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sl beta docs #3705

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20 changes: 20 additions & 0 deletions website/dbt-versions.js
Original file line number Diff line number Diff line change
Expand Up @@ -183,6 +183,22 @@ exports.versionedPages = [
"page": "docs/build/ratio",
"firstVersion": "1.6",
},
{
"category": "docs/use-dbt-semantic-layer/sl-api-overview",
"firstVersion": "1.6",
},
{
"category": "docs/use-dbt-semantic-layer/graphql",
"firstVersion": "1.6",
},
{
"category": "docs/use-dbt-semantic-layer/jdbc",
"firstVersion": "1.6",
},
{
"category": "docs/use-dbt-semantic-layer/sl-manifest",
"firstVersion": "1.6",
},
]

exports.versionedCategories = [
Expand All @@ -193,5 +209,9 @@ exports.versionedCategories = [
{
"category": "Build your metrics",
"firstVersion": "1.6",
},
{
"category": "Semantic Layer APIs",
"firstVersion": "1.6",
}
]
2 changes: 1 addition & 1 deletion website/docs/docs/build/about-metricflow.md
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Expand Up @@ -10,7 +10,7 @@ This guide introduces MetricFlow's fundamental ideas for new users. MetricFlow,

:::info

MetricFlow is a new way to define metrics in dbt and one of the key components of the [dbt Semantic Layer](/docs/use-dbt-semantic-layer/dbt-semantic-layer). It handles SQL query construction and defines the specification for dbt semantic models and metrics.
MetricFlow is a new way to define metrics in dbt and one of the key components of the [dbt Semantic Layer](/docs/use-dbt-semantic-layer/dbt-sl). It handles SQL query construction and defines the specification for dbt semantic models and metrics.

To fully experience the dbt Semantic Layer, including the ability to query dbt metrics via external integrations, you'll need a [dbt Cloud Team or Enterprise account](https://www.getdbt.com/pricing/).

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49 changes: 30 additions & 19 deletions website/docs/docs/build/build-metrics-intro.md
Original file line number Diff line number Diff line change
Expand Up @@ -7,49 +7,60 @@ tags: [Metrics, Semantic Layer, Governance]
hide_table_of_contents: true
---

Use MetricFlow in dbt to centrally define your metrics. MetricFlow is a key component of the [dbt Semantic Layer](/docs/use-dbt-semantic-layer/dbt-semantic-layer) and is responsible for SQL query construction and defining specifications for dbt semantic models and metrics.
Use MetricFlow in dbt to centrally define your metrics. MetricFlow is a key component of the [dbt Semantic Layer](/docs/use-dbt-semantic-layer/dbt-sl) and is responsible for SQL query construction and defining specifications for dbt semantic models and metrics.
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Use familiar constructs like semantic models and metrics to avoid duplicative coding, optimize your development workflow, ensure data governance for company metrics, and guarantee consistency for data consumers.

:::info
MetricFlow is currently available on dbt Core v1.6 beta for [command line (CLI)](/docs/core/about-the-cli) users, with support for dbt Cloud and integrations coming soon. MetricFlow, a BSL package (code is source available), is a new way to define metrics in dbt and will replace the dbt_metrics package.
MetricFlow is currently available on dbt v1.6 or higher. MetricFlow, is a new way to define metrics in dbt and replaces the dbt_metrics package.
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To fully experience the dbt Semantic Layer, including the ability to query dbt metrics via external integrations, you'll need a [dbt Cloud Team or Enterprise account](https://www.getdbt.com/pricing/).
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:::

Before you start, keep the following considerations in mind:
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- Use the CLI to define metrics in YAML and query them using the [new metric specifications](https://github.com/dbt-labs/dbt-core/discussions/7456).
- You must be on dbt Core v1.6 beta or higher to use MetricFlow. [Upgrade your dbt version](/docs/core/pip-install#change-dbt-core-versions) to get started.
* Note: Support for dbt Cloud and querying via external integrations coming soon.
- MetricFlow currently only supports Snowflake and Postgres.
* Note: Support for BigQuery, Databricks, and Redshift coming soon.
- dbt Labs is working with [integration partners](https://www.getdbt.com/product/semantic-layer-integrations) to develop updated integrations for the new Semantic Layer, powered by MetricFlow, in addition to introducing other consumption methods like Python and JDBC. <br /><br />
- Define metrics in YAML and query them using the [new metric specifications](https://github.com/dbt-labs/dbt-core/discussions/7456).
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- You must be on dbt v1.6 or higher to use MetricFlow. [Upgrade your dbt Cloud version](/docs/dbt-versions/upgrade-core-in-cloud) to get started.
- MetricFlow currently supports Snowflake, Postgres, BigQuery, Databricks, and Redshift.
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- Unlock insights and query your metrics using the [dbt Semantic Layer](/docs/use-dbt-semantic-layer/dbt-sl) and its diverse range of [available integrations](/docs/use-dbt-semantic-layer/avail-sl-integrations).

<div className="grid--4-col">
<div className="grid--3-col">

<Card
title="About MetricFlow"
body="Understand MetricFlow's core concepts, key principles, and how to use this powerful tool."
link="/docs/build/about-metricflow"
icon="rocket"/>

<Card
title="Get started with MetricFlow"
body="Learn how to create a semantic model, a metric, and test and upload your metric using MetricFlow."
link="/docs/build/sl-getting-started"
icon="rocket"/>
icon="dbt-bit"/>

<Card
title="Semantic model"
body="Use Semantic models as the basis for defining data. They act as nodes in the semantic graph, with entities connecting them."
body="Use semantic models as the basis for defining data. They act as nodes in the semantic graph, with entities connecting them."
link="/docs/build/semantic-models"
icon="rocket"/>
icon="dbt-bit"/>

<Card
title="Metrics"
body="Define metrics through the powerful combination of measures, constraints, or functions, effortlessly organized in either YAML files or separate files."
link="/docs/build/metrics-overview"
icon="rocket"/>
icon="dbt-bit"/>

<Card
title="About the dbt Semantic Layer"
body="Introducing the dbt Semantic Layer, the universal process that allows data teams to centrally define and query metrics"
link="/docs/use-dbt-semantic-layer/dbt-sl"
icon="dbt-bit"/>

<Card
title="Get started with the dbt Semantic Layer"
body="Use this guide to build and define metrics, set up the dbt Semantic Layer, and query them using the Semantic Layer APIs"
link="/docs/use-dbt-semantic-layer/quickstart-sl"
icon="dbt-bit"/>

<Card
title="Available integrations"
body="Discover the diverse range of partners that seamlessly integrate with the powerful dbt Semantic Layer, allowing you to query and unlock valuable insights from your data ecosystem."
link="/docs/use-dbt-semantic-layer/avail-sl-integrations"
icon="dbt-bit"/>


</div> <br />

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40 changes: 30 additions & 10 deletions website/docs/docs/build/metrics.md
Original file line number Diff line number Diff line change
Expand Up @@ -4,33 +4,41 @@ id: "metrics"
description: "When you define metrics in dbt projects, you encode crucial business logic in tested, version-controlled code. The dbt metrics layer helps you standardize metrics within your organization."
keywords:
- dbt metrics layer
tags: [Metrics]
---

<VersionBlock firstVersion="1.6">
:::caution Upgrade to access MetricFlow and the new dbt Semantic Layer

:::info dbt Metrics isn't supported
The dbt_metrics package has been deprecated and replaced with [MetricFlow](/docs/build/about-metricflow?version=1.6). If you're using the dbt_metrics package or the legacy Semantic Layer (available on v1.5 or lower), we **highly** recommend [upgrading your dbt version](/docs/dbt-versions/upgrade-core-in-cloud) to dbt v1.6 or higher to access MetricFlow and the new [dbt Semantic Layer](/docs/use-dbt-semantic-layer/dbt-sl?version=1.6).

dbt Metrics is no longer supported in v1.6 and higher. To build your semantic layer, define and query metrics, and provide data governance - refer to [Build your Semantic Layer](/docs/build/build-metrics-intro) for updated guidance.
To migrate to the new Semantic Layer, refer to the dedicated [migration guide](/guides/migration/sl-migration) for more info.

:::
</VersionBlock>

<VersionBlock firstVersion="1.6">

<VersionBlock lastVersion="1.5">
The dbt Semantic Layer has undergone a [significant revamp](https://www.getdbt.com/blog/dbt-semantic-layer-whats-next/), improving governance, introducing new APIs, and making it more efficient to define/query metrics. This revamp means the dbt_metrics package and the legacy Semantic Layer, available in dbt v1.5 or lower, are no longer supported and won't receive any code fixes.

:::info dbt Metrics not recommended
**What’s changed?** <br /> <br />
The dbt_metrics package has been [deprecated](https://docs.getdbt.com/blog/deprecating-dbt-metrics) and replaced with [MetricFlow](/docs/build/about-metricflow?version=1.6), a new framework for defining metrics in dbt. This means dbt_metrics is no longer supported after dbt v1.5 and won't receive any code fixes. We will also remove the dbt_metrics spec and docs when it's fully deprecated.

dbt Metrics won't be supported in v1.6 and higher, and is being replaced with MetricFlow. [Defining metrics](/docs/build/build-semantic-layer-intro) with MetricFlow will help shape the future of the dbt Semantic Layer &mdash; let us know [your thoughts and join the convo](https://github.com/dbt-labs/dbt-core/discussions/7456) to help build it!
**Who does this affect?** <br /> <br />
Anyone who uses the dbt_metrics package or is integrated with the legacy Semantic Layer. The new Semantic Layer is available to [Team or Enterprise](https://www.getdbt.com/pricing/) multi-tenant dbt Cloud plans [hosted in North America](/docs/cloud/about-cloud/regions-ip-addresses). You must be on dbt v1.6 or higher to access it. All users can define metrics using MetricFlow. Users on dbt Cloud Developer plans or dbt Core can only use it to define and test metrics locally, but can't dynamically query them with integrated tools.

:::
**What should you do?** <br /> <br />
If you've defined metrics using dbt_metrics or integrated with the legacy Semantic Layer, we **highly** recommend you [upgrade your dbt version](/docs/dbt-versions/upgrade-core-in-cloud) to dbt v1.6 or higher to use MetricFlow or the new dbt Semantic Layer. To migrate to the new Semantic Layer, refer to the dedicated [migration guide](/guides/migration/sl-migration) for more info.


</VersionBlock>

<VersionBlock lastVersion="1.5">

<Changelog>

* **v1.3.0**: Metrics have been moved out of the experimental phase
* **v1.0.0**: Metrics are new and experimental

</Changelog>


A metric is an aggregation over a <Term id="table" /> that supports zero or more dimensions. Some examples of metrics include:
- active users
Expand Down Expand Up @@ -59,7 +67,7 @@ You can define metrics in `.yml` files nested under a `metrics:` key. Metric nam
- begin with a letter
- contain no more than 250 characters

For a short human-friendly name with title casing, spaces, and special characters, use the `label` property. More examples and guidance for how to [define and structure metrics can be found here.](https://docs.getdbt.com/blog/how-to-design-and-structure-metrics).
For a short human-friendly name with title casing, spaces, and special characters, use the `label` property.

### Example definition

Expand Down Expand Up @@ -218,9 +226,12 @@ Metrics can have many declared **properties**, which define aspects of your metr
### Available calculation methods

<VersionBlock firstVersion="1.3">

The method of calculation (aggregation or derived) that is applied to the expression.
</VersionBlock>

<VersionBlock lastVersion="1.2">

The type of calculation (aggregation or expression) that is applied to the sql property.
</VersionBlock>

Expand Down Expand Up @@ -428,6 +439,11 @@ The following is the list of currently accepted metric configs:
</VersionBlock>

## Querying Your Metric

:::caution dbt_metrics is no longer supported
The dbt_metrics package has been deprecated and replaced with [MetricFlow](/docs/build/about-metricflow?version=1.6), a new way framework for defining metrics in dbt. This means dbt_metrics is no longer supported after dbt v1.5 and won't receive any code fixes.
:::

You can dynamically query metrics directly in dbt and verify them before running a job in the deployment environment. To query your defined metric, you must have the [dbt_metrics package](https://github.com/dbt-labs/dbt_metrics) installed. Information on how to [install packages can be found here](https://docs.getdbt.com/docs/build/packages#how-do-i-add-a-package-to-my-project).

Use the following [metrics package](https://hub.getdbt.com/dbt-labs/metrics/latest/) installation code in your packages.yml file and run `dbt deps` to install the metrics package:
Expand Down Expand Up @@ -541,6 +557,7 @@ The period to date secondary calculation performs an aggregation on a defined pe
#### Rolling:

<VersionBlock firstVersion="1.3" >

The rolling secondary calculation performs an aggregation on a number of rows in metric dataset. For example, if the user selects the `week` grain and sets a rolling secondary calculation to `4` then the value returned will be a rolling 4 week calculation of whatever aggregation type was selected. If the `interval` input is not provided then the rolling caclulation will be unbounded on all preceding rows.

| Input | Example | Description | Required |
Expand All @@ -552,6 +569,7 @@ The rolling secondary calculation performs an aggregation on a number of rows in
</VersionBlock>

<VersionBlock lastVersion="1.2" >

The rolling secondary calculation performs an aggregation on a number of rows in the metric dataset. For example, if the user selects the `week` grain and sets a rolling secondary calculation to `4`, then the value returned will be a rolling 4-week calculation of whatever aggregation type was selected.

| Input | Example | Description | Required |
Expand Down Expand Up @@ -715,4 +733,6 @@ The above example will return a dataset that contains the metric provided in the
</VersionBlock>

<Snippet path="discourse-help-feed-header" />

<DiscourseHelpFeed tags="metrics"/>

1 change: 1 addition & 0 deletions website/docs/docs/build/sl-getting-started.md
Original file line number Diff line number Diff line change
Expand Up @@ -126,6 +126,7 @@ ANY COMMON TROUBLESHOOTING QUESTIONS?-->

## Related docs

- [Get started with the dbt Semantic Layer](/docs/use-dbt-semantic-layer/quickstart-sl)
- [The dbt Semantic Layer: what’s next](https://www.getdbt.com/blog/dbt-semantic-layer-whats-next/) blog post
- [About MetricFlow](/docs/build/about-metricflow)
- [Semantic models](/docs/build/semantic-models)
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Original file line number Diff line number Diff line change
Expand Up @@ -63,7 +63,7 @@ link="/docs/cloud/dbt-cloud-ide/develop-in-the-cloud"
<Card
title="dbt Semantic Layer*"
body="Use the dbt Semantic Layer to define metrics alongside your dbt models and query them from any integrated analytics tool. Get the same answers everywhere, every time."
link="/docs/use-dbt-semantic-layer/dbt-semantic-layer"
link="/docs/use-dbt-semantic-layer/dbt-sl"
icon="pencil-paper"/>

<Card
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3 changes: 2 additions & 1 deletion website/docs/docs/dbt-cloud-apis/apis-overview.md
Original file line number Diff line number Diff line change
Expand Up @@ -8,10 +8,11 @@ id: "overview"

Accounts on the _Team_ and _Enterprise_ plans can query the dbt Cloud APIs.

dbt Cloud provides two APIs:
dbt Cloud provides the following APIs:

- The [dbt Cloud Administrative API](/docs/dbt-cloud-apis/admin-cloud-api) can be used to administrate a dbt Cloud account.
- The [dbt Cloud Discovery API](/docs/dbt-cloud-apis/discovery-api) can be used to fetch metadata related to the state and health of your dbt project.
- The [dbt Semantic Layer APIs](/docs/dbt-cloud-apis/sl-api-overview) provides multiple API options which allow you to query your metrics defined in the dbt Semantic Layer.

If you want to learn more about webhooks, refer to [Webhooks for your jobs](/docs/deploy/webhooks).

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8 changes: 6 additions & 2 deletions website/docs/docs/dbt-cloud-apis/service-tokens.md
Original file line number Diff line number Diff line change
Expand Up @@ -9,8 +9,6 @@ If you have service tokens created on or before July 18, 2023, please read [this

:::

## About service tokens

Service account tokens enable you to securely authenticate with the dbt Cloud API by assigning each token a narrow set of permissions that more precisely manages access to the API. While similar to [User API tokens](user-tokens), service account tokens belong to an account rather than a user.

You can use service account tokens for system-level integrations that do not run on behalf of any one user. Assign any permission sets available in dbt Cloud to your service account token, which can vary slightly depending on your plan:
Expand Down Expand Up @@ -43,6 +41,9 @@ Account Admin service tokens have full `read + write` access to an account, so p
**Metadata Only**<br/>
Metadata-only service tokens authorize requests to the Discovery API.

**Semantic Layer Only**<br/>
Semantic Layer-only service tokens authorize requests to the Semantic Layer APIs.

**Job Admin**<br/>
Job admin service tokens can authorize requests for viewing, editing, and creating environments, triggering runs, and viewing historical runs.

Expand All @@ -68,6 +69,9 @@ Billing Admin service tokens have certain account-level permissions. For more o
**Metadata Only**<br/>
Metadata-only service tokens authorize requests to the Discovery API.

**Semantic Layer Only**<br/>
Semantic Layer-only service tokens authorize requests to the Semantic Layer APIs.

**Job Admin**<br/>
Job Admin service tokens can authorize requests for viewing, editing, and creating environments, triggering runs, and viewing historical runs. For more on these permissions, see [Job Admin](/docs/cloud/manage-access/enterprise-permissions#job-admin).

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55 changes: 55 additions & 0 deletions website/docs/docs/dbt-cloud-apis/sl-api-overview.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,55 @@
---
title: "Semantic Layer APIs"
id: sl-api-overview
description: "Integrate and query using the Semantic Layer API."
tags: [Semantic Layer, APIs]
hide_table_of_contents: true
---

<VersionBlock lastVersion="1.5">

import LegacyInfo from '/snippets/_legacy-sl-callout.md';

<LegacyInfo />

</VersionBlock>

The rapid growth of different tools in the modern data stack has helped data professionals address the diverse needs of different teams. The downside of this growth is the fragmentation of business logic across teams, tools, and workloads.

The [dbt Semantic Layer](/docs/use-dbt-semantic-layer/dbt-sl) allows users to define metrics in code (with [MetricFlow](/docs/build/about-metricflow)) and dynamically generate and query datasets in downstream tools based on their dbt governed assets, such as metrics and models. Integrating with the dbt Semantic Layer will help the organizations that uses your product make more efficient and trustworthy decisions with their data. It also helps avoid duplicative coding, optimizes development workflow, ensures data governance, and guarantee consistency for data consumers.
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You can use the dbt Semantic Layer for a variety of tools and applications of data. Here are some common use cases:
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* Business intelligence (BI), reporting, and analytics
* Data quality and monitoring
* Governance and privacy
* Data discovery and cataloging
* Machine learning and data science

The dbt Semantic Layer APIs are available for accounts on [Team or Enterprise plans](https://www.getdbt.com/pricing/), allowing them to query metrics and build integrations. Users on dbt Cloud Developer plans or dbt Core users can use MetricFlow to only define and test metrics locally.

<div className="grid--3-col">

<Card
title="JDBC API"
body="Use a JDBC driver to query metrics in downstream tools."
link="/docs/dbt-cloud-apis/sl-jdbc"
icon="dbt-bit"/>

<Card
title="GraphQL API"
body="Use GraphQL to query metrics in downstream tools."
link="/docs/dbt-cloud-apis/sl-graphql"
icon="dbt-bit"/>

<Card
title="Semantic manifest"
body="Learn about the semantic manifest.json file and how you can use artifacts to gain insights about your Semantic Layer."
link="/docs/dbt-cloud-apis/sl-manifest"
icon="dbt-bit"/>

</div>

## Authentication

dbt Cloud authorizes requests to the dbt Semantic Layer APIs. You need to provide an environment ID, host, and [service account tokens](/docs/dbt-cloud-apis/service-tokens).
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