# Metabase Data App Setup

> Scaffold a new Metabase data-app into the connected remote-sync repository's `data_apps/<app>/` directory from the `data-app-template`. Use when the user asks to start, create, scaffold, or set up a data-app from scratch.

- Skill: `metabase-metabase/metabase-data-app-setup` (Agent Skill, multi-file: 12 files)
- Install (CLI): `npx skillmds@latest add metabase-metabase/metabase-data-app-setup`
- Raw SKILL.md: https://api.skillmd.com/api/skills/metabase-metabase/metabase-data-app-setup/raw
- Safety review: pending (external: skill-scanner PASS, skillspector WARNING)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: metabase (https://skillmd.com/u/metabase-metabase)
- Updated: 2026-09-10
- Page: https://skillmd.com/skills/metabase-metabase/metabase-data-app-setup

---


# Create a Metabase Data App

A Metabase **data-app** is a single JS bundle that the host loads inside a Near Membrane sandbox and renders inside its own React tree. The scaffold is a Vite + React + TypeScript project: source under `src/`, a dev server that previews the app against a real Metabase **through the same Near Membrane sandbox + distortion rules Metabase uses in production** — so `npm run dev` behaves like production, including for third-party libraries the app bundles — and `npm run build` producing a single `dist/index.js`. (Because the sandbox runs a built bundle, a change rebuilds it and does a *soft reload* — re-evaluates the bundle in the sandbox and remounts the app, keeping auth/SDK loaded — rather than hot-swapping modules; component state resets, but there's no full browser refresh.) The dev preview also shows a corner **⚠ Diagnostics** toolbar that captures runtime errors — including the sandbox's otherwise-opaque blocked-API messages — so failures surface instead of being swallowed. The same data is served as JSON at `http://localhost:5174/__data-app/diagnostics`, which is how *you* read it (see "Reading the diagnostics feed" below) — you have a shell, not a browser, and these failures are invisible from the terminal otherwise.

**Data apps are served from Git, not uploaded.** A single repository is connected to Metabase via remote-sync (Admin → Settings → Remote sync). Each app lives in its own directory `data_apps/<app>/` inside that repo — its source, a `data_app.yaml` (name/path), and the committed built bundle at the `path` its `data_app.yaml` declares (`dist/index.js` by default). On each remote-sync import Metabase materializes one app per directory and serves it at `/apps/<slug>` url, where the slug **is** the directory's name. So this skill always scaffolds **into the connected repo's `data_apps/<app>/` directory**, never as a standalone project.

**The scaffold ships inside this skill at `./template/`** — a Vite + React + TypeScript project that was installed alongside the skill. Step 3 just copies it into the app directory; the skill then guides you through the customization + first-app-content steps — it never generates project files from scratch. If you find yourself writing `package.json`, `vite.config.ts`, `tsconfig.json`, or `src/index.tsx` by hand, stop — copy the template instead.

## When to invoke this skill

- "scaffold a new data app" / "create a Metabase data app" / "set up a data-app project"
- "I want to build a data app" / any vague intent to author a data app
- Starting a fresh agent task that will produce a data-app bundle.
- Do **not** use this skill for an existing data-app project when the task is to
  build screens, use Metabase data, generate or refresh schema files, wire saved
  questions / tables / metrics / actions, add filters, or author data hooks.
  Treat those as existing-data-app editing tasks and use the agent's normal
  skill-discovery flow from the user's wording.

## Step 1 — Locate the remote-sync repository

Data apps live inside the Git repository connected to Metabase via remote-sync. Find it before scaffolding:

- Ask: **"Do you already have a Git repository connected to this Metabase via remote-sync?"**
  - **Yes** → ask for its local path.
  - **No** → ask the user to **create one** (a plain Git repo they will connect under Admin → Settings → Remote sync) and share its path. The skill does **not** create or connect the repo — the user owns that.
- Verify the path exists and is a Git working tree (it has a `.git`). This repo is the working directory for every step below.

## Step 2 — Name the app and create its directory

1. Settle on the app's **directory name** before scaffolding — it is used verbatim as the slug (the `/apps/<slug>` URL), so it **must be dash-cased**: lowercase letters, numbers, and single dashes (`[a-z0-9]+(?:-[a-z0-9]+)*`), e.g. `sales-overview`. Anything else (uppercase, spaces, underscores) is rejected on sync. If the purpose isn't clear yet, ask a one-line "what's this app for?" and propose a name; confirm it.
2. Ensure `<repo>/data_apps/` exists; create it if missing.
3. Create `<repo>/data_apps/<slug>/`. **If it already exists**, treat it as an existing project (see below) — never overwrite without confirmation.

### Detecting an existing app

If `<repo>/data_apps/<slug>/` already holds a project, verify it matches the current `data-app-template`. Check **all** of:

1. `vite.config.ts` is a one-liner: `export default dataAppConfig()`
   (from `@metabase/embedding-sdk-react/data-app-dev/config`). There is **no**
   local `config/` directory: the whole bundle contract (externals/globals, the
   dev sandbox entry, CSS/SVG handling) lives inside that SDK config, not the
   scaffold. `dataAppConfig` takes only a curated set of overrides (currently just
   `port`); the contract plugin is always applied and can't be overridden.
2. `src/index.tsx` default-exports a `DataAppFactory` (type from
   `@metabase/embedding-sdk-react/data-app`) returning `{ component, providerProps? }`
   (no args).

**All checks pass** → template-shaped. Ask: "Extend this app, or scaffold a new one under a different slug?" If extend → skip the copy step, edit `src/`. If new → pick a different slug and restart at Step 2.

**Any check fails** → not template-shaped (older scaffold or drift). **Stop.** Tell the user the structure differs from the current template, extending it risks breaking the bundle contract, and ask whether to (1) migrate it, (2) scaffold fresh under a new slug and port the code over, or (3) proceed anyway at their risk. Wait for the answer.

Never overwrite existing files without explicit confirmation.

## Step 3 — Copy the template into the app directory

The template ships **inside this skill** at `./template/` (installed alongside the skill via `skills add metabase/metabase/skills#release-x.<major>.x`). Copy it into the app directory:

```bash
APP_DIR="<repo>/data_apps/<slug>"
# `<skill-dir>` = the directory this SKILL.md was loaded from
# (e.g. `.claude/skills/metabase-data-app-setup`); the template is its `template/` subfolder.
cp -R "<skill-dir>/template/." "$APP_DIR/"
```

A data app is a *subdirectory* of the remote-sync repo, not its own repository — so this is a plain copy, never a nested `git clone` / `git init`. Everything below runs **inside `$APP_DIR`**.

## Step 4 — Customize

Once the template is in `<repo>/data_apps/<slug>/` (run everything below from that directory):

1. Edit `package.json` `name` to match the slug.
2. Pin `@metabase/embedding-sdk-react` to the published data-apps tag (the template ships with `*`):

   ```bash
   npm install @metabase/embedding-sdk-react@64-alpha
   ```

   This resolves to the current internal-testing SDK build with the `@metabase/embedding-sdk-react/data-app` entrypoint (the app's APIs) and the `@metabase/embedding-sdk-react/data-app-dev/config` entrypoint `vite.config.ts` uses (the dev/build preset, which serves the sandbox entry). Do not use `latest` or `64-stable` as data apps are not yet released.
3. **Ensure the repo-root `.gitignore` ignores `.env.local`** — do this *before* creating any credentials file so the secret can never be committed. Create the `.gitignore` if the repo doesn't have one, then add the entry if it's missing:

   ```bash
   ROOT="$(git rev-parse --show-toplevel 2>/dev/null)"
   if [ -z "$ROOT" ]; then
     echo "MISSING (run this from inside the connected git repo)"
   else
     GITIGNORE="$ROOT/.gitignore"
     # Create the repo-root .gitignore if absent, then ensure `.env.local` is
     # ignored so the credentials file (next step) can never be committed.
     [ -f "$GITIGNORE" ] || : > "$GITIGNORE"
     grep -qxF ".env.local" "$GITIGNORE" || echo ".env.local" >> "$GITIGNORE"
   fi
   ```
4. Set up the Metabase credentials at the **repository root** — `<repo>/.env.local` (usually two levels up from the app dir), **not** the app dir. One `.env.local` there serves every data app in the repo.

   Create it from the example if absent, then verify the two vars are set **without printing the file** (it may hold other secrets) — `source` it and echo only a pass/fail signal, never the values:

   ```bash
   # Resolve the repo root first; an unguarded $(git ...) would expand to
   # "/.env.local" outside a repo and touch a system-level file.
   ROOT="$(git rev-parse --show-toplevel 2>/dev/null)"
   if [ -z "$ROOT" ]; then
     echo "MISSING (run this from inside the connected git repo)"
   else
     ENV_FILE="$ROOT/.env.local"
     [ -f "$ENV_FILE" ] || cp .env.local.example "$ENV_FILE"
     # Source inside a subshell so the vars never leak into your environment.
     ( source "$ENV_FILE" 2>/dev/null
       [ -n "$DATA_APP_MB_URL" ] && [ "$DATA_APP_MB_URL" != "mb_replace_me" ] &&
       [ -n "$DATA_APP_MB_API_KEY" ] && [ "$DATA_APP_MB_API_KEY" != "mb_replace_me" ]
     ) && echo "creds present" || echo "MISSING"
   fi
   ```

   If it prints `MISSING`, **ask the user to fill `DATA_APP_MB_URL` (the running Metabase instance) and `DATA_APP_MB_API_KEY` (Admin → Authentication → API keys) in `<repo>/.env.local` themselves** — up front, before anything needs the key.

   > **Never ask the user to paste the API key into the chat, and never `cat` / `echo` / print `.env.local` or its variables.** It's git-ignored and may hold *other* secrets — the file's contents and the key must never enter the conversation or your context. Every command that needs the key `source`s the file (as above) so the shell uses the value directly; you only ever see the `creds present` / `MISSING` signal, never the secret itself. (`creds present` only means both vars are filled and not the default `mb_replace_me` placeholder — not that the URL or key are valid; a bad key surfaces later when a request fails.)
5. `npm install` (or whichever package manager the user prefers — the template ships with no lockfile, so `npm` / `yarn` / `pnpm` / `bun` all work; use the project's existing lockfile if one appears post-clone).
6. **Fix the app's `.gitignore` so the lockfile *and* the built bundle get committed.** Two things must end up tracked in the remote-sync repo:
   - **Lockfile** — strip the lockfile-ignoring block (the chunk between `# Lockfiles —` and `bun.lockb`, covering `package-lock.json` / `yarn.lock` / `pnpm-lock.yaml` / `bun.lock` / `bun.lockb`) so the project commits its lockfile for reproducible installs.
   - **The built bundle** — Metabase serves the file at the `path` declared in `data_app.yaml` (the template builds to `dist/index.js`, the default `path`) straight from the committed Git tree, so **that file must be committed**. If the template's `.gitignore` ignores `dist/` (or wherever your build outputs), remove that line.
   **Verify with `git status`** — after `npm install` + a build, both the generated lockfile and the built bundle (the file `path` points at) must appear as untracked/committable files. If either doesn't, the relevant `.gitignore` line is still there; remove it and re-check. Do **not** skip this — agents have repeatedly shipped projects with no committed lockfile or an un-synced bundle.
7. `npm run dev` and confirm the preview at http://localhost:5174 renders the starter "Hello, data app" message.
8. If the preview hits CORS, add `http://localhost:5174` under Admin → Embedding → Embedded analytics SDK → CORS.
9. **Edit `data_app.yaml`** (it ships with the template, in the app directory). This is the per-app config Metabase reads on sync — one file per app. Fill in its fields for this app:

   ```yaml
   name: Sales App        # display name shown in the admin UI
   description: Pipeline health and quota attainment by region  # optional — see below
   path: ./dist/index.js  # bundle path, relative to this app's directory — leave as-is unless you change the build output
   # allowed_hosts:       # optional — external origins the app may fetch/XHR (see below)
   #   - https://api.example.com
   #   - https://*.internal.acme.com
   ```

   Commit it alongside the built bundle (the file `path` points at).

   **`description`** — optional: a single short sentence saying what the app
   does, shown under its name in the admin UI so admins can tell apps apart at a
   glance. Sync folds any whitespace into single spaces and rejects anything over
   255 characters; the admin list wraps what is left rather than cutting it off,
   so a sentence reads well there and a paragraph crowds out the rows around it.
   Replace the template's placeholder with a real sentence about *this* app, or
   delete the line entirely if it adds nothing beyond the name.

   **`allowed_hosts`** — only needed if the app calls an **external** API directly
   with `fetch`/`XHR`. The sandbox blocks all network egress by default; listing an
   origin here (exact or a `*.` subdomain wildcard) opens it in both `npm run dev`
   (dev-server CSP) and Metabase (iframe CSP + sandbox). Do **not** list the
   Metabase instance — Metabase data is read via the `useMetabaseQuery` data hooks
   and written via `useAction` (the SDK handles auth), never raw `fetch`. Leave
   `allowed_hosts` out entirely when the app only talks to Metabase.

   Native `<form action="…">` submissions and `<iframe src="…">`/navigations obey
   the **same** allowlist. Prefer a client-side `<form onSubmit>` that
   `preventDefault`s and writes via `useAction`/`fetch`: a native submit
   *navigates the sandboxed iframe away* from the app. If you do use one, the
   target host must be in `allowed_hosts` or it's blocked (`form-action` for
   submits, `frame-src` for embeds/navigations). A host you navigate to or embed
   must also permit framing (`X-Frame-Options`/`frame-ancestors`) — many public
   sites don't.

## Step 5 — Verify the starter app

At this point the data app exists. Keep this workflow focused on creating the
project scaffold and proving the starter bundle works.

1. Run `npm run typecheck`.
2. Run `npm run build`.
3. Confirm `git status` shows the app source, lockfile, `data_app.yaml`, and the
   built bundle (`dist/index.js` by default) as committable files.
4. If the user asked for a live preview, run `npm run dev` and confirm the
   starter "Hello, data app" screen renders through the sandbox preview.
5. With the preview open, check the diagnostics feed once — it is the only place
   runtime failures appear to you (see *Reading the diagnostics feed*):

   ```bash
   curl -s "http://localhost:5174/__data-app/diagnostics?startEventId=0"
   ```

   Expect `clients: 1` and no entries with `"alert": true`. `clients: 0` means no
   preview tab is open, so an empty feed proves nothing.

Stop here if the user only asked to create, scaffold, or set up a data app.

If the next task is to build or iterate on the actual app UI — especially if it
mentions an existing data app, Metabase data, generated schema files, saved
questions, tables, metrics, actions, filters, semantic-layer entities, or data
hooks — treat it as a separate existing-data-app editing task. Use the agent's
normal skill-discovery flow from those terms. Do not expand this scaffold skill
with data-layer authoring rules.

**Do not modify `src/index.tsx` or `tsconfig.json` unless the change is genuinely required.** The whole build/dev setup lives in the SDK behind `dataAppConfig()` (which also serves the dev HTML shell — there's no `index.html` to edit), so `vite.config.ts` is just:

```ts
import { dataAppConfig } from "@metabase/embedding-sdk-react/data-app-dev/config";

export default dataAppConfig();
```

`dataAppConfig` exposes only a curated set of overrides (currently just `port`). The whole contract — factory shape, externals/globals, the dev sandbox entry, CSS inlining, and SVG-as-component support — is baked in and **can't** be overridden; that's deliberate, so a data app can't drift from what Metabase loads. There's no local build config to touch (and no `index.html` — the SDK's dev server serves the HTML shell), and tweaks to `src/index.tsx` still risk breaking the factory shape and silently break drill popups and routing.

There is intentionally **no escape hatch** for extra Vite plugins, aliases, or `define`s — `port` is the only knob. If you think you need more, you almost certainly don't; solve it in `src/` instead.

**After every meaningful round of edits, run `npm run typecheck`.** It runs `tsc --noEmit` over `src/` and `vite.config.ts` — catches wrong prop shapes against the SDK types, broken refactors, missing imports, etc. The Vite dev server does NOT typecheck (it only transpiles), so errors that would fail a production CI run can sit invisibly in a passing `npm run dev` session. Run it before declaring a task complete.

**Before handoff, re-check package hygiene.** `@metabase/embedding-sdk-react` should use the expected data-app SDK source/tag for the target environment, and `@types/react-datepicker` should not be installed unless the chosen `react-datepicker` version actually needs it.

## Reading the diagnostics feed

`npm run dev` serves everything the toolbar shows as JSON — the only way *you*
see runtime failures, since sandbox blocks, CSP refusals, failed queries and
uncaught errors reach neither the terminal nor `npm run typecheck`. Check it
after any change you can't verify by reading the code.

**Loop:** note `nextEventId` before editing → make the change (rebuilds
automatically) → re-read. `startEventId` is inclusive and survives page reloads.

```bash
curl -s "http://localhost:5174/__data-app/diagnostics?startEventId=0"
```

```jsonc
{
  "entries": [{
    "eventId": 31, "kind": "blocked-network", "alert": true,
    "summary": "Blocked fetch to api.example.com (not in allowed_hosts)",
    "detail": null,   // stack frames, when any
    "hint": "Add https://api.example.com to allowed_hosts in data_app.yaml …",
    "buildId": 7      // the bundle generation that reported it
  }],
  "clients": 1,       // connected preview tabs — 0 means nothing ran
  "buildId": 7,       // the generation running now
  "staleEntries": 164, // held back, reported by an older build — see below
  "nextEventId": 32   // pass back as ?startEventId=
}
```

**`clients: 0` does not mean healthy** — it means no preview tab is open, so an
empty `entries` proves nothing. Open `http://localhost:5174` first.

**The feed answers for the bundle that is running, not for everything that ever
happened.** Every save rebuilds and remounts the app, so a multi-step edit runs
through builds that don't compile or don't render — errors from those describe
code the preview has already replaced. They're withheld and counted in
`staleEntries`; read mid-edit and you see the current build's failures, not a
pile of them. Nothing is lost: the rebuild re-runs the app from scratch, so
anything still broken reports itself again under the new `buildId`, and
`?includeStale=true` hands back the withheld entries when comparing builds is
the point. A *failed* build doesn't advance `buildId` — the preview keeps
running the last good bundle, so its entries stay current.

Triage by `kind` (always read `hint` — it names the exact fix; never soften a
`summary` when reporting it):

| `kind` | Fix |
|---|---|
| `blocked-network` / `csp-violation` | add the origin to `allowed_hosts` in `data_app.yaml`, then **restart** `npm run dev` (allowlist + CSP are read at boot) |
| `blocked-api` | blocked in production too — use an SDK API or drop the call, don't work around it |
| `sdk-call` + `alert: true` | a Metabase request failed; fix the query — `summary` has the endpoint and status |
| `error` | a real bug; `detail` has the stack |

Text is truncated and the buffer holds the last 200 events. `curl -X DELETE
.../__data-app/diagnostics` clears it for every reader.

## Source conventions

### 1. Write TSX

Plain ESM + TSX, normal package imports:

```tsx
// src/components/CustomerCard.tsx
import { StaticQuestion } from "@metabase/embedding-sdk-react";

type Customer = { name: string; questionId: number };

export default function CustomerCard({ customer }: { customer: Customer }) {
  return (
    <article>
      <h3>{customer.name}</h3>
      <StaticQuestion questionId={customer.questionId} height={300} width="100%" />
    </article>
  );
}
```

### 2. Structure from the start

Default project layout once the starter app is extended:

```
src/
├── index.tsx          (template — the factory; don't edit)
├── App.tsx            (routing + composition only)
├── theme.ts
├── pages/             (one file per screen)
│   ├── Overview.tsx
│   └── CustomerDetail.tsx
├── components/        (shared UI)
│   └── Card.tsx
├── hooks/             (data-fetching wrappers, custom hooks)
│   └── useCustomers.ts
├── lib/               (pure helpers / derivations)
│   └── format.ts
└── types/             (shared TS types)
    └── customer.ts
```

Vite bundles everything reachable from `src/index.tsx` into a single `dist/index.js` IIFE — the folder layout is purely for your own readability.

**If the app has multiple tabs (or any top-level screen switcher), the default — leftmost / first — tab MUST be selected on initial load.** The app should never boot to a blank page, an empty shell, or a "nothing selected" state that waits for the user to click. Agents repeatedly forget this. For local-state tabs, initialize the active tab to the first one so the very first render shows it:

```tsx
const [active, setActive] = useState(TABS[0].id); // default = leftmost tab
```

If the tabs are instead backed by URL routes (multiple pages), the same rule applies via the router — see the `metabase-data-app-routing` skill for making the base path `/` resolve to the default tab. Either way, verify by loading the app fresh: the leftmost tab's content is visible immediately and reads as selected.

**The build output is one self-contained `.js` file — nothing else.** The backend serves a single bundle, so there are no sidecar files: CSS is inlined into the JS, and every imported asset (images, fonts, SVGs-as-URLs) is base64-inlined as a data URI. So `import logo from "./logo.png"` / `import iconUrl from "./icon.svg"` give you a ready-to-use data-URI string, and SVGs can also be imported as React components with the **`?react`** suffix (built-in `svgr`): `import Icon from "./icon.svg?react"`. Everything gets baked into `dist/index.js` — just keep large binaries out, since inlining inflates the bundle. (If your editor doesn't recognize a `?react` import, add `declare module "*.svg?react";` to a `.d.ts` in `src/`.)

### 3. Import SDK values from the correct SDK entrypoint

The build externalizes React, the JSX runtimes, `@metabase/embedding-sdk-react`, and `@metabase/embedding-sdk-react/data-app` to sandbox globals in **both** production and `npm run dev` — in dev the sandbox entry endows them from the npm package, so the bundle runs identically in both. Just import from the entrypoints normally:

```tsx
// ✅ correct
import { StaticQuestion } from "@metabase/embedding-sdk-react";
import {
  DataAppRouter,
  DataAppLink,
  useMetabaseQuery,
} from "@metabase/embedding-sdk-react/data-app";

// ❌ wrong — no globalThis pattern; you'd be reading nothing
const { MetabaseProvider, StaticQuestion } = globalThis;
```

**Do NOT render `<MetabaseProvider>` in `App.tsx`.** The dev entry (served by the SDK's dev preset) and the production host both wrap your tree in a provider that lives in their own realm — wrapping inside the bundle would route the SDK's `setState`-via-listener paths through the Near Membrane sandbox and silently break drill popups, plugin init, and similar.

### 4. Import `react` normally too

The build externalizes `react` and `react-dom`, so plain imports resolve the same way in both modes — the production host and the dev sandbox both endow them as sandbox globals:

```tsx
import { useState, useEffect, useMemo } from "react";
```

**No `import React from "react"` needed in TSX files** — the template uses the automatic JSX runtime (`jsx: "react-jsx"` in `tsconfig.json`; `dataAppConfig()` includes the React plugin). The compiler injects the JSX-runtime imports it needs (`react/jsx-runtime` in production, `react/jsx-dev-runtime` in dev — both externalized and endowed by the sandbox). Just write JSX and named imports — that's it.

For React *types* (e.g. `ComponentType`, `ReactNode`, `RefObject`), use named type imports rather than the `React.` namespace:

```ts
import type { ComponentType, ReactNode } from "react";
```

## Theme rules

`MetabaseProvider`'s `theme` (defined in `src/theme.ts`) is the only way SDK component appearance changes. It is NOT a stylesheet for the bundle's own chrome.

| Field | Purpose | Notes |
|---|---|---|
| `colors.brand` | Accent for SDK widgets | Use the data app's primary color. |
| `colors.brand-hover`, `colors.brand-hover-light` | Hover/accent backgrounds for SDK widgets | Use a subtle surface tint that contrasts with hover text. Do not use the same saturated color as `brand`. |
| `colors.charts` | Chart palette | Array of strings. Use vivid brand-shade colors only; **never pale tints** — palette index 1+ may render labels and pale-on-white is invisible. |
| `colors.positive` / `colors.negative` | Semantic indicators | |
| `colors.background`, `colors.background-secondary` | SDK component surface | **MUST match the immediate parent container of the SDK component.** If the chart sits inside a white card, use `"white"`. If it sits on a tinted page, use that tint. |
| `colors.text-primary`, `text-secondary`, `text-tertiary` | Text on SDK surfaces | **MUST contrast with `background`.** For white bg: use `#1f2937` or similar dark color. The SDK's default `text-primary` resolves to ~white, so leaving it unset on a white surface produces invisible white text. **Always pair `background` and `text-primary` when overriding.** |
| `fontFamily` | SDK widget typography | |

Hover colors are a contrast pair. If you set `colors.text-hover`, verify it
contrasts with `colors.brand-hover` / `colors.brand-hover-light` in open menus,
chart type selectors, and visualization settings dropdowns. For a blue `brand`,
use a pale hover surface like `#EAF4FF`, not the brand blue itself.

**The theme only styles SDK widgets — never your own UI.** For your page background, headers, card wrappers, etc., use inline `style={{ background: "#f5f5f7" }}` or CSS modules on your own elements.

**Don't expect per-subtree theming.** Multiple `<MetabaseProvider>`s on the page fight for the single CSS-variable slot. If the look needs to change with state, recompute `sdkTheme` at the App level and re-render — the whole tree re-themes.

## Custom error UI (optional)

When an embedded question or dashboard can't load — its `questionId` was removed, the user lacks access, or a request fails — the host renders a **neutral built-in error state** in place of that component (a muted icon + the SDK's message). This needs no setup; leave it alone unless the app has a strong reason to restyle it.

To match the app's look, return your own `errorComponent` in the factory's `providerProps` (the same object that carries `theme`). It's an ordinary `providerProps` key, not a change to the factory shape — safe to add:

```tsx
// src/components/AppError.tsx
import type { SdkErrorComponentProps } from "@metabase/embedding-sdk-react";

export default function AppError({ message }: SdkErrorComponentProps) {
  return (
    <div style={{ padding: 16, textAlign: "center", color: "#6b7280" }}>
      {message}
    </div>
  );
}
```

```tsx
// src/index.tsx — add the key alongside `theme`
import AppError from "./components/AppError";

const factory: DataAppFactory = () => ({
  component: App,
  providerProps: { theme: sdkTheme, errorComponent: AppError },
});
```

Rules:

- **It replaces the error UI for *every* SDK component in the app**, not just not-found — so keep the copy generic. Render `message` (or your own wording), not an assumption about which error occurred.
- `message` is a `ReactNode` — render it as-is; don't call `.toString()` or index into it.
- Keep it a small **presentational** component. It renders inside the host's provider, but treat it as leaf UI — no data hooks, no `useMetabaseQuery`.
- Omit `errorComponent` entirely to keep the neutral default. There's no need to re-implement it.

## Available SDK surface

The bundle imports React hooks/JSX, SDK components from `@metabase/embedding-sdk-react`, and data-app-specific routing/query APIs from `@metabase/embedding-sdk-react/data-app`. `dataAppConfig()` externalizes these packages at build time, so production references the host's copies at runtime (`globalThis.__metabase_sdk__` / `globalThis.__metabase_data_app__` for SDK packages), and the Vite dev sandbox endows the same globals from the installed npm package.

`<MetabaseProvider>` is **not** rendered by the bundle's `App.tsx` — the dev entry and the host wrap it for their respective modes. Bundle author only renders the **content** below.

| Import | Purpose |
|---|---|
| `React` (from `"react"`) | Hooks (`useState`, `useEffect`, etc.), JSX runtime. Externalized to the host's React via `react: "React"`. |
| `StaticQuestion` | Non-drillable question. Props include `questionId`, `card`, `withChartTypeSelector`, `height`, `width`. |
| `InteractiveQuestion` | Drillable question. Same props as StaticQuestion plus drill behaviors. Use `card={{ query }}` for ad hoc SDK-rendered questions. See *Rendering a chart: Metabase first* for choosing between the two and for `visualization` / `visualizationSettings`. |
| `MetabaseCard` | Type-only import from `@metabase/embedding-sdk-react` for ad hoc SDK-rendered cards with `visualization` or `visualizationSettings`; use skill discovery for the full generated-query card contract before authoring data-layer code. |
| `CreateQuestion`, `MetabotQuestion` | More question variants. |
| `StaticDashboard`, `InteractiveDashboard`, `EditableDashboard` | Dashboard variants. |
| `CreateDashboardModal` | Modal for new-dashboard flow. |
| `CollectionBrowser` | Collection picker. |
| `@metabase/embedding-sdk-react/data-app` exports | Data-app-only helpers for routing, schema-backed data reads, actions, clipboard, and sandbox-safe integration. Treat schema-backed queries, generated schema files, filters, metrics, actions, and other data-layer behavior as existing-data-app editing work; use skill discovery before authoring that code. |

### Blocked APIs

The Near Membrane sandbox throws at runtime on these globals. Use the endowed replacement instead:

| Blocked | Use instead                                                                                                                                                                                                                                                                     |
|---|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| **Network** — `fetch`, `XMLHttpRequest`, `WebSocket` | Use the SDK/data-app APIs for Metabase reads and writes — never raw `fetch`. Raw `fetch`/`XHR` reach **only** the external origins listed in `data_app.yaml`'s `allowed_hosts` (Step 4); everything else (including the Metabase origin) throws. `WebSocket` is always blocked. |
| **UI dialogs** — `alert`, `confirm`, `prompt` | Render a React modal in your own tree.                                                                                                                                                                                                                                          |
| **Storage** — `localStorage`, `sessionStorage`, `indexedDB`, `document.cookie` | Treat the data app as stateless across reloads; persist via a Metabase action.                                                                                                                                                                                                  |
| **Window / history navigation** — `window.open`, `history.pushState`, `history.replaceState` | `useDataAppLocation().navigate` for in-app; `<a target="_blank" rel="noopener">` for external.                                                                                                                                                                                  |
| **Clipboard** — `document.execCommand("copy")`, `navigator.clipboard` | `copy` (write-only): `import { copy } from "@metabase/embedding-sdk-react/data-app"`, then `await copy(text)` from a user event. There is **no** read/paste API — that would let a bundle exfiltrate whatever the user copied.                                                  |
| **Other `navigator.*` device APIs** — `geolocation`, etc. | Not available.                                                                                                                                                                                                                                                                  |
| **Global `document`/`window` listeners** for typing/clipboard events — `keydown`, `keyup`, `keypress`, `beforeinput`, `input`, `paste`, `copy`, `cut`, `before*paste/copy/cut`, `compositionstart/update/end`, `storage` | Attach the listener to your own element, or use the React handler (`onKeyDown`, `onPaste`, …) on the specific input/container. The same listener on a script-owned element still works.                                                                                         |

**Rule of thumb:** if you're about to touch `window.X`, `document.X`, `navigator.X`, `history.X`, or any storage global, stop and pick the endowed replacement above. The endowed surface (React + React DOM + SDK components + data hooks + `useAction` + DataAppRouter + `copy`) covers every routine need; anything outside it is intentionally unreachable.

### Rendering a chart: Metabase first

This is a per-element decision, not one taken once for a row, a section, or the app. One tile that needs custom code makes a row with one custom tile in it, not a row of them — the rest stay SDK components and keep their formatting, theming and drill-through. Consistent heights and card chrome come from the container each tile sits in, so "the others should match it" is not a reason to hand-build the others.

A built-in visualization carries the instance's theming, accessibility, tooltips, formatting and drill-through. A chart built in React carries none of that, and drifts from every other chart in the app as soon as either changes. So the question is never "which looks closer to my design" — it is **can Metabase display this at all?**

- **Yes → `useMetabaseQueryObject` + `StaticQuestion` / `InteractiveQuestion`.** Bar, line, area, combo, row, trend, **pie/donut**, scalar/smartscalar, gauge, progress, funnel, scatter, waterfall, boxplot, sankey, pivot, map, object/list views, sortable table, and anything else in the chart-type list. Also whenever visualization settings can carry the presentation — axes, labels, stacking, goals, trendlines, split panels, series, formatting, table/pie/pivot/list settings — or the user benefits from sorting, column inspection, drill-through, or downloading. Build the semantic query from generated schema objects, destructure the returned `query`, and pass only that value in a card object — `<StaticQuestion card={{ query }} visualization="pie" ... />`. Never pass the whole `{ query, error, isLoading }` hook result as `card.query`.
- **No → `useMetabaseQuery` and your own component.** Only when the user asked for a custom visualization, or nothing Metabase renders can express the request: bespoke scorecards, alert panels, narrative layouts or mixed-content cards, custom interactions its chart/table chrome cannot express, unusual forms such as calendar grids, timelines, heat strips, radial views, custom maps or domain-specific diagrams, and elements combining several queries into one visual unit. Keep the row handling typed. Use a charting dependency the app already has; otherwise SVG is fine.

**`StaticQuestion` is the default of the two.** It renders the visualization and nothing else — no query bar, no editor, no save — and takes `withChartTypeSelector`, `withDownloads`, `title` and the sizing props. Use `InteractiveQuestion` when the element is meant to be explored: drill-through, filtering, switching the chart type, or the notebook editor. It shows a Save button unless you turn it off — `isSaveEnabled` defaults to `true` — which offers viewers a save-to-collection flow that belongs in Metabase, not in an app, so pass `isSaveEnabled={false}` unless the app is deliberately an editing surface. That applies to the default layout; giving `InteractiveQuestion` its own children replaces the layout, so a composed `<InteractiveQuestion.QuestionVisualization />` renders no toolbar and no Save button.

**Pass `title={false}` when the question sits in a card or section that already carries a heading.** `InteractiveQuestion`'s default layout shows the question's own title, so you get two; `StaticQuestion` hides it already.

"It has to match our styling" is not a reason to hand-build one: pass `visualization` for the chart type, `visualizationSettings` for setting-level changes, and theme the SDK for the rest. A pie chart in a data app is a Metabase pie chart — unless the user asked for a custom one, which is their call to make, not one to infer from a design reference, brand colours, or a screenshot of something bespoke.

**A single-value KPI is a scalar** — or smartscalar, gauge, progress. If the tile wants a number plus something Metabase does not draw, such as a star row, a caption, or a total from a second query, render the scalar for the number and put the extra beside it. Hand-build it only when the number itself cannot come from one.

**Always render a spinner (or skeleton) while `isLoading` is `true`** — never an empty slot or stale value, which causes layout shift when the data arrives. Same rule for lifted / derived queries (pass `isLoading` down) and for `useAction`'s `isExecuting` (spinner in the button + `disabled={isExecuting}`).

For the hook contract itself — generics, table sources, segments, measures, breakouts, sorting, and debugging — use skill discovery before authoring schema-backed data-layer code.

## App layout — fill the frame height

Metabase and `npm run dev` both give the bundle a full-height frame, but nothing between it and your root element sets a height — so an app shorter than the frame ends where its content ends, leaving its background, sidebar and footer in a short strip over bare white.

So the app's outermost element carries `minHeight: "100vh"` (plus `boxSizing: "border-box"` when it has padding) and paints the page background. `minHeight`, never `height` — taller content must still scroll. Regions that should reach the bottom (sidebar, sticky footer) go in a flex-column root with `flex: 1`. Check the emptiest screen — loading, empty state, a lone KPI — those are the ones that render short.

## SDK component sizing

SDK components do NOT auto-fit their parent — without `height`/`width` they render at their intrinsic size and overflow. Setting only the outer container or card height is not enough either; the height goes on the SDK component that owns the visualization:

- Chart only: pass `height` to `InteractiveQuestion.QuestionVisualization`.
- Default question layout with query bar: pass `height` to `InteractiveQuestion`.
- Static question: pass `height` to `StaticQuestion`.

Use the actual body height available to the chart. For example, if a card is 560px tall and has a 60px header, pass `height="500px"`.

```tsx
<div style={{ height: 360 }}>
  <StaticQuestion
    questionId={1}
    height="100%"
    width="100%"
    withChartTypeSelector={false}
  />
</div>
```

Do not wrap `Interac

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