif %} ``` -## 6. Apply masking policies to tags +## 7. Apply masking policies to tags ℹ️ Skip this step if you decide not to use masking policies, but only tags! diff --git a/docs/index.md b/docs/index.md index aaa34e4..300faee 100644 --- a/docs/index.md +++ b/docs/index.md @@ -64,6 +64,7 @@ Here are the full list of built-in variables: - `dbt_tags__schema` - `dbt_tags__allowed_tags` - `dbt_tags__resource_types` +- `dbt_tags__policy_data_types` ## How to Contribute ❤️ diff --git a/docs/util-drop-tag.md b/docs/util-drop-tag.md index f3d1b05..e576f81 100644 --- a/docs/util-drop-tag.md +++ b/docs/util-drop-tag.md @@ -25,19 +25,19 @@ dbt run-opertion drop_tags \ - It scans all the Object Tags that were created in `analytics.demo` schema. Behind the scene script is: - ```sql - show tags in schema analytics.demo; - select "database_name" || '.' || "schema_name" || '.' || "name" as tag_name - from table(result_scan(last_query_id())) - where "database_name" || '.' || "schema_name" ilike 'analytics.demo'; - ``` + ```sql + show tags in schema analytics.demo; + select "database_name" || '.' || "schema_name" || '.' || "name" as tag_name + from table(result_scan(last_query_id())) + where "database_name" || '.' || "schema_name" ilike 'analytics.demo'; + ``` - If exists any tags: - - Create a dummy masking policy function (A) - - For each object tag: - - Set masking policy to tag with the above (A) with _Force_ - - Unset masking policy from tag with (A) - - Drop the tag - - Drop (A) + - For each object tag: + - Check if there are multiple datatypes for the associated masking policy + - Unset masking policy(ies) from the tag + - Drop the tag - Done! + +Note this will currently only drop masking policies which are assigned to the tags via the `dbt_tags` package. If you have manually assigned a masking policy to the tag, it will currently not unset it before trying to drop, and will fail. diff --git a/docs/util-unset-masking-policy.md b/docs/util-unset-masking-policy.md index 47ac7d1..ca611bd 100644 --- a/docs/util-unset-masking-policy.md +++ b/docs/util-unset-masking-policy.md @@ -34,10 +34,7 @@ dbt run-opertion unapply_mps_from_tags \ ``` - If exists any tags: - - Create a dummy masking policy function (A) - - For each object tag: - - Set masking policy to tag with the above (A) with _Force_ - - Unset masking policy from tag with (A) - - Drop (A) + - Checks if masking policy has multiple data types + - Unset masking policy from tag with - Done! diff --git a/integration_tests/ci/sf-init.sql b/integration_tests/ci/sf-init.sql index b113355..baf1b59 100644 --- a/integration_tests/ci/sf-init.sql +++ b/integration_tests/ci/sf-init.sql @@ -1,5 +1,5 @@ use role sysadmin; -use warehouse wh_compute; +use warehouse compute_wh; create or replace database dbt_tags with comment = 'Database for dbt_tags'; use role accountadmin; @@ -36,5 +36,9 @@ grant all privileges on future views in database dbt_tags to role role_dbt_tags; grant usage, create schema on database dbt_tags to role role_dbt_tags; grant role role_dbt_tags to role sysadmin; +use role accountadmin; +grant apply masking policy on account to role role_dbt_tags; +grant apply tag on account to role role_dbt_tags; + use role role_dbt_tags; use database dbt_tags; diff --git a/integration_tests/dbt_project.yml b/integration_tests/dbt_project.yml index dd18e5f..64ee008 100644 --- a/integration_tests/dbt_project.yml +++ b/integration_tests/dbt_project.yml @@ -19,6 +19,13 @@ vars: dbt_tags__database: dbt_tags dbt_tags__schema: common dbt_tags__resource_types: ["model", "snapshot", "source"] + dbt_tags__allowed_tags: + - pii_name + - pii_amount + - pii_null + - abc + dbt_tags__policy_data_types: + - pii_null: ['varchar','number'] models: dbt_tags_test: diff --git a/integration_tests/macros/mp-ddl/create_masking_policy__pii_null.sql b/integration_tests/macros/mp-ddl/create_masking_policy__pii_null.sql new file mode 100644 index 0000000..80ee5c2 --- /dev/null +++ b/integration_tests/macros/mp-ddl/create_masking_policy__pii_null.sql @@ -0,0 +1,17 @@ +{% macro create_masking_policy__pii_null(ns) -%} + + create masking policy if not exists {{ ns }}.pii_null_varchar as (val string) + returns string -> + case + when is_role_in_session('ROLE_DBT_TAGS') then val + else null + end; + + create masking policy if not exists {{ ns }}.pii_null_number as (val number) + returns number -> + case + when is_role_in_session('ROLE_DBT_TAGS') then val + else null + end; + +{%- endmacro %} diff --git a/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.sql b/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.sql index 0a3732d..e509ed0 100644 --- a/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.sql +++ b/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.sql @@ -8,22 +8,40 @@ {% if execute %} {%- set dbt_project_tags = dbt_tags.get_dbt_tags() %} {% endif %} +{% set policy_data_types_list = var('dbt_tags__policy_data_types', []) -%} {%- set ns = dbt_tags.get_resource_ns() %} {%- set database_name = ns.split('.')[0] %} {%- set schema_name = ns.split('.')[1] %} with dbt_project_tags as ( - {%- for item in dbt_project_tags if ".column" in item['level'] -%} + {%- for item in dbt_project_tags if (".column" in item['level'] and dbt_tags.get_masking_policy_for_tag(item.tag)) -%} {%- set masking_policy = dbt_tags.get_masking_policy_for_tag(item.tag) %} {%- if masking_policy %} - {%- set masking_policy_name = masking_policy.get_name().split('__')[1] %} + {% for policy_data_types in policy_data_types_list if item.tag in policy_data_types.keys() %} + {% for datatype in policy_data_types.values() | first %} + {%- set masking_policy_name = masking_policy.get_name().split('__')[1] ~ "_" ~ datatype %} + + select + lower('{{ item.tag }}') as tag, + lower('{{ masking_policy_name }}') as masking_policy_name, + lower('{{ database_name }}') as database_name, + lower('{{ schema_name }}') as schema_name + + {%- if not loop.last %} + union all + {%- endif %} + {% endfor %} + {% else %} + {%- set masking_policy_name = masking_policy.get_name().split('__')[1] %} + select - lower('{{ item.tag }}') as tag, - lower('{{ masking_policy_name }}') as masking_policy_name, - lower('{{ database_name }}') as database_name, - lower('{{ schema_name }}') as schema_name + lower('{{ item.tag }}') as tag, + lower('{{ masking_policy_name }}') as masking_policy_name, + lower('{{ database_name }}') as database_name, + lower('{{ schema_name }}') as schema_name + {% endfor %} {%- if not loop.last %} union all @@ -35,20 +53,37 @@ with dbt_project_tags as ( adapter_tags as ( - {%- for item in dbt_project_tags if ".column" in item['level'] %} + {%- for item in dbt_project_tags if (".column" in item['level'] and dbt_tags.get_masking_policy_for_tag(item.tag)) %} {%- set masking_policy = dbt_tags.get_masking_policy_for_tag(item.tag) %} {%- if masking_policy %} + {% for policy_data_types in policy_data_types_list if item.tag in policy_data_types.keys() %} + {% for datatype in policy_data_types.values() | first %} select lower(ref_entity_name) as tag, lower(policy_name) as masking_policy_name, lower(ref_database_name) as database_name, lower(ref_schema_name) as schema_name - from table(information_schema.policy_references(policy_name => '{{ database_name }}.{{ schema_name }}.{{ item.tag }}')) + from table(information_schema.policy_references(policy_name => '{{ database_name }}.{{ schema_name }}.{{ item.tag }}_{{ datatype }}')) where true and ref_entity_domain = 'TAG' and lower(ref_entity_name) = '{{ item.tag }}' + {%- if not loop.last %} + union all + {%- endif %} + {% endfor %} + {% else %} + select + lower(ref_entity_name) as tag, + lower(policy_name) as masking_policy_name, + lower(ref_database_name) as database_name, + lower(ref_schema_name) as schema_name + from table(information_schema.policy_references(policy_name => '{{ database_name }}.{{ schema_name }}.{{ item.tag }}')) + where true + and ref_entity_domain = 'TAG' + and lower(ref_entity_name) = '{{ item.tag }}' + {% endfor %} {%- if not loop.last %} union all {%- endif %} @@ -58,9 +93,10 @@ adapter_tags as ( ) -select config.database_name || '.' || config.schema_name || '.' || config.masking_policy_name as masking_policy, +select distinct + config.database_name || '.' || config.schema_name || '.' || config.masking_policy_name as masking_policy, config.database_name || '.' || config.schema_name || '.' || config.tag as dbt_project_tag, - actual.database_name || '.' || actual.schema_name || '.' || actual.masking_policy_name as adapter_tag + actual.database_name || '.' || actual.schema_name || '.' || actual.tag as adapter_tag from dbt_project_tags as config full join adapter_tags as actual on actual.database_name = config.database_name diff --git a/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.yml b/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.yml index 8216929..14d14e9 100644 --- a/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.yml +++ b/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.yml @@ -2,4 +2,4 @@ models: - name: verify_if_masking_policies_applied_correctly tests: - dbt_utils.expression_is_true: - expression: adapter_tag is not null + expression: ifnull(adapter_tag, '') = dbt_project_tag diff --git a/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.sql b/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.sql index 6d7c394..58a7911 100644 --- a/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.sql +++ b/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.sql @@ -8,24 +8,40 @@ {% if execute %} {%- set dbt_project_tags = dbt_tags.get_dbt_tags() %} {% endif %} +{% set policy_data_types_list = var('dbt_tags__policy_data_types', []) -%} {%- set ns = dbt_tags.get_resource_ns() %} {%- set database_name = ns.split('.')[0] %} {%- set schema_name = ns.split('.')[1] %} with dbt_project_masking_policies as ( - {%- for item in dbt_project_tags if ".column" in item['level'] %} + {%- for item in dbt_project_tags if (".column" in item['level'] and dbt_tags.get_masking_policy_for_tag(item.tag)) %} {%- set masking_policy = dbt_tags.get_masking_policy_for_tag(item.tag) %} - {%- set masking_policy_name = masking_policy.get_name().split('__')[1] if masking_policy else "" %} + {% for policy_data_types in policy_data_types_list if item.tag in policy_data_types.keys() %} + {% for datatype in policy_data_types.values() | first %} + {%- set masking_policy_name = masking_policy.get_name().split('__')[1] ~ "_" ~ datatype %} select lower('{{ item.tag }}') as tag, lower('{{ masking_policy_name }}') as masking_policy_name, iff(masking_policy_name = '', null, lower('{{ database_name }}')) as database_name, iff(masking_policy_name = '', null, lower('{{ schema_name }}')) as schema_name - {%- if not loop.last %} - union all - {%- endif %} + {%- if not loop.last %} + union all + {%- endif %} + {% endfor %} + {% else %} + + {%- set masking_policy_name = masking_policy.get_name().split('__')[1] if masking_policy else "" %} + select + lower('{{ item.tag }}') as tag, + lower('{{ masking_policy_name }}') as masking_policy_name, + iff(masking_policy_name = '', null, lower('{{ database_name }}')) as database_name, + iff(masking_policy_name = '', null, lower('{{ schema_name }}')) as schema_name + {% endfor %} + {%- if not loop.last %} + union all + {%- endif %} {%- endfor %} ), @@ -56,7 +72,8 @@ adapter_masking_policies as ( ) -select config.tag as tag, +select distinct + config.tag as tag, config.database_name || '.' || config.schema_name || '.' || config.masking_policy_name as dbt_project_masking_policy, actual.database_name || '.' || actual.schema_name || '.' || actual.masking_policy_name as adapter_masking_policy from dbt_project_masking_policies as config diff --git a/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.yml b/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.yml index 7c28ea1..56c2d3a 100644 --- a/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.yml +++ b/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.yml @@ -2,4 +2,4 @@ models: - name: verify_if_masking_policies_created_correctly tests: - dbt_utils.expression_is_true: - expression: adapter_masking_policy is not null + expression: ifnull(adapter_masking_policy, '') = dbt_project_masking_policy diff --git a/integration_tests/models/behavior/verify_if_tags_applied_correctly.sql b/integration_tests/models/behavior/verify_if_tags_applied_correctly.sql index a27c6c5..c7b02ed 100644 --- a/integration_tests/models/behavior/verify_if_tags_applied_correctly.sql +++ b/integration_tests/models/behavior/verify_if_tags_applied_correctly.sql @@ -12,8 +12,9 @@ depends on: }} {% set dbt_project_tags = [] %} +{% set tag_name_separator = var('dbt_tags__tag_name_separator','~') %} {% if execute %} - {% set dbt_project_tags = dbt_tags.get_dbt_tags() %} + {% set dbt_project_tags = dbt_tags.get_dbt_tags(with_value=True) %} {% endif %} with dbt_project_tags as ( @@ -23,8 +24,16 @@ with dbt_project_tags as ( {{ target.database }}.{{ target.schema }}.{{ item.level.split(".")[1] }} {%- endset %} - select lower('{{ item.tag }}') as tag_name, - lower('{{ item.name }}') as tag_value, + {% set tag_name = item.tag.split(tag_name_separator)[0] %} + {% if not item.tag.split(tag_name_separator)[1] %} + {% set tag_value = item.name %} + {%- else %} + {% set tag_value = item.tag.split(tag_name_separator)[1] %} + {% endif %} + {{- log("Item:" ~ item ~ " tag_name: " ~ tag_name ~ " tag_value: " ~ tag_value, info=True) -}} + + select lower('{{ tag_name }}') as tag_name, + lower('{{ tag_value }}') as tag_value, lower('{{ model_fqn }}') as model_name, lower('{{ item.name }}') as column_name, @@ -62,8 +71,11 @@ column_tag_references as ( ) -select config.model_name || '.' || config.column_name || ': ' || config.tag_name as config, - actual.model_name || '.' || actual.column_name || ': ' || actual.tag_name as actual, +select distinct + config.model_name || '.' || config.column_name || ': ' || config.tag_name as config_tag_name, + config.tag_value as config_tag_value, + actual.model_name || '.' || actual.column_name || ': ' || actual.tag_name as actual_tag_name, + actual.tag_value as actual_tag_value from dbt_project_tags as config full join column_tag_references as actual on actual.tag_name = config.tag_name diff --git a/integration_tests/models/behavior/verify_if_tags_applied_correctly.yml b/integration_tests/models/behavior/verify_if_tags_applied_correctly.yml index 09f29b6..aee0e4f 100644 --- a/integration_tests/models/behavior/verify_if_tags_applied_correctly.yml +++ b/integration_tests/models/behavior/verify_if_tags_applied_correctly.yml @@ -2,4 +2,4 @@ models: - name: verify_if_tags_applied_correctly tests: - dbt_utils.expression_is_true: - expression: config = actual + expression: ifnull(actual_tag_value, '') = config_tag_value diff --git a/integration_tests/models/customers.yml b/integration_tests/models/customers.yml index 054bd41..e49c36b 100644 --- a/integration_tests/models/customers.yml +++ b/integration_tests/models/customers.yml @@ -17,3 +17,13 @@ models: tags: - pii_name - abc + + - name: last_name + description: Customer's last name. PII. + tags: + - 'pii_null~last name test' + + - name: customer_lifetime_value + description: Customer's lifetime value. PII. + tags: + - pii_null~customer_ltv diff --git a/integration_tests/package-lock.yml b/integration_tests/package-lock.yml index 88d613b..3d6cbc9 100644 --- a/integration_tests/package-lock.yml +++ b/integration_tests/package-lock.yml @@ -1,5 +1,5 @@ packages: - local: ../ - package: dbt-labs/dbt_utils - version: 1.1.1 + version: 1.2.0 sha1_hash: de2deba3d66ce03d8c02949013650cc9b94f6030 diff --git a/macros/apply-tags/apply_column_tags.sql b/macros/apply-tags/apply_column_tags.sql index 9bce4dd..6739eac 100644 --- a/macros/apply-tags/apply_column_tags.sql +++ b/macros/apply-tags/apply_column_tags.sql @@ -9,11 +9,12 @@ {% endif %} {% set tag_ns = dbt_tags.get_resource_ns() %} + {% set tag_name_separator = var('dbt_tags__tag_name_separator','~') %} {% set query %} {% for key, value in model.columns.items() -%} {% if value.tags is defined -%} - {% for column_tag in value.tags if dbt_tags.is_allowed_tags(column_tag) %} + {% for column_tag in value.tags if dbt_tags.is_allowed_tags(column_tag.split(tag_name_separator)[0]) %} {%- set relation -%} {{ model.database }}.{{ model.schema }}.{{ model.alias or model.name }} @@ -21,7 +22,12 @@ alter table {{ relation }} alter column {{ key }} - set tag {{ tag_ns }}.{{ column_tag }} = '{{ key }}'; + set tag {{ tag_ns }}.{{ column_tag.split(tag_name_separator)[0] }} = + {%- if tag_name_separator in column_tag -%} + '{{ column_tag.split(tag_name_separator)[1] }}'; + {%- else -%} + '{{ key }}'; + {%- endif %} {{- log("dbt_tags.apply_column_tags - Set tag [" ~ tag_ns ~ "." ~ column_tag ~ "] on column [" ~ relation ~ ":" ~ key ~ "]", info=True) -}} {%- endfor %} diff --git a/macros/apply-tags/apply_column_tags.yml b/macros/apply-tags/apply_column_tags.yml index e7c4de4..cf77b51 100644 --- a/macros/apply-tags/apply_column_tags.yml +++ b/macros/apply-tags/apply_column_tags.yml @@ -3,11 +3,25 @@ macros: description: | Used in the model's post-hook. - Looking for all tags at all columns in the model, set the (allowed) dbt tags as the adapter tags to the configured column: - - Tag Key: dbt tag name - - Tag Value: dbt column name + Looking for all tags at all columns in the model, set the (allowed) dbt tags as the adapter tags to the configured column. + Tag values are able to be set by adding in a separator ("~" by default) and then the value afterwards which will be set as a string. If you don't set a value, then the name of the column is set as the value. + Example, without a value: + - column: customer_first_name + - dbt tag name: pii_name + - dbt tag value set on column: "pii_name" + - Tag Key: pii_name + - Tag Value: "customer_first_name" + + Example, with a value: + - column: membership_id + - dbt tag name: pii_mask_x_last_characters + - dbt tag value set on column: "pii_mask_x_last_characters~4" + - Tag Key: pii_mask_x_last_characters + - Tag Value: "4" Note: To unapply the tags, let's simply re-create the table/view! + "~" (tilda) is defined as the default separator. If you want to change it to another character if you use this in your tag names, set the var "dbt_tags__tag_name_separator" in "dbt_project.yml" to another character. + **Usage** in `dbt_project.yml` file: ``` {% raw %} @@ -19,4 +33,4 @@ macros: {{ dbt_tags.apply_column_tags() }} {% endif %} {% endraw %} - ``` \ No newline at end of file + ``` diff --git a/macros/apply-tags/apply_mps_to_tags.sql b/macros/apply-tags/apply_mps_to_tags.sql index 0e9eaa2..649cecb 100644 --- a/macros/apply-tags/apply_mps_to_tags.sql +++ b/macros/apply-tags/apply_mps_to_tags.sql @@ -7,16 +7,28 @@ {% set ns = ns or dbt_tags.get_resource_ns() %} {% set tags = dbt_tags.get_dbt_tags(debug=debug) %} {% set column_tags = [] %} + {% set unique_column_tags = [] %} + {% set policy_data_types_list = var('dbt_tags__policy_data_types', []) -%} {% for tag in tags if ".column" in tag["level"] %} {% do column_tags.append(tag) %} {% endfor %} + {% for item in column_tags if item.tag not in unique_column_tags %} + {{ unique_column_tags.append(item.tag) }} + {% endfor %} + {% set query -%} - {% for item in column_tags %} - {%- if get_masking_policy_for_tag(item.tag) %} - alter tag {{ ns }}.{{ item.tag }} set masking policy {{ ns }}.{{ item.tag }} force; + {% for tag in unique_column_tags %} + {%- if dbt_tags.get_masking_policy_for_tag(tag) %} + {%- for policy_data_types in policy_data_types_list if tag in policy_data_types.keys() %} + {%- for datatype in policy_data_types.values() | first %} + alter tag {{ ns }}.{{ tag }} set masking policy {{ ns }}.{{ tag }}_{{ datatype }} force; + {% endfor %} + {%- else %} + alter tag {{ ns }}.{{ tag }} set masking policy {{ ns }}.{{ tag }} force; + {% endfor %} {%- endif -%} {% endfor %} diff --git a/macros/apply-tags/apply_mps_to_tags.yml b/macros/apply-tags/apply_mps_to_tags.yml index cae0118..7849c20 100644 --- a/macros/apply-tags/apply_mps_to_tags.yml +++ b/macros/apply-tags/apply_mps_to_tags.yml @@ -4,7 +4,7 @@ macros: Used on-demand via `dbt run-operation`! Looking for all column tags in the schema, for each tag: - - Assign a corresponding masking policy (same name with tag) to tag (with force) + - Assign a corresponding masking policy (same name with tag and datatype suffix if set) to tag (with force) **Usage** ```bash diff --git a/macros/apply-tags/unapply_mps_from_tags.sql b/macros/apply-tags/unapply_mps_from_tags.sql index 353047d..7214cdd 100644 --- a/macros/apply-tags/unapply_mps_from_tags.sql +++ b/macros/apply-tags/unapply_mps_from_tags.sql @@ -6,21 +6,26 @@ {% macro default__unapply_mps_from_tags(ns=none, debug=False) %} {% set ns = ns or dbt_tags.get_resource_ns() %} - {% set tags = dbt_tags.get_adapter_tags(ns=ns) %} + {% set tags = dbt_tags.get_dbt_tags(debug=debug) %} + {% set column_tags = [] %} + {% set policy_data_types_list = var('dbt_tags__policy_data_types', none) -%} - {% set query -%} - - {% for tag in tags %} - {% if loop.first %} - create or replace masking policy {{ ns }}.dbt_tags__dummy as (val string) returns string -> val; - {% endif %} + {% for tag in tags if ".column" in tag["level"] %} + {% do column_tags.append(tag) %} + {% endfor %} - alter tag {{ tag }} set masking policy {{ ns }}.dbt_tags__dummy force; - alter tag {{ tag }} unset masking policy {{ ns }}.dbt_tags__dummy; + {% set query -%} - {% if loop.last %} - drop masking policy {{ ns }}.dbt_tags__dummy; - {% endif %} + {% for item in column_tags %} + {%- if dbt_tags.get_masking_policy_for_tag(item.tag) %} + {% for policy_data_types in policy_data_types_list if item.tag in policy_data_types.keys() %} + {% for datatype in policy_data_types.values() | first %} + alter tag {{ ns }}.{{ item.tag }} unset masking policy {{ ns }}.{{ item.tag }}_{{ datatype }}; + {% endfor %} + {% else %} + alter tag {{ ns }}.{{ item.tag }} unset masking policy {{ ns }}.{{ item.tag }}; + {% endfor %} + {%- endif -%} {% endfor %} {%- endset %} diff --git a/macros/apply-tags/unapply_mps_from_tags.yml b/macros/apply-tags/unapply_mps_from_tags.yml index 4856331..119476b 100644 --- a/macros/apply-tags/unapply_mps_from_tags.yml +++ b/macros/apply-tags/unapply_mps_from_tags.yml @@ -3,10 +3,10 @@ macros: description: | Used on-demand via `dbt run-operation`! - Looking for all adapter tags in the schema, for each tag: - - Assign a dummy masking policy (1) to tag (with force) - - Unset that (1) on tag - - Drop (1) + Looking for all column tags in the schema, for each tag: + - unset the corresponding masking policies (same name with tag and datatype suffix if set) from tag + + Note that this will only unset masking policies defined within the dbt-tags package, not any manually assigned MPs. **Usage** ```bash diff --git a/macros/resources/masking-policies/create_masking_policies.sql b/macros/resources/masking-policies/create_masking_policies.sql index eddff15..dd22cc9 100644 --- a/macros/resources/masking-policies/create_masking_policies.sql +++ b/macros/resources/masking-policies/create_masking_policies.sql @@ -6,17 +6,22 @@ {% set ns = dbt_tags.get_resource_ns() %} {% set tags = dbt_tags.get_dbt_tags() %} + {% set unique_dbt_tags = [] %} + + {% for item in tags if item.tag not in unique_dbt_tags %} + {{ unique_dbt_tags.append(item.tag) }} + {% endfor %} {% set query -%} - {% for item in tags -%} + {% for tag in unique_dbt_tags -%} {%- if loop.first -%} create schema if not exists {{ ns }}; {%- endif %} - {%- if get_masking_policy_for_tag(item.tag) %} - {{ get_masking_policy_for_tag(item.tag)(ns) }} + {%- if get_masking_policy_for_tag(tag) %} + {{ get_masking_policy_for_tag(tag)(ns) }} {%- endif -%} {%- endfor %} diff --git a/macros/resources/tags/create_tags.sql b/macros/resources/tags/create_tags.sql index abc2c5c..4aecb2d 100644 --- a/macros/resources/tags/create_tags.sql +++ b/macros/resources/tags/create_tags.sql @@ -6,15 +6,20 @@ {% set ns = dbt_tags.get_resource_ns() %} {% set dbt_tags = dbt_tags.get_dbt_tags(debug=debug) %} + {% set unique_dbt_tags = [] %} + + {% for item in dbt_tags if item.tag not in unique_dbt_tags %} + {{ unique_dbt_tags.append(item.tag) }} + {% endfor %} {% set query -%} - {% for item in dbt_tags -%} + {% for tag in unique_dbt_tags -%} {% if loop.first %} create schema if not exists {{ ns }}; {%- endif %} - create tag if not exists {{ ns }}.{{ item.tag }} - with comment = '{{ target.name | upper }} - {{ project_name }}''s dbt managed tags | context: {{ item | tojson }}'; + create tag if not exists {{ ns }}.{{ tag }} + with comment = '{{ target.name | upper }} - {{ project_name }}''s dbt managed tags'; {% endfor %} {%- endset %} diff --git a/macros/resources/tags/drop_tags.sql b/macros/resources/tags/drop_tags.sql index 00b85de..64b317d 100644 --- a/macros/resources/tags/drop_tags.sql +++ b/macros/resources/tags/drop_tags.sql @@ -5,23 +5,21 @@ {% macro default__drop_tags(debug=False) %} {% set ns = dbt_tags.get_resource_ns() %} - {% set adapter_tags = dbt_tags.get_adapter_tags(ns=ns) %} + {% set adapter_tags = dbt_tags.get_dbt_tags(debug=debug) %} {% set query -%} - {% for item in adapter_tags -%} - {% if loop.first %} - create or replace masking policy {{ ns }}.dbt_tags__dummy as (val string) returns string -> val; - {% endif %} - - alter tag {{ item }} set masking policy {{ ns }}.dbt_tags__dummy force; - alter tag {{ item }} unset masking policy {{ ns }}.dbt_tags__dummy; - drop tag {{ item }}; - - {% if loop.last %} - drop masking policy {{ ns }}.dbt_tags__dummy; - {% endif %} - - {%- endfor %} + {% for item in adapter_tags %} + {%- if dbt_tags.get_masking_policy_for_tag(item.tag) %} + {% for policy_data_types in policy_data_types_list if item.tag in policy_data_types.keys() %} + {% for datatype in policy_data_types.values() | first %} + alter tag {{ ns }}.{{ item.tag }} unset masking policy {{ ns }}.{{ item.tag }}_{{ datatype }}; + {% endfor %} + {% else %} + alter tag {{ ns }}.{{ item.tag }} unset masking policy {{ ns }}.{{ item.tag }}; + {% endfor %} + {%- endif -%} + drop tag {{ item.tag }}; + {% endfor %} {%- endset %} diff --git a/macros/resources/tags/drop_tags.yml b/macros/resources/tags/drop_tags.yml index ea4d4f0..b22a3c2 100644 --- a/macros/resources/tags/drop_tags.yml +++ b/macros/resources/tags/drop_tags.yml @@ -8,7 +8,7 @@ macros: **Usage**: ```bash - dbt run-opertion drop_tags [--args '{debug: true}'] + dbt run-operation drop_tags [--args '{debug: true}'] ``` **Permission**: Requires to have `APPLY MASKING POLICY` privileges on account: diff --git a/macros/utils/get_dbt_column_tags.sql b/macros/utils/get_dbt_column_tags.sql index 7e8bd40..9752a53 100644 --- a/macros/utils/get_dbt_column_tags.sql +++ b/macros/utils/get_dbt_column_tags.sql @@ -1,20 +1,23 @@ -{% macro get_dbt_column_tags(relation, debug=False) -%} - {{ return(adapter.dispatch('get_dbt_column_tags', 'dbt_tags')(relation=relation, debug=debug)) }} +{% macro get_dbt_column_tags(relation, with_value=False, debug=False) -%} + {{ return(adapter.dispatch('get_dbt_column_tags', 'dbt_tags')(relation=relation, with_value=with_value, debug=debug)) }} {%- endmacro %} -{% macro default__get_dbt_column_tags(relation, debug=False) %} +{% macro default__get_dbt_column_tags(relation, with_value=False, debug=False) %} {% set found_tags = [] %} + {% set tag_name_separator = var('dbt_tags__tag_name_separator','~') %} {% for key, value in relation.columns.items() %} {# {{ log("column" ~ "-" ~ value.name ~ "-tags:" ~ value.tags, info=True) if debug }} #} {% if value.tags is defined %} - {% for column_tag in value.tags if dbt_tags.is_allowed_tags(column_tag) %} - - {% set found_tag = {"level": relation.resource_type ~ "." ~ relation.name ~ ".column", "name": value.name, "tag": column_tag} %} - {# {{ log(found_tag, info=True) if debug}} #} - + {% for column_tag in value.tags if dbt_tags.is_allowed_tags(column_tag.split(tag_name_separator)[0]) %} + {% if with_value %} + {% set found_tag = {"level": relation.resource_type ~ "." ~ relation.name ~ ".column", "name": value.name, "tag": column_tag} %} + {% else %} + {% set found_tag = {"level": relation.resource_type ~ "." ~ relation.name ~ ".column", "name": value.name, "tag": column_tag.split(tag_name_separator)[0]} %} + {# {{ log(found_tag, info=True) if debug}} #} + {% endif %} {% do found_tags.append(found_tag) %} {% endfor %} diff --git a/macros/utils/get_dbt_relation_tags.sql b/macros/utils/get_dbt_relation_tags.sql index f8df03e..3f61685 100644 --- a/macros/utils/get_dbt_relation_tags.sql +++ b/macros/utils/get_dbt_relation_tags.sql @@ -1,21 +1,26 @@ -{% macro get_dbt_relation_tags(relation, inc_column=True, debug=False) -%} - {{ return(adapter.dispatch('get_dbt_relation_tags', 'dbt_tags')(relation=relation, inc_column=inc_column, debug=debug)) }} +{% macro get_dbt_relation_tags(relation, inc_column=True, with_value=False, debug=False) -%} + {{ return(adapter.dispatch('get_dbt_relation_tags', 'dbt_tags')(relation=relation, inc_column=inc_column, with_value=with_value, debug=debug)) }} {%- endmacro %} -{% macro default__get_dbt_relation_tags(relation, inc_column=True, debug=False) %} +{% macro default__get_dbt_relation_tags(relation, inc_column=True, with_value=False, debug=False) %} {% set found_tags = [] %} + {% set tag_name_separator = var('dbt_tags__tag_name_separator','~') %} {# {{ log(relation.resource_type ~ "-" ~ relation.name ~ "-tags:" ~ relation.tags, info=True) if debug}} #} {% if relation.tags is defined %} - {% for relation_tag in relation.tags if dbt_tags.is_allowed_tags(relation_tag) %} - {% set found_tag = {"level": relation.resource_type, "name": relation.name, "tag": relation_tag} %} - {# {{ log(found_tag, info=True) if debug}} #} + {% for relation_tag in relation.tags if dbt_tags.is_allowed_tags(relation_tag.split(tag_name_separator)[0]) %} + {% if with_value %} + {% set found_tag = {"level": relation.resource_type, "name": relation.name, "tag": relation_tag} %} + {% else %} + {% set found_tag = {"level": relation.resource_type, "name": relation.name, "tag": relation_tag.split(tag_name_separator)[0]} %} + {# {{ log(found_tag, info=True) if debug}} #} + {% endif %} {% do found_tags.append(found_tag) %} {% endfor %} {% endif %} {% if inc_column %} - {% do found_tags.extend(dbt_tags.get_dbt_column_tags(relation=relation, debug=debug)) %} + {% do found_tags.extend(dbt_tags.get_dbt_column_tags(relation=relation, with_value=with_value, debug=debug)) %} {% endif %} {{ return(found_tags) }} diff --git a/macros/utils/get_dbt_tags.sql b/macros/utils/get_dbt_tags.sql index 118cae5..bdc643f 100644 --- a/macros/utils/get_dbt_tags.sql +++ b/macros/utils/get_dbt_tags.sql @@ -1,18 +1,18 @@ -{% macro get_dbt_tags(debug=False) -%} - {{ return(adapter.dispatch('get_dbt_tags', 'dbt_tags')(debug=debug)) }} +{% macro get_dbt_tags(with_value=False, debug=False) -%} + {{ return(adapter.dispatch('get_dbt_tags', 'dbt_tags')(with_value=with_value, debug=debug)) }} {%- endmacro %} -{% macro default__get_dbt_tags(debug=False) %} +{% macro default__get_dbt_tags(with_value=False, debug=False) %} {% set resource_types = var('dbt_tags__resource_types') %} {% set found_tags = [] %} {% for relation in graph.nodes.values() if (relation.resource_type | lower) in resource_types %} - {% do found_tags.extend(dbt_tags.get_dbt_relation_tags(relation=relation, debug=debug)) %} + {% do found_tags.extend(dbt_tags.get_dbt_relation_tags(relation=relation, with_value=with_value, debug=debug)) %} {% endfor %} {% for relation in graph.sources.values() if (relation.resource_type | lower) in resource_types %} - {% do found_tags.extend(dbt_tags.get_dbt_relation_tags(relation=relation, debug=debug)) %} + {% do found_tags.extend(dbt_tags.get_dbt_relation_tags(relation=relation, with_value=with_value, debug=debug)) %} {% endfor %} {{ return(found_tags) }} diff --git a/package-lock.yml b/package-lock.yml index c80319b..8f9a42c 100644 --- a/package-lock.yml +++ b/package-lock.yml @@ -1,4 +1,4 @@ packages: - package: dbt-labs/dbt_utils - version: 1.1.1 -sha1_hash: e6424ba9e5a22487e47f023803aa4f0411946808 + version: 1.2.0 +sha1_hash: d4f259856543b0ef301e0b3b0bbc94ccb6b12a54 diff --git a/poetry.lock b/poetry.lock index e51b37a..7f5de44 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,14 +1,14 @@ -# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "agate" -version = "1.7.1" +version = "1.9.1" description = "A data analysis library that is optimized for humans instead of machines." optional = false python-versions = "*" files = [ - {file = "agate-1.7.1-py2.py3-none-any.whl", hash = "sha256:23f9f412f74f97b72f82b1525ab235cc816bc8c8525d968a091576a0dbc54a5f"}, - {file = "agate-1.7.1.tar.gz", hash = "sha256:eadf46d980168b8922d5d396d6258eecd5e7dbef7e6f0c0b71e968545ea96389"}, + {file = "agate-1.9.1-py2.py3-none-any.whl", hash = "sha256:1cf329510b3dde07c4ad1740b7587c9c679abc3dcd92bb1107eabc10c2e03c50"}, + {file = "agate-1.9.1.tar.gz", hash = "sha256:bc60880c2ee59636a2a80cd8603d63f995be64526abf3cbba12f00767bcd5b3d"}, ] [package.dependencies] @@ -18,20 +18,20 @@ leather = ">=0.3.2" parsedatetime = ">=2.1,<2.5 || >2.5" python-slugify = ">=1.2.1" pytimeparse = ">=1.1.5" +tzdata = {version = ">=2023.3", markers = "platform_system == \"Windows\""} [package.extras] -docs = ["Sphinx (>=1.2.2)", "sphinx-rtd-theme (>=0.1.6)"] -test = ["PyICU (>=2.4.2)", "coverage (>=3.7.1)", "cssselect (>=0.9.1)", "lxml (>=3.6.0)", "pytest", "pytest-cov", "pytz (>=2015.4)"] +test = ["PyICU (>=2.4.2)", "backports.zoneinfo", "coverage (>=3.7.1)", "cssselect (>=0.9.1)", "lxml (>=3.6.0)", "pytest", "pytest-cov"] [[package]] name = "annotated-types" -version = "0.6.0" +version = "0.7.0" description = "Reusable constraint types to use with typing.Annotated" optional = false python-versions = ">=3.8" files = [ - {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"}, - {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"}, + {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"}, + {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"}, ] 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