Tempo data source on Grafana Labs

Configure the Tempo data source

Fri, 07 Mar 2025 11:34:44 +0100

Configure the Tempo data source

To configure basic settings for the Tempo data source, complete the following steps:

Click Connections in the left-side menu.
Under Your connections, click Data sources.
Enter Tempo in the search bar.
Select Tempo.

On the Settings tab, set the data source’s basic configuration options:

Name	Description
Name	Sets the name you use to refer to the data source in panels and queries.
Default	Sets the data source that’s pre-selected for new panels.
URL	Sets the URL of the Tempo instance, such as `http://tempo`.
Basic Auth	Enables basic authentication to the Tempo data source.
User	Sets the user name for basic authentication.
Password	Sets the password for basic authentication.

You can also configure settings specific to the Tempo data source. These options are described in the sections below.

Trace to logs

Note
Available in Grafana v7.4 and higher. If you use Grafana Cloud, open a support ticket in the Cloud Portal to access this feature.

The Trace to logs setting configures the trace to logs feature that is available when you integrate Grafana with Tempo.

There are two ways to configure the trace to logs feature:

Use a simplified configuration with default query, or
Configure a custom query where you can use a template language to interpolate variables from the trace or span.

Use a simple configuration

Select the target data source from the drop-down list.

You can also click Open advanced data source picker to see more options, including adding a data source.
Set start and end time shift. As the logs timestamps may not exactly match the timestamps of the spans in trace it may be necessary to search in larger or shifted time range to find the desired logs.
Select which tags to use in the logs query. The tags you configure must be present in the spans attributes or resources for a trace to logs span link to appear. You can optionally configure a new name for the tag. This is useful for example if the tag has dots in the name and the target data source does not allow using dots in labels. In that case you can for example remap http.status to http_status.
Optionally switch on the Filter by trace ID and/or Filter by span ID setting to further filter the logs if your logs consistently contain trace or span IDs.

Configure a custom query

Select the target data source from the drop-down list.

You can also click Open advanced data source picker to see more options, including adding a data source.
Set start and end time shift. As the logs timestamps may not exactly match the timestamps of the spans in the trace it may be necessary to widen or shift the time range to find the desired logs.
Optionally select tags to map. These tags can be used in the custom query with ${__tags} variable. This variable will interpolate the mapped tags as list in an appropriate syntax for the data source and will only include the tags that were present in the span omitting those that weren’t present. You can optionally configure a new name for the tag. This is useful in cases where the tag has dots in the name and the target data source does not allow using dots in labels. For example, you can remap http.status to http_status in such a case. If you don’t map any tags here, you can still use any tag in the query like this method="${__span.tags.method}".
Skip Filter by trace ID and Filter by span ID settings as these cannot be used with a custom query.
Switch on Use custom query.
Specify a custom query to be used to query the logs. You can use various variables to make that query relevant for current span. The link will only be shown only if all the variables are interpolated with non-empty values to prevent creating an invalid query.

Variables that can be used in a custom query

To use a variable you need to wrap it in ${}. For example ${__span.name}.

Variable name	Description
__tags	This variable uses the tag mapping from the UI to create a label matcher string in the specific data source syntax. The variable only uses tags that are present in the span. The link is still created even if only one of those tags is present in the span. You can use this if all tags are not required for the query to be useful.
__span.spanId	The ID of the span.
__span.traceId	The ID of the trace.
__span.duration	The duration of the span.
__span.name	Name of the span.
__span.tags	Namespace for the tags in the span. To access a specific tag named `version`, you would use `${__span.tags.version}`. In case the tag contains dot, you have to access it as `${__span.tags["http.status"]}`.
__trace.traceId	The ID of the trace.
__trace.duration	The duration of the trace.
__trace.name	The name of the trace.

The following table describes the ways in which you can configure your trace to logs settings:

Setting name	Description
Data source	Defines the target data source. You can select only Loki or Splunk [logs] data sources.
Span start time shift	Shifts the start time for the logs query, based on the span’s start time. You can use time units, such as `5s`, `1m`, `3h`. To extend the time to the past, use a negative value. Default: `0`.
Span end time shift	Shifts the end time for the logs query, based on the span’s end time. You can use time units. Default: `0`.
Tags	Defines the tags to use in the logs query. Default: `cluster`, `hostname`, `namespace`, `pod`, `service.name`, `service.namespace`, `deployment.environment`. You can change the tag name for example to remove dots from the name if they are not allowed in the target data source. For example, map `http.status` to `http_status`.
Filter by trace ID	Toggles whether to append the trace ID to the logs query.
Filter by span ID	Toggles whether to append the span ID to the logs query.
Use custom query	Toggles use of custom query with interpolation.
Query	Input to write custom query. Use variable interpolation to customize it with variables from span.

Trace to metrics

Note
This feature is behind the traceToMetrics [feature toggle][configure-grafana-feature-toggles]. If you use Grafana Cloud, open a support ticket in the Cloud Portal to access this feature.

The Trace to metrics setting configures the trace to metrics feature available when integrating Grafana with Tempo.

To configure trace to metrics:

Select the target data source from the drop-down list.

You can also click Open advanced data source picker to see more options, including adding a data source.
Create any desired linked queries.

Setting name	Description
Data source	Defines the target data source.
Tags	Defines the tags used in linked queries. The key sets the span attribute name, and the optional value sets the corresponding metric label name. For example, you can map `k8s.pod` to `pod`. To interpolate these tags into queries, use the `$__tags` keyword.

Each linked query consists of:

Link Label: (Optional) Descriptive label for the linked query.
Query: The query ran when navigating from a trace to the metrics data source. Interpolate tags using the $__tags keyword. For example, when you configure the query requests_total{$__tags}with the tags k8s.pod=pod and cluster, the result looks like requests_total{pod="nginx-554b9", cluster="us-east-1"}.

Service Graph

The Service Graph setting configures the Service Graph feature.

Configure the Data source setting to define in which Prometheus instance the Service Graph data is stored.

To use the Service Graph, refer to the Service Graph documentation.

Node Graph

The Node Graph setting enables the node graph visualization, which is disabled by default.

Once enabled, Grafana displays the node graph above the trace view.

Tempo search

The Search setting configures Tempo search.

You can configure the Hide search setting to hide the search query option in Explore if search is not configured in the Tempo instance.

Loki search

The Loki search setting configures the Loki search query type.

Configure the Data source setting to define which Loki instance you want to use to search traces. You must configure derived fields in the Loki instance.

TraceID query

The TraceID query setting modifies how TraceID queries are run. The time range can be used when there are performance issues or timeouts since it will narrow down the search to the defined range. This setting is disabled by default.

You can configure this setting as follows:

Name	Description
Enable time range	Use a time range in the TraceID query. Default: `disabled`.
Time shift start	Time shift for start of search. Default: `30m`.
Time shift end	Time shift for end of search. Default: `30m`.

Span bar

The Span bar setting helps you display additional information in the span bar row.

You can choose one of three options:

Name	Description
None	Adds nothing to the span bar row.
Duration	(Default) Displays the span duration on the span bar row.
Tag	Displays the span tag on the span bar row. You must also specify which tag key to use to get the tag value, such as `component`.

Provision the data source

You can define and configure the Tempo data source in YAML files as part of Grafana’s provisioning system. For more information about provisioning and available configuration options, refer to Provisioning Grafana.

Example provision YAML file:

apiVersion: 1

datasources:
  - name: Tempo
    type: tempo
    uid: EbPG8fYoz
    url: http://localhost:3200
    access: proxy
    basicAuth: false
    jsonData:
      tracesToLogsV2:
        # Field with an internal link pointing to a logs data source in Grafana.
        # datasourceUid value must match the uid value of the logs data source.
        datasourceUid: 'loki'
        spanStartTimeShift: '1h'
        spanEndTimeShift: '-1h'
        tags: ['job', 'instance', 'pod', 'namespace']
        filterByTraceID: false
        filterBySpanID: false
        customQuery: true
        query: 'method="${__span.tags.method}"'
      tracesToMetrics:
        datasourceUid: 'prom'
        spanStartTimeShift: '1h'
        spanEndTimeShift: '-1h'
        tags: [{ key: 'service.name', value: 'service' }, { key: 'job' }]
        queries:
          - name: 'Sample query'
            query: 'sum(rate(traces_spanmetrics_latency_bucket{$$__tags}[5m]))'
      serviceMap:
        datasourceUid: 'prometheus'
      nodeGraph:
        enabled: true
      search:
        hide: false
      lokiSearch:
        datasourceUid: 'loki'
      traceQuery:
        timeShiftEnabled: true
        spanStartTimeShift: '1h'
        spanEndTimeShift: '-1h'
      spanBar:
        type: 'Tag'
        tag: 'http.path'

Tempo query editor

Fri, 07 Mar 2025 11:34:44 +0100

Tempo query editor

The Tempo data source’s query editor helps you query and display traces from Tempo in Explore.

This topic explains configuration and queries specific to the Tempo data source. For general documentation on querying data sources in Grafana, see Query and transform data.

To add TraceQL panels to your dashboard, refer to the Traces panel documentation.

To learn more about Grafana dashboards, refer to the Use dashboards documentation.

Write TraceQL queries in Grafana

You can compose TraceQL queries in Grafana and Grafana Cloud using Explore and a Tempo data source. You can use either the Query type > Search (the TraceQL query builder) or the TraceQL tab (the TraceQL query editor). Both of these methods let you build queries and drill-down into result sets.

To learn more about how to query by TraceQL, refer to the TraceQL documentation.

TraceQL query builder

The TraceQL query builder, located on the Explore > Query type > Search in Grafana, provides drop-downs and text fields to help you write a query.

Refer to the Search using the TraceQL query builder documentation to learn more about creating queries using convenient drop-down menus.

TraceQL query editor

The TraceQL query editor, located on the Explore > TraceQL tab in Grafana, lets you search by trace ID and write TraceQL queries using autocomplete.

Refer to the TraceQL query editor documentation to learn more about constructing queries using a code-editor-like experience.

Query by search (deprecated)

Caution
Starting with Grafana v10.2, this query type has been deprecated. It will be removed in Grafana v10.3.

Use this to search for traces by service name, span name, duration range, or process-level attributes that are included in your application’s instrumentation, such as HTTP status code and customer ID.

To configure Tempo and the Tempo data source for search, refer to Configure the data source.

To search for traces:

Select Search from the Query type selector.
Fill out the search form:

Name	Description
Service Name	Returns a list of services.
Span Name	Returns a list of span names.
Tags	Sets tags with values in the logfmt format, such as `error=true db.statement="select * from User"`.
Min Duration	Filters all traces with a duration higher than the set value. Possible values are `1.2s`, `100ms`, `500us`.
Max Duration	Filters all traces with a duration lower than the set value. Possible values are `1.2s`, `100ms`, `500us`.
Limit	Limits the number of traces returned.

Search recent traces

You can search recent traces held in Tempo’s ingesters. By default, ingesters store the last 15 minutes of tracing data.

To configure your Tempo data source to use this feature, refer to the Tempo documentation.

Search the backend datastore

Tempo includes the ability to search the entire backend datastore.

To configure your Tempo data source to use this feature, refer to the Tempo documentation.

Query by TraceID

To query a particular trace:

Select the TraceQL query type.
Enter the trace’s ID into the query field.

Query Loki for traces

To find traces to visualize, you can use the Loki query editor. For results, you must configure derived fields in the Loki data source that point to this data source.

Upload a JSON trace file

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Upload a JSON trace file

You can upload a JSON file that contains a single trace and visualize it. If the file has multiple traces, Grafana visualizes the first trace.

To download a trace or Service Graph through the inspector:

Open the inspector.
Navigate to the Data tab.
Click Download traces or Download Service Graph.

Trace JSON example

{
  "batches": [
    {
      "resource": {
        "attributes": [
          { "key": "service.name", "value": { "stringValue": "db" } },
          { "key": "job", "value": { "stringValue": "tns/db" } },
          { "key": "opencensus.exporterversion", "value": { "stringValue": "Jaeger-Go-2.22.1" } },
          { "key": "host.name", "value": { "stringValue": "63d16772b4a2" } },
          { "key": "ip", "value": { "stringValue": "0.0.0.0" } },
          { "key": "client-uuid", "value": { "stringValue": "39fb01637a579639" } }
        ]
      },
      "instrumentationLibrarySpans": [
        {
          "instrumentationLibrary": {},
          "spans": [
            {
              "traceId": "AAAAAAAAAABguiq7RPE+rg==",
              "spanId": "cmteMBAvwNA=",
              "parentSpanId": "OY8PIaPbma4=",
              "name": "HTTP GET - root",
              "kind": "SPAN_KIND_SERVER",
              "startTimeUnixNano": "1627471657255809000",
              "endTimeUnixNano": "1627471657256268000",
              "attributes": [
                { "key": "http.status_code", "value": { "intValue": "200" } },
                { "key": "http.method", "value": { "stringValue": "GET" } },
                { "key": "http.url", "value": { "stringValue": "/" } },
                { "key": "component", "value": { "stringValue": "net/http" } }
              ],
              "status": {}
            }
          ]
        }
      ]
    }
  ]
}

Service Graph and Service Graph view

Fri, 07 Mar 2025 11:34:44 +0100

Service Graph and Service Graph view

The Service Graph is a visual representation of the relationships between services. Each node on the graph represents a service such as an API or database.

You use the Service Graph to detect performance issues; track increases in error, fault, or throttle rates in services; and investigate root causes by viewing corresponding traces.

Display the Service Graph

Configure Grafana Agent or Tempo or GET to generate Service Graph data.
Link a Prometheus data source in the Tempo data source’s Service Graph settings.
Navigate to Explore.
Select the Tempo data source.
Select the Service Graph query type.
Run the query.
(Optional) Filter by service name.

For details, refer to Node Graph panel.

Each circle in the graph represents a service. To open a context menu with additional links for quick navigation to other relevant information, click a service.

Numbers inside the circles indicate the average time per request and requests per second.

Each circle’s color represents the percentage of requests in each state:

Color	State
Green	Success
Red	Fault
Yellow	Errors
Purple	Throttled responses

Open the Service Graph view

Service graph view displays a table of request rate, error rate, and duration metrics (RED) calculated from your incoming spans. It also includes a node graph view built from your spans.

For details, refer to the Service Graph view documentation.

To open the Service Graph view:

Link a Prometheus data source in the Tempo data source settings.
Navigate to Explore.
Select the Tempo data source.
Select the Service Graph query type.
Run the query.
(Optional) Filter your results.

Note
Grafana uses the traces_spanmetrics_calls_total metric to display the name, rate, and error rate columns, and traces_spanmetrics_latency_bucket to display the duration column. These metrics must exist in your Prometheus data source.

To open a query in Prometheus with the span name of that row automatically set in the query, click a row in the rate, error rate, or duration columns.

To open a query in Tempo with the span name of that row automatically set in the query, click a row in the links column.

Span filters

Mon, 02 Oct 2023 08:04:34 +0000

Span Filters

Using span filters, you can filter your spans in the trace timeline viewer. The more filters you add, the more specific are the filtered spans.

You can add one or more of the following filters:

Service name
Span name
Duration
Tags (which include tags, process tags, and log fields)

To only show the spans you have matched, select the Show matches only toggle.

Link to a trace ID

Fri, 07 Mar 2025 11:34:44 +0100

Link to a trace ID

You can link to Tempo traces from logs or metrics.

Link to a trace ID from logs

You can link to Tempo traces from logs in Loki, Elasticsearch, Splunk, and other logs data sources by configuring an internal link.

To configure this feature, see the Derived fields section of the Loki data source docs or the Data links section of the Elasticsearch or Splunk data source docs.

Link to a trace ID from metrics

You can link to Tempo traces from metrics in Prometheus data sources by configuring an exemplar.

To configure this feature, see the introduction to exemplars documentation.