Documentation Grafana Cloud AI and machine learning Sift Sift analyses Metric query

Sift analysis - Metric query

This analysis runs a custom Prometheus query configured by the user and uses the result to populate a configurable template.

Inputs

• Required:

  • None

• Optional:

  • Custom filters

How it works

Step 1: Process query

Interpolates the user’s query using the investigation labels.

For example: node_load1{namespace=”$namespace”, cluster=”$cluster”} becomes node_load1{namespace=”machine-learning”, cluster=”dev-us-central-0”}

Step 2: Execute query

Executes the query against the discovered Prometheus datasource.

Step 3: Process results

Interpolates the template message using the result of the query.

For example, this template:

Copy

I found something interesting!
Expr: {{ .expr }}
{{ range .series -}}
Series: {{ .Labels }}
* Last Timestamp: {{ .LastTimestamp.UTC.Format "2006-01-02T15:04:05Z07:00" }}
* Last Value: {{ .LastValue }}
{{ end -}}

Becomes this result:

Copy

I found something interesting!
Expr: node_load1{namespace=”machine-learning”, cluster=”dev-us-central-0”}
Series: {foo="bar"}
* Last Timestamp: 1970-01-01T00:00:00Z
* Last Value: 0
Series: {foo="baz"}
* Last Timestamp: 2023-04-06T15:39:27Z
* Last Value: 1

What resources does this analysis use?

• Prometheus datasource

How does this analysis determine when a result is interesting?

• If at least one series is returned by the query, the check is considered interesting.

What configurations options are available for this analysis?

Query

The custom PromQL query expression to run.

Message template

A Go template string used to format the output of the check.

The template string has access to the following variables:

• expr: the input expression string
• interesting: a boolean indicating whether this check found any interesting results
• series: an array of time series. Each element has three fields:
  • Labels, a Prometheus Metric implemented as a map from label name to label value used to identify the series.
  • LastTimestamp, the latest timestamp found in the input query.
  • LastValue, the latest value found in the input query.