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Merge pull request #78 from fivetran/release/v0.3.8
Patch release for dbt hubspot source v0.6.0
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[![Apache License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) | ||
# Hubspot (Source) | ||
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This package models Hubspot data from [Fivetran's connector](https://fivetran.com/docs/applications/hubspot). It uses data in the format described by the [marketing](https://fivetran.com/docs/applications/hubspot#schemainformation), [sales](https://fivetran.com/docs/applications/hubspot#crmandsaleshubschema) and [service](https://fivetran.com/docs/applications/hubspot#servicehubschema) ERDs. | ||
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This package enriches your Fivetran data by doing the following: | ||
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* Adds descriptions to tables and columns that are synced using Fivetran | ||
* Adds column-level testing where applicable. For example, all primary keys are tested for uniqueness and non-null values. | ||
* Models staging tables, which will be used in our transform package | ||
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## Models | ||
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This package contains staging models, designed to work simultaneously with our [Hubspot transform package](https://github.com/fivetran/dbt_hubspot). The staging models: | ||
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* Remove any rows that are soft-deleted | ||
* Name columns consistently across all packages: | ||
* Boolean fields are prefixed with `is_` or `has_` | ||
* Timestamps are appended with `_timestamp` | ||
* ID primary keys are prefixed with the name of the table. For example, the user table's ID column is renamed user_id. | ||
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## Installation Instructions | ||
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. | ||
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Include in `packages.yml` | ||
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<p align="center"> | ||
<a alt="License" | ||
href="https://github.com/fivetran/dbt_hubspot_source/blob/main/LICENSE"> | ||
<img src="https://img.shields.io/badge/License-Apache%202.0-blue.svg" /></a> | ||
<a alt="Fivetran-Release" | ||
href="https://fivetran.com/docs/getting-started/core-concepts#releasephases"> | ||
<img src="https://img.shields.io/badge/Fivetran Release Phase-_Beta-orange.svg" /></a> | ||
<a alt="dbt-core"> | ||
<img src="https://img.shields.io/badge/dbt_Core™_version->=1.0.0_<2.0.0-orange.svg" /></a> | ||
<a alt="Maintained?"> | ||
<img src="https://img.shields.io/badge/Maintained%3F-yes-green.svg" /></a> | ||
<a alt="PRs"> | ||
<img src="https://img.shields.io/badge/Contributions-welcome-blueviolet" /></a> | ||
</p> | ||
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# HubSpot Source dbt Package ([Docs](https://fivetran.github.io/dbt_hubspot_source/)) | ||
# 📣 What does this dbt package do? | ||
- Materializes [HubSpot staging tables](https://fivetran.github.io/dbt_hubspot_source/#!/overview/hubspot_source/models/?g_v=1) which leverage data in the format described by [this ERD](https://fivetran.com/docs/applications/hubspot/#schemainformation). These staging tables clean, test, and prepare your HubSpot data from [Fivetran's connector](https://fivetran.com/docs/applications/hubspot) for analysis by doing the following: | ||
- Name columns for consistency across all packages and for easier analysis | ||
- Adds freshness tests to source data | ||
- Adds column-level testing where applicable. For example, all primary keys are tested for uniqueness and non-null values. | ||
- Generates a comprehensive data dictionary of your HubSpot data through the [dbt docs site](https://fivetran.github.io/dbt_hubspot_source/). | ||
- These tables are designed to work simultaneously with our [HubSpot transformation package](https://github.com/fivetran/dbt_hubspot). | ||
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# 🎯 How do I use the dbt package? | ||
## Step 1: Prerequisites | ||
To use this dbt package, you must have the following: | ||
- At least one Fivetran HubSpot connector syncing data into your destination. | ||
- A **BigQuery**, **Snowflake**, **Redshift**, or **PostgreSQL** destination. | ||
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## Step 2: Install the package | ||
Include the following hubspot_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 | ||
packages: | ||
- package: fivetran/hubspot_source | ||
version: [">=0.5.0", "<0.6.0"] | ||
version: [">=0.6.0", "<0.7.0"] | ||
``` | ||
## Configuration | ||
By default this package will look for your Hubspot data in the `hubspot` schema of your [target database](https://docs.getdbt.com/docs/running-a-dbt-project/using-the-command-line-interface/configure-your-profile). If this is not where your Hubspot data is, add the following configuration to your `dbt_project.yml` file: | ||
## Step 3: Define database and schema variables | ||
By default, this package runs using your destination and the `hubspot` schema. If this is not where your HubSpot data is (for example, if your HubSpot schema is named `hubspot_fivetran`), add the following configuration to your root `dbt_project.yml` file: | ||
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```yml | ||
# dbt_project.yml | ||
... | ||
config-version: 2 | ||
vars: | ||
hubspot_database: your_database_name | ||
hubspot_schema: your_schema_name | ||
hubspot_database: your_destination_name | ||
hubspot_schema: your_schema_name | ||
``` | ||
## Step 4: Disable models for non-existent sources | ||
When setting up your Hubspot connection in Fivetran, it is possible that not every table this package expects will be synced. This can occur because you either don't use that functionality in Hubspot or have actively decided to not sync some tables. In order to disable the relevant functionality in the package, you will need to add the relevant variables. By default, all variables are assumed to be `true` (with exception of `hubspot_service_enabled` and `hubspot_contact_merge_audit_enabled`). You only need to add variables within your root `dbt_project.yml` for the tables you would like to disable or enable respectively: | ||
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### Disabling models | ||
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When setting up your Hubspot connection in Fivetran, it is possible that not every table this package expects will be synced. This can occur because you either don't use that functionality in Hubspot or have actively decided to not sync some tables. In order to disable the relevant functionality in the package, you will need to add the relevant variables. By default, all variables are assumed to be `true` (with exception of `hubspot_service_enabled` and `hubspot_contact_merge_audit_enabled`). You only need to add variables for the tables you would like to disable or enable respectively: | ||
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```yml | ||
# dbt_project.yml | ||
... | ||
config-version: 2 | ||
vars: | ||
# Marketing | ||
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# Service | ||
hubspot_service_enabled: true # Enables all service models | ||
hubspot_ticket_deal_enabled: true | ||
``` | ||
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### Dbt-core Version Requirement for disabling freshness tests | ||
If you are not using a source table that involves freshness tests, please be aware that the feature to disable freshness was only introduced in dbt-core 1.1.0. Therefore ensure the dbt version you're using is v1.1.0 or greater for this config to work. | ||
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### Passthrough Columns | ||
Additionally, this package includes all source columns defined in the macros folder. Models by default only bring in a few fields for the `company`, `contact`, `deal`, and `ticket` tables. You can add more columns using our pass-through column variables. These variables allow for the pass-through fields to be aliased (`alias`) and casted (`transform_sql`) if desired, but not required. Datatype casting is configured via a sql snippet within the `transform_sql` key. You may add the desired sql while omitting the `as field_name` at the end and your custom pass-though fields will be casted accordingly. Use the below format for declaring the respective pass-through variables. | ||
## (Optional) Step 5: Additional configurations | ||
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```yml | ||
# dbt_project.yml | ||
### Adding passthrough columns | ||
This package includes all source columns defined in the macros folder. Models by default only bring in a few fields for the `company`, `contact`, `deal`, and `ticket` tables. You can add more columns using our pass-through column variables. These variables allow for the pass-through fields to be aliased (`alias`) and casted (`transform_sql`) if desired, but not required. Datatype casting is configured via a sql snippet within the `transform_sql` key. You may add the desired sql while omitting the `as field_name` at the end and your custom pass-though fields will be casted accordingly. Use the below format for declaring the respective pass-through variables within your root `dbt_project.yml`. | ||
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... | ||
```yml | ||
vars: | ||
hubspot__deal_pass_through_columns: | ||
- name: "property_field_new_id" | ||
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alias: "mmm" | ||
- name: "property_bop" | ||
alias: "bop" | ||
``` | ||
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**Alternatively**, if you would like to simply pass through **all columns** in the above four tables, add the following configuration to your dbt_project.yml. Note that this will override any `hubspot__[table_name]_pass_through_columns` variables. | ||
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```yml | ||
# dbt_project.yml | ||
... | ||
vars: | ||
hubspot__pass_through_all_columns: true # default is false | ||
``` | ||
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### Calculated Fields | ||
### Including calculated fields | ||
This package also provides the ability to pass calculated fields through to the `company`, `contact`, `deal`, and `ticket` staging models. If you would like to add a calculated field to any of the mentioned staging models, you may configure the respective `hubspot__[table_name]_calculated_fields` variables with the `name` of the field you would like to create, and the `transform_sql` which will be the actual calculation that will make up the calculated field. | ||
```yml | ||
vars: | ||
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transform_sql: "total_field / other_total_field" | ||
``` | ||
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### Changing the Build Schema | ||
By default this package will build the HubSpot staging models within a schema titled (<target_schema> + `_stg_hubspot`). If this is not where you would like your HubSpot staging models to be written to, add the following configuration to your `dbt_project.yml` file: | ||
### Change the build schema | ||
By default, this package builds the hubspot staging models within a schema titled (`<target_schema>` + `_stg_hubspot`) in your destination. If this is not where you would like your hubspot staging data to be written to, add the following configuration to your root `dbt_project.yml` file: | ||
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```yml | ||
# dbt_project.yml | ||
... | ||
models: | ||
hubspot_source: | ||
+schema: my_new_staging_models_schema # leave blank for just the target_schema | ||
hubspot_source: | ||
+schema: my_new_schema_name # leave blank for just the target_schema | ||
``` | ||
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### 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: | ||
> IMPORTANT: See this project's [`dbt_project.yml`](https://github.com/fivetran/dbt_hubspot_source/blob/main/dbt_project.yml) variable declarations to see the expected names. | ||
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```yml | ||
vars: | ||
hubspot_<default_source_table_name>_identifier: your_table_name | ||
``` | ||
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*Read more about using custom schemas in dbt [here](https://docs.getdbt.com/docs/building-a-dbt-project/building-models/using-custom-schemas).* | ||
## (Optional) Step 6: Orchestrate your models with Fivetran Transformations for dbt Core™ | ||
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Fivetran offers the ability for you to orchestrate your dbt project through [Fivetran Transformations for dbt Core™](https://fivetran.com/docs/transformations/dbt). Learn how to set up your project for orchestration through Fivetran in our [Transformations for dbt Core setup guides](https://fivetran.com/docs/transformations/dbt#setupguide). | ||
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# 🔍 Does this package have dependencies? | ||
This dbt package is dependent on the following dbt packages. Please be aware that these dependencies are installed by default within this package. For more information on the following packages, refer to the [dbt hub](https://hub.getdbt.com/) site. | ||
> IMPORTANT: If you have any of these dependent packages in your own `packages.yml` file, we highly recommend that you remove them from your root `packages.yml` to avoid package version conflicts. | ||
```yml | ||
packages: | ||
- package: fivetran/fivetran_utils | ||
version: [">=0.3.0", "<0.4.0"] | ||
- package: dbt-labs/dbt_utils | ||
version: [">=0.8.0", "<0.9.0"] | ||
``` | ||
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# 🙌 How is this package maintained and can I contribute? | ||
## Package Maintenance | ||
The Fivetran team maintaining this package _only_ maintains the latest version of the package. We highly recommend that you stay consistent with the [latest version](https://hub.getdbt.com/fivetran/hubspot_source/latest/) of the package and refer to the [CHANGELOG](https://github.com/fivetran/dbt_hubspot_source/blob/main/CHANGELOG.md) and release notes for more information on changes across versions. | ||
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## Contributions | ||
A small team of analytics engineers at Fivetran develops these dbt packages. However, the packages are made better by community contributions! | ||
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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! | ||
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Additional contributions to this package are very welcome! Please create issues | ||
or open PRs against `main`. Check out | ||
[this post](https://discourse.getdbt.com/t/contributing-to-a-dbt-package/657) | ||
on the best workflow for contributing to a package. | ||
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## Database Support | ||
This package has been tested on BigQuery, Snowflake, Redshift, and Postgres. | ||
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## Resources: | ||
- Provide [feedback](https://www.surveymonkey.com/r/DQ7K7WW) on our existing dbt packages or what you'd like to see next | ||
- Have questions, feedback, or need help? Book a time during our office hours [using Calendly](https://calendly.com/fivetran-solutions-team/fivetran-solutions-team-office-hours) or email us at [email protected] | ||
- Find all of Fivetran's pre-built dbt packages in our [dbt hub](https://hub.getdbt.com/fivetran/) | ||
- Learn how to orchestrate your models with [Fivetran Transformations for dbt Core™](https://fivetran.com/docs/transformations/dbt) | ||
- Learn more about Fivetran overall [in our docs](https://fivetran.com/docs) | ||
- Check out [Fivetran's blog](https://fivetran.com/blog) | ||
- Learn more about dbt [in the dbt docs](https://docs.getdbt.com/docs/introduction) | ||
- Check out [Discourse](https://discourse.getdbt.com/) for commonly asked questions and answers | ||
- Join the [chat](http://slack.getdbt.com/) on Slack for live discussions and support | ||
- Find [dbt events](https://events.getdbt.com) near you | ||
- Check out [the dbt blog](https://blog.getdbt.com/) for the latest news on dbt's development and best practices | ||
# 🏪 Are there any resources available? | ||
- If you have questions or want to reach out for help, please refer to the [GitHub Issue](https://github.com/fivetran/dbt_hubspot_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). | ||
- Have questions or want to just say hi? Book a time during our office hours [on Calendly](https://calendly.com/fivetran-solutions-team/fivetran-solutions-team-office-hours) or email us at [email protected]. |
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