Grafana Foundation SDK#

The grafana-foundation-sdk provides strongly typed builder libraries for defining Grafana dashboards as code. Instead of writing raw JSON (which is error-prone and hard to review in diffs), you compose dashboards using chained builder calls that produce valid Grafana JSON.

The SDK is auto-generated from Grafana's internal CUE schemas via the cog tool. It supports Go, TypeScript, Python, PHP, and Java. This skill focuses on TypeScript (primary) and Go (secondary) since those are the most common choices for infrastructure teams.

When to use this skill#

• Creating new Grafana dashboards from scratch
• Converting existing hand-written dashboard JSON to typed code
• Adding panels, variables, or queries to dashboards
• Building reusable dashboard components (helper functions for common panel patterns)
• Generating dashboards dynamically based on service lists or configs

Installation#

The SDK is published as concrete v0.0.x tags (latest: v0.0.16). Pin explicitly - it is pre-1.0 and the API churns between releases (see Known Gotchas).

TypeScript:

bash

npm install '@grafana/grafana-foundation-sdk@~0.0.16'
# or
pnpm add '@grafana/grafana-foundation-sdk@~0.0.16'

Go:

bash

go get github.com/grafana/grafana-foundation-sdk/go@v0.0.16

Core Architecture#

Everything follows the builder pattern: create a builder, chain configuration methods, call .build() (TS) or .Build() (Go) to produce the final object. The output is standard Grafana dashboard JSON - compatible with Grafana's API, file-based provisioning, and Kubernetes ConfigMaps.

Each panel type, query type, and variable type lives in its own package. You import only what you need:

typescript

// Each concern has its own import
import { DashboardBuilder, RowBuilder } from '@grafana/grafana-foundation-sdk/dashboard';
import { PanelBuilder as TimeseriesBuilder } from '@grafana/grafana-foundation-sdk/timeseries';
import { PanelBuilder as StatBuilder } from '@grafana/grafana-foundation-sdk/stat';
import { DataqueryBuilder as PromQueryBuilder } from '@grafana/grafana-foundation-sdk/prometheus';
import { DataqueryBuilder as LokiQueryBuilder } from '@grafana/grafana-foundation-sdk/loki';

Quick Start - TypeScript#

typescript

import { DashboardBuilder, RowBuilder, QueryVariableBuilder } from '@grafana/grafana-foundation-sdk/dashboard';
import { PanelBuilder as StatBuilder } from '@grafana/grafana-foundation-sdk/stat';
import { PanelBuilder as TimeseriesBuilder } from '@grafana/grafana-foundation-sdk/timeseries';
import { DataqueryBuilder } from '@grafana/grafana-foundation-sdk/prometheus';
import * as common from '@grafana/grafana-foundation-sdk/common';

const dashboard = new DashboardBuilder('My Service Overview')
  .uid('my-service-overview')
  .tags(['my-service'])
  .editable()
  .refresh('30s')
  .time({ from: 'now-24h', to: 'now' })
  .timezone('browser')
  .withVariable(
    new QueryVariableBuilder('service')
      .label('Service')
      .query('label_values(up{namespace="default"}, job)')
      .datasource({ type: 'prometheus', uid: 'prometheus' })
      .refresh(1)
      .includeAll(true)
      .allValue('.*')
      .sort(1)
  )
  .withRow(new RowBuilder('Overview'))
  .withPanel(
    new StatBuilder()
      .title('Request Rate')
      .datasource({ type: 'prometheus', uid: 'prometheus' })
      .withTarget(
        new DataqueryBuilder()
          .expr('sum(rate(http_requests_total{job=~"$service"}[5m]))')
          .legendFormat('req/s')
      )
      .unit('reqps')
      .decimals(1)
      .height(4)
      .span(6)
      .colorMode(common.BigValueColorMode.Background)
      .graphMode(common.BigValueGraphMode.Area)
      .reduceOptions(
        new common.ReduceDataOptionsBuilder().calcs(['lastNotNull'])
      )
  )
  .withPanel(
    new TimeseriesBuilder()
      .title('Request Rate Over Time')
      .datasource({ type: 'prometheus', uid: 'prometheus' })
      .withTarget(
        new DataqueryBuilder()
          .expr('sum by (job)(rate(http_requests_total{job=~"$service"}[5m]))')
          .legendFormat('{{job}}')
      )
      .unit('reqps')
      .fillOpacity(15)
      .height(8)
      .span(12)
  );

// Output the dashboard JSON
console.log(JSON.stringify(dashboard.build(), null, 2));

Key Patterns#

1. Helper functions for repeated panel configurations#

The biggest win from using the SDK is creating reusable helpers that encode your team's conventions:

typescript

function promDs() {
  return { type: 'prometheus', uid: 'prometheus' } as const;
}

function lokiDs() {
  return { type: 'loki', uid: 'loki' } as const;
}

function promQuery(expr: string, legend?: string) {
  const q = new DataqueryBuilder().expr(expr);
  if (legend) q.legendFormat(legend);
  return q;
}

function statPanel(title: string, expr: string, opts?: { unit?: string; decimals?: number; color?: string }) {
  const panel = new StatBuilder()
    .title(title)
    .datasource(promDs())
    .withTarget(promQuery(expr))
    .height(4)
    .span(4)
    .colorMode(common.BigValueColorMode.Background)
    .graphMode(common.BigValueGraphMode.Area)
    .reduceOptions(new common.ReduceDataOptionsBuilder().calcs(['lastNotNull']));

  if (opts?.unit) panel.unit(opts.unit);
  if (opts?.decimals !== undefined) panel.decimals(opts.decimals);
  // Thresholds can be set via .thresholds() if needed

  return panel;
}

2. Template variables#

typescript

// Query variable - populated from Prometheus labels
new QueryVariableBuilder('service')
  .label('Service')
  .query('label_values(http_server_duration_count{namespace="myapp"}, job)')
  .datasource({ type: 'prometheus', uid: 'prometheus' })
  .refresh(2)  // 1=on dashboard load, 2=on time range change
  .includeAll(true)
  .allValue('.*')
  .sort(1)  // 1=alphabetical asc

// Custom variable - static key:value pairs
new CustomVariableBuilder('level')
  .label('Log Level')
  .query('All : .+, Error : error|fatal, Warning : warn, Info : info, Debug : debug')
  .current({ text: 'All', value: '.+' })

Reference variables in queries with standard Grafana syntax: $service, $__range, $__rate_interval, $__auto.

3. Panel sizing#

Panels use height(h) (grid rows) and span(w) (out of 24 columns):

• Full width: .span(24)
• Half width: .span(12)
• Third width: .span(8)
• Quarter width: .span(6)
• Typical stat panel: .height(4).span(4)
• Typical timeseries: .height(8).span(12)

4. Thresholds#

typescript

import { ThresholdsConfigBuilder } from '@grafana/grafana-foundation-sdk/dashboard';

// First step must have no value (it's the base)
new StatBuilder()
  .thresholds(
    new ThresholdsConfigBuilder()
      .mode(common.ThresholdsMode.Absolute)
      .steps([
        { value: null as any, color: 'green' },
        { value: 80, color: 'yellow' },
        { value: 95, color: 'red' },
      ])
  )

5. Field overrides#

typescript

new TimeseriesBuilder()
  .overrideByName('Revenue', [
    { id: 'color', value: { fixedColor: 'green', mode: 'fixed' } },
  ])
  .overrideByRegexp('.*5..', [
    { id: 'color', value: { fixedColor: 'red', mode: 'fixed' } },
  ])

6. Rows (including collapsed)#

typescript

// Regular row
.withRow(new RowBuilder('Traffic'))

// Collapsed row with nested panels
.withRow(
  new RowBuilder('Business Details')
    .collapsed()
    .withPanel(/* ... */)
    .withPanel(/* ... */)
)

7. Loki log and metric queries#

typescript

import { DataqueryBuilder as LokiQueryBuilder } from '@grafana/grafana-foundation-sdk/loki';

// Log query
new LokiQueryBuilder()
  .expr('{namespace="myapp", app=~"$service", level=~"$level"}')
  .refId('A')

// Metric query from logs
new LokiQueryBuilder()
  .expr('sum by (buyer_wallet)(count_over_time({namespace="myapp"} | event="request" [$__range]))')
  .legendFormat('{{buyer_wallet}}')
  .refId('A')

8. Transformations#

Transformations are applied as raw objects since the SDK doesn't have typed builders for all transformation types:

typescript

new TableBuilder()
  .withTransformation({
    id: 'reduce',
    options: {
      reducers: ['lastNotNull'],
      mode: 'seriesToRows',
      includeTimeField: false,
      labelsToFields: true,
    },
  })
  .withTransformation({
    id: 'organize',
    options: {
      excludeByName: { Field: true },
      renameByName: { buyer_wallet: 'Buyer Wallet', 'Last not null': 'Requests' },
    },
  })
  .withTransformation({
    id: 'sortBy',
    options: { sort: [{ field: 'Requests', desc: true }] },
  })

Generating Output#

The .build() call returns a plain object matching Grafana's dashboard JSON schema. Serialize it however you need:

typescript

// Standard JSON file (for provisioning or ConfigMaps)
const fs = require('fs');
const dashboard = builder.build();
fs.writeFileSync('dashboard.json', JSON.stringify(dashboard, null, 2));

// Kubernetes resource manifest (for Grafana's k8s API)
const manifest = {
  apiVersion: 'dashboard.grafana.app/v1beta1',
  kind: 'Dashboard',
  metadata: { name: dashboard.uid },
  spec: dashboard,
};
console.log(JSON.stringify(manifest, null, 2));

Known Gotchas#

These are sharp edges discovered from real usage and open issues on the SDK repo:

1. SDK is v0.0.x (public preview) - Used by Grafana Labs in production but the API can change between releases. Pin your version explicitly. Best suited for Grafana >= 12, works with >= 10.

2. instant() and range() are mutually exclusive in Prometheus - Calling .instant() sets instant=true AND range=false. Calling .range() does the opposite. Use .rangeAndInstant() if you need both.

3. Loki range()/ instant() are deprecated - Use .queryType('range') or .queryType('instant') instead. Similarly, .resolution() is deprecated in favor of .step().

4. First threshold step must have value: null - This is the base/default color. Omitting it produces invalid JSON.

5. Panel IDs are auto-assigned - You don't set id on panels. Grafana assigns them at import time. Similarly, gridPos.x/y are computed from height() and span().

6. Transformations are plain objects - The SDK has no typed builders for transformations. Pass them as raw { id, options } objects via .withTransformation().

7. CustomVariable quirk - When provisioning via Grafana's API, CustomVariableBuilder requires the .query() field with comma-separated key:value pairs (e.g., 'All : .+, Error : error') for options to persist, even when .values() is also used.

8. Go: cog.ToPtr() is essential - Many struct fields are pointer types. Use cog.ToPtr[T](value) for nullable fields (thresholds, datasource refs). TypeScript doesn't have this issue.

9. Go: Build() returns error - Always check it. TypeScript's .build() returns the object directly with compile-time type safety instead.

10. No typed query builders for plugin datasources - Only core datasources (Prometheus, Loki, Tempo, Elasticsearch, CloudWatch, etc.) have builders. For third-party plugins, define custom query types by implementing the Builder<Dataquery> interface.

11. Dashboard schema v1 vs v2 - This skill targets the v1 dashboard ( @grafana/grafana-foundation-sdk/dashboard, k8s apiVersion dashboard.grafana.app/v1beta1). A newer schema v2 ships as dashboardv2beta1 (k8s apiVersion dashboard.grafana.app/v2beta1) with its own builders. v2beta1 is still stabilizing and has known sharp edges (e.g. transforms, annotation positioning, SQL expressions in Go) - prefer v1 unless you specifically need v2 layouts. Most query/panel builders are shared; some expose a QueryV2Builder/ VisualizationV2Builder variant for v2.

12. Builders are only type-checked if wired into a tsconfig - The SDK gives compile-time safety only when the generator file is actually type-checked. A generator sitting under a non-package directory (e.g. a Helm chart dir) that no tsconfig includes is silently unchecked, so type errors surface only at .build() runtime. Also: the SDK's output targets ES2024/ bundler module resolution, which an older global tsc chokes on - run the project-local compiler ( npx tsc), not a stale global one.

13. Regenerate JSON after every generator edit - The deployed dashboard is the generated JSON, not the .ts/ .go source. Edit the generator, re-run it, and commit the regenerated JSON together; never hand-edit the generated JSON (the next regen silently overwrites it). A repo rule ("never edit the dashboard JSON directly") is worth adding.

Reference Files#

For detailed API reference and complete examples, see:

• references/typescript-api.md - Full TypeScript API with all panel types, query builders, and configuration options
• references/patterns.md - Common dashboard patterns, recipes, and a complete example converting this project's dashboard to SDK code