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Feature/add conversions #36

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20 changes: 20 additions & 0 deletions CHANGELOG.md
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# dbt_facebook_ads_source v0.8.0

[PR #36](https://github.com/fivetran/dbt_facebook_ads_source/pull/36) includes the following updates:

## Breaking Changes
- Incorporates the `basic_ad_actions` and `basic_ad_action_values` pre-built reports in order to grab conversion data. They are bith child tables of the already-required `basic_ad` report, broken down by `action_type`.
- Addition of the new `stg_facebook_ads__basic_ad_actions` and `stg_facebook_ads__basic_ad_action_values` (and their `_tmp` counterparts) staging models. Given that this is a schema change for the package, this a breaking change.

## Feature Updates: Conversion Metrics
- With the inclusion of the `basic_ad_actions` and `basic_ad_action_values` source tables, creates a `facebook_ads__basic_ad_actions_passthrough_metrics` and `facebook_ads__basic_ad_action_values_passthrough_metrics` variables to pass through additional conversion value metrics to downstream models.
- By default, the package includes only the conversion value calculated using the default attribution window, but your report may include calculations using the other windows defined [here](https://developers.facebook.com/docs/marketing-api/reference/ads-action-stats/). See [README](https://github.com/fivetran/dbt_facebook_ads_source/tree/main?tab=readme-ov-file#passing-through-additional-metrics) for details on how to use the new variables.
- Adds `optimization_goal` field to `stg_facebook_ads__ad_set_history` model. This is defined as the optimization goal this ad set is using, possible values of which are defined [here](https://developers.facebook.com/docs/marketing-api/reference/ad-campaign/#fields).
- Adds `conversion_domain` field to `stg_facebook_ads__ad_history` model. This is defined as the domain you've configured the ad to convert to.

## Documentation
- Documents the ability to transform metrics provided to the new `facebook_ads__basic_ad_passthrough_metrics` and `facebook_ads__basic_ad_action_values_passthrough_metrics` variables. See [README](https://github.com/fivetran/dbt_facebook_ads_source/tree/main?tab=readme-ov-file#passing-through-additional-metrics) for details.

## Contributors
- [Seer Interactive](https://www.seerinteractive.com/?utm_campaign=Fivetran%20%7C%20Models&utm_source=Fivetran&utm_medium=Fivetran%20Documentation)

# dbt_facebook_ads_source v0.7.4
[PR #37](https://github.com/fivetran/dbt_facebook_ads_source/pull/37) includes the following update:

Expand Down
56 changes: 40 additions & 16 deletions README.md
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Expand Up @@ -29,11 +29,13 @@
To use this dbt package, you must have the following:
- At least one Fivetran Facebook Ads connector syncing data into your destination.
- A **BigQuery**, **Snowflake**, **Redshift**, **PostgreSQL**, or **Databricks** destination.
- You will need to configure your Facebook Ads connector to pull the `basic_ad` pre-built report. This pre-built report should be enabled in your connector by default. However, to confirm this pre-built report is actively syncing you may perform the following steps:
1. Navigate to the connector schema tab.
2. Search for `basic_ad` and confirm it is selected.
- You will need to configure your Facebook Ads connector to pull the `basic_ad` pre-built report and its child `basic_ad_actions` and `basic_ad_action_values` pre-built reports. These pre-built reports should be enabled in your connector by default. However, to confirm these reports are actively syncing you may perform the following steps:
1. Navigate to the connector schema tab in Fivetran.
2. Search for `basic_ad`, `basic_ad_actions`, `basic_ad_action_values` and confirm they all selected/enabled.
3. If not selected, do so and sync. If already selected you are ready to run the models!

>**Note**: If you do not have your Facebook Ads connector [schema change settings](https://fivetran.com/docs/using-fivetran/features/data-blocking-column-hashing/config#configureschemachangesettingsforexistingconnectors) set to `Allow all`, it is possible that you are missing `basic_ad_actions` or `basic_ad_action_values`. If you would like to surface conversion metrics in your Facebook and/or Ad Reporting models, please ensure these reports are syncing. Otherwise, the `conversions` and `conversions_value` fields will be `null`.

#### Databricks Dispatch Configuration
If you are using a Databricks destination with this package you will need to add the below (or a variation of the below) dispatch configuration within your `dbt_project.yml`. This is required in order for the package to accurately search for macros within the `dbt-labs/spark_utils` then the `dbt-labs/dbt_utils` packages respectively.
```yml
Expand All @@ -42,13 +44,13 @@ dispatch:
search_order: ['spark_utils', 'dbt_utils']
```

### Step 2: Install the package (skip if also using the `facebook_ads` transformation package)
Include the following facebook_ads_source package version in your `packages.yml` file.
### Step 2: Install the package (skip if also using the `facebook_ads` transformation or `ad_reporting` combo package)
If you are not using the [Facebook Ads](https://github.com/fivetran/dbt_facebook_ads) transformation package or the [Ad Reporting](https://github.com/fivetran/dbt_ad_reporting) combination package, include the following facebook_ads_source package version in your `packages.yml` file.
> TIP: Check [dbt Hub](https://hub.getdbt.com/) for the latest installation instructions or [read the dbt docs](https://docs.getdbt.com/docs/package-management) for more information on installing packages.
```yaml
```yml
packages:
- package: fivetran/facebook_ads_source
version: [">=0.7.0", "<0.8.0"] # we recommend using ranges to capture non-breaking changes automatically
version: [">=0.8.0", "<0.9.0"] # we recommend using ranges to capture non-breaking changes automatically
```
### Step 3: Define database and schema variables
By default, this package runs using your destination and the `facebook_ads` schema. If this is not where your Facebook Ads data is (for example, if your facebook_ads schema is named `facebook_ads_fivetran`), add the following configuration to your root `dbt_project.yml` file:
Expand All @@ -60,6 +62,8 @@ vars:
```

### (Optional) Step 4: Additional configurations
<details open><summary>Expand/Collapse details</summary>

#### Union multiple connectors
If you have multiple facebook_ads connectors in Fivetran and would like to use this package on all of them simultaneously, we have provided functionality to do so. The package will union all of the data together and pass the unioned table into the transformations. You will be able to see which source it came from in the `source_relation` column of each model. To use this functionality, you will need to set either the `facebook_ads_union_schemas` OR `facebook_ads_union_databases` variables (cannot do both) in your root `dbt_project.yml` file:

Expand All @@ -73,19 +77,31 @@ vars:
To connect your multiple schema/database sources to the package models, follow the steps outlined in the [Union Data Defined Sources Configuration](https://github.com/fivetran/dbt_fivetran_utils/tree/releases/v0.4.latest#union_data-source) section of the Fivetran Utils documentation for the union_data macro. This will ensure a proper configuration and correct visualization of connections in the DAG.

#### Passing Through Additional Metrics
By default, this package will select `clicks`, `impressions`, and `cost` from the source reporting tables to store into the staging models. If you would like to pass through additional metrics to the staging models, add the below configurations to your `dbt_project.yml` file. These variables allow for the pass-through fields to be aliased (`alias`) if desired, but not required. Use the below format for declaring the respective pass-through variables:

> IMPORTANT: Make sure to exercise due diligence when adding metrics to these models. The metrics added by default (taps, impressions, and spend) have been vetted by the Fivetran team, maintaining this package for accuracy. There are metrics included within the source reports, such as metric averages, which may be inaccurately represented at the grain for reports created in this package. You must ensure that whichever metrics you pass through are appropriate to aggregate at the respective reporting levels in this package.
By default, this package will select `clicks`, `impressions`, `cost`, and conversion `value` (using the default attribution window) from the source reporting tables (`BASIC_AD`, `BASIC_AD_ACTIONS`, and `BASIC_AD_ACTION_VALUES`) to store into the staging models. If you would like to pass through additional metrics to the staging models, add the below configurations to your `dbt_project.yml` file. These variables allow for the pass-through fields to be aliased (`alias`) and transformed (`transform_sql`) if desired, but not required. Only the `name` of each metric field is required. Use the below format for declaring the respective pass-through variables:

```yml
vars:
facebook_ads__basic_ad_passthrough_metrics:
facebook_ads__basic_ad_passthrough_metrics: # add metrics found in BASIC_AD
- name: "new_custom_field"
alias: "custom_field"
alias: "custom_field_alias"
transform_sql: "coalesce(custom_field_alias, 0)" # reference the `alias` here if you are using one
- name: "another_one"
transform_sql: "coalesce(another_one, 0)" # reference the `name` here if you're not using an alias
- name: "cpc" # only name is required
facebook_ads__basic_ad_actions_passthrough_metrics: # add conversion metrics found in BASIC_AD_ACTIONS
- name: "_7_d_click"
alias: "conversion_value_7d_click"
- name: "inline"
facebook_ads__basic_ad_action_values_passthrough_metrics: # add conversion metrics found in BASIC_AD_ACTION_VALUES
- name: "_7_d_click"
alias: "conversion_value_7d_click"
- name: "inline"
```

>**Note** Please ensure you exercised due diligence when adding metrics to these models. The metrics added by default (taps, impressions, spend, and default-attribution window conversion values) have been vetted by the Fivetran team maintaining this package for accuracy. There are metrics included within the source reports, for example metric averages, which may be inaccurately represented at the grain for reports created in this package. You will want to ensure whichever metrics you pass through are indeed appropriate to aggregate at the respective reporting levels provided in this package.

#### Change the build schema
By default, this package builds the Facebook Ads staging models within a schema titled (`<target_schema>` + `_facebook_ads_source`) in your destination. If this is not where you would like your Facebook Ads staging data to be written to, add the following configuration to your root `dbt_project.yml` file:
By default, this package builds the Facebook Ads staging models (8 views, 8 tables) within a schema titled (`<target_schema>` + `_facebook_ads_source`) in your destination. If this is not where you would like your Facebook Ads staging data to be written to, add the following configuration to your root `dbt_project.yml` file:

```yml
models:
Expand All @@ -94,14 +110,17 @@ models:
```

#### Change the source table references
If an individual source table has a different name than the package expects, add the table name as it appears in your destination to the respective variable:
If an individual source table has a different name than the package expects, add the table name as it appears in your destination to the respective variable. This is not available when running the package on multiple unioned connectors.

> IMPORTANT: See this project's [`dbt_project.yml`](https://github.com/fivetran/dbt_facebook_ads_source/blob/main/dbt_project.yml) variable declarations to see the expected names.

```yml
vars:
facebook_ads_<default_source_table_name>_identifier: your_table_name
```

</details>

### (Optional) Step 5: Orchestrate your models with Fivetran Transformations for dbt Core™
<details><summary>Expand for more details</summary>

Expand Down Expand Up @@ -131,8 +150,13 @@ The Fivetran team maintaining this package _only_ maintains the latest version o
### Contributions
A small team of analytics engineers at Fivetran develops these dbt packages. However, the packages are made better by community contributions.

We highly encourage and welcome contributions to this package. Check out [this dbt Discourse article](https://discourse.getdbt.com/t/contributing-to-a-dbt-package/657) to learn how to contribute to a dbt package.
We highly encourage and welcome contributions to this package. Check out [this dbt Discourse article](https://discourse.getdbt.com/t/contributing-to-a-dbt-package/657) on the best workflow for contributing to a package.

#### Contributors
We thank [everyone](https://github.com/fivetran/dbt_facebook_ads_source/graphs/contributors) who has taken the time to contribute. Each PR, bug report, and feature request has made this package better and is truly appreciated.

A special thank you to [Seer Interactive](https://www.seerinteractive.com/?utm_campaign=Fivetran%20%7C%20Models&utm_source=Fivetran&utm_medium=Fivetran%20Documentation), who we closely collaborated with to introduce native conversion support to our Ad packages.

## Are there any resources available?
- If you have questions or want to reach out for help, see the [GitHub Issue](https://github.com/fivetran/dbt_facebook_ads_source/issues/new/choose) section to find the right avenue of support for you.
- If you would like to provide feedback to the dbt package team at Fivetran or would like to request a new dbt package, fill out our [Feedback Form](https://www.surveymonkey.com/r/DQ7K7WW).
- If you would like to provide feedback to the dbt package team at Fivetran or would like to request a new dbt package, fill out our [Feedback Form](https://www.surveymonkey.com/r/DQ7K7WW).
7 changes: 6 additions & 1 deletion dbt_project.yml
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name: 'facebook_ads_source'
version: '0.7.4'
version: '0.8.0'
config-version: 2
require-dbt-version: [">=1.3.0", "<2.0.0"]
models:
Expand All @@ -14,6 +14,11 @@ vars:
ad_history: "{{ source('facebook_ads','ad_history') }}"
ad_set_history: "{{ source('facebook_ads','ad_set_history') }}"
basic_ad: "{{ source('facebook_ads','basic_ad') }}"
basic_ad_actions: "{{ source('facebook_ads','basic_ad_actions') }}"
basic_ad_action_values: "{{ source('facebook_ads','basic_ad_action_values') }}"
campaign_history: "{{ source('facebook_ads','campaign_history') }}"
creative_history: "{{ source('facebook_ads','creative_history') }}"

facebook_ads__basic_ad_passthrough_metrics: []
facebook_ads__basic_ad_actions_passthrough_metrics: []
facebook_ads__basic_ad_action_values_passthrough_metrics: []
2 changes: 1 addition & 1 deletion docs/catalog.json

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