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* Add Wildcard widget info * Fixes from code review * Apply suggestions from code review Co-authored-by: Heston Hoffman <[email protected]> * Add more context to map values --------- Co-authored-by: Heston Hoffman <[email protected]>
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--- | ||
title: Wildcard Widget | ||
widget_type: wildcard | ||
further_reading: | ||
- link: "https://vega.github.io/vega-lite/tutorials/getting_started.html" | ||
tag: "Vega Tutorial" | ||
text: "Introduction to Vega-Lite" | ||
--- | ||
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{{< callout url="https://forms.gle/tLdC1AqhVizD3wCp7" btn_hidden="false" header="Access the Preview!">}} | ||
Wildcard widgets are in Preview. Sign up for access! | ||
{{< /callout >}} | ||
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## Overview | ||
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The Wildcard widget in Datadog extends the flexibility of the [open-source Vega-Lite][1] "Grammar of Graphics" language, and integrates it with the Datadog platform. The Wildcard widget allows you to create graphs that are not available within native Datadog widgets and query systems. | ||
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Use the Wildcard widget in [Dashboards][2] and [Notebooks][3]. | ||
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## Best Practices | ||
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Datadog recommends using an existing [dashboard widget][4] to meet your use case. All native widgets have design and performance optimizations which are not available in the Wildcard widget. For known limitations, see the [Additional information](#additional-information) section. | ||
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However, if none of the Datadog widgets meets your visualization needs, a Wildcard widget is a fast way to get a new capability added to your Dashboards without waiting for a new feature or graph type to be added. | ||
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1. **Don't start from scratch**. Vega-Lite maintains a public gallery with over [150 official examples][5]. If you're not sure what type of graph you want to use, fork an existing example to test the visualization. Use Vega-Lite over Vega for simplicity and ease of debugging. | ||
1. **Test the Wildcard widget**. The flexibility of the Wildcard widget comes with the risk of creating slow, unappealing, or inconsistent visualizations. Test the Wildcard widget on a scratchpad or empty dashboard before adding Wildcard widgets to production. | ||
1. **Validate your query**. Datadog widgets guarantee that the data visualizations are semantically aligned with the query, which ensures the configuration builds the expected graph. With the Wildcard widget, you're adding a custom Vega-Lite specification that defines how the request maps to visual elements. This creates the potential that you'll fetch a data field that isn't used in your visualization. Use the [Data Preview](#data-preview) to help debug mismatches. | ||
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## Setup | ||
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### Configure a new Wildcard widget | ||
1. [Check native widgets][4]. See if a Datadog widget can fulfill your requirements. | ||
1. If no Datadog widget meets your requirements, in a new or pre-existing dashboard, click **Add Widgets**. | ||
1. Click and drag the Wildcard Widget icon from the widget tray. | ||
1. Copy a Vega-Lite Definition from the [public gallery][5] to find a starter Vega-Lite specification. | ||
1. Open the Wildcard widget [full screen editor][6] and click **Define Visual**. | ||
1. Paste the copied Vega-Lite definition. | ||
1. Click **Apply** to apply your configuration changes, see a preview of the visualization, and iterate on your design. | ||
**Note**: You must click **Apply** to add your changes, however this does not save your configuration. | ||
1. (Optional) Debug Vega-Lite specification mismatches with [Data Preview](#data-preview). Make sure the query in your Vega-Lite specification maps to the Datadog query. | ||
1. Click **Save**. | ||
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### Import data from an existing widget | ||
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1. Copy from an existing Datadog widget using `cmd+c`. | ||
1. Open the Wildcard widget [full screen editor][6]. | ||
1. Paste with `cmd+v`. | ||
1. Click Save. | ||
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## Command palette | ||
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{{< img src="/dashboards/widgets/wildcard/command_palette.png" alt="Command palette modal showing the ability to search commands and autoselect chart" style="width:100%;" >}} | ||
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The command palette provides quick access to Wildcard widget tools. Activate with `cmd + shift + p` or click the info icon at the top of the page. | ||
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## Data Preview | ||
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{{< img src="/dashboards/widgets/wildcard/data_preview_arrow_icon.png" alt="Highlighting the arrow icon to access the Data Preview panel" style="width:100%;" >}} | ||
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The Data Preview table shows the response, fields, and values from your data request that are available to use in your Vega-lite specification. To access, click the arrow at the bottom of the Wildcard widget editor to *Show data preview*. There are three types of tables in the preview: | ||
- Request Rows: Displays your actual data. | ||
- Request Columns: Displays column summary statistics and data types. | ||
- Internal Tables: Displays transformed data stored by Vega-Lite. | ||
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## Map Datadog data to Vega-Lite specifications | ||
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Datadog native widgets automatically map the query results to the visualization elements, but the Wildcard widget requires you to add a custom Vega-Lite specification that defines how the Datadog query maps to visual elements. This creates the potential for a mismatch. With [Data Preview](#data-preview), you can verify that the Vega-Lite specification maps to the correct query response. | ||
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To see how Datadog values map to the Vega-Lite specification, start with the example metric query of `system.cpu.user` averaged by `env`: | ||
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{{< img src="/dashboards/widgets/wildcard/example_configuration_query.png" alt="Example widget configuration metric query for system.cpu.user grouped by env" style="width:100%;" >}} | ||
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Click on the **Define Visual** tab to view how this query maps to Vega-Lite. Open the Data Preview panel and notice the matching **query1** and **env** fields listed in the Vega-Lite specification and the Data Preview column. | ||
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{{< highlight json "hl_lines=8 12" >}} | ||
{ | ||
"$schema": "https://vega.github.io/schema/vega-lite/v5.json", | ||
"data": { | ||
"name": "table1" | ||
}, | ||
"encoding": { | ||
"x": { | ||
"field": "env", | ||
"type": "nominal" | ||
}, | ||
"y": { | ||
"field": "query1", | ||
"type": "quantitative" | ||
} | ||
}, | ||
"mark": { | ||
"type": "rect", | ||
"tooltip": { | ||
"content": "data" | ||
} | ||
} | ||
} | ||
{{< /highlight >}} | ||
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| Select data configuration | Define Visual Specification | | ||
| --- | ----------- | | ||
|{{< img src="/dashboards/widgets/wildcard/example_configuration_no_alias.png" alt="Example widget configuration, showing open data preview" style="width:100%;" >}} | {{< img src="/dashboards/widgets/wildcard/example_vega_spec_map_to_config.png" alt="Vega specification mapping the widget configuration field query1 to the vega field" style="width:100%;" >}}| | ||
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To demonstrate a mismatch between the Datadog data and the Vega-Lite specification, add an alias to the query. The visualization does not work because the Vega-lite specification still points to "query1", but the Data Preview column shows that the new query is now the new alias "example". To fix this visualization, you need to replace `field:"query1"` with `field:"example"`. | ||
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| Select data configuration | Define Visual Specification | | ||
| --- | ----------- | | ||
|{{< img src="/dashboards/widgets/wildcard/example_config_with_alias.png" alt="Example widget configuration where query has an alias" style="width:100%;" >}} | {{< img src="/dashboards/widgets/wildcard/example_vega_spec_mismatch.png" alt="Mismatched mapping between widget configuration and Vega specification" style="width:100%;" >}}| | ||
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## Compatible data formats | ||
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The Wildcard Widget supports data requests from all data sources supported in native widgets: | ||
| Request Type | Widgets that use this Request Type | | ||
|-----------------------|-------------------------------------------------------------------------------------------------------------| | ||
| Scalar Requests | Change, Pie Chart, Query Value, Scatter Plot, Table, Treemap, Top List, Distribution (of groups), Geomap | | ||
| Timeseries Requests | Timeseries, Heatmap | | ||
| Distribution Requests | Distribution (of points) | | ||
| List requests | All “event” oriented data in the List widget | | ||
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## Additional information | ||
### Choosing Between Vega and Vega-Lite | ||
For simplicity and brevity, opt for Vega-Lite. The system supports Vega-Lite version 5.18.1. Reserve Vega for more complex or advanced visualization needs. | ||
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### Terraform Integration | ||
Use the `datadog_dashboard_json` resource when working with Wildcard widgets in Terraform dashboards. | ||
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### Known Limitations | ||
Avoid using Wildcard widgets for the following scenarios: | ||
- Visualizations with high cardinality. If your visualizations have more than 5000 rows per request, consider pre-aggregating data on the backend before graphing. | ||
- Network or hierarchical visualizations. | ||
- Visuals requiring physics-based layouts. | ||
- Advanced geographic mapping. | ||
- 3D graphical representations. | ||
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## Further reading | ||
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{{< partial name="whats-next/whats-next.html" >}} | ||
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[1]: https://vega.github.io/vega-lite/ | ||
[2]: /dashboards/ | ||
[3]: /notebooks/ | ||
[4]: /dashboards/widgets/ | ||
[5]: https://vega.github.io/vega-lite/examples/ | ||
[6]: /dashboards/widgets/#full-screen | ||
[16]: /api/latest/dashboards/ | ||
[17]: /dashboards/graphing_json/widget_json/ | ||
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