Merge branch 'master' into docs-convert-agent-api-link

The link checker is failing on a blog post, hoping this will fix that

.claude/skills/add-tracing/SKILL.md

@@ -1,4 +1,4 @@
---b-
+---
 name: add-tracing
 description: Add OpenTelemetry tracing spans to Clojure code following Metabase tracing conventions. Use when instrumenting backend code with trace coverage.
 ---

.claude/skills/clojure-eval/SKILL.md

@@ -0,0 +1,173 @@
+---
+name: clojure-eval
+description: Evaluate Clojure code via nREPL using clj-nrepl-eval. Use this when you need to test code, check if edited files compile, verify function behavior, or interact with a running REPL session.
+---
+
+# Clojure REPL Evaluation
+
+## When to Use This Skill
+
+Use this skill when you need to:
+- **Verify that edited Clojure files compile and load correctly**
+- Test function behavior interactively
+- Check the current state of the REPL
+- Debug code by evaluating expressions
+- Require or load namespaces for testing
+- Validate that code changes work before committing
+
+## How It Works
+
+The `clj-nrepl-eval` command evaluates Clojure code against an nREPL server. **Session state persists between evaluations**, so you can require a namespace in one evaluation and use it in subsequent calls. Each host:port combination maintains its own session file.
+
+## Instructions
+
+### 0. Discover and select nREPL server
+
+First, discover what nREPL servers are running in the current directory:
+
+```bash
+clj-nrepl-eval --discover-ports
+```
+
+This will show all nREPL servers (Clojure, Babashka, shadow-cljs, etc.) running in the current project directory.
+
+**Then use the AskUserQuestion tool:**
+
+- **If ports are discovered:** Prompt user to select which nREPL port to use:
+  - **question:** "Which nREPL port would you like to use?"
+  - **header:** "nREPL Port"
+  - **options:** Present each discovered port as an option with:
+    - **label:** The port number
+    - **description:** The server type and status (e.g., "Clojure nREPL server in current directory")
+  - Include up to 4 discovered ports as options
+  - The user can select "Other" to enter a custom port number
+
+- **If no ports are discovered:** Prompt user how to start an nREPL server:
+  - **question:** "No nREPL servers found. How would you like to start one?"
+  - **header:** "Start nREPL"
+  - **options:**
+    - **label:** "deps.edn alias", **description:** "Find and use an nREPL alias in deps.edn"
+    - **label:** "Leiningen", **description:** "Start nREPL using 'lein repl'"
+  - The user can select "Other" for alternative methods or if they already have a server running on a specific port
+
+IMPORTANT: IF you start a REPL do not supply a port let the nREPL start and return the port that it was started on.
+
+### 1. Evaluate Clojure Code
+
+> Evaluation automatically connects to the given port
+
+Use the `-p` flag to specify the port and pass your Clojure code.
+
+**Recommended: Pass code as a command-line argument:**
+```bash
+clj-nrepl-eval -p <PORT> "(+ 1 2 3)"
+```
+
+**For multiple expressions (single line):**
+```bash
+clj-nrepl-eval -p <PORT> "(def x 10) (+ x 20)"
+```
+
+**Alternative: Using heredoc (may require permission approval for multiline commands):**
+```bash
+clj-nrepl-eval -p <PORT> <<'EOF'
+(def x 10)
+(+ x 20)
+EOF
+```
+
+**Alternative: Via stdin pipe:**
+```bash
+echo "(+ 1 2 3)" | clj-nrepl-eval -p <PORT>
+```
+
+### 2. Display nREPL Sessions
+
+**Discover all nREPL servers in current directory:**
+```bash
+clj-nrepl-eval --discover-ports
+```
+Shows all running nREPL servers in the current project directory, including their type (clj/bb/basilisp) and whether they match the current working directory.
+
+**Check previously connected sessions:**
+```bash
+clj-nrepl-eval --connected-ports
+```
+Shows only connections you have made before (appears after first evaluation on a port).
+
+### 3. Common Patterns
+
+**Require a namespace (always use :reload to pick up changes):**
+```bash
+clj-nrepl-eval -p <PORT> "(require '[my.namespace :as ns] :reload)"
+```
+
+**Test a function after requiring:**
+```bash
+clj-nrepl-eval -p <PORT> "(ns/my-function arg1 arg2)"
+```
+
+**Check if a file compiles:**
+```bash
+clj-nrepl-eval -p <PORT> "(require 'my.namespace :reload)"
+```
+
+**Multiple expressions:**
+```bash
+clj-nrepl-eval -p <PORT> "(def x 10) (* x 2) (+ x 5)"
+```
+
+**Complex multiline code (using heredoc):**
+```bash
+clj-nrepl-eval -p <PORT> <<'EOF'
+(def x 10)
+(* x 2)
+(+ x 5)
+EOF
+```
+*Note: Heredoc syntax may require permission approval.*
+
+**With custom timeout (in milliseconds):**
+```bash
+clj-nrepl-eval -p <PORT> --timeout 5000 "(long-running-fn)"
+```
+
+**Reset the session (clears all state):**
+```bash
+clj-nrepl-eval -p <PORT> --reset-session
+clj-nrepl-eval -p <PORT> --reset-session "(def x 1)"
+```
+
+## Available Options
+
+- `-p, --port PORT` - nREPL port (required)
+- `-H, --host HOST` - nREPL host (default: 127.0.0.1)
+- `-t, --timeout MILLISECONDS` - Timeout (default: 120000 = 2 minutes)
+- `-r, --reset-session` - Reset the persistent nREPL session
+- `-c, --connected-ports` - List previously connected nREPL sessions
+- `-d, --discover-ports` - Discover nREPL servers in current directory
+- `-h, --help` - Show help message
+
+## Important Notes
+
+- **Prefer command-line arguments:** Pass code as quoted strings: `clj-nrepl-eval -p <PORT> "(+ 1 2 3)"` - works with existing permissions
+- **Heredoc for complex code:** Use heredoc (`<<'EOF' ... EOF`) for truly multiline code, but note it may require permission approval
+- **Sessions persist:** State (vars, namespaces, loaded libraries) persists across invocations until the nREPL server restarts or `--reset-session` is used
+- **Automatic delimiter repair:** The tool automatically repairs missing or mismatched parentheses
+- **Always use :reload:** When requiring namespaces, use `:reload` to pick up recent changes
+- **Default timeout:** 2 minutes (120000ms) - increase for long-running operations
+- **Input precedence:** Command-line arguments take precedence over stdin
+
+## Typical Workflow
+
+1. Discover nREPL servers: `clj-nrepl-eval --discover-ports`
+2. Use **AskUserQuestion** tool to prompt user to select a port
+3. Require namespace:
+   ```bash
+   clj-nrepl-eval -p <PORT> "(require '[my.ns :as ns] :reload)"
+   ```
+4. Test function:
+   ```bash
+   clj-nrepl-eval -p <PORT> "(ns/my-fn ...)"
+   ```
+5. Iterate: Make changes, re-require with `:reload`, test again

.claude/skills/emotion-migrate/SKILL.md

@@ -0,0 +1,834 @@
+---
+name: emotion-migrate
+description: Migrate Emotion styled-components to Mantine components with style props and CSS modules. Use when converting .styled.tsx files or removing @emotion imports from components.
+---
+
+# Emotion → Mantine + CSS Modules Migration Skill
+
+Migrate Emotion styled-components (`@emotion/styled`, `@emotion/react`) to Mantine layout components with style props and CSS modules. The goal is zero Emotion imports, zero inline styles, and maximum use of design system tokens.
+
+## Priority Order (Strict)
+
+1. **Mantine components + style props** — `Box`, `Flex`, `Stack`, `Group`, `Text`, `Title`, `Card`. This is the DEFAULT. Every CSS property must be checked against style props FIRST.
+2. **CSS modules** (`.module.css`) — ONLY for properties that Mantine style props genuinely cannot express: pseudo-selectors (`:hover`, `:focus`, `::before`), `box-shadow`, `border` shorthand, `animation`/`@keyframes`, complex selectors, `cursor`, `pointer-events`, `overflow`, `text-overflow`, `white-space`, `transition`.
+3. **Inline styles ONLY for dynamic values** — `style={{ }}` is allowed only for truly dynamic runtime values (e.g., computed widths, positions, data-driven colors). All static styles must use Mantine props or CSS modules.
+
+### Mantine-First Decision Gate (CRITICAL)
+
+For EACH styled component, go through every CSS property and ask: "Can this be a Mantine style prop?" If yes → style prop. If no → CSS module. Do NOT dump an entire component into a CSS module just because one property needs it — split them.
+
+**Properties that ARE style props** (use these, not CSS modules):
+
+- `display` → `display` prop
+- `color` → `c` prop (`c="brand"`, `c="text-primary"`)
+- `background-color` → `bg` prop (`bg="background-primary"`)
+- `font-size` → `fz` prop (`fz="md"`)
+- `font-weight` → `fw` prop (`fw="bold"`)
+- `line-height` → `lh` prop (`lh="md"`)
+- `text-align` → `ta` prop (`ta="center"`)
+- `padding` (all variants) → `p`, `px`, `py`, `pt`, `pb`, `pl`, `pr`
+- `margin` (all variants) → `m`, `mx`, `my`, `mt`, `mb`, `ml`, `mr`
+- `width` → `w`, `min-width` → `miw`, `max-width` → `maw`
+- `height` → `h`, `min-height` → `mih`, `max-height` → `mah`
+- `flex` → `flex` prop (`flex="0 0 auto"`, `flex={1}`)
+- `gap` → `gap` prop (on Flex/Stack/Group)
+- `align-items` → `align` prop (on Flex/Stack/Group)
+- `justify-content` → `justify` prop (on Flex/Stack/Group)
+- `flex-direction` → `direction` prop (on Flex)
+- `flex-wrap` → `wrap` prop (on Flex)
+- `position` → `pos` prop
+- `top/right/bottom/left` → `top`, `right`, `bottom`, `left` props
+- `opacity` → `opacity` prop
+
+**Properties that NEED CSS modules** (no style prop equivalent):
+
+- `:hover`, `:focus`, `:active`, `::before`, `::after` (pseudo-selectors)
+- `box-shadow`, `border` (shorthand with color), `outline`
+- `cursor`, `pointer-events`
+- `overflow`, `text-overflow`, `white-space`
+- `animation`, `transition`, `transform`
+- `@media` queries (UNLESS it's simple responsive spacing/sizing — then use responsive syntax: `p={{ base: "md", lg: "xl" }}`)
+
+**Hybrid approach** — when a component needs BOTH, put style props on the Mantine component AND add a CSS module class for the rest:
+
+```tsx
+<Flex
+  className={S.root}       /* for :hover, box-shadow, border */
+  align="center"            /* style prop */
+  gap="sm"                  /* style prop */
+  p="md"                    /* style prop */
+  bg="background-primary"   /* style prop */
+>
+```
+
+## CSS Module Conventions (Strict)
+
+### Class Naming: camelCase
+
+All CSS module class names MUST use **camelCase**. This is the dominant convention across the codebase (~830 camelCase vs ~620 PascalCase classes), used consistently in Mantine UI components, and matches standard CSS module conventions.
+
+```css
+/* CORRECT */
+.root {
+}
+.settingsSection {
+}
+.dragHandle {
+}
+.closeIcon {
+}
+
+/* WRONG — do not use PascalCase or kebab-case */
+.ItemRoot {
+}
+.settings-section {
+}
+```
+
+Modifier/state classes also use camelCase:
+
+```css
+.selected {
+}
+.disabled {
+}
+.interactive {
+}
+.draggable {
+}
+```
+
+### No Cascading — Direct Class Assignment
+
+Cascading selectors are **discouraged**. Instead of styling through parent-child relationships, assign a class directly to the element that needs styling.
+
+```css
+/* WRONG — cascading/descendant selectors */
+.root > input {
+}
+.root .label {
+}
+.container > div > span {
+}
+
+/* CORRECT — direct class on the target element */
+.input {
+}
+.label {
+}
+.title {
+}
+```
+
+The only acceptable nesting patterns are:
+
+- **Pseudo-selectors on the same element**: `.item { &:hover { } }`
+- **Modifier composition**: `.item { &.selected { } }`
+- **Hover-reveal patterns** where a parent hover affects a child: `.root:hover .showOnHover { opacity: 1; }` — but only when structurally necessary (the child has no way to know about the parent's hover state)
+
+### Import Alias
+
+Always import the CSS module as `S`:
+
+```tsx
+import S from "./ComponentName.module.css";
+```
+
+## Step-by-Step Migration Process
+
+### Step 1: Read and Understand
+
+Read the `.styled.tsx` file AND every component that imports from it. Understand:
+
+- Which styled components are used and where
+- Which props drive dynamic styles
+- Which styles are static vs conditional
+- Which styles can map directly to Mantine style props
+
+### Step 2: Classify Each Styled Component
+
+For each styled component, apply the Mantine-First Decision Gate above. Then determine the migration target:
+
+| Emotion Pattern                                              | Migration Target                                                                                                                                                           |
+| ------------------------------------------------------------ | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| `styled.div` with only layout/spacing/color                  | `Box`, `Flex`, `Stack`, or `Group` with style props. **NO CSS module needed.**                                                                                             |
+| `styled.div` with flexbox column                             | `Stack` component with style props                                                                                                                                         |
+| `styled.div` with flexbox row                                | `Flex` or `Group` component with style props                                                                                                                               |
+| `styled.span` / `styled.p` with color/weight/size            | **`Text component="span"` with style props** (`c`, `fw`, `fz`). NO CSS module.                                                                                             |
+| `styled.div` with hover/focus/pseudo-selectors               | **Hybrid**: Mantine component with style props for expressible properties + CSS module class for pseudo-selectors only                                                     |
+| `styled.div` with media queries (simple spacing/sizing)      | **Responsive style props**: `p={{ base: "md", lg: "xl" }}`. NO CSS module.                                                                                                 |
+| `styled.div` with media queries (complex/non-spacing)        | CSS module for the media query parts, style props for the rest                                                                                                             |
+| `styled.div` with animations/keyframes                       | CSS module for animation, style props for layout                                                                                                                           |
+| `styled(SomeComponent)` with only color/spacing/flex         | **Wrap in Mantine component** with style props: `<Box c="brand" flex="0 0 auto"><Icon /></Box>`, or pass style props if the component accepts them                         |
+| `styled(SomeComponent)` with pseudo-selectors/complex styles | CSS module `className` on the component                                                                                                                                    |
+| Dynamic props `styled.div<{ isActive: boolean }>`            | Mantine style props for simple toggles (`c={active ? "brand" : "text-primary"}`), `cx()` with CSS module classes for complex state combinations involving pseudo-selectors |
+
+### Step 3: Create CSS Module (if needed)
+
+Create `ComponentName.module.css` alongside the component file:
+
+```css
+/* Use design system tokens — NEVER raw color/spacing values */
+.root {
+  border: 1px solid var(--mb-color-border);
+  border-radius: var(--mantine-radius-md);
+  background-color: var(--mb-color-background-primary);
+}
+
+/* Conditional states as separate classes, combined with cx() */
+.active {
+  background-color: var(--mb-color-brand);
+  color: var(--mb-color-text-primary-inverse);
+}
+
+.disabled {
+  color: var(--mb-color-text-tertiary);
+  pointer-events: none;
+}
+
+/* Hover/focus/pseudo-selectors — nest with & */
+.interactive {
+  cursor: pointer;
+
+  &:hover {
+    color: var(--mb-color-brand);
+    background-color: var(--mb-color-background-hover);
+  }
+}
+
+/* Hover-reveal: acceptable parent→child nesting */
+.root:hover .showOnHover {
+  opacity: 1;
+}
+
+/* Responsive styles */
+@media (--breakpoint-min-md) {
+  .root {
+    padding: var(--mantine-spacing-lg);
+  }
+}
+```
+
+### Step 4: Update the Component TSX
+
+```tsx
+import cx from "classnames";
+import CS from "metabase/css/core/index.css";
+import { Box, Flex, Group, Stack, Text } from "metabase/ui";
+import S from "./ComponentName.module.css";
+
+// Dynamic props → cx() with conditional classes
+<Flex
+  className={cx(S.root, {
+    [S.active]: isActive,
+    [S.disabled]: disabled,
+  })}
+  align="center"
+  gap="sm"
+  p="md"
+  w="100%"
+>
+```
+
+### Step 5: Delete the `.styled.tsx` File
+
+Remove the old styled file entirely. Remove all imports of it from other files.
+
+### Step 6: Verify
+
+- Confirm zero `@emotion/styled` or `@emotion/react` imports remain in the migrated files
+- Confirm no static inline styles (dynamic runtime values are fine)
+- Confirm all colors use tokens, not raw hex/rgb values
+
+## Design System Token Reference
+
+### Mantine Style Props (use directly on components)
+
+**Spacing** (`p`, `px`, `py`, `pt`, `pb`, `pl`, `pr`, `m`, `mx`, `my`, `mt`, `mb`, `ml`, `mr`):
+
+- `"xs"` = 4px, `"sm"` = 8px, `"md"` = 16px, `"lg"` = 24px, `"xl"` = 32px
+- Custom: `rem(48)` for non-standard values (import `rem` from `metabase/ui`)
+
+**Dimensions** (`w`, `h`, `maw`, `mah`, `miw`, `mih`):
+
+- `"100%"`, `"100vh"`, `rem(400)`, etc.
+
+**Colors** (`c`, `bg`):
+
+- Text: `"text-primary"`, `"text-secondary"`, `"text-tertiary"`
+- Background: `"background-primary"`, `"background-secondary"`, `"background-hover"`
+- Brand: `"brand"`, `"error"`, `"success"`, `"warning"`
+
+**Typography** (`fz`, `fw`, `lh`, `ta`, `ff`):
+
+- Font size: `"xs"` = 11px, `"sm"` = 12px, `"md"` = 14px, `"lg"` = 17px, `"xl"` = 21px
+- Font weight: `"bold"`, `"normal"`, or numeric `700`
+- Line height: `"xs"` = 100%, `"sm"` = 115%, `"md"` = 122%, `"lg"` = 138%, `"xl"` = 150%
+- Text align: `"center"`, `"left"`, `"right"`
+
+**Flexbox** (`align`, `justify`, `gap`, `direction`, `wrap`, `flex`):
+
+- `align="center"`, `justify="space-between"`, `gap="sm"`, `direction="column"`, `wrap="nowrap"`
+- `flex={1}`, `flex="0 0 auto"`
+
+**Other**: `pos` (position), `display`
+
+**Responsive syntax**: `px={{ base: "md", md: "lg", lg: rem(48) }}`
+
+### CSS Variable Tokens (use in `.module.css` files)
+
+**Colors** — `var(--mb-color-<name>)`:
+
+- `--mb-color-text-primary`, `--mb-color-text-secondary`, `--mb-color-text-tertiary`
+- `--mb-color-background-primary`, `--mb-color-background-secondary`, `--mb-color-background-hover`
+- `--mb-color-border`, `--mb-color-border-strong`, `--mb-color-border-subtle`
+- `--mb-color-brand`, `--mb-color-brand-hover`
+- `--mb-color-error`, `--mb-color-success`, `--mb-color-warning`
+- `--mb-color-shadow`, `--mb-color-focus`
+- `--mb-color-accent0` through `--mb-color-accent7`
+
+**Mantine spacing** — `var(--mantine-spacing-<size>)`:
+
+- `--mantine-spacing-xs` (4px), `--mantine-spacing-sm` (8px), `--mantine-spacing-md` (16px), `--mantine-spacing-lg` (24px), `--mantine-spacing-xl` (32px)
+
+**Mantine radius** — `var(--mantine-radius-<size>)`:
+
+- `--mantine-radius-xs` (4px), `--mantine-radius-sm` (6px), `--mantine-radius-md` (8px), `--mantine-radius-xl` (40px)
+
+**Mantine font sizes** — `var(--mantine-font-size-<size>)`:
+
+- `--mantine-font-size-xs` (11px), `--mantine-font-size-sm` (12px), `--mantine-font-size-md` (14px), `--mantine-font-size-lg` (17px), `--mantine-font-size-xl` (21px)
+
+**Breakpoints** (in `.module.css` files):
+
+- `@media (--breakpoint-min-sm)` (40em / 640px)
+- `@media (--breakpoint-min-md)` (60em / 960px)
+- `@media (--breakpoint-min-lg)` (80em / 1280px)
+- `@media (--breakpoint-min-xl)` (120em / 1920px)
+- Also available: `--breakpoint-max-*` variants
+
+### Snap Hardcoded Literals to Nearest Design Token (CRITICAL)
+
+When migrating, **never carry over hardcoded `rem`/`px` values** from the original Emotion code. Instead, snap them to the nearest design system token. The original values were often arbitrary — the migration is an opportunity to align with the design system.
+
+**Spacing** — snap to the nearest Mantine spacing token:
+
+| Hardcoded value                   | Nearest token | Style prop   | CSS variable                   |
+| --------------------------------- | ------------- | ------------ | ------------------------------ |
+| `0.125rem` (2px)                  | `2px`         | `2` (number) | `2px` (keep literal, no token) |
+| `0.2rem` (3.2px), `0.25rem` (4px) | **xs** (4px)  | `"xs"`       | `var(--mantine-spacing-xs)`    |
+| `0.5rem` (8px)                    | **sm** (8px)  | `"sm"`       | `var(--mantine-spacing-sm)`    |
+| `0.75rem` (12px)                  | between sm/md | `rem(12)`    | `0.75rem` (no exact token)     |
+| `1rem` (16px)                     | **md** (16px) | `"md"`       | `var(--mantine-spacing-md)`    |
+| `1.5rem` (24px)                   | **lg** (24px) | `"lg"`       | `var(--mantine-spacing-lg)`    |
+| `2rem` (32px)                     | **xl** (32px) | `"xl"`       | `var(--mantine-spacing-xl)`    |
+
+**Border radius** — snap to the nearest Mantine radius token:
+
+| Hardcoded value  | Nearest token                 | CSS variable               |
+| ---------------- | ----------------------------- | -------------------------- |
+| `0.25rem` (4px)  | **xs** (4px)                  | `var(--mantine-radius-xs)` |
+| `0.375rem` (6px) | **sm** (6px)                  | `var(--mantine-radius-sm)` |
+| `0.5rem` (8px)   | **md** (8px)                  | `var(--mantine-radius-md)` |
+| `1rem`+ (16px+)  | **xl** (40px) or keep literal | `var(--mantine-radius-xl)` |
+
+**Font sizes** — snap to the nearest Mantine font size token:
+
+| Hardcoded value                  | Nearest token | Style prop | CSS variable                  |
+| -------------------------------- | ------------- | ---------- | ----------------------------- |
+| `0.6875rem` (11px)               | **xs** (11px) | `fz="xs"`  | `var(--mantine-font-size-xs)` |
+| `0.75rem` (12px)                 | **sm** (12px) | `fz="sm"`  | `var(--mantine-font-size-sm)` |
+| `0.875rem` (14px), `1rem` (16px) | **md** (14px) | `fz="md"`  | `var(--mantine-font-size-md)` |
+| `1.063rem` (17px)                | **lg** (17px) | `fz="lg"`  | `var(--mantine-font-size-lg)` |
+| `1.3rem` (21px)                  | **xl** (21px) | `fz="xl"`  | `var(--mantine-font-size-xl)` |
+
+**Rules:**
+
+- If the hardcoded value is within ~2px of a token, use the token
+- If it falls exactly between two tokens, prefer the smaller one (tighter is safer)
+- If no token is close (e.g., `48px` spacing), use `rem(48)` for style props or the literal value in CSS modules
+- This applies everywhere: style props, CSS module values, Icon `size` props, etc.
+
+## Common Migration Patterns
+
+### Pattern 1: Static Layout Container → Mantine Component
+
+**Before:**
+
+```tsx
+// Component.styled.tsx
+export const Container = styled.div`
+  display: flex;
+  align-items: center;
+  gap: 0.5rem;
+  padding: 1rem;
+  width: 100%;
+`;
+```
+
+**After:**
+
+```tsx
+<Flex align="center" gap="sm" p="md" w="100%">
+```
+
+### Pattern 2: Vertical Stack → Stack Component
+
+**Before:**
+
+```tsx
+export const Wrapper = styled.div`
+  display: flex;
+  flex-direction: column;
+  gap: 1.5rem;
+  padding: 2rem;
+`;
+```
+
+**After:**
+
+```tsx
+<Stack gap="lg" p="xl">
+```
+
+### Pattern 3: Dynamic Props → cx() with CSS Module Classes
+
+**Before:**
+
+```tsx
+export const Item = styled.div<{ isSelected: boolean; disabled: boolean }>`
+  color: ${(props) =>
+    props.disabled ? color("text-tertiary") : color("text-primary")};
+  background-color: ${(props) =>
+    props.isSelected ? color("brand") : "transparent"};
+  cursor: ${(props) => (props.disabled ? "default" : "pointer")};
+
+  &:hover {
+    color: ${(props) => !props.disabled && color("brand")};
+  }
+`;
+```
+
+**After (CSS module):**
+
+```css
+/* Item.module.css */
+.itemRoot {
+  color: var(--mb-color-text-primary);
+  cursor: pointer;
+
+  &:hover {
+    color: var(--mb-color-brand);
+  }
+}
+
+.selected {
+  background-color: var(--mb-color-brand);
+}
+
+.disabled {
+  color: var(--mb-color-text-tertiary);
+  cursor: default;
+
+  &:hover {
+    color: var(--mb-color-text-tertiary);
+  }
+}
+```
+
+**After (TSX):**
+
+```tsx
+<Box
+  className={cx(S.itemRoot, {
+    [S.selected]: isSelected,
+    [S.disabled]: disabled,
+  })}
+>
+```
+
+### Pattern 4: Extending a Component → Style Props First, CSS Module Only If Needed
+
+When a styled component wraps another component, first check if the styles can be expressed as style props on a Mantine wrapper or on the component itself. Only use a CSS module when properties genuinely need it.
+
+**Before:**
+
+```tsx
+export const CardIcon = styled(Icon)`
+  display: block;
+  flex: 0 0 auto;
+  color: var(--mb-color-brand);
+`;
+
+export const CardTitle = styled(Ellipsified)`
+  color: var(--mb-color-text-primary);
+  font-size: 1rem;
+  font-weight: bold;
+  margin-left: 1rem;
+`;
+```
+
+**After — style props on Mantine wrapper (preferred when ALL properties are expressible):**
+
+```tsx
+<Box display="block" flex="0 0 auto" c="brand">
+  <Icon {...icon} />
+</Box>
+<Box c="text-primary" fz="md" fw="bold" ml="md">
+  <Ellipsified>{title}</Ellipsified>
+</Box>
+```
+
+**After — CSS module (use only when component has pseudo-selectors or non-expressible styles):**
+
+```css
+.icon {
+  color: var(--mb-color-brand);
+  width: 1.5rem;
+  height: 1.5rem;
+  cursor: pointer;
+
+  &:hover {
+    color: var(--mb-color-brand-hover);
+  }
+}
+```
+
+```tsx
+<Icon className={S.icon} name="warning" />
+```
+
+### Pattern 4b: `styled.span` / `styled.p` with Text Styles → `Text` Component
+
+**Before:**
+
+```tsx
+export const Label = styled.span`
+  color: var(--mb-color-text-secondary);
+  font-weight: bold;
+`;
+
+export const Title = styled.span`
+  color: var(--mb-color-text-primary);
+  font-size: 1rem;
+  font-weight: bold;
+  margin-left: 0.5rem;
+`;
+```
+
+**After — `Text` component with style props (NO CSS module needed):**
+
+```tsx
+<Text component="span" c="text-secondary" fw="bold">
+  {label}
+</Text>
+
+<Text component="span" c="text-primary" fz="md" fw="bold" ml="sm">
+  {title}
+</Text>
+```
+
+`Text` renders as `<p>` by default. Use `component="span"` to render inline. All color, typography, and spacing props work directly — no CSS module needed for pure text styling.
+
+### Pattern 5: Keyframes Animation → CSS Module
+
+**Before:**
+
+```tsx
+const spin = keyframes`
+  from { transform: rotate(0deg); }
+  to { transform: rotate(360deg); }
+`;
+
+export const Spinner = styled.div`
+  animation: ${spin} 1s infinite linear;
+`;
+```
+
+**After (CSS module):**
+
+```css
+@keyframes spin {
+  from {
+    transform: rotate(0deg);
+  }
+  to {
+    transform: rotate(360deg);
+  }
+}
+
+.spinner {
+  animation: spin 1s infinite linear;
+}
+```
+
+**After (TSX):**
+
+```tsx
+<Box className={S.spinner} />
+```
+
+### Pattern 6: color() Function → CSS Variables
+
+| Emotion (JS)            | CSS Module                                                   | Mantine Style Prop          |
+| ----------------------- | ------------------------------------------------------------ | --------------------------- |
+| `color("brand")`        | `var(--mb-color-brand)`                                      | `c="brand"` or `bg="brand"` |
+| `color("text-primary")` | `var(--mb-color-text-primary)`                               | `c="text-primary"`          |
+| `color("border")`       | `var(--mb-color-border)`                                     | N/A (use CSS module)        |
+| `alpha("brand", 0.2)`   | `color-mix(in srgb, var(--mb-color-brand), transparent 80%)` | N/A (use CSS module)        |
+
+### Pattern 7: Responsive Spacing/Sizing → Responsive Style Props (NOT CSS Media Queries)
+
+When a styled component only changes spacing, sizing, or other style-prop-expressible values at breakpoints, use Mantine's responsive syntax instead of CSS module media queries.
+
+**Before:**
+
+```tsx
+export const CaptionRoot = styled.div`
+  margin-bottom: 1.5rem;
+
+  ${breakpointMinExtraLarge} {
+    margin-bottom: 2rem;
+  }
+`;
+```
+
+**After — responsive style prop (NO CSS module needed):**
+
+```tsx
+<Flex mb={{ base: "lg", xl: "xl" }}>
+```
+
+Breakpoint keys: `base` (default), `xs` (40em), `sm` (48em), `md` (60em), `lg` (80em), `xl` (120em).
+
+Only use CSS module `@media` queries when the responsive change involves non-style-prop properties (e.g., `box-shadow`, `border`, `cursor` changes at breakpoints).
+
+### Pattern 8: Dynamic Computed Styles → Inline Styles
+
+Inline styles are allowed **only** for truly dynamic values computed at runtime (e.g., widths, positions, colors from data). Everything else must use Mantine style props or CSS modules.
+
+**Before:**
+
+```tsx
+export const Bar = styled.div<{ width: number }>`
+  width: ${(props) => props.width}%;
+`;
+```
+
+**After:**
+
+```tsx
+<Box style={{ width: `${width}%` }} />
+```
+
+### Pattern 9: Core CSS Utility Classes (Discouraged)
+
+**Do NOT introduce new `CS` utility class usage.** Core CSS utilities (`CS` from `metabase/css/core/index.css`) are legacy and discouraged for new code. Prefer Mantine style props or CSS modules instead.
+
+If existing code already uses `CS` classes and you're not migrating that specific code, leave them alone. But when migrating Emotion → Mantine, replace with the proper alternative:
+
+| Instead of `CS.*`   | Use                                                     |
+| ------------------- | ------------------------------------------------------- |
+| `CS.overflowHidden` | CSS module: `overflow: hidden`                          |
+| `CS.cursorPointer`  | CSS module: `cursor: pointer`                           |
+| `CS.flex1`          | Style prop: `flex={1}`                                  |
+| `CS.flexNoShrink`   | Style prop: `flex="0 0 auto"`                           |
+| `CS.textBrandHover` | CSS module: `&:hover { color: var(--mb-color-brand); }` |
+
+### Pattern 10: Shared Emotion Styles Across Files → Shared CSS Module + cx()
+
+When Emotion exports a shared `css` block (like `animationStyles`) imported by many files, create ONE CSS module with the shared keyframe and a reusable class, then compose via `cx()`.
+
+**Before (Emotion — shared animation used by 13+ skeleton files):**
+
+```tsx
+// ChartSkeleton.styled.tsx — defines shared animation
+const fadingKeyframes = keyframes`
+  0% { opacity: 0.0625; }
+  50% { opacity: 0.125; }
+  100% { opacity: 0.0625; }
+`;
+export const animationStyles = css`
+  opacity: 0.1;
+  animation: ${fadingKeyframes} 1.5s infinite;
+`;
+
+// AreaSkeleton.styled.tsx — consumes it
+import { animationStyles } from ".../ChartSkeleton.styled";
+export const SkeletonImage = styled.svg`
+  ${animationStyles};
+  flex: 1 1 0;
+  margin-top: 1rem;
+  border-bottom: 1px solid currentColor;
+`;
+
+// BarSkeleton.styled.tsx — also consumes it
+import { animationStyles } from ".../ChartSkeleton.styled";
+export const SkeletonImage = styled.svg`
+  ${animationStyles};
+  flex: 1 1 0;
+  margin-top: 1rem;
+`;
+```
+
+**After — shared CSS module:**
+
+```css
+/* ChartSkeleton.module.css */
+@keyframes fading {
+  0% {
+    opacity: 0.0625;
+  }
+
+  50% {
+    opacity: 0.125;
+  }
+
+  100% {
+    opacity: 0.0625;
+  }
+}
+
+.animated {
+  opacity: 0.1;
+  animation: fading 1.5s infinite;
+}
+```
+
+**After — per-component CSS modules with own styles only:**
+
+```css
+/* AreaSkeleton.module.css */
+.skeletonImage {
+  flex: 1 1 0;
+  margin-top: 1rem;
+  border-bottom: 1px solid currentColor;
+}
+```
+
+```css
+/* BarSkeleton.module.css */
+.skeletonImage {
+  flex: 1 1 0;
+  margin-top: 1rem;
+}
+```
+
+**After — component TSX uses cx() to compose:**
+
+```tsx
+// AreaSkeleton.tsx
+import cx from "classnames";
+import ChartSkeletonS from "../ChartSkeleton/ChartSkeleton.module.css";
+import S from "./AreaSkeleton.module.css";
+
+const AreaSkeleton = (): JSX.Element => {
+  return (
+    <svg
+      className={cx(ChartSkeletonS.animated, S.skeletonImage)}
+      xmlns="http://www.w3.org/2000/svg"
+      viewBox="0 0 371 113"
+      preserveAspectRatio="none"
+    >
+      <path d="..." fill="currentColor" />
+    </svg>
+  );
+};
+```
+
+The shared module owns the `@keyframes` and the `.animated` class. Each consumer composes it with its own module class via `cx()`. No duplication of the keyframe definition.
+
+## Import Template
+
+```tsx
+import cx from "classnames"; // only if needed for conditional classes
+
+import { Box, Flex, Group, Stack, Text, rem } from "metabase/ui";
+
+import S from "./ComponentName.module.css"; // only if CSS module is needed
+```
+
+## Checklist Before Finishing
+
+- [ ] **MANTINE-FIRST CHECK**: Every CSS property that has a style prop equivalent (`c`, `bg`, `p`, `m`, `fw`, `fz`, `flex`, `gap`, `align`, `w`, `h`, etc.) is expressed as a style prop, NOT in a CSS module
+- [ ] `styled.span`/`styled.p` with only color/weight/size are replaced with `Text component="span"` + style props, NOT CSS module classes
+- [ ] `styled.div` with only layout props are replaced with `Flex`/`Stack`/`Group`/`Box` + style props, NOT CSS module classes
+- [ ] Responsive spacing/sizing uses responsive style props (`mb={{ base: "lg", xl: "xl" }}`), NOT CSS module `@media` queries
+- [ ] CSS modules are used ONLY for: pseudo-selectors, box-shadow, border, cursor, overflow, animation, transition, transform, or complex selectors
+- [ ] All `@emotion/styled` and `@emotion/react` imports removed from migrated files
+- [ ] The `.styled.tsx` file is deleted
+- [ ] All imports of the deleted styled file are updated
+- [ ] No static inline styles — `style={{ }}` used only for truly dynamic runtime values
+- [ ] All colors use design tokens (`c="brand"`, `var(--mb-color-brand)`), not raw hex/rgb
+- [ ] All spacing uses design tokens (`p="md"`, `var(--mantine-spacing-md)`), not arbitrary px values — hardcoded `rem`/`px` literals snapped to the nearest token (see mapping table above)
+- [ ] All border-radius values use radius tokens (`var(--mantine-radius-md)`), not hardcoded `0.5rem`
+- [ ] All font sizes use font-size tokens (`fz="md"`, `var(--mantine-font-size-md)`), not hardcoded `1rem`
+- [ ] Layout uses Mantine components (`Flex`, `Stack`, `Group`, `Box`, `Text`) not raw divs/spans with CSS
+- [ ] All CSS module class names use camelCase
+- [ ] No cascading/descendant selectors targeting raw elements — use direct class assignment instead
+- [ ] Component renders identically to the original (visually verify if possible)
+
+## Visual Verification with Screenshots (Optional — Only When Explicitly Asked)
+
+When the user explicitly asks to create before/after screenshots, use the Playwright MCP tools to capture them. This is NOT done by default — only when requested.
+
+Screenshots must be taken in **both light and dark mode** to verify token usage is correct in both themes.
+
+### Switching Color Scheme via API
+
+Toggle between light and dark mode using the Metabase settings API. Use Playwright's `browser_evaluate` or `browser_navigate` with fetch:
+
+```js
+// Switch to dark mode
+await fetch("/api/setting/color-scheme", {
+  method: "PUT",
+  headers: { "Content-Type": "application/json" },
+  body: JSON.stringify({ value: "dark" }),
+});
+
+// Switch to light mode
+await fetch("/api/setting/color-scheme", {
+  method: "PUT",
+  headers: { "Content-Type": "application/json" },
+  body: JSON.stringify({ value: "light" }),
+});
+```
+
+After switching, reload the page for the theme to take effect.
+
+### Process
+
+For each state (**after** = migrated code, **before** = stashed original), capture screenshots in both themes at both viewport widths. This produces **8 screenshots total**.
+
+1. **Take "after" screenshots first** (migrated code is already in place):
+
+   - Navigate to the page that renders the migrated components (`browser_navigate`)
+   - Wait for content to load (`browser_wait_for` with key text, or `textGone: "Loading..."`)
+   - Close the sidebar if it overlaps content on narrow viewports (`browser_click` the toggle button)
+   - **Light mode** (set `color-scheme` to `"light"` via API, reload):
+     - Desktop (1280x900): `after-light-desktop.png`
+     - Narrow (640x900), close sidebar: `after-light-narrow.png`
+   - **Dark mode** (set `color-scheme` to `"dark"` via API, reload):
+     - Desktop (1280x900): `after-dark-desktop.png`
+     - Narrow (640x900), close sidebar: `after-dark-narrow.png`
+
+2. **Stash changes to capture "before" screenshots**:
+
+   - Run `git stash --include-untracked` to temporarily revert to the Emotion version
+   - Repeat the same 4 screenshots with `before-` prefix:
+     - `before-light-desktop.png`, `before-light-narrow.png`
+     - `before-dark-desktop.png`, `before-dark-narrow.png`
+   - Run `git stash pop` to restore the migrated code
+
+3. **Restore the user's original color scheme** (set back to `"auto"` or whatever it was before).
+
+4. **Display all 8 screenshots** using the `Read` tool so the user can visually compare before/after in both themes at both viewport sizes.
+
+### Key Details
+
+- Save screenshots in the repo root (they will be untracked — user can delete after review)
+- The dev server must be running (typically `http://localhost:3000`)
+- Use `browser_snapshot` to find element refs when you need to click buttons (e.g., sidebar toggle)
+- The greeting text on the home page changes randomly on each load — this is expected, not a regression
+- If the page being tested is not the home page, navigate to the correct URL that exercises the migrated components
+- Dark mode screenshots are critical for verifying that CSS variable tokens (`var(--mb-color-*)`) are used correctly — hardcoded colors will look wrong in dark mode

.clj-kondo/config.edn

@@ -176,8 +176,10 @@
      clojure.core.async/to-chan!
      clojure.core.async/to-chan!!
      metabase.channel.core/send!
+     metabase.warehouses.models.database/assert-not-h2!
      metabase.driver.sql-jdbc.execute/execute-prepared-statement!
      metabase.notification.models/create-notification!
+     metabase.oauth-server.core/reset-provider!
      metabase.pulse.send/send-pulse!
      metabase-enterprise.transforms-python.python-runner-test/execute!
      ;; Workspace isolation functions are safe in parallel tests because they operate on
@@ -552,6 +554,7 @@
    metabase-enterprise.cache.config-test/with-temp-persist-models                                                            hooks.common/with-seven-bindings
    metabase-enterprise.dependencies.api-test/with-dependents-test!                                                           hooks.common/with-two-bindings
    metabase-enterprise.metabot-v3.tools.dependencies-test/with-dependent-transforms!                                         hooks.common/with-two-bindings
+   metabase-enterprise.metabot.tools.dependencies-test/with-dependent-transforms!                                            hooks.common/with-two-bindings
    metabase-enterprise.semantic-search.db.connection/with-migrate-tx                                                         hooks.common/let-one-with-optional-value
    metabase-enterprise.serialization.api-test/with-serialization-test-data!                                                  hooks.common/with-three-bindings
    metabase-enterprise.serialization.test-util/with-temp-dpc                                                                 hooks.toucan2.tools.with-temp/with-temp
@@ -793,7 +796,7 @@
     :private-call                                        {:level :off}
     :metabase/defsetting-must-specify-export             {:level :off}
     :metabase/defsetting-namespace                       {:level :off}
-    :metabase/test-helpers-use-non-thread-safe-functions {:level :warning} ; more config in `.clj-kondo/config/test-helpers/config.edn
+    :metabase/test-helpers-use-non-thread-safe-functions {:level :warning} ; more config in `.clj-kondo/config/test-helpers/config.edn`
 
     :discouraged-var
     {metabase.driver/database-supports? {:level :off}

.clj-kondo/config/test-helpers/config.edn

@@ -110,6 +110,7 @@
      metabase.settings.models.setting-test/test-user-local-allowed-setting!
      metabase.settings.models.setting-test/test-user-local-only-setting!
      metabase.settings.models.setting.cache/restore-cache!
+     metabase.settings.models.setting/log-deprecated-env-var-usage!
      metabase.settings.models.setting/set!
      metabase.settings.models.setting/validate-settings-formatting!
      metabase.setup.core/create-token!

.github/actions/upload-test-results/action.yml

@@ -50,13 +50,18 @@ runs:
         aws s3 cp ${OUTPUT_FILE}.zip s3://$BUCKET/$DATE/$GITHUB_RUN_ID/$GITHUB_RUN_ATTEMPT/
 
     - name: Upload results to Trunk
-      if: always() # Important! This step must always run because it controls job's exit code.
+      # Important!
+      # 1. This step must always run because it controls job's exit code.
+      # 2. There's no point in running this outside the organization
+      if: always() && github.repository_owner == 'metabase'
       uses: trunk-io/analytics-uploader@main
+      env:
+        TRUNK_REPO_URL: git@github.com:metabase/metabase.git
       with:
         junit-paths: ${{ inputs.input-path }}
         variant: ${{ inputs.variant || inputs.output-name }}
         org-slug: metabase
-        dry-run: ${{ github.event_name == 'pull_request' && github.event.pull_request.draft == true }} # quarantine, but do not upload results
+        dry-run: ${{ (github.event_name == 'pull_request' && github.event.pull_request.draft == true) || github.repository != 'metabase/metabase' }} # quarantine, but do not upload results
         token: ${{ inputs.trunk-api-token }}
         use-cache: true
         previous-step-outcome: ${{ inputs.previous-step-outcome }}

.github/file-paths.yaml

@@ -200,6 +200,10 @@ cljs:
   - ".github/workflows/cljs.yml"
   - "shadow-cljs.edn"
 
+serialization_baseline:
+  - ".github/workflows/serialization.yml"
+  - "test_resources/serialization_baseline/**"
+
 openapi:
   - ".github/workflows/openapi.yml"
   - "src/metabase/api/**"

.github/scripts/build-e2e-matrix.unit.spec.js

@@ -3,7 +3,7 @@ const { buildMatrix } = require("./build-e2e-matrix");
 describe("buildMatrix", () => {
   const options = {
     java: "11",
-    defaultRunner: "ubuntu-22.04",
+    defaultRunner: "${{ vars.DEFAULT_RUNNER_KEY }}",
   };
   const testBuildMatrix = (entry, chunks) =>
     buildMatrix(options, entry, chunks);

.github/scripts/setup-python-runner.sh

@@ -19,7 +19,7 @@ while [[ $# -gt 0 ]]; do
 done
 
 echo "Cloning python-runner repository..."
-git clone --depth 1 -b extensible-resource-schema https://${METABASE_AUTOMATION_USER_TOKEN}@github.com/metabase/python-runner-container.git python-runner
+git clone --depth 1 https://${METABASE_AUTOMATION_USER_TOKEN}@github.com/metabase/python-runner-container.git python-runner
 
 if [ "$SKIP_START" = false ]; then
   echo "Starting python-runner..."

.github/team.json

@@ -1,13 +1,13 @@
 {
   "teams": [
     {
-      "name": "Querying",
-      "label": ".Team/Querying",
+      "name": "Querying Platform",
+      "label": ".Team/QueryingPlatform",
       "members": [
         "bshepherdson",
         "metamben",
         "rileythomp",
-        "camsual"
+        "camsaul"
       ]
     },
     {
@@ -106,7 +106,8 @@
         "kamilmielnik",
         "stasgavrylov",
         "uladzimirdev",
-        "egorgrushin"
+        "egorgrushin",
+        "metatyb"
       ]
     },
     {

.github/workflows/app-db.yml

@@ -14,7 +14,7 @@ concurrency:
 jobs:
   be-tests-mariadb:
     if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     strategy:
       fail-fast: false
@@ -22,12 +22,12 @@ jobs:
         version:
           - name: MariaDB 10.6
             junit-name: be-tests-mariadb-10-6-ee
-            image: circleci/mariadb:10.6
+            image: metabase/mariadb:10.6 # https://github.com/metabase/metabase-mariadb-docker-image
             env:
               enable-ssl-tests: 'false'
           - name: MariaDB Latest
             junit-name: be-tests-mariadb-latest-ee
-            image: circleci/mariadb:latest
+            image: mariadb:latest
             env:
               enable-ssl-tests: 'false'
         job:
@@ -57,8 +57,8 @@ jobs:
         ports:
           - "3306:3306"
         env:
-          MYSQL_ALLOW_EMPTY_PASSWORD: true
-          MYSQL_DATABASE: circle_test
+          MARIADB_ALLOW_EMPTY_ROOT_PASSWORD: true
+          MARIADB_DATABASE: mb_test
     env:
       # Only run old migrations tests on pushes to master or release branches. All other branches should skip tests
       # with the tag `mb/old-migrations-test`. `__ADDITIONAL_EXCLUDED_TAG__` is not used anywhere outside of splicing
@@ -81,7 +81,7 @@ jobs:
       MB_DB_TYPE: mysql
       MB_DB_HOST: localhost
       MB_DB_PORT: 3306
-      MB_DB_DBNAME: circle_test
+      MB_DB_DBNAME: mb_test
       MB_DB_USER: root
       MB_MYSQL_TEST_USER: root
       #
@@ -128,7 +128,7 @@ jobs:
 
   be-tests-mysql:
     if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     strategy:
       fail-fast: false
@@ -136,7 +136,7 @@ jobs:
         version:
           - name: MySQL 8.4
             junit-name: be-tests-mysql-8-4-ee
-            image: cimg/mysql:8.4
+            image: mysql:8.4
             env:
               enable-ssl-tests: 'false'
               enable-aws-iam-tests: 'false'
@@ -174,7 +174,7 @@ jobs:
           - "3306:3306"
         env:
           MYSQL_ALLOW_EMPTY_PASSWORD: true
-          MYSQL_DATABASE: circle_test
+          MYSQL_DATABASE: mb_test
     env:
       # Only run old migrations tests on pushes to master or release branches. All other branches should skip tests
       # with the tag `mb/old-migrations-test`. `__ADDITIONAL_EXCLUDED_TAG__` is not used anywhere outside of splicing
@@ -197,7 +197,7 @@ jobs:
       MB_DB_TYPE: mysql
       MB_DB_HOST: localhost
       MB_DB_PORT: 3306
-      MB_DB_DBNAME: circle_test
+      MB_DB_DBNAME: mb_test
       MB_DB_USER: root
       MB_MYSQL_TEST_USER: root
       #
@@ -252,7 +252,7 @@ jobs:
 
   be-tests-postgres:
     if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     strategy:
       fail-fast: false
@@ -366,7 +366,7 @@ jobs:
       - be-tests-mariadb
       - be-tests-mysql
       - be-tests-postgres
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     name: app-db-tests-result
     if: always() && !cancelled()

.github/workflows/athena.yml

@@ -11,7 +11,7 @@ on:
 jobs:
   deploy:
     name: Publish Athena JDBC Driver
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     steps:
       - name: Check out the code

.github/workflows/auto-assign.yml

@@ -7,7 +7,7 @@ on:
 
 jobs:
   update_pr:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
 
     steps:
       - uses: tibdex/github-app-token@v2.1.0

.github/workflows/auto-backport.yml

@@ -20,7 +20,7 @@ jobs:
           github.event.label.name == 'triple-backport'
         )
       )
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     steps:
       - uses: actions/checkout@v4
         with:

.github/workflows/backend-cloverage.yml

@@ -17,7 +17,7 @@ on:
 
 jobs:
   setup-oss:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     outputs:
       modules: ${{ steps.get-modules.outputs.modules }}
     steps:
@@ -31,7 +31,7 @@ jobs:
     needs: setup-oss
     # don't run this workflow on a cron for forks
     if: ${{ github.event_name != 'schedule' || github.repository == 'metabase/metabase' }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 30
     strategy:
       fail-fast: false
@@ -64,7 +64,7 @@ jobs:
           flags: back-end
 
   setup-ee:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     outputs:
       modules: ${{ steps.get-modules.outputs.modules }}
     steps:
@@ -78,7 +78,7 @@ jobs:
     needs: setup-ee
     # don't run this workflow on a cron for forks
     if: ${{ github.event_name != 'schedule' || github.repository == 'metabase/metabase' }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 30
     strategy:
       fail-fast: false

.github/workflows/backend.yml

@@ -14,7 +14,7 @@ concurrency:
 jobs:
   be-linter-clj-kondo:
     if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     name: Clj-Kondo
     steps:
@@ -26,7 +26,7 @@ jobs:
 
   be-linter-eastwood:
     if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 20
     name: Eastwood
     steps:
@@ -37,20 +37,20 @@ jobs:
         name: Run Eastwood linter
 
   be-linter-eastwood-test:
-    if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
+    if: ${{ !inputs.skip && github.ref_name == 'master' }}
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 30
-    name: Eastwood (test)
+    name: Eastwood (tests only)
     steps:
       - uses: actions/checkout@v4
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
       - run: clojure -X:dev:ee:ee-dev:drivers:drivers-dev:test:eastwood/test
-        name: Run Eastwood linter on tests
+        name: Run Eastwood linter on our backend tests
 
   be-tests:
     if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     strategy:
       fail-fast: false
@@ -167,7 +167,7 @@ jobs:
   # as `:dev` dependencies). See #27009 for more context.
   be-check:
     if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     strategy:
       matrix:
@@ -183,7 +183,7 @@ jobs:
 
   be-cljfmt:
     if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     name: Cljfmt
     steps:
@@ -202,7 +202,7 @@ jobs:
       - be-check
       - be-tests
     if: always() && !cancelled()
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     env:
       needs: ${{ toJson(needs) }}

.github/workflows/backport-reminder.yml

@@ -10,7 +10,7 @@ on:
 jobs:
   backport-reminder:
     name: Decide whether to backport or not
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     steps:
       - uses: jesusvasquez333/verify-pr-label-action@v1.4.0

.github/workflows/block-master-source-branch-prs.yml

@@ -5,7 +5,7 @@ on:
 
 jobs:
   check-source-branch:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     steps:
       - name: Block master branch PRs
         if: github.head_ref == 'master'

.github/workflows/build-for-release.yml

@@ -14,7 +14,7 @@ on:
 
 jobs:
   start-message:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     steps:
       - uses: actions/checkout@v4
@@ -45,7 +45,7 @@ jobs:
             }).catch(console.error);
 
   trigger-milestone-check:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     needs: start-message
     steps:
@@ -66,7 +66,7 @@ jobs:
 
 
   check-version:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     outputs:
       ee: ${{ fromJson(steps.canonical_version.outputs.result).ee }}
@@ -118,7 +118,7 @@ jobs:
           return versions;
 
   check-commit:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     steps:
     - name: Check out the code to verify the release branch
@@ -150,7 +150,7 @@ jobs:
         git checkout -
 
   get-build-requirements:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     outputs:
       java_version: ${{ fromJson(steps.dependencies.outputs.result).java_version }}
@@ -185,7 +185,7 @@ jobs:
 
   build-uberjar-for-release:
     needs: [check-version, check-commit, get-build-requirements]
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 50
     strategy:
       matrix:

.github/workflows/build-scripts.yml

@@ -10,7 +10,7 @@ on:
 jobs:
 
   test-build-scripts:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     steps:
     - uses: actions/checkout@v4
     - name: Prepare back-end environment

.github/workflows/cache-generator.yml

@@ -39,7 +39,8 @@ concurrency:
 
 jobs:
   get-cache-keys:
-    runs-on: ubuntu-22.04
+    if: ${{ github.event_name != 'schedule' || github.repository == 'metabase/metabase' }}
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     steps:
       - uses: actions/checkout@v4
       - name: Get cache keys
@@ -52,7 +53,7 @@ jobs:
       cypress-cache-key: ${{ steps.get-cache-keys.outputs.cypress-cache-key }}
 
   generate-caches:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 30
     needs: get-cache-keys
     env:

.github/workflows/check-backport-script.yml

@@ -7,7 +7,7 @@ on:
 
 jobs:
   check-backport-script:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     steps:
       - name: Checkout code
         uses: actions/checkout@v4

.github/workflows/check-milestone.yml

@@ -15,7 +15,7 @@ on:
 jobs:
   set-milestone:
     name: Automatically set milestone
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 30
     env:
       isNewReleaseBranch: ${{ github.event_name == 'workflow_dispatch' }}

.github/workflows/chromatic.yml

@@ -14,7 +14,7 @@ concurrency:
 jobs:
   files-changed:
     name: Check which files changed
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 3
     outputs:
       frontend_all: ${{ steps.changes.outputs.frontend_all }}
@@ -30,7 +30,7 @@ jobs:
   fe-chromatic:
     needs: files-changed
     if: contains(github.event.pull_request.labels.*.name, 'chromatic') || (github.ref_name == 'master' && needs.files-changed.outputs.frontend_all == 'true')
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     steps:
       - name: Checkout repository
         uses: actions/checkout@v4

.github/workflows/claude-code-bug-fix.yml

@@ -1,360 +0,0 @@
-name: "Claude Code Bug Fix"
-
-on:
-  issues:
-    types:
-      - labeled
-  pull_request_review:
-    types:
-      - submitted
-  workflow_dispatch:
-    inputs:
-      issue_number:
-        description: "Issue number to fix"
-        required: true
-        type: string
-      override_employee_check:
-        description: "Override employee check for issue creator"
-        required: false
-        default: false
-        type: boolean
-
-jobs:
-  auto-fix-bug:
-    runs-on: ubuntu-latest
-    timeout-minutes: 30
-    permissions:
-      contents: write
-      issues: write
-      pull-requests: write
-      id-token: write
-    if: |
-      (github.event_name == 'issues' && github.event.label.name == 'Claude Bug Fix' && github.event.issue.state == 'open') ||
-      (github.event_name == 'workflow_dispatch') ||
-      (github.event_name == 'pull_request_review' && github.event.review.state == 'changes_requested' && startsWith(github.event.pull_request.head.ref, 'claude-fix/'))
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-          token: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Get issue data and check employee status
-        id: get_issue
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ secrets.GITHUB_TOKEN }}
-          script: |
-            const { getIssueData } = require('${{ github.workspace }}/.github/scripts/get-issue-data.js');
-
-            try {
-              const result = await getIssueData({
-                context,
-                github,
-                manualIssueNumber: '${{ github.event.inputs.issue_number }}'
-              });
-
-              const { issueNumber, issueData, employeeComments, prReviews, triggerType, isIssueAuthorEmployee } = result;
-
-              // Check employee status and fail if not authorized
-              if (!result.isIssueAuthorEmployee && '${{ github.event.inputs.override_employee_check }}' !== 'true') {
-                  core.setFailed(`User ${result.issueData.user.login} is not a Metabase employee. Skipping bug fix automation.`);
-              }
-
-              core.setOutput('issue_number', issueNumber);
-              core.setOutput('issue_data', JSON.stringify(issueData));
-              core.setOutput('issue_comments', JSON.stringify(employeeComments));
-              core.setOutput('pr_reviews', JSON.stringify(prReviews));
-              core.setOutput('trigger_type', triggerType);
-            } catch (error) {
-              core.setFailed(error.message);
-            }
-
-      - name: Find linked Linear issue
-        id: find_linear
-        continue-on-error: true
-        uses: actions/github-script@v7
-        env:
-          LINEAR_API_KEY: ${{ secrets.LINEAR_API_KEY }}
-          ISSUE_NUMBER: ${{ steps.get_issue.outputs.issue_number }}
-        with:
-          script: |
-            const { findLinearIssue } = require('${{ github.workspace }}/.github/scripts/find-linear-issue.js');
-
-            const githubIssueUrl = `https://github.com/${context.repo.owner}/${context.repo.repo}/issues/${process.env.ISSUE_NUMBER}`;
-
-            const result = await findLinearIssue({
-              githubIssueUrl,
-              linearApiKey: process.env.LINEAR_API_KEY
-            });
-
-            if (result.success) {
-              console.log(`Found Linear issue: ${result.issue}`);
-              core.setOutput('linear_issue', result.issue);
-            } else {
-              console.log(`Could not find Linear issue: ${result.message}`);
-            }
-
-      - name: Set up git configuration
-        run: |
-          git config --global user.name "Claude Code[bot]"
-          git config --global user.email "noreply@anthropic.com"
-
-      - name: Prepare issue context and bug fix prompt
-        id: prepare_prompt
-        uses: actions/github-script@v7
-        env:
-          ISSUE_DATA: ${{ steps.get_issue.outputs.issue_data }}
-          ISSUE_COMMENTS: ${{ steps.get_issue.outputs.issue_comments }}
-          PR_REVIEWS: ${{ steps.get_issue.outputs.pr_reviews }}
-          TRIGGER_TYPE: ${{ steps.get_issue.outputs.trigger_type }}
-        with:
-          script: |
-            const issueData = JSON.parse(process.env.ISSUE_DATA);
-            const issueComments = JSON.parse(process.env.ISSUE_COMMENTS);
-            const prReviews = JSON.parse(process.env.PR_REVIEWS);
-            const triggerType = process.env.TRIGGER_TYPE;
-            const issueNumber = '${{ steps.get_issue.outputs.issue_number }}';
-
-            // Convert issue title to kebab case and create branch name
-            const issueTitle = issueData.title || 'untitled';
-            const kebabTitle = issueTitle
-              .toLowerCase()
-              .replace(/[^a-z0-9]+/g, '-')
-              .replace(/^-+|-+$/g, '')
-              .replace(/-+/g, '-')
-              .substring(0, 50);
-            const branchName = `claude-fix/issue-${issueNumber}-${kebabTitle}`;
-
-            // Format data for bash environment
-            const formattedComments = issueComments.length > 0
-              ? issueComments.map(comment =>
-                  `**Comment by @${comment.user.login} on ${comment.created_at}:**\n${comment.body}`
-                ).join('\n\n---\n\n')
-              : '';
-            const formattedReviews = prReviews.length > 0
-              ? prReviews.map(review =>
-                  `**Review by @${review.user.login} on ${review.submitted_at} (Changes Requested):**\n${review.body || 'No review comment provided'}`
-                ).join('\n\n---\n\n')
-              : '';
-
-            core.exportVariable('BRANCH_NAME', branchName);
-            core.exportVariable('ISSUE_NUMBER', issueNumber);
-            core.exportVariable('ISSUE_TITLE', issueData.title);
-            core.exportVariable('ISSUE_AUTHOR', issueData.user.login);
-            core.exportVariable('ISSUE_CREATED', issueData.created_at);
-            core.exportVariable('ISSUE_BODY', issueData.body || 'No description provided');
-            core.exportVariable('ISSUE_COMMENTS_FORMATTED', formattedComments);
-            core.exportVariable('PR_REVIEWS_FORMATTED', formattedReviews);
-            core.exportVariable('TRIGGER_TYPE', triggerType);
-
-      - name: Generate bug fix prompt
-        run: |
-          cat << 'EOF' >> $GITHUB_ENV
-          BUG_FIX_PROMPT<<PROMPT_END
-          You are helping to fix a bug reported in GitHub issue #${{ env.ISSUE_NUMBER }}.
-
-          ## Bug Report Details
-          **Title:** ${{ env.ISSUE_TITLE }}
-          **Reporter:** ${{ env.ISSUE_AUTHOR }}
-          **Created:** ${{ env.ISSUE_CREATED }}
-
-          **Description:**
-          ${{ env.ISSUE_BODY }}
-
-          **Comments:**
-          ${{ env.ISSUE_COMMENTS_FORMATTED }}
-          EOF
-
-          # Add review feedback section only if this is a review trigger
-          if [ "${{ env.TRIGGER_TYPE }}" = "pull_request_review" ]; then
-            cat << 'EOF' >> $GITHUB_ENV
-
-          ## Previous Fix Attempt - Review Feedback (MUST ADDRESS)
-          Your previous automated fix attempt received the following feedback that needs to be addressed:
-
-          ${{ env.PR_REVIEWS_FORMATTED }}
-          EOF
-          fi
-
-          # Add the rest of the prompt (always the same)
-          cat << 'EOF' >> $GITHUB_ENV
-
-          ## Instructions
-          1. **Analyze the issue description and comments** - Understand what the issue is describing
-             a. Pay particular attention to reproduction steps and if there's an agreed upon fix.
-          2. **Search the codebase** - Use Grep and Glob tools to find relevant files
-          3. **Implement a fix** - Use the appropriate write skill based on the file types:
-             - Use clojure-write for Clojure/ClojureScript files
-             - Use typescript-write for TypeScript/JavaScript files
-             - Follow the coding standards and patterns in each skill
-          4. **Test the fix** - Run appropriate tests as specified in the skills
-          5. **Verify the fix** - Ensure tests pass and code follows conventions
-
-          ## Important Guidelines
-          - Use the appropriate write skill for the language you're working in
-          - Write failing tests first, then fix them
-          - Work in small, testable increments
-          - Don't commit changes - leave that for the workflow
-          - IMPORTANT: Focus only on fixing the reported bug, don't make unrelated changes
-
-          ## Scratchpad Directory
-          A `.claude-scratchpad/` directory has been created for your temporary files:
-          - Use this directory for ALL temporary verification files. However, prefer using production test files rather than adhoc ones.
-          - Only modify actual production code in the main repository directories
-          - The scratchpad will be cleaned up automatically - nothing from it will be committed
-
-          Start by understanding the bug and then systematically work toward a solution.
-          PROMPT_END
-          EOF
-
-      - name: Determine branch strategy
-        run: |
-          BRANCH_NAME="${{ env.BRANCH_NAME }}"
-          if git branch -r --list "origin/${BRANCH_NAME}" | grep -q .; then
-            echo "Branch already exists: $BRANCH_NAME"
-            echo "Will push to existing branch and skip PR creation"
-            echo "BRANCH_EXISTS=true" >> $GITHUB_ENV
-          else
-            echo "Creating new branch: $BRANCH_NAME"
-            echo "Will create new PR"
-            echo "BRANCH_EXISTS=false" >> $GITHUB_ENV
-          fi
-
-          # Export the branch name
-          echo "BRANCH_NAME=$BRANCH_NAME" >> $GITHUB_ENV
-
-      - name: Create scratchpad directory for Claude
-        run: |
-          # Create a scratchpad directory for Claude to use for temporary files
-          mkdir -p .claude-scratchpad
-          echo "Scratchpad directory created for Claude's temporary verification files"
-
-      - name: Prepare front-end environment
-        uses: ./.github/actions/prepare-frontend
-
-      - name: Prepare back-end environment
-        uses: ./.github/actions/prepare-backend
-
-      - name: Generate GitHub App Token for Claude
-        uses: actions/create-github-app-token@v1
-        id: claude-app-token
-        with:
-          app-id: ${{ secrets.METABASE_BOT_APP_ID }}
-          private-key: ${{ secrets.METABASE_BOT_APP_PRIVATE_KEY }}
-
-      - name: Generate Bug Fix with Claude Code
-        uses: anthropics/claude-code-action@v1
-        with:
-          anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
-          github_token: ${{ steps.claude-app-token.outputs.token }}
-          prompt: ${{ env.BUG_FIX_PROMPT }}
-          claude_args: |
-            --allowedTools "Bash(bun run test-unit*),Bash(bun run lint-eslint-pure),Bash(./bin/mage*),Bash(clojure*),Bash(find*),Bash(ls*),Bash(grep*),Write,Read,Glob,Grep,Edit,MultiEdit"
-            --disallowedTools "Bash(git commit*),Bash(git push*),Bash(gh*)"
-
-      - name: Clean up scratchpad directory
-        run: |
-          # Remove the scratchpad directory so its contents don't get committed
-          rm -rf .claude-scratchpad/
-          # Remove output file generated by Claude Code action
-          rm -f output.txt
-          echo "Scratchpad directory and action output files cleaned up"
-
-      - name: Check for changes and analysis
-        id: check_changes
-        run: |
-          # Now check for actual code changes (excluding analysis file)
-          if [ -n "$(git status --porcelain)" ]; then
-            echo "has_changes=true" >> $GITHUB_OUTPUT
-            echo "Changes detected:"
-            git status --short
-          else
-            echo "has_changes=false" >> $GITHUB_OUTPUT
-            echo "No changes made by Claude."
-          fi
-
-      - name: Get issue team labels and prepare reviewers
-        if: steps.check_changes.outputs.has_changes == 'true'
-        id: prepare_reviewers
-        uses: actions/github-script@v7
-        env:
-          ISSUE_DATA: ${{ steps.get_issue.outputs.issue_data }}
-        with:
-          script: |
-            const issueData = JSON.parse(process.env.ISSUE_DATA);
-            const issueLabels = issueData.labels.map(label => label.name);
-            const teamLabels = issueLabels.filter(label => label.startsWith('.Team/'));
-            const issueCreator = issueData.user.login;
-            core.setOutput('team_labels', teamLabels.join(','));
-            core.setOutput('reviewers', issueCreator);
-
-      - name: Create Pull Request
-        id: create_pr
-        if: steps.check_changes.outputs.has_changes == 'true'
-        uses: peter-evans/create-pull-request@v6
-        with:
-          token: ${{ secrets.GITHUB_TOKEN }}
-          branch: ${{ env.BRANCH_NAME }}
-          base: master
-          commit-message: |
-            Fix: ${{ env.ISSUE_TITLE }}
-
-            Fixes #${{ env.ISSUE_NUMBER }}
-
-            🤖 Generated with [Claude Code](https://claude.ai/code)
-
-            Co-Authored-By: Claude <noreply@anthropic.com>
-          committer: "Claude Code[bot] <noreply@anthropic.com>"
-          author: "Claude Code[bot] <noreply@anthropic.com>"
-          title: "Fix: ${{ env.ISSUE_TITLE }}"
-          body: |
-            This PR automatically fixes the bug reported in #${{ env.ISSUE_NUMBER }}.
-
-            ${{ steps.find_linear.outputs.linear_issue && format('Closes {0}', steps.find_linear.outputs.linear_issue) || '' }}
-
-            ## Bug Report
-            **Original Issue:** #${{ env.ISSUE_NUMBER }}
-            **Reporter:** @${{ env.ISSUE_AUTHOR }}
-            **Issue Title:** ${{ env.ISSUE_TITLE }}
-
-            ## Automated Fix
-            🤖 This fix was generated automatically by Claude Code based on the issue description.
-
-            **Please review carefully:**
-            - [ ] The fix addresses the reported issue
-            - [ ] Tests pass and code follows conventions
-            - [ ] No unrelated changes were introduced
-            - [ ] The solution is appropriate and maintainable
-
-            ## Next Steps
-            - Review the changes and test thoroughly
-            - If the fix looks good, approve and merge
-            - If issues are found, either fix them or close this PR
-
-            ---
-
-            🤖 Generated with [Claude Code](https://claude.ai/code)
-
-            Co-Authored-By: Claude <noreply@anthropic.com>
-          labels: |
-            ${{ steps.prepare_reviewers.outputs.team_labels }}
-            automated-fix
-            ci skip
-          reviewers: ${{ steps.prepare_reviewers.outputs.reviewers }}
-          assignees: ${{ github.actor }}
-
-      - name: Log existing branch update
-        if: steps.check_changes.outputs.has_changes == 'true' && env.BRANCH_EXISTS == 'true'
-        uses: actions/github-script@v7
-        with:
-          script: |
-            console.log('🔄 Updated existing branch: ${{ env.BRANCH_NAME }}');
-            console.log('The changes have been pushed to the existing PR for this issue.');
-
-      - name: Log analysis for no changes
-        if: steps.check_changes.outputs.has_changes == 'false'
-        uses: actions/github-script@v7
-        with:
-          script: |
-            console.log('🤖 No code changes were made by Claude.');

.github/workflows/cljs.yml

@@ -14,7 +14,7 @@ concurrency:
 jobs:
   files-changed:
     name: Check which files changed
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 3
     outputs:
       cljs: ${{ steps.changes.outputs.cljs }}
@@ -30,7 +30,7 @@ jobs:
   shared-tests-cljs:
     needs: files-changed
     if: needs.files-changed.outputs.cljs == 'true'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 15
     steps:
     - uses: actions/checkout@v4

.github/workflows/codeql.yml

@@ -10,7 +10,7 @@ on:
 jobs:
   files-changed:
     name: Check which files changed
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 3
     outputs:
       codeql: ${{ steps.changes.outputs.codeql }}
@@ -25,7 +25,7 @@ jobs:
   analyze:
     needs: files-changed
     if: needs.files-changed.outputs.codeql == 'true'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     steps:
     - name: Checkout repository
       uses: actions/checkout@v4

.github/workflows/codespell.yml

@@ -8,7 +8,8 @@ on:
 
 jobs:
   codespell:
-    runs-on: ubuntu-latest
+    if: ${{ github.event_name != 'schedule' || github.repository == 'metabase/metabase' }}
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 30
     permissions:
       contents: write

.github/workflows/containerize-jar.yml

@@ -48,7 +48,7 @@ on:
 
 jobs:
   containerize:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 15
     outputs:
       platforms: ${{ steps.platforms.outputs.result }}
@@ -117,7 +117,7 @@ jobs:
           bin/docker/.
 
   verify-docker-pull:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     needs: containerize
     timeout-minutes: 15
     steps:

.github/workflows/containerize-uberjar.yml

@@ -6,7 +6,7 @@ on:
 
 jobs:
   get-container-info:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     name: Get container info
     outputs:
@@ -68,7 +68,7 @@ jobs:
     strategy:
       matrix:
         edition: ${{ fromJson(needs.get-container-info.outputs.editions) }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     name: Run Trivy vulnerability scanner
     steps:
       - name: Check out the code
@@ -76,7 +76,7 @@ jobs:
         with:
           ref: ${{ github.event.inputs.commit || github.event.pull_request.head.sha || github.sha }}
       - name: Run Trivy vulnerability scanner
-        uses: aquasecurity/trivy-action@0.29.0
+        uses: aquasecurity/trivy-action@57a97c7e7821a5776cebc9bb87c984fa69cba8f1
         env:
           TRIVY_OFFLINE_SCAN: true
           repo: ${{ fromJson(needs.get-container-info.outputs[matrix.edition]).repo }}
@@ -85,7 +85,6 @@ jobs:
           image-ref: docker.io/${{ env.repo }}:${{ env.tag }}
           format: sarif
           output: trivy-results.sarif
-          version: "v0.57.1"
       - name: Upload Trivy scan results to GitHub Security tab
         uses: github/codeql-action/upload-sarif@v3
         with:
@@ -94,7 +93,7 @@ jobs:
   post-comment:
     needs: [get-container-info, containerize]
     if: github.event_name == 'pull_request'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     name: Post PR comment
     steps:
       - name: Check out the code

.github/workflows/conventional-commit-pr-title-reminder.yml

@@ -8,7 +8,7 @@ on:
 jobs:
   files-changed:
     name: Check which files changed
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 3
     outputs:
       frontend_embedding_sources: ${{ steps.changes.outputs.frontend_embedding_sources }}
@@ -22,7 +22,7 @@ jobs:
           filters: .github/file-paths.yaml
 
   pr-title-reminder:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     permissions:
       pull-requests: write

.github/workflows/coverage.yml

@@ -7,7 +7,8 @@ on:
 
 jobs:
   fe-test-coverage:
-    runs-on: ubuntu-22.04
+    if: ${{ github.event_name != 'schedule' || github.repository == 'metabase/metabase' }}
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 60
     steps:
       - uses: actions/checkout@v4

.github/workflows/cross-branch-migrations.yml

@@ -25,7 +25,7 @@ concurrency:
 
 jobs:
   migrations-h2-ee:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     env:
       CI: 'true'
@@ -39,23 +39,23 @@ jobs:
           head-ref: ${{ env.HEAD_REF }}
 
   migrations-postgres-14-ee:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     env:
       CI: 'true'
       MB_DB_TYPE: postgres
       MB_DB_PORT: 5432
       MB_DB_HOST: localhost
-      MB_DB_DBNAME: circle_test
-      MB_DB_USER: circle_test
+      MB_DB_DBNAME: mb_test
+      MB_DB_USER: mb_test
     services:
       postgres:
         image: postgres:14-alpine
         ports:
           - "5432:5432"
         env:
-          POSTGRES_USER: circle_test
-          POSTGRES_DB: circle_test
+          POSTGRES_USER: mb_test
+          POSTGRES_DB: mb_test
           POSTGRES_HOST_AUTH_METHOD: trust
     steps:
       - uses: actions/checkout@v4
@@ -65,23 +65,23 @@ jobs:
           head-ref: ${{ env.HEAD_REF }}
 
   migrations-postgres-latest-ee:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     env:
       CI: 'true'
       MB_DB_TYPE: postgres
       MB_DB_PORT: 5432
       MB_DB_HOST: localhost
-      MB_DB_DBNAME: circle_test
-      MB_DB_USER: circle_test
+      MB_DB_DBNAME: mb_test
+      MB_DB_USER: mb_test
     services:
       postgres:
-        image: circleci/postgres:latest
+        image: postgres:latest
         ports:
           - "5432:5432"
         env:
-          POSTGRES_USER: circle_test
-          POSTGRES_DB: circle_test
+          POSTGRES_USER: mb_test
+          POSTGRES_DB: mb_test
           POSTGRES_HOST_AUTH_METHOD: trust
     steps:
       - uses: actions/checkout@v4
@@ -91,20 +91,23 @@ jobs:
           head-ref: ${{ env.HEAD_REF }}
 
   migrations-mysql-8-4-ee:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     env:
       CI: 'true'
       MB_DB_TYPE: mysql
       MB_DB_HOST: localhost
       MB_DB_PORT: 3306
-      MB_DB_DBNAME: circle_test
+      MB_DB_DBNAME: mb_test
       MB_DB_USER: root
     services:
       mysql:
-        image: cimg/mysql:8.4
+        image: mysql:8.4
         ports:
           - "3306:3306"
+        env:
+          MYSQL_ALLOW_EMPTY_PASSWORD: true
+          MYSQL_DATABASE: mb_test
     steps:
       - uses: actions/checkout@v4
       - uses: ./.github/actions/cross-branch-migration-test
@@ -113,14 +116,14 @@ jobs:
           head-ref: ${{ env.HEAD_REF }}
 
   migrations-mysql-latest-ee:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     env:
       CI: 'true'
       MB_DB_TYPE: mysql
       MB_DB_HOST: localhost
       MB_DB_PORT: 3306
-      MB_DB_DBNAME: circle_test
+      MB_DB_DBNAME: mb_test
       MB_DB_USER: root
       MB_MYSQL_TEST_USER: root
     services:
@@ -128,7 +131,7 @@ jobs:
         image: mysql:latest
         env:
           MYSQL_ALLOW_EMPTY_PASSWORD: true
-          MYSQL_DATABASE: circle_test
+          MYSQL_DATABASE: mb_test
         ports:
           - "3306:3306"
     steps:
@@ -139,20 +142,23 @@ jobs:
           head-ref: ${{ env.HEAD_REF }}
 
   migrations-mariadb-10-6-ee:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     env:
       CI: 'true'
       MB_DB_TYPE: mysql
       MB_DB_HOST: localhost
       MB_DB_PORT: 3306
-      MB_DB_DBNAME: circle_test
+      MB_DB_DBNAME: mb_test
       MB_DB_USER: root
     services:
       mariadb:
-        image: circleci/mariadb:10.6
+        image: metabase/mariadb:10.6 # https://github.com/metabase/metabase-mariadb-docker-image
         ports:
           - "3306:3306"
+        env:
+          MARIADB_ALLOW_EMPTY_ROOT_PASSWORD: true
+          MARIADB_DATABASE: mb_test
     steps:
       - uses: actions/checkout@v4
       - uses: ./.github/actions/cross-branch-migration-test
@@ -161,20 +167,23 @@ jobs:
           head-ref: ${{ env.HEAD_REF }}
 
   migrations-mariadb-latest-ee:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     env:
       CI: 'true'
       MB_DB_TYPE: mysql
       MB_DB_HOST: localhost
       MB_DB_PORT: 3306
-      MB_DB_DBNAME: circle_test
+      MB_DB_DBNAME: mb_test
       MB_DB_USER: root
     services:
       mariadb:
-        image: circleci/mariadb:latest
+        image: mariadb:latest
         ports:
           - "3306:3306"
+        env:
+          MARIADB_ALLOW_EMPTY_ROOT_PASSWORD: true
+          MARIADB_DATABASE: mb_test
     steps:
       - uses: actions/checkout@v4
       - uses: ./.github/actions/cross-branch-migration-test

.github/workflows/cross-version.yml

@@ -25,8 +25,8 @@ on:
 jobs:
   # Generate matrix for scheduled/PR runs
   generate-matrix:
-    if: github.event_name != 'workflow_dispatch'
-    runs-on: ubuntu-latest
+    if: github.event_name != 'workflow_dispatch' && github.repository == 'metabase/metabase'
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     outputs:
       matrix: ${{ steps.set-matrix.outputs.matrix }}
     steps:
@@ -47,9 +47,9 @@ jobs:
 
   # Matrix-based tests for scheduled/PR runs
   test-matrix:
-    if: github.event_name != 'workflow_dispatch'
+    if: github.event_name != 'workflow_dispatch' && github.repository == 'metabase/metabase'
     needs: generate-matrix
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 30
     strategy:
       matrix: ${{ fromJson(needs.generate-matrix.outputs.matrix) }}
@@ -61,13 +61,38 @@ jobs:
       - name: Prepare release scripts
         uses: ./.github/actions/prepare-release-scripts
 
+      - name: Prepare front-end environment
+        uses: ./.github/actions/prepare-frontend
+
+      - name: Prepare Cypress environment
+        uses: ./.github/actions/prepare-cypress
+
       - name: Run cross-version test
         env:
           CURRENT_VERSION: ${{ vars.CURRENT_VERSION }}
+          RESULT_FILE: ${{ runner.temp }}/cross-version-result-${{ matrix.source }}-${{ matrix.target }}.json
         run: |
           cd cross-version
           ./test.sh --source "${{ matrix.source }}" --target "${{ matrix.target }}"
 
+      - name: Upload failure result
+        uses: actions/upload-artifact@v4
+        if: failure()
+        with:
+          name: failure-result-${{ matrix.source }}-${{ matrix.target }}
+          path: ${{ runner.temp }}/cross-version-result-${{ matrix.source }}-${{ matrix.target }}.json
+          if-no-files-found: ignore
+
+      - name: Upload Cypress Artifacts upon failure
+        uses: actions/upload-artifact@v4
+        if: failure()
+        with:
+          name: cypress-recording-${{ matrix.source }}-${{ matrix.target }}
+          path: |
+            ./cypress
+            ./logs/test.log
+          if-no-files-found: ignore
+
       - name: Show logs on failure
         if: failure()
         run: |
@@ -75,10 +100,92 @@ jobs:
           docker compose logs metabase || true
           docker compose logs postgres || true
 
+  # Notify Slack on nightly failures
+  notify-on-failure:
+    if: >-
+      always()
+      && github.event_name == 'schedule'
+      && github.repository == 'metabase/metabase'
+      && needs.test-matrix.result == 'failure'
+    needs: [test-matrix]
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
+    timeout-minutes: 5
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          sparse-checkout: |
+            release
+            .github
+
+      - name: Prepare release scripts
+        uses: ./.github/actions/prepare-release-scripts
+
+      - name: Download failure results
+        uses: actions/download-artifact@v4
+        continue-on-error: true
+        with:
+          pattern: failure-result-*
+          path: failure-results
+          merge-multiple: true
+
+      - name: Notify Slack
+        continue-on-error: true
+        uses: actions/github-script@v7
+        env:
+          SLACK_BOT_TOKEN: ${{ secrets.SLACK_BOT_TOKEN }}
+        with:
+          script: |
+            const fs = require('fs');
+            const path = require('path');
+            const { buildFailureResults, sendCrossVersionSlackNotification } = require('${{ github.workspace }}/release/dist/index.cjs');
+
+            // Get all failed jobs from the GitHub API
+            const { owner, repo } = context.repo;
+            const jobInfo = await github.rest.actions.listJobsForWorkflowRun({
+              owner,
+              repo,
+              run_id: context.runId,
+              per_page: 100,
+            });
+
+            const failedJobs = jobInfo.data.jobs
+              .filter(job => job.status === 'completed' && job.conclusion === 'failure' && job.name.startsWith('test-matrix'))
+              .map(job => ({ name: job.name, url: job.html_url }));
+
+            if (failedJobs.length === 0) {
+              console.log('No failed test-matrix jobs found');
+              return;
+            }
+
+            // Load artifact data for enrichment (phase)
+            const resultsDir = 'failure-results';
+            const artifactData = new Map();
+            if (fs.existsSync(resultsDir)) {
+              for (const file of fs.readdirSync(resultsDir)) {
+                if (!file.endsWith('.json')) continue;
+                try {
+                  const result = JSON.parse(fs.readFileSync(path.join(resultsDir, file), 'utf8'));
+                  artifactData.set(`${result.source}-${result.target}`, result);
+                } catch (e) {
+                  console.log(`Skipping malformed result: ${file}`);
+                }
+              }
+            }
+
+            const failures = buildFailureResults(failedJobs, artifactData);
+            const runUrl = `${process.env.GITHUB_SERVER_URL}/${process.env.GITHUB_REPOSITORY}/actions/runs/${context.runId}`;
+            const slackBotToken = process.env.SLACK_BOT_TOKEN;
+            if (!slackBotToken) {
+              console.log('SLACK_BOT_TOKEN is not set; skipping Slack notification.');
+              return;
+            }
+            await sendCrossVersionSlackNotification(failures, runUrl, slackBotToken);
+            console.log('Slack notification sent');
+
   # Manual test for workflow_dispatch
   test-manual:
     if: github.event_name == 'workflow_dispatch'
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 30
 
     steps:
@@ -87,6 +194,12 @@ jobs:
       - name: Prepare release scripts
         uses: ./.github/actions/prepare-release-scripts
 
+      - name: Prepare front-end environment
+        uses: ./.github/actions/prepare-frontend
+
+      - name: Prepare Cypress environment
+        uses: ./.github/actions/prepare-cypress
+
       - name: Run cross-version test
         env:
           CURRENT_VERSION: ${{ vars.CURRENT_VERSION }}
@@ -94,6 +207,16 @@ jobs:
           cd cross-version
           ./test.sh --source "${{ inputs.source_version }}" --target "${{ inputs.target_version }}"
 
+      - name: Upload Cypress Artifacts upon failure
+        uses: actions/upload-artifact@v4
+        if: failure()
+        with:
+          name: cypress-recording-${{ inputs.source_version }}-${{ inputs.target_version }}
+          path: |
+            ./cypress
+            ./logs/test.log
+          if-no-files-found: ignore
+
       - name: Show logs on failure
         if: failure()
         run: |

.github/workflows/disabled-drivers-slack-notification.yml

@@ -7,7 +7,8 @@ on:
 
 jobs:
   notify-disabled-drivers:
-    runs-on: ubuntu-latest
+    if: ${{ github.event_name != 'schedule' || github.repository == 'metabase/metabase' }}
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     steps:
       - uses: actions/setup-node@v4

.github/workflows/docs-generate-base.yml

@@ -21,7 +21,7 @@ permissions:
 jobs:
   update-docs:
     name: Update documentation for ${{ inputs.target_branch }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 30
     steps:
       - name: Checkout code

.github/workflows/docs-links.yml

@@ -7,7 +7,7 @@ on:
 jobs:
   link-checker:
     name: Check documentation links
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     permissions:
       contents: read

.github/workflows/docs-master-generate.yml

@@ -2,11 +2,12 @@ name: Auto-update documentation (master)
 
 on:
   schedule:
-    - cron: "0 1 * * 1-5" # Every Monday through Friday at 1 AM UTC
+    - cron: "0 21 * * 1-5" # Every Monday through Friday at 9 PM UTC
   workflow_dispatch:
 
 jobs:
   update-master-docs:
+    if: ${{ github.event_name != 'schedule' || github.repository == 'metabase/metabase' }}
     name: Call documentation update for master
     uses: ./.github/workflows/docs-generate-base.yml
     with:

.github/workflows/docs-release-generate.yml

@@ -2,7 +2,7 @@ name: Auto-update documentation (release)
 
 on:
   schedule:
-    - cron: "0 2 * * 1-5" # Every Monday through Friday at 2 AM UTC
+    - cron: "0 22 * * 1-5" # Every Monday through Friday at 10 PM UTC
   workflow_dispatch:
     inputs:
       target_branch:
@@ -13,6 +13,7 @@ on:
 
 jobs:
   update-release-docs:
+    if: ${{ github.event_name != 'schedule' || github.repository == 'metabase/metabase' }}
     name: Call documentation update for release branch
     uses: ./.github/workflows/docs-generate-base.yml
     with:

.github/workflows/drivers-stress-test.yml

@@ -49,7 +49,7 @@ jobs:
 
   be-tests-athena-ee:
     if: inputs.driver == 'Athena'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -68,7 +68,7 @@ jobs:
 
   be-tests-bigquery-cloud-sdk-ee:
     if: inputs.driver == 'BigQuery'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -89,7 +89,7 @@ jobs:
 
   be-tests-druid-ee:
     if: inputs.driver == 'Druid'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -111,7 +111,7 @@ jobs:
 
   be-tests-mariadb-10-6-ee:
     if: inputs.driver == 'Maria DB'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -119,14 +119,17 @@ jobs:
       MB_DB_TYPE: mysql
       MB_DB_HOST: localhost
       MB_DB_PORT: 3306
-      MB_DB_DBNAME: circle_test
+      MB_DB_DBNAME: mb_test
       MB_DB_USER: root
       MB_MYSQL_TEST_USER: root
     services:
       mariadb:
-        image: circleci/mariadb:10.6
+        image: metabase/mariadb:10.6 # https://github.com/metabase/metabase-mariadb-docker-image
         ports:
           - "3306:3306"
+        env:
+          MARIADB_ALLOW_EMPTY_ROOT_PASSWORD: true
+          MARIADB_DATABASE: mb_test
     steps:
     - uses: actions/checkout@v4
     - name: Test MariaDB driver (10.6)
@@ -137,7 +140,7 @@ jobs:
 
   be-tests-mariadb-latest-ee:
     if: inputs.driver == 'Maria DB (latest)'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -145,14 +148,17 @@ jobs:
       MB_DB_TYPE: mysql
       MB_DB_HOST: localhost
       MB_DB_PORT: 3306
-      MB_DB_DBNAME: circle_test
+      MB_DB_DBNAME: mb_test
       MB_DB_USER: root
       MB_MYSQL_TEST_USER: root
     services:
       mariadb:
-        image: circleci/mariadb:latest
+        image: mariadb:latest
         ports:
           - "3306:3306"
+        env:
+          MARIADB_ALLOW_EMPTY_ROOT_PASSWORD: true
+          MARIADB_DATABASE: mb_test
     steps:
     - uses: actions/checkout@v4
     - name: Test MariaDB driver (latest)
@@ -163,7 +169,7 @@ jobs:
 
   be-tests-mongo-4-4-ee:
     if: inputs.driver == 'Mongo 4'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -185,7 +191,7 @@ jobs:
 
   be-tests-mongo-4-4-ssl-ee:
     if: inputs.driver == 'Mongo 4 (SSL)'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -219,7 +225,7 @@ jobs:
 
   be-tests-mongo-5-0-ee:
     if: inputs.driver == 'Mongo 5'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -241,7 +247,7 @@ jobs:
 
   be-tests-mongo-5-0-ssl-ee:
     if: inputs.driver == 'Mongo 5 (SSL)'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -275,7 +281,7 @@ jobs:
 
   be-tests-mongo-latest-ee:
     if: inputs.driver == 'Mongo (latest)'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -284,7 +290,7 @@ jobs:
       MB_MONGO_TEST_PASSWORD: metasample123
     services:
       mongodb:
-        image: circleci/mongo:latest
+        image: mongo:latest
         ports:
           - "27017:27017"
         env:
@@ -300,7 +306,7 @@ jobs:
 
   be-tests-mysql-8-4-ee:
     if: inputs.driver == 'MySQL'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -308,14 +314,17 @@ jobs:
       MB_DB_TYPE: mysql
       MB_DB_HOST: localhost
       MB_DB_PORT: 3306
-      MB_DB_DBNAME: circle_test
+      MB_DB_DBNAME: mb_test
       MB_DB_USER: root
       MB_MYSQL_TEST_USER: root
     services:
       mysql:
-        image: cimg/mysql:8.4
+        image: mysql:8.4
         ports:
           - "3306:3306"
+        env:
+          MYSQL_ALLOW_EMPTY_PASSWORD: true
+          MYSQL_DATABASE: mb_test
     steps:
     - uses: actions/checkout@v4
     - name: Test MySQL driver (8.4)
@@ -326,7 +335,7 @@ jobs:
 
   be-tests-mysql-latest-ee:
     if: inputs.driver == 'MySQL (latest)'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -334,7 +343,7 @@ jobs:
       MB_DB_TYPE: mysql
       MB_DB_HOST: localhost
       MB_DB_PORT: 3306
-      MB_DB_DBNAME: circle_test
+      MB_DB_DBNAME: mb_test
       MB_DB_USER: root
       MB_MYSQL_TEST_USER: root
       # set up env vars for something named "MYSQL_SSL" to run MySQL SSL tests verifying connectivity with PEM cert
@@ -364,7 +373,7 @@ jobs:
 
   be-tests-oracle-18-4-ee:
     if: inputs.driver == 'Oracle 18'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -390,7 +399,7 @@ jobs:
 
   be-tests-oracle-21-3-ee:
     if: inputs.driver == 'Oracle 21'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -425,7 +434,7 @@ jobs:
 
   be-tests-postgres-ee:
     if: inputs.driver == 'Postgres'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -455,7 +464,7 @@ jobs:
 
   be-tests-postgres-latest-ee:
     if: inputs.driver == 'Postgres (latest)'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -463,20 +472,20 @@ jobs:
       MB_DB_TYPE: postgres
       MB_DB_PORT: 5432
       MB_DB_HOST: localhost
-      MB_DB_DBNAME: circle_test
-      MB_DB_USER: circle_test
-      MB_POSTGRESQL_TEST_USER: circle_test
+      MB_DB_DBNAME: mb_test
+      MB_DB_USER: mb_test
+      MB_POSTGRESQL_TEST_USER: mb_test
       MB_POSTGRES_SSL_TEST_SSL: true
       MB_POSTGRES_SSL_TEST_SSL_MODE: verify-full
       MB_POSTGRES_SSL_TEST_SSL_ROOT_CERT_PATH: 'test-resources/certificates/us-east-2-bundle.pem'
     services:
       postgres:
-        image: circleci/postgres:latest
+        image: postgres:latest
         ports:
           - "5432:5432"
         env:
-          POSTGRES_USER: circle_test
-          POSTGRES_DB: circle_test
+          POSTGRES_USER: mb_test
+          POSTGRES_DB: mb_test
           POSTGRES_HOST_AUTH_METHOD: trust
     steps:
     - uses: actions/checkout@v4
@@ -488,7 +497,7 @@ jobs:
 
   be-tests-presto-jdbc-ee:
     if: inputs.driver == 'Presto JDBC'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -537,7 +546,7 @@ jobs:
 
   be-tests-redshift-ee:
     if: inputs.driver == 'Redshift'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -556,7 +565,7 @@ jobs:
 
   be-tests-snowflake-ee:
     if: inputs.driver == 'Snowflake'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -577,7 +586,7 @@ jobs:
 
   be-tests-sparksql-ee:
     if: inputs.driver == 'SparkSQL'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -597,7 +606,7 @@ jobs:
 
   be-tests-sqlite-ee:
     if: inputs.driver == 'SQLite'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -612,7 +621,7 @@ jobs:
 
   be-tests-sqlserver-2017-ee:
     if: inputs.driver == 'SQL Server 2017'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -639,7 +648,7 @@ jobs:
 
   be-tests-sqlserver-2022-ee:
     if: inputs.driver == 'SQL Server 2022'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -666,7 +675,7 @@ jobs:
 
   be-tests-starburst-ee:
     if: inputs.driver == 'Starburst'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     env:
       CI: 'true'
@@ -691,7 +700,7 @@ jobs:
 
   login-to-ecr:
     if: inputs.driver == 'Vertica'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 15
     permissions:
       id-token: write
@@ -720,7 +729,7 @@ jobs:
 
   be-tests-vertica-ee:
     if: inputs.driver == 'Vertica'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     needs: login-to-ecr
     timeout-minutes: 90
     env:

.github/workflows/drivers.yml

@@ -15,7 +15,7 @@ jobs:
   # This job determines which driver tests should run based on PR context.
   # All decision logic is consolidated in mage driver-decisions.
   determine-driver-skips:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     outputs:
       # All driver run decisions (from mage driver-decisions)
       h2-should-run: ${{ steps.driver-decisions.outputs.h2-should-run }}
@@ -82,6 +82,9 @@ jobs:
           echo ""
           # First call: show human-readable output for debugging
           ./bin/mage -driver-decisions "${MAGE_ARGS[@]}"
+          echo ""
+          echo "Want to force-run a specific driver? Add a ci:run-<driver> or ci:run-all-drivers label to your PR."
+          echo "Run './bin/mage -driver-decisions -h' locally for the full list of drivers and labels."
           # Second call: output only key=value lines for GITHUB_OUTPUT
           ./bin/mage -driver-decisions "${MAGE_ARGS[@]}" --github-output-only >> $GITHUB_OUTPUT
         shell: bash
@@ -89,7 +92,7 @@ jobs:
   be-tests-athena-ee:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.athena-should-run == 'true' || needs.determine-driver-skips.outputs.athena-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     env:
       CI: 'true'
@@ -140,7 +143,7 @@ jobs:
   be-tests-bigquery-cloud-sdk-ee:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.bigquery-should-run == 'true' || needs.determine-driver-skips.outputs.bigquery-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 60
     strategy:
       fail-fast: false
@@ -212,7 +215,7 @@ jobs:
   be-tests-clickhouse-ee:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.clickhouse-should-run == 'true' || needs.determine-driver-skips.outputs.clickhouse-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     strategy:
       fail-fast: false
@@ -295,7 +298,7 @@ jobs:
   be-tests-druid-ee:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.druid-should-run == 'true' || needs.determine-driver-skips.outputs.druid-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     env:
       CI: 'true'
@@ -344,7 +347,7 @@ jobs:
   be-tests-druid-jdbc-ee:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.druid-jdbc-should-run == 'true' || needs.determine-driver-skips.outputs.druid-jdbc-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     env:
       CI: 'true'
@@ -393,7 +396,7 @@ jobs:
   be-tests-databricks-ee:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.databricks-should-run == 'true' || needs.determine-driver-skips.outputs.databricks-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     env:
       CI: 'true'
@@ -442,7 +445,7 @@ jobs:
   be-tests-databricks-multi-catalog-ee:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.databricks-should-run == 'true' || needs.determine-driver-skips.outputs.databricks-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     env:
       CI: 'true'
@@ -492,7 +495,7 @@ jobs:
   be-tests-h2:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.h2-should-run == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     env:
       CI: 'true'
@@ -523,7 +526,7 @@ jobs:
   be-tests-h2-oss:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.h2-should-run == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     env:
       CI: 'true'
@@ -555,7 +558,7 @@ jobs:
   be-tests-mysql-mariadb:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.mysql-mariadb-should-run == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     strategy:
       fail-fast: false
@@ -563,13 +566,13 @@ jobs:
         version:
           - name: MariaDB 10.6
             junit-name: be-tests-mariadb-10-6-ee
-            image: circleci/mariadb:10.6
+            image: metabase/mariadb:10.6 # https://github.com/metabase/metabase-mariadb-docker-image
             env:
               enable-ssl-tests: 'false'
               enable-aws-iam-tests: 'false'
           - name: MariaDB Latest
             junit-name: be-tests-mariadb-latest-ee
-            image: circleci/mariadb:latest
+            image: mariadb:latest
             env:
               enable-ssl-tests: 'false'
               enable-aws-iam-tests: 'false'
@@ -602,7 +605,7 @@ jobs:
           - "3306:3306"
         env:
           MYSQL_ALLOW_EMPTY_PASSWORD: true
-          MYSQL_DATABASE: circle_test
+          MYSQL_DATABASE: mb_test
     env:
       # Only run old migrations tests on pushes to master or release branches. All other branches should skip tests
       # with the tag `mb/old-migrations-test`. `__ADDITIONAL_EXCLUDED_TAG__` is not used anywhere outside of splicing
@@ -625,7 +628,7 @@ jobs:
       MB_DB_TYPE: mysql
       MB_DB_HOST: localhost
       MB_DB_PORT: 3306
-      MB_DB_DBNAME: circle_test
+      MB_DB_DBNAME: mb_test
       MB_DB_USER: root
       MB_MYSQL_TEST_USER: root
       #
@@ -692,7 +695,7 @@ jobs:
   be-tests-mongo:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.mongo-should-run == 'true' || needs.determine-driver-skips.outputs.mongo-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     strategy:
       fail-fast: false
@@ -773,7 +776,7 @@ jobs:
   be-tests-mongo-ssl:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.mongo-ssl-should-run == 'true' || needs.determine-driver-skips.outputs.mongo-ssl-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     strategy:
       fail-fast: false
@@ -850,7 +853,7 @@ jobs:
   be-tests-mongo-sharded-cluster-ee:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.mongo-sharded-cluster-should-run == 'true' || needs.determine-driver-skips.outputs.mongo-sharded-cluster-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     env:
       CI: 'true'
@@ -896,7 +899,7 @@ jobs:
   be-tests-oracle:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.oracle-should-run == 'true' || needs.determine-driver-skips.outputs.oracle-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     strategy:
       fail-fast: false
@@ -982,7 +985,7 @@ jobs:
   be-tests-postgres:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.postgres-should-run == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     strategy:
       fail-fast: false
@@ -1093,7 +1096,7 @@ jobs:
   be-tests-presto-jdbc-ee:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.presto-jdbc-should-run == 'true' || needs.determine-driver-skips.outputs.presto-jdbc-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     env:
       CI: 'true'
@@ -1175,7 +1178,7 @@ jobs:
   be-tests-redshift-ee:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.redshift-should-run == 'true' || needs.determine-driver-skips.outputs.redshift-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     strategy:
       fail-fast: false
@@ -1266,7 +1269,7 @@ jobs:
   be-tests-snowflake-ee:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.snowflake-should-run == 'true' || needs.determine-driver-skips.outputs.snowflake-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 60
     strategy:
       fail-fast: false
@@ -1347,7 +1350,7 @@ jobs:
   be-tests-sparksql-ee:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.sparksql-should-run == 'true' || needs.determine-driver-skips.outputs.sparksql-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     env:
       CI: 'true'
@@ -1394,7 +1397,7 @@ jobs:
   be-tests-sqlite-ee:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.sqlite-should-run == 'true' || needs.determine-driver-skips.outputs.sqlite-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     env:
       CI: 'true'
@@ -1436,7 +1439,7 @@ jobs:
   be-tests-sqlserver:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.sqlserver-should-run == 'true' || needs.determine-driver-skips.outputs.sqlserver-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 30
     strategy:
       fail-fast: false
@@ -1520,7 +1523,7 @@ jobs:
   # be-tests-starburst-ee:
   #   needs: determine-driver-skips
   #   if: ${{ !inputs.skip && !(needs.determine-driver-skips.outputs.skip == 'true') }}
-  #   runs-on: ubuntu-latest
+  #   runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
   #   timeout-minutes: 40
   #   env:
   #     CI: 'true'
@@ -1558,7 +1561,7 @@ jobs:
   login-to-ecr:
     needs: determine-driver-skips
     if: ${{ needs.determine-driver-skips.outputs.vertica-should-run == 'true' || needs.determine-driver-skips.outputs.vertica-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 15
     permissions:
       id-token: write
@@ -1588,7 +1591,7 @@ jobs:
   be-tests-vertica-ee:
     needs: [determine-driver-skips, login-to-ecr]
     if: ${{ needs.determine-driver-skips.outputs.vertica-should-run == 'true' || needs.determine-driver-skips.outputs.vertica-quarantine-conflict == 'true' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     env:
       CI: 'true'
@@ -1662,7 +1665,7 @@ jobs:
       # TODO(rileythomp, 2025-08-20): Re-enable vertica tests once the docker image is updated
       # - be-tests-vertica-ee
       - be-tests-clickhouse-ee
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     name: drivers-tests-result
     if: always() && !cancelled()

.github/workflows/e2e-matrix-builder.yml

@@ -21,7 +21,7 @@ on:
 
 jobs:
   build-matrix:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     outputs:
       matrix: ${{ steps.matrix.outputs.config }}
@@ -47,7 +47,7 @@ jobs:
             const inputSpecs = "${{ inputs.specs }}";
             const inputChunks = Number(process.env.chunks);
             const java = 21;
-            const defaultRunner = "ubuntu-22.04";
+            const defaultRunner = "${{ vars.DEFAULT_RUNNER_KEY }}";
             const options = {
               java,
               defaultRunner,

.github/workflows/e2e-stress-test-flake-fix.yml

@@ -31,11 +31,16 @@ on:
         type: boolean
         required: false
         default: true
+      fail_fast:
+        description: "Stop running remaining tests after the first failure"
+        type: boolean
+        required: false
+        default: false
 
 jobs:
   determine-test-type:
     name: Determine test type
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     outputs:
       type: ${{ steps.detect.outputs.type }}
@@ -53,7 +58,7 @@ jobs:
   workflow-summary:
     name: Stress test inputs
     needs: [determine-test-type]
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     steps:
       - name: Generate workflow summary
@@ -67,12 +72,13 @@ jobs:
           echo '- `grep`: "${{ inputs.grep }}"' >> $GITHUB_STEP_SUMMARY
           echo '- `qa_db`: "${{ inputs.qa_db }}"' >> $GITHUB_STEP_SUMMARY
           echo '- `enable_network_throttling`: "${{ inputs.enable_network_throttling }}"' >> $GITHUB_STEP_SUMMARY
+          echo '- `fail_fast`: "${{ inputs.fail_fast }}"' >> $GITHUB_STEP_SUMMARY
           echo '' >> $GITHUB_STEP_SUMMARY
           echo 'triggered by: @${{ github.event.sender.login }}' >> $GITHUB_STEP_SUMMARY
 
   stress-test-flake-fix:
     needs: [determine-test-type]
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 60
     name: Stress test E2E flake fix
     env:
@@ -144,6 +150,7 @@ jobs:
         env:
           GREP: ${{ github.event.inputs.grep }}
           CYPRESS_BROWSER: ${{ steps.cypress-prep.outputs.chrome-path }}
+          FAIL_FAST: ${{ inputs.fail_fast }}
         run: |
           node e2e/runner/run_cypress_ci.js ${{ needs.determine-test-type.outputs.type }} \
           --spec '${{ github.event.inputs.spec }}' \

.github/workflows/e2e-test.yml

@@ -21,7 +21,7 @@ on:
       runner:
         required: false
         type: string
-        default: ubuntu-22.04
+        default: ${{ vars.DEFAULT_RUNNER_KEY }}
       total_chunks: # number of chunks
         required: false
         type: number

.github/workflows/e2e-tests.yml

@@ -24,7 +24,7 @@ jobs:
 
   reset-e2e-test-comment:
     if: ${{ github.event_name == 'pull_request' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     steps:
       - name: Remove test results comment
@@ -75,7 +75,7 @@ jobs:
 
   collect-timings:
     name: Collect E2E Timings
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     needs: e2e-tests
     if: always() && !cancelled() && github.ref == 'refs/heads/master'
@@ -138,7 +138,7 @@ jobs:
   e2e-tests-result:
     needs:
       - e2e-tests
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     name: e2e-tests-result
     if: always() && !cancelled()

.github/workflows/embedding-sdk-component-tests.yml

@@ -12,7 +12,7 @@ env:
 jobs:
   sdk-component-tests:
     name: "SDK component tests (React ${{ matrix.react-version }})"
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 45
     strategy:
       matrix:
@@ -128,7 +128,7 @@ jobs:
              await core.summary.addRaw(summary).write();
 
   decide-target-ref:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     outputs:
       target-ref: ${{ steps.get-target-ref.outputs.value }}
     steps:
@@ -151,7 +151,7 @@ jobs:
   sdk-component-tests-backward-compatibility:
     name: "SDK component tests (Backward compatibility)"
     needs: [decide-target-ref]
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 45
     env:
       MB_RUN_MODE: "e2e"

.github/workflows/embedding-sdk-host-sample-apps-tests.yml

@@ -12,7 +12,7 @@ env:
   MB_EDITION: ee
 jobs:
   get-sample-apps-data:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     env:
       # we must support the last two stable releases
@@ -94,7 +94,7 @@ jobs:
         environment: ["production", "development"]
     if: |
       !cancelled() && needs.get-sample-apps-data.result == 'success'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 45
     name: e2e-sample-app-${{ matrix.test_suite }}-tests-${{ matrix.environment }}-bundle
     env:
@@ -106,6 +106,8 @@ jobs:
       SAMPLE_APP_ENVIRONMENT: ${{ matrix.environment }}
     permissions:
       id-token: write
+      contents: read
+      actions: read
 
     steps:
       - uses: actions/checkout@v4
@@ -201,7 +203,7 @@ jobs:
     if: |
       !cancelled() && needs.get-sample-apps-data.result == 'success' &&
       (github.ref == 'refs/heads/master' || github.base_ref == 'master')
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 45
     name: e2e-sample-app-shoppy-e2e-tests-${{ matrix.environment }}-bundle
     env:
@@ -213,6 +215,8 @@ jobs:
       SAMPLE_APP_ENVIRONMENT: ${{ matrix.environment }}
     permissions:
       id-token: write
+      contents: read
+      actions: read
 
     steps:
       - uses: actions/checkout@v4
@@ -264,7 +268,7 @@ jobs:
       !cancelled() && needs.get-sample-apps-data.result == 'success' &&
       github.event_name == 'push' &&
       github.ref == 'refs/heads/master'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 45
     name: e2e-shoppy-synthetic-monitoring-tests
     env:
@@ -277,6 +281,7 @@ jobs:
     permissions:
       id-token: write
       contents: read
+      actions: read
 
     steps:
       - uses: actions/checkout@v4
@@ -354,7 +359,7 @@ jobs:
             "angular-20-host-app-e2e",
           ]
         environment: ["production", "development"]
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 45
     name: e2e-host-app-${{ matrix.test_suite }}-tests-${{ matrix.environment }}-bundle
     env:
@@ -362,6 +367,8 @@ jobs:
       HOST_APP_ENVIRONMENT: ${{ matrix.environment }}
     permissions:
       id-token: write
+      contents: read
+      actions: read
 
     steps:
       - uses: actions/checkout@v4

.github/workflows/embedding-sdk-labels-reminder.yml

@@ -10,7 +10,7 @@ on:
 jobs:
   files-changed:
     name: Check which files changed
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 3
     outputs:
       frontend_embedding_sdk_package_sources: ${{ steps.changes.outputs.frontend_embedding_sdk_package_sources }}
@@ -29,7 +29,7 @@ jobs:
       !cancelled() &&
       (needs.files-changed.outputs.frontend_embedding_sdk_package_sources == 'true')
     name: Embedding SDK package release-notes/no-release-notes label reminder
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     steps:
       - uses: actions/checkout@v4

.github/workflows/embedding-sdk-package-build.yml

@@ -10,7 +10,7 @@ concurrency:
 
 jobs:
   build-sdk-package:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 25
     steps:
       - uses: actions/checkout@v4

.github/workflows/embedding-sdk.yml

@@ -39,7 +39,7 @@ concurrency:
 jobs:
   embedding-sdk-cli-snippets-type-check:
     if: inputs.cli-snippets-type-check && !inputs.skip
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 20
     steps:
       - uses: actions/checkout@v4
@@ -55,7 +55,7 @@ jobs:
 
   embedding-sdk-docs-snippets-type-check:
     if: inputs.docs-snippets-type-check && !inputs.skip
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 20
     steps:
       - uses: actions/checkout@v4
@@ -71,7 +71,7 @@ jobs:
 
   embedding-sdk-api-documentation-generation-validation:
     if: inputs.documentation-validation && !inputs.skip
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 20
     steps:
       - uses: actions/checkout@v4
@@ -131,7 +131,7 @@ jobs:
   embedding-sdk-bundle-size-check:
     if: inputs.bundle-size-check
     continue-on-error: true
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 20
     env:
       BUNDLE_SIZE_THRESHOLD_PERCENT: 2
@@ -186,7 +186,7 @@ jobs:
       - embedding-sdk-api-documentation-generation-validation
       - embedding-sdk-component-tests
     if: always() && !cancelled()
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     env:
       needs: ${{ toJson(needs) }}

.github/workflows/escalation-slack-notification.yml

@@ -7,7 +7,7 @@ on:
 jobs:
   on-escalation-label:
     if: github.event.label.name == '.Escalation'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     steps:
       - name: Format issue title (escape quotes)

.github/workflows/frontend-unit-test-stress-test-flake-fix.yml

@@ -19,7 +19,7 @@ on:
 jobs:
   workflow-summary:
     name: Stress test inputs
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     steps:
       - name: Generate workflow summary
@@ -34,7 +34,7 @@ jobs:
           echo 'triggered by: @${{ github.event.sender.login }}' >> $GITHUB_STEP_SUMMARY
 
   frontend-unit-test-stress-test-flake-fix:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 60
     name: Stress test frontend unit test flake fix
     steps:

.github/workflows/frontend.yml

@@ -27,7 +27,7 @@ concurrency:
 jobs:
   fe-lint:
     if: ${{ !inputs.skip-lint }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 20
     steps:
       - uses: actions/checkout@v4
@@ -58,7 +58,7 @@ jobs:
 
   fe-type-check:
     if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     steps:
       - uses: actions/checkout@v4
@@ -73,7 +73,7 @@ jobs:
 
   fe-tests-unit:
     if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 30
     strategy:
       fail-fast: false
@@ -111,7 +111,7 @@ jobs:
 
   fe-tests-timezones:
     if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 20
     steps:
       - uses: actions/checkout@v4
@@ -129,7 +129,7 @@ jobs:
       - fe-tests-unit
       - fe-tests-timezones
     if: always() && !cancelled()
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     env:
       needs: ${{ toJson(needs) }}

.github/workflows/generative-query-test.yml

@@ -24,7 +24,7 @@ on:
 # TODO: Consider renaming the job in next milestones
 jobs:
   generative-query-test:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 90
     name: Generative Query Test
     env:

.github/workflows/i18n.yml

@@ -14,7 +14,7 @@ concurrency:
 jobs:
   files-changed:
     name: Check which files changed
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 3
     outputs:
       i18n: ${{ steps.changes.outputs.i18n }}
@@ -30,7 +30,7 @@ jobs:
   verify-i18n-files:
     needs: files-changed
     if: needs.files-changed.outputs.i18n == 'true'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 15
     steps:
     - uses: actions/checkout@v4

.github/workflows/js-stats-update.yml

@@ -7,7 +7,8 @@ on:
 
 jobs:
   js-stats:
-    runs-on: ubuntu-latest
+    if: ${{ github.event_name != 'schedule' || github.repository == 'metabase/metabase' }}
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     steps:
       - uses: actions/checkout@v4

.github/workflows/linear-pr-links.yml

@@ -6,7 +6,7 @@ on:
 
 jobs:
   add-issue-references:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     steps:
       - name: Checkout code
         uses: actions/checkout@v4

.github/workflows/loki-stress-test-flake-fix.yml

@@ -21,7 +21,7 @@ on:
 jobs:
   detect-changed-stories:
     name: Detect changed stories
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     outputs:
       story_files: ${{ steps.detect.outputs.story_files }}
@@ -84,32 +84,40 @@ jobs:
     name: Summary
     needs: detect-changed-stories
     if: needs.detect-changed-stories.outputs.should_run == 'true'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     steps:
       - name: Generate workflow summary
+        env:
+          BRANCH_NAME: ${{ github.head_ref || github.ref_name }}
+          STORY_FILES: ${{ needs.detect-changed-stories.outputs.story_files }}
+          BURN_IN: ${{ inputs.burn_in || 50 }}
+          EVENT_NAME: ${{ github.event_name }}
+          PR_NUMBER: ${{ github.event.pull_request.number }}
+          PR_ACTOR: ${{ github.event.pull_request.user.login }}
+          ACTOR: ${{ github.actor }}
         run: |
           echo '## Loki Stress Test' >> $GITHUB_STEP_SUMMARY
           echo '' >> $GITHUB_STEP_SUMMARY
-          echo '**Branch:** `${{ github.head_ref || github.ref_name }}`' >> $GITHUB_STEP_SUMMARY
+          echo "**Branch:** \`${BRANCH_NAME}\`" >> $GITHUB_STEP_SUMMARY
           echo '' >> $GITHUB_STEP_SUMMARY
           echo '**Story files:**' >> $GITHUB_STEP_SUMMARY
-          echo '${{ needs.detect-changed-stories.outputs.story_files }}' | tr ',' '\n' | while read -r file; do
+          echo "${STORY_FILES}" | tr ',' '\n' | while read -r file; do
             echo "- \`$file\`" >> $GITHUB_STEP_SUMMARY
           done
           echo '' >> $GITHUB_STEP_SUMMARY
-          echo '**Burn-in:** ${{ inputs.burn_in || 50 }} runs' >> $GITHUB_STEP_SUMMARY
+          echo "**Burn-in:** ${BURN_IN} runs" >> $GITHUB_STEP_SUMMARY
           echo '' >> $GITHUB_STEP_SUMMARY
-          if [[ "${{ github.event_name }}" == "pull_request" ]]; then
-            echo 'Triggered by PR #${{ github.event.pull_request.number }} from @${{ github.event.pull_request.user.login }}' >> $GITHUB_STEP_SUMMARY
+          if [[ "${EVENT_NAME}" == "pull_request" ]]; then
+            echo "Triggered by PR #${PR_NUMBER} from @${PR_ACTOR}" >> $GITHUB_STEP_SUMMARY
           else
-            echo 'Triggered manually by @${{ github.actor }}' >> $GITHUB_STEP_SUMMARY
+            echo "Triggered manually by @${ACTOR}" >> $GITHUB_STEP_SUMMARY
           fi
 
   stress-test-loki:
     needs: detect-changed-stories
     if: needs.detect-changed-stories.outputs.should_run == 'true'
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 60
     name: Stress test Loki visual tests
     services:

.github/workflows/loki-update.yml

@@ -7,7 +7,7 @@ on:
 jobs:
   check-label-and-update-snapshot:
     if: contains(github.event.pull_request.labels.*.name, 'loki-update')
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     steps:
       - name: Checkout Repository
         uses: actions/checkout@v4

.github/workflows/loki.yml

@@ -7,7 +7,7 @@ on:
 jobs:
   files-changed:
     name: Check which files changed
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 3
     outputs:
       frontend_ci: ${{ steps.changes.outputs.frontend_ci }}
@@ -25,7 +25,7 @@ jobs:
   visual-test:
     needs: files-changed
     if: needs.files-changed.outputs.frontend_ci == 'true' || needs.files-changed.outputs.frontend_sources == 'true' || needs.files-changed.outputs.frontend_loki_ci == 'true'
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     services:
       docker:
         image: docker:19.03.12

.github/workflows/mage.yml

@@ -6,7 +6,7 @@ on:
 jobs:
   # run mage tests even if the rest of be isnt needed
   mage-tests:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     name: Mage
     steps:
       - uses: actions/checkout@v4

.github/workflows/main.yml

@@ -6,7 +6,7 @@ on:
       - labeled
 jobs:
   on-issue-labeled:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     if: |
       contains(github.event.issue.labels.*.name, 'Type:New Feature')

.github/workflows/mbql-library-changelog.yml

@@ -11,7 +11,7 @@ on:
       - src/metabase/lib/js.cljs
 jobs:
   mbql-library-changelog-check:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     if: ${{ !contains( github.event.pull_request.labels.*.name, '.metabase-lib/no-change' ) }}
     steps:
       # - uses: jesusvasquez333/verify-pr-label-action@v1.4.0

.github/workflows/migrations.yml

@@ -6,11 +6,13 @@ on:
       - 'master'
       - 'release-**'
   pull_request:
+    types: [opened, synchronize, reopened, labeled, unlabeled]
 
 jobs:
 
   lint-migrations:
-    runs-on: ubuntu-22.04
+    if: github.event.action != 'labeled' && github.event.action != 'unlabeled'
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 15
     steps:
       - uses: actions/checkout@v4
@@ -18,3 +20,19 @@ jobs:
         uses: ./.github/actions/prepare-backend
       - name: Verify Liquibase Migrations
         run: ./bin/mage lint-migrations
+
+  check-migration-versions:
+    if: github.event_name == 'pull_request'
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
+    timeout-minutes: 5
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          filter: blob:none
+          fetch-depth: 0
+      - name: Check migration versions
+        env:
+          BASE_REF: ${{ github.base_ref }}
+          CURRENT_VERSION: ${{ vars.CURRENT_VERSION }}
+          PR_LABELS: ${{ join(github.event.pull_request.labels.*.name, ',') }}
+        run: bin/check-migration-versions

.github/workflows/minimal-tests.yml

@@ -11,7 +11,7 @@ concurrency:
 jobs:
   # Only run if the PR has the minimal-tests label
   check-label:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 1
     outputs:
       should-run: ${{ steps.check.outputs.result }}
@@ -29,7 +29,7 @@ jobs:
   postgres-app-db-test:
     needs: check-label
     if: needs.check-label.outputs.should-run == 'true'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     env:
       CI: "true"
@@ -80,7 +80,7 @@ jobs:
   postgres-driver-test:
     needs: check-label
     if: needs.check-label.outputs.should-run == 'true'
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     env:
       CI: "true"
@@ -128,7 +128,7 @@ jobs:
   frontend-unit-tests:
     needs: check-label
     if: needs.check-label.outputs.should-run == 'true'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 30
     env:
       JEST_JUNIT_OUTPUT_DIR: ./target/junit
@@ -163,7 +163,7 @@ jobs:
       - postgres-app-db-test
       - postgres-driver-test
       - frontend-unit-tests
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     name: minimal-tests-result
     if: always() && !cancelled()

.github/workflows/module-boundaries-stats.yml

@@ -7,7 +7,8 @@ on:
 
 jobs:
   module-boundaries-stats:
-    runs-on: ubuntu-latest
+    if: ${{ github.event_name != 'schedule' || github.repository == 'metabase/metabase' }}
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     steps:
       - uses: actions/checkout@v4
@@ -20,6 +21,7 @@ jobs:
           NAMED_MODULES=$(node --input-type=module -e "
             import { elements } from './frontend/lint/module-boundaries.mjs';
             const named = elements.filter(e => !['shared/other', 'app/misc', 'other'].includes(e.type));
+            console.log(named.length);
           ")
 
           NAMED_DIRS=$(node --input-type=module -e "
@@ -29,6 +31,7 @@ jobs:
               const m = el.pattern.match(/^frontend\/src\/metabase\/(\w[\w-]*)\//)
               if (m) dirs.add(m[1]);
             }
+            for (const d of dirs) console.log(d);
           ")
           TOTAL_DIRS=$(ls -d frontend/src/metabase/*/ | xargs -I{} basename {} | wc -l | tr -d ' ')
           NAMED_COUNT=$(echo "$NAMED_DIRS" | grep -c . || true)

.github/workflows/openapi-check.yml

@@ -10,7 +10,7 @@ concurrency:
 
 jobs:
   check-openapi-specs:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     if: contains(github.event.pull_request.labels.*.name, 'openapi-self-healing')
     steps:

.github/workflows/openapi.yml

@@ -14,7 +14,7 @@ concurrency:
 jobs:
   files-changed:
     name: Check which files changed
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 3
     outputs:
       openapi: ${{ steps.changes.outputs.openapi }}
@@ -30,7 +30,7 @@ jobs:
   validate-openapi:
     needs: files-changed
     if: needs.files-changed.outputs.openapi == 'true'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     steps:
       - uses: actions/checkout@v4

.github/workflows/optimize-images.yml

@@ -7,7 +7,7 @@ on:
 
 jobs:
   optimize-images:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     if: ${{ contains(github.event.pull_request.labels.*.name,'Type:Documentation') }}
     steps:
     - name: Checkout repository

.github/workflows/perf-test.yml

@@ -5,7 +5,7 @@ on:
   workflow_call:
 jobs:
   build:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     if: github.event.pull_request.head.repo.full_name == github.repository
     name: Build Metabase Docker image
     timeout-minutes: 60
@@ -47,7 +47,7 @@ jobs:
           push: true
   launch_perf_test:
     needs: [ build ]
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     name: Launch Perf Test
     permissions:
       id-token: write

.github/workflows/pr-env-destroy-manual.yml

@@ -14,7 +14,7 @@ on:
 
 jobs:
   approve:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     environment: pr-env-admin
     steps:
       - name: Approved

.github/workflows/pr-env-destroy.yml

@@ -19,7 +19,7 @@ env:
 
 jobs:
   destroy_pr:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     name: PR Review ENV Destroy
     permissions:
       id-token: write

.github/workflows/pr-env.yml

@@ -16,7 +16,7 @@ on:
         default: false
 jobs:
   build:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     if: github.event.pull_request.head.repo.full_name == github.repository
     name: Build Metabase Docker image
     timeout-minutes: 60
@@ -58,7 +58,7 @@ jobs:
           push: true
   deploy_pr:
     needs: [build]
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     name: PR Review ENV
     permissions:
       id-token: write
@@ -188,7 +188,7 @@ jobs:
             --atomic \
             --timeout 10m
   preview_links:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     needs: [deploy_pr]
     steps:
       - uses: marocchino/sticky-pull-request-comment@v2

.github/workflows/pre-release.yml

@@ -25,7 +25,7 @@ on:
 
 jobs:
   test-mode-config:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     outputs:
       run_mode: ${{ fromJson(steps.config.outputs.result).runMode }}
@@ -65,7 +65,7 @@ jobs:
             });
 
   release-artifact:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     strategy:
       matrix:
@@ -110,7 +110,7 @@ jobs:
 
   check-uberjar-health:
     needs: [release-artifact]
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     name: Is ${{ matrix.edition }} (java ${{ matrix.java-version }}) healthy?
     timeout-minutes: 10
     strategy:
@@ -136,7 +136,7 @@ jobs:
         run: while ! curl -s 'http://localhost:3000/api/health' | grep '{"status":"ok"}'; do sleep 1; done
 
   run-sanity-check:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 30
     needs: [test-mode-config, release-artifact]
     strategy:
@@ -258,14 +258,8 @@ jobs:
 
   tests-complete-message:
     if: always()
-    runs-on: ubuntu-22.04
-    needs:
-      [
-        run-sanity-check,
-        check-uberjar-health,
-        containerize-ee,
-        containerize-oss,
-      ]
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
+    needs: [run-sanity-check, check-uberjar-health, containerize-ee, containerize-oss]
     timeout-minutes: 5
     steps:
       - uses: actions/checkout@v4

.github/workflows/presto-kerberos-integration-test.yml

@@ -18,7 +18,7 @@ on:
 jobs:
   files-changed:
     name: Check which files changed
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 3
     outputs:
       backend_presto_kerberos: ${{ steps.changes.outputs.backend_presto_kerberos }}
@@ -34,7 +34,7 @@ jobs:
   run-presto-kerberos-test:
     needs: files-changed
     if: needs.files-changed.outputs.backend_presto_kerberos == 'true'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     steps:
       - name: Install babashka

.github/workflows/pull-request-reminders.yml

@@ -10,7 +10,7 @@ jobs:
   external-reminder:
     name: External PR Helper
     if: ${{ github.event.pull_request.head.repo.full_name != github.repository }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     permissions:
       pull-requests: write

.github/workflows/querying-team-pagerduty.yml

@@ -7,38 +7,41 @@ on:
 
 jobs:
   notify-querying-on-call:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     if: |
       (github.event.label.name == 'Priority:P0' || github.event.label.name == 'Priority:P1' || github.event.label.name == '.Escalation') &&
       contains(github.event.issue.labels.*.name, '.Team/Querying')
     steps:
-      - name: Setting title
-        uses: actions/github-script@v7
-        id: vars
-        with:
-          script: |
-            core.setOutput('issue_title', ${{ toJson(github.event.issue.title) }}.replaceAll(/"/g, '\\"'));
       - name: Trigger PagerDuty Incident
+        env:
+          ROUTING_KEY: ${{ secrets.QUERYING_PAGERDUTY_INTEGRATION_KEY }}
+          ISSUE_TITLE: ${{ github.event.issue.title }}
+          LABEL_NAME: ${{ github.event.label.name }}
+          ISSUE_NUMBER: ${{ github.event.issue.number }}
+          ISSUE_URL: ${{ github.event.issue.html_url }}
+          REPO: ${{ github.repository }}
+          ALL_LABELS: ${{ join(github.event.issue.labels.*.name, ', ') }}
         run: |
+          payload=$(jq -n \
+            --arg rk  "$ROUTING_KEY" \
+            --arg dk  "github-issue-$ISSUE_NUMBER" \
+            --arg sum "[$LABEL_NAME] $ISSUE_TITLE" \
+            --arg src "GitHub Issues - $REPO" \
+            --arg lbl "$ALL_LABELS" \
+            --arg url "$ISSUE_URL" \
+            '{
+              routing_key: $rk,
+              event_action: "trigger",
+              dedup_key: $dk,
+              payload: {
+                summary: $sum,
+                source: $src,
+                severity: "critical",
+                custom_details: { Labels: $lbl }
+              },
+              links: [{ href: $url, text: "View GitHub Issue" }]
+            }')
           curl -X POST https://events.pagerduty.com/v2/enqueue \
             -H 'Content-Type: application/json' \
-            -d '{
-              "routing_key": "${{ secrets.QUERYING_PAGERDUTY_INTEGRATION_KEY }}",
-              "event_action": "trigger",
-              "dedup_key": "github-issue-${{ github.event.issue.number }}",
-              "payload": {
-                "summary": "[${{ github.event.label.name }}] ${{ steps.vars.outputs.issue_title }}",
-                "source": "GitHub Issues - ${{ github.repository }}",
-                "severity": "critical",
-                "custom_details": {
-                  "Labels": "${{ join(github.event.issue.labels.*.name, ', ') }}"
-                }
-              },
-              "links": [
-                {
-                  "href": "${{ github.event.issue.html_url }}",
-                  "text": "View GitHub Issue"
-                }
-              ]
-            }'
+            -d "$payload"

.github/workflows/release-custom-viz.yml

@@ -0,0 +1,68 @@
+name: Release Custom Viz Package
+run-name: Release @metabase/custom-viz v${{ inputs.version }} from ${{ inputs.branch }}
+
+on:
+  workflow_dispatch:
+    inputs:
+      branch:
+        description: "Branch to release from"
+        type: string
+        required: true
+        default: "custom-viz"
+      version:
+        description: "Version to publish (e.g. 0.1.0)"
+        type: string
+        required: true
+      npm_tag:
+        description: "NPM dist-tag"
+        type: choice
+        required: true
+        default: "latest"
+        options:
+          - latest
+          - next
+          - canary
+
+jobs:
+  build-and-publish:
+    runs-on: ubuntu-22.04
+    timeout-minutes: 20
+    defaults:
+      run:
+        working-directory: frontend/src/custom-viz
+    steps:
+      - name: Check out the code
+        uses: actions/checkout@v4
+        with:
+          ref: ${{ inputs.branch }}
+
+      - name: Prepare front-end environment
+        uses: ./.github/actions/prepare-frontend
+
+      - name: Setup npm registry auth
+        uses: actions/setup-node@v4
+        with:
+          node-version-file: ".nvmrc"
+          registry-url: "https://registry.npmjs.org"
+
+      - name: Set package version
+        run: npm version ${{ inputs.version }} --no-git-tag-version
+
+      - name: Build package
+        run: bun run build
+
+      - name: Publish to NPM
+        run: npm publish --tag ${{ inputs.npm_tag }}
+        env:
+          NODE_AUTH_TOKEN: ${{ secrets.NPM_RELEASE_TOKEN }}
+
+      - name: Generate workflow summary
+        run: |
+          tee -a $GITHUB_STEP_SUMMARY << EOF
+          ## Published @metabase/custom-viz
+
+          - **Version**: ${{ inputs.version }}
+          - **Tag**: ${{ inputs.npm_tag }}
+          - **Branch**: ${{ inputs.branch }}
+          - **Triggered by**: @${{ github.event.sender.login }}
+          EOF

.github/workflows/release-embedding-sdk.yml

@@ -21,7 +21,7 @@ concurrency:
 jobs:
   workflow-summary:
     name: Log inputs
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     steps:
       - name: Generate workflow summary
@@ -37,7 +37,7 @@ jobs:
   send-slack-notification-start:
     name: "Send Slack notification: SDK release started"
     needs: determine-sdk-version
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     outputs:
       slackMessageId: ${{ steps.send-slack-message-start.outputs.result }}
@@ -96,7 +96,7 @@ jobs:
         "publish-npm",
         "git-tag",
       ]
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     env:
       slackMessageId: ${{ needs.send-slack-notification-start.outputs.slackMessageId }}
@@ -134,7 +134,7 @@ jobs:
     name: "Send Slack notification: SDK release successful"
     needs:
       ["determine-sdk-version", "send-slack-notification-start", "publish-npm"]
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     env:
       slackMessageId: ${{ needs.send-slack-notification-start.outputs.slackMessageId }}
@@ -168,7 +168,7 @@ jobs:
             });
 
   determine-sdk-version:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 20
     outputs:
       sdk_version: ${{ fromJson(steps.new-sdk-version.outputs.result).version }}
@@ -219,7 +219,7 @@ jobs:
 
   check-git-tag:
     needs: determine-sdk-version
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 20
     env:
       tag: embedding-sdk-${{ needs.determine-sdk-version.outputs.sdk_version }}
@@ -243,7 +243,7 @@ jobs:
 
   test:
     needs: check-git-tag
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 20
     steps:
       - name: Check out the code using the provided branch
@@ -262,7 +262,7 @@ jobs:
 
   build-sdk:
     needs: [test, determine-sdk-version]
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 20
     steps:
       - name: Check out the code using the provided branch
@@ -297,7 +297,7 @@ jobs:
 
   publish-npm:
     needs: [build-sdk, determine-sdk-version]
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 20
     env:
       sdk_version: ${{ needs.determine-sdk-version.outputs.sdk_version }}
@@ -398,7 +398,7 @@ jobs:
 
   git-tag:
     needs: [publish-npm, determine-sdk-version]
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 20
     env:
       tag: embedding-sdk-${{ needs.determine-sdk-version.outputs.sdk_version }}

.github/workflows/release-log.yml

@@ -23,7 +23,7 @@ on:
 
 jobs:
   update-release-log:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     # don't run this workflow for forks
     if: ${{ github.event_name != 'push' || github.repository == 'metabase/metabase' }}

.github/workflows/release-milestone-check.yml

@@ -15,7 +15,7 @@ on:
 jobs:
   check-milestone:
     permissions: write-all
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     steps:
       - uses: actions/checkout@v4

.github/workflows/release-notes-preview.yml

@@ -11,7 +11,7 @@ on:
 
 jobs:
   preview-release-notes:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     steps:
     - name: Fail early on the incorrect version format

.github/workflows/release-patch.yml

@@ -5,22 +5,22 @@ on:
   workflow_dispatch:
     inputs:
       version:
-        description: 'Major Metabase version (e.g. 45, 52, 68)'
+        description: "Major Metabase version (e.g. 45, 52, 68)"
         type: number
         required: true
       override_sha:
         description: DANGEROUSLY allow releasing from this commit sha, regardless of the state of CI (can be empty)
         type: string
         required: false
-        default: ''
+        default: ""
   schedule:
-    - cron: '0 21 * * 1-5' # every weekday at 4 pm EST/5 pm EDT
+    - cron: "0 21 * * 1-5" # every weekday at 4 pm EST/5 pm EDT
 
 jobs:
   auto-patch-trigger:
     # don't run this workflow on a cron for forks
-    if: ${{ github.event_name != 'schedule' || github.repository == 'metabase/metabase' }}
-    runs-on: ubuntu-22.04
+    if: ${{ github.event_name != 'schedule' || (github.repository == 'metabase/metabase' && vars.ENABLE_AUTO_PATCH == 'true') }}
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     steps:
       - uses: actions/checkout@v4

.github/workflows/release-status.yml

@@ -9,7 +9,7 @@ jobs:
   check-release-status:
     # don't run this workflow on a cron for forks
     if: ${{ github.event_name != 'schedule' || github.repository == 'metabase/metabase' }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     steps:
     - uses: actions/checkout@v4
@@ -44,7 +44,7 @@ jobs:
           });
 
   open-backport-reminder:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     steps:
     - uses: actions/checkout@v4

.github/workflows/release-tag.yml

@@ -55,7 +55,7 @@ on:
 
 jobs:
   green-check-stub:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 2
     steps:
     - name: Stub
@@ -63,7 +63,7 @@ jobs:
   check-version:
     # skips everything if the tag_name is 'none' because all later jobs depend on this job
     if: ${{ inputs.tag_name != 'none' }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     outputs:
       ee: ${{ fromJson(steps.canonical_version.outputs.result).ee }}
@@ -138,7 +138,7 @@ jobs:
           throw new Error("No edition selected to tag");
 
   copy-to-s3:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     needs: check-version
     timeout-minutes: 5
     strategy:
@@ -221,7 +221,7 @@ jobs:
         fi
 
   tag-docker-image:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     needs: check-version
     timeout-minutes: 5
     strategy:
@@ -257,7 +257,7 @@ jobs:
   push-git-tags:
     permissions: write-all
     needs: check-version
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     env:
       GH_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
@@ -288,7 +288,7 @@ jobs:
 
   update-version-info:
     if: ${{ !inputs.dot-x-tag }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     needs: check-version
     timeout-minutes: 5
     strategy:

.github/workflows/release-tests.yml

@@ -14,7 +14,7 @@ concurrency:
 jobs:
   files-changed:
     name: Check which files changed
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 3
     outputs:
       release_source: ${{ steps.changes.outputs.release_source }}
@@ -30,7 +30,7 @@ jobs:
   release-type-check:
     needs: files-changed
     if: needs.files-changed.outputs.release_source == 'true'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     steps:
       - uses: actions/checkout@v4
@@ -49,7 +49,7 @@ jobs:
   release-tests-unit:
     needs: files-changed
     if: needs.files-changed.outputs.release_source == 'true'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     steps:
       - uses: actions/checkout@v4
@@ -68,7 +68,7 @@ jobs:
   release-test-build:
     needs: files-changed
     if: needs.files-changed.outputs.release_source == 'true'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     steps:
       - uses: actions/checkout@v4

.github/workflows/release.yml

@@ -48,7 +48,7 @@ on:
 
 jobs:
   check-version:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     outputs:
       ee: ${{ fromJson(steps.canonical_version.outputs.result).ee }}
@@ -104,7 +104,7 @@ jobs:
           return versions
 
   publish-start-message:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     needs: [check-version]
     timeout-minutes: 5
     steps:
@@ -135,7 +135,7 @@ jobs:
 
   download-uberjar:
     needs: check-version
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     strategy:
       matrix:
@@ -178,7 +178,7 @@ jobs:
           ./version.properties
 
   upload-to-s3:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     needs: download-uberjar
     timeout-minutes: 15
     strategy:
@@ -230,7 +230,7 @@ jobs:
         --paths "/${{ steps.version_path.outputs.result }}/*"
 
   verify-s3-download:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     needs: upload-to-s3
     timeout-minutes: 15
     strategy:
@@ -287,7 +287,7 @@ jobs:
   push-tags:
     permissions: write-all
     needs: [verify-s3-download, containerize-oss, containerize-ee, check-version]
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     steps:
     - uses: actions/checkout@v4
@@ -320,7 +320,7 @@ jobs:
 
   get-extra-tags:
     needs: [ check-version ]
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     outputs:
       extra_tags: ${{ steps.taglist.outputs.extra_tags }}
     steps:
@@ -371,7 +371,7 @@ jobs:
   trigger-cloud-issues:
     if: ${{ !inputs.auto }}
     needs: push-tags
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     steps:
       - uses: actions/checkout@v4
@@ -423,7 +423,7 @@ jobs:
     needs:
       - containerize-ee
       - verify-s3-download
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     steps:
       - uses: actions/github-script@v7
@@ -446,7 +446,7 @@ jobs:
   draft-release-notes:
     if: ${{ !inputs.auto }}
     needs: add-extra-tags
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 15
     permissions: write-all
     env:
@@ -514,7 +514,7 @@ jobs:
             }).catch(console.warn);
 
   publish-version-info:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     needs: [push-tags, check-version]
     timeout-minutes: 15
     strategy:
@@ -590,7 +590,7 @@ jobs:
       tag_oss: true
 
   publish-complete-message:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     needs: [set-release-channel, add-extra-tags]
     timeout-minutes: 5
     steps:
@@ -623,7 +623,7 @@ jobs:
   manage-milestones:
     if: ${{ !inputs.auto }}
     permissions: write-all
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     needs: [draft-release-notes, publish-version-info] # this will ensure that the milestone stays open until the release notes are published
     timeout-minutes: 15
     steps:

.github/workflows/repro-bot.yml

@@ -18,14 +18,13 @@ on:
 
 jobs:
   repro-bot:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 60
     permissions:
       contents: read
       issues: read
       id-token: write
     if: |
-      (github.event_name == 'push') ||
       (github.event_name == 'issues' && github.event.label.name == '.Run Repro Bot' && github.event.issue.state == 'open') ||
       (github.event_name == 'workflow_dispatch')
 
@@ -34,12 +33,12 @@ jobs:
         id: issue
         run: |
           if [ "${{ github.event_name }}" = "workflow_dispatch" ]; then
-            echo "number=${{ github.event.inputs.issue_number }}" >> $GITHUB_OUTPUT
-          elif [ "${{ github.event_name }}" = "push" ]; then
-            echo "number=70292" >> $GITHUB_OUTPUT
+            ISSUE_NUMBER="${{ github.event.inputs.issue_number }}"
           else
-            echo "number=${{ github.event.issue.number }}" >> $GITHUB_OUTPUT
+            ISSUE_NUMBER="${{ github.event.issue.number }}"
           fi
+          echo "number=$ISSUE_NUMBER" >> $GITHUB_OUTPUT
+          echo "Issue: https://github.com/${{ github.repository }}/issues/$ISSUE_NUMBER"
 
       - uses: actions/checkout@v4
       - uses: ./.github/actions/prepare-backend
@@ -54,11 +53,14 @@ jobs:
           path: repro-bot
 
       - name: Pre-clone metabase bare git repo
-        run: git clone --bare .git repro-bot/git/metabase
+        run: git clone --bare "https://github.com/${{ github.repository }}.git" repro-bot/git/metabase
 
       - name: Capture Node.js path for MCP subprocesses
         run: echo "NODE_BIN_DIR=$(dirname $(which node))" >> $GITHUB_ENV
 
+      - name: Pre-install MCP server dependencies
+        run: uv sync --directory repro-bot/mcp
+
       - name: Install playwright-cli
         run: |
           npm install -g @playwright/cli@latest
@@ -99,11 +101,12 @@ jobs:
           jq -n \
             --arg uv "$UV_PATH" \
             --arg key "$LINEAR_API_KEY" \
+            --arg workspace "${{ github.workspace }}" \
             '{
               mcpServers: {
                 "metabase-repro": {
                   command: $uv,
-                  args: ["run", "--directory", "mcp", "--with", "fastmcp", "python", "-m", "metabase_repro"]
+                  args: ["run", "--directory", ($workspace + "/repro-bot/mcp"), "--with", "fastmcp", "python", "-m", "metabase_repro"]
                 },
                 "linear-server": {
                   url: "https://mcp.linear.app/mcp",
@@ -131,12 +134,17 @@ jobs:
           CLAUDE_WORKING_DIR: ${{ github.workspace }}/repro-bot
           MB_PREMIUM_EMBEDDING_TOKEN: ${{ secrets.PR_ENV_MB_PREMIUM_EMBEDDING_TOKEN }}
           GITHUB_ACTIONS_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
+          REPRO_NODE_MODULES_DIR: ${{ github.workspace }}/node_modules
         timeout-minutes: 30
         with:
           anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY_REPRO_BOT }}
           github_token: ${{ steps.claude-app-token.outputs.token }}
+          allowed_bots: linear
           prompt: |
-            Read and follow the instructions in .claude/commands/repro.md to investigate this GitHub issue:
+            IMPORTANT: Your working directory is the repo root, but repro-bot lives in the `repro-bot/` subdirectory.
+            First, run `cd ${{ github.workspace }}/repro-bot` to change into the repro-bot directory before doing anything else.
+
+            Then read and follow the instructions in .claude/commands/repro.md to investigate this GitHub issue:
             https://github.com/${{ github.repository }}/issues/${{ steps.issue.outputs.number }}
 
             ## CI Environment Notes
@@ -227,9 +235,7 @@ jobs:
             mcp__linear-server__get_issue,
             mcp__linear-server__list_comments,
             mcp__linear-server__list_issues,
-            mcp__linear-server__list_issue_labels,
-            mcp__linear-server__save_comment,
-            mcp__linear-server__save_issue"
+            mcp__linear-server__save_comment"
             --disallowedTools "Bash(git push*),Bash(rm -rf /*)"
 
       - name: Verify repro-bot completed successfully
@@ -259,8 +265,8 @@ jobs:
           name: repro-bot-${{ steps.issue.outputs.number }}
           if-no-files-found: ignore
           path: |
-            repro/*/SUGGESTIONS.md
-            repro/*/*.log
-            repro/*/*.patch
-            repro/*/playwright/**
+            repro-bot/repro/*/SUGGESTIONS.md
+            repro-bot/repro/*/*.log
+            repro-bot/repro/*/*.patch
+            repro-bot/repro/*/playwright/**
             ${{ steps.claude.outputs.execution_file }}

.github/workflows/rerun-workflows.yml

@@ -9,7 +9,7 @@ on:
 jobs:
   rerun-on-failure:
     name: 'Re-run ''${{ github.event.workflow_run.name }}'' workflow'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     # Do not re-run scheduled workflow runs
     if: github.event.workflow_run.conclusion == 'failure' && github.event.workflow_run.event != 'schedule'
     env:

.github/workflows/reset-cloud-test-dataset.yml

@@ -21,7 +21,7 @@ on:
 
 jobs:
   reset-dataset:
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 10
     env:
       CI: 'true'

.github/workflows/run-tests.yml

@@ -14,7 +14,7 @@ jobs:
   files-changed:
     if: ${{ !contains(github.event.pull_request.labels.*.name,'ci skip') && !contains(github.event.pull_request.labels.*.name,'minimal-tests') }}
     name: Check which files changed
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     outputs:
       e2e_all: ${{ steps.changes.outputs.e2e_all }}
@@ -110,7 +110,7 @@ jobs:
 
   sdk-tests:
     needs: [uberjar, embedding-sdk-package, files-changed]
-    if: always()
+    if: always() && !cancelled()
     uses: ./.github/workflows/embedding-sdk.yml
     secrets: inherit
     with:

.github/workflows/security-slack-notification.yml

@@ -7,7 +7,7 @@ on:
 
 jobs:
   on-issue-opened:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     if: github.event.label.name == 'SECURITY'
     steps:

.github/workflows/semantic-search.yml

@@ -14,7 +14,7 @@ concurrency:
 jobs:
   semantic-search-tests-h2:
     if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     strategy:
       fail-fast: false
@@ -69,7 +69,7 @@ jobs:
 
   semantic-search-tests-mariadb:
     if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     strategy:
       fail-fast: false
@@ -77,11 +77,11 @@ jobs:
         version:
           - name: MariaDB 10.6 with pgvector pg17
             junit-name: semantic-search-tests-mariadb-10-6
-            mariadb-image: circleci/mariadb:10.6
+            mariadb-image: metabase/mariadb:10.6 # https://github.com/metabase/metabase-mariadb-docker-image
             pgvector-image: pgvector/pgvector:pg17
           - name: MariaDB Latest with pgvector pg17
             junit-name: semantic-search-tests-mariadb-latest
-            mariadb-image: circleci/mariadb:latest
+            mariadb-image: mariadb:latest
             pgvector-image: pgvector/pgvector:pg17
         job:
           - name: Semantic Search Tests
@@ -104,15 +104,15 @@ jobs:
         ports:
           - "3306:3306"
         env:
-          MYSQL_ALLOW_EMPTY_PASSWORD: true
-          MYSQL_DATABASE: circle_test
+          MARIADB_ALLOW_EMPTY_ROOT_PASSWORD: true
+          MARIADB_DATABASE: mb_test
     env:
       CI: 'true'
       DRIVERS: mysql
       MB_DB_TYPE: mysql
       MB_DB_HOST: localhost
       MB_DB_PORT: 3306
-      MB_DB_DBNAME: circle_test
+      MB_DB_DBNAME: mb_test
       MB_DB_USER: root
       MB_MYSQL_TEST_USER: root
       MB_PGVECTOR_DB_URL: 'jdbc:postgres://localhost:5432/mb_semantic_search?user=postgres&password=postgres'
@@ -143,7 +143,7 @@ jobs:
 
   semantic-search-tests-mysql:
     if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     strategy:
       fail-fast: false
@@ -151,7 +151,7 @@ jobs:
         version:
           - name: MySQL 8.4 with pgvector pg17
             junit-name: semantic-search-tests-mysql-8-4
-            mysql-image: cimg/mysql:8.4
+            mysql-image: mysql:8.4
             pgvector-image: pgvector/pgvector:pg17
           - name: MySQL Latest with pgvector pg17
             junit-name: semantic-search-tests-mysql-latest
@@ -179,14 +179,14 @@ jobs:
           - "3306:3306"
         env:
           MYSQL_ALLOW_EMPTY_PASSWORD: true
-          MYSQL_DATABASE: circle_test
+          MYSQL_DATABASE: mb_test
     env:
       CI: 'true'
       DRIVERS: mysql
       MB_DB_TYPE: mysql
       MB_DB_HOST: localhost
       MB_DB_PORT: 3306
-      MB_DB_DBNAME: circle_test
+      MB_DB_DBNAME: mb_test
       MB_DB_USER: root
       MB_MYSQL_TEST_USER: root
       MB_PGVECTOR_DB_URL: 'jdbc:postgres://localhost:5432/mb_semantic_search?user=postgres&password=postgres'
@@ -217,7 +217,7 @@ jobs:
 
   semantic-search-tests-postgres:
     if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 40
     strategy:
       fail-fast: false
@@ -296,7 +296,7 @@ jobs:
       - semantic-search-tests-mariadb
       - semantic-search-tests-mysql
       - semantic-search-tests-postgres
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 5
     name: semantic-search-tests-result
     if: always() && !cancelled()

.github/workflows/serialization.yml

@@ -0,0 +1,39 @@
+name: Serialization
+
+on:
+  push:
+    branches:
+      - 'master'
+  pull_request:
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
+  cancel-in-progress: true
+
+jobs:
+  files-changed:
+    name: Check which files changed
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
+    timeout-minutes: 3
+    outputs:
+      serialization_baseline: ${{ steps.changes.outputs.serialization_baseline }}
+    steps:
+      - uses: actions/checkout@v4
+      - name: Test which files changed
+        uses: dorny/paths-filter@v3.0.0
+        id: changes
+        with:
+          token: ${{ github.token }}
+          filters: .github/file-paths.yaml
+
+  validate-serialization-baseline:
+    needs: files-changed
+    if: needs.files-changed.outputs.serialization_baseline == 'true'
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
+    timeout-minutes: 10
+    steps:
+      - uses: actions/checkout@v4
+      - name: Prepare front-end environment
+        uses: ./.github/actions/prepare-frontend
+      - name: Validate serialization baseline schema
+        run: bunx @metabase/representations@1.1.1 validate-schema --folder test_resources/serialization_baseline

.github/workflows/set-announce-url.yml

@@ -11,7 +11,7 @@ on:
 
 jobs:
   set-announce-url:
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 15
     steps:
       - name: Validate input

.github/workflows/snowplow.yml

@@ -8,7 +8,7 @@ on:
 jobs:
   files-changed:
     name: Check which files changed
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 3
     outputs:
       snowplow: ${{ steps.changes.outputs.snowplow }}
@@ -24,7 +24,7 @@ jobs:
   lint:
     needs: files-changed
     if: needs.files-changed.outputs.snowplow == 'true'
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     steps:
       - name: Checkout
         uses: actions/checkout@v4

.github/workflows/snyk.yml

@@ -18,7 +18,7 @@ jobs:
   generate-poms:
     if: ${{ github.event_name != 'schedule' || github.repository == 'metabase/metabase' }}
     name: Generate pom.xml files
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     steps:
       - uses: actions/checkout@v4
       - name: Prepare back-end environment
@@ -37,7 +37,7 @@ jobs:
   frontend-projects:
     if: ${{ github.event_name != 'schedule' || github.repository == 'metabase/metabase' }}
     name: ${{ matrix.project.name }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     strategy:
       matrix:
         project:
@@ -88,7 +88,7 @@ jobs:
     needs: generate-poms
     if: ${{ github.event_name != 'schedule' || github.repository == 'metabase/metabase' }}
     name: ${{ matrix.project.name }}
-    runs-on: ubuntu-22.04
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     strategy:
       matrix:
         project:

.github/workflows/stale.yml

@@ -12,7 +12,7 @@ jobs:
   close-stale-prs:
     # don't run this workflow on a cron for forks
     if: ${{ github.event_name != 'schedule' || github.repository == 'metabase/metabase' }}
-    runs-on: ubuntu-latest
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
     timeout-minutes: 20
     steps:
       - uses: actions/stale@v9

.github/workflows/sync-fork.yml

@@ -0,0 +1,196 @@
+name: Sync Fork with Upstream
+
+on:
+  schedule:
+    - cron: "0 2 * * *" # Every day at 2 AM UTC
+  workflow_dispatch:
+    inputs:
+      force:
+        description: "⚠️ DESTRUCTIVE: Force-push from upstream, overwriting any fork-only commits"
+        required: false
+        default: false
+        type: boolean
+      release_branch_count:
+        description: "Number of most recent release branches to sync (0 to skip)"
+        required: false
+        default: "5"
+        type: number
+
+jobs:
+  workflow-summary:
+    # ONLY run on internal metabase org forks — NEVER on the public repo or external forks
+    if: github.repository_owner == 'metabase' && github.repository != 'metabase/metabase'
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
+    timeout-minutes: 5
+    steps:
+      - name: Generate workflow summary
+        run: |
+          echo '**Inputs:**' >> $GITHUB_STEP_SUMMARY
+          echo '' >> $GITHUB_STEP_SUMMARY
+          echo '- `release_branch_count`: ${{ inputs.release_branch_count || 5 }}' >> $GITHUB_STEP_SUMMARY
+          echo '- `force`: ${{ inputs.force || false }}' >> $GITHUB_STEP_SUMMARY
+          echo '- `trigger`: ${{ github.event_name }}' >> $GITHUB_STEP_SUMMARY
+          echo '' >> $GITHUB_STEP_SUMMARY
+          if [ "${{ github.event_name }}" = "workflow_dispatch" ]; then
+            echo 'triggered by: @${{ github.event.sender.login }}' >> $GITHUB_STEP_SUMMARY
+          else
+            echo 'triggered by: schedule' >> $GITHUB_STEP_SUMMARY
+          fi
+
+  sync-master:
+    # ONLY run on internal metabase org forks — NEVER on the public repo or external forks
+    if: github.repository_owner == 'metabase' && github.repository != 'metabase/metabase'
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        with:
+          ref: master
+          fetch-depth: 0
+          token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+
+      - name: Add upstream remote
+        run: git remote add metabase https://github.com/metabase/metabase.git
+
+      - name: Fetch upstream master
+        run: git fetch metabase master
+
+      - name: Sync master from upstream
+        id: sync
+        env:
+          FORCE: ${{ inputs.force || 'false' }}
+        run: |
+          if git diff --quiet master metabase/master; then
+            echo "master is already up to date — skipping push"
+            echo "detail=up to date" >> "$GITHUB_OUTPUT"
+            exit 0
+          fi
+
+          git checkout master
+
+          if [ "$FORCE" = "true" ]; then
+            echo "⚠️  Force-syncing master (overwriting fork-only commits)"
+            git reset --hard metabase/master
+            git push origin master --force
+            echo "detail=force-synced" >> "$GITHUB_OUTPUT"
+          else
+            if git pull metabase master; then
+              git push origin master
+              echo "detail=synced" >> "$GITHUB_OUTPUT"
+            else
+              echo "::warning::master has diverged from upstream — skipping (use force to override)"
+              echo "detail=diverged (skipped)" >> "$GITHUB_OUTPUT"
+            fi
+          fi
+
+      - name: Summary
+        if: always()
+        env:
+          REPO: ${{ github.repository }}
+        run: |
+          if [ "${{ steps.sync.outcome }}" = "success" ]; then
+            echo "| [\`master\`](https://github.com/${REPO}/tree/master) | ✅ ${{ steps.sync.outputs.detail }} |" >> $GITHUB_STEP_SUMMARY
+          else
+            echo "| [\`master\`](https://github.com/${REPO}/tree/master) | ❌ failed |" >> $GITHUB_STEP_SUMMARY
+          fi
+
+  list-release-branches:
+    # ONLY run on internal metabase org forks — NEVER on the public repo or external forks
+    if: github.repository_owner == 'metabase' && github.repository != 'metabase/metabase'
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
+    outputs:
+      branches: ${{ steps.discover.outputs.branches }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+
+      - name: Add upstream remote
+        run: git remote add metabase https://github.com/metabase/metabase.git
+
+      - name: Fetch upstream release branches
+        run: git fetch metabase 'refs/heads/release-*:refs/remotes/metabase/release-*'
+
+      - name: Discover release branches to sync
+        id: discover
+        env:
+          BRANCH_COUNT: ${{ inputs.release_branch_count || '5' }}
+        run: |
+          # Get only canonical release branches (release-x.NN.x), skip ad-hoc branches like backports
+          branches=$(git branch -r --list 'metabase/release-*' | sed 's|^ *||' | grep -E '^metabase/release-x\.[0-9]+\.x$' | sort -t. -k2,2rn | head -n "$BRANCH_COUNT")
+
+          json="[]"
+          for branch in $branches; do
+            branch_name="${branch#metabase/}"
+            json=$(echo "$json" | jq -c --arg b "$branch_name" '. + [$b]')
+          done
+
+          echo "branches=$json" >> "$GITHUB_OUTPUT"
+          echo "Release branches to sync: $json"
+
+  sync-release-branch:
+    needs: list-release-branches
+    if: needs.list-release-branches.outputs.branches != '[]'
+    runs-on: ${{ vars.DEFAULT_RUNNER_KEY }}
+    strategy:
+      fail-fast: false
+      matrix:
+        branch: ${{ fromJson(needs.list-release-branches.outputs.branches) }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+
+      - name: Add upstream remote
+        run: git remote add metabase https://github.com/metabase/metabase.git
+
+      - name: Fetch upstream branch
+        run: git fetch metabase "${{ matrix.branch }}"
+
+      - name: Sync ${{ matrix.branch }} from upstream
+        id: sync
+        env:
+          FORCE: ${{ inputs.force || 'false' }}
+        run: |
+          branch_name="${{ matrix.branch }}"
+
+          # Check if branch exists on origin
+          if git rev-parse --verify "origin/$branch_name" &>/dev/null; then
+            if git diff --quiet "origin/$branch_name" "metabase/$branch_name"; then
+              echo "$branch_name is already up to date — skipping push"
+              echo "detail=up to date" >> "$GITHUB_OUTPUT"
+              exit 0
+            fi
+          fi
+
+          if [ "$FORCE" = "true" ]; then
+            echo "⚠️  Force-syncing $branch_name (overwriting fork-only commits)"
+            git checkout -B "$branch_name" "metabase/$branch_name"
+            git push origin "$branch_name" --force
+            echo "detail=force-synced" >> "$GITHUB_OUTPUT"
+          else
+            git checkout -B "$branch_name" "origin/$branch_name" 2>/dev/null || git checkout -B "$branch_name" "metabase/$branch_name"
+            if git pull metabase "$branch_name"; then
+              git push origin "$branch_name"
+              echo "detail=synced" >> "$GITHUB_OUTPUT"
+            else
+              echo "::warning::$branch_name has diverged from upstream — skipping (use force to override)"
+              echo "detail=diverged (skipped)" >> "$GITHUB_OUTPUT"
+            fi
+          fi
+
+      - name: Summary
+        if: always()
+        env:
+          REPO: ${{ github.repository }}
+        run: |
+          branch="${{ matrix.branch }}"
+          if [ "${{ steps.sync.outcome }}" = "success" ]; then
+            echo "| [\`${branch}\`](https://github.com/${REPO}/tree/${branch}) | ✅ ${{ steps.sync.outputs.detail }} |" >> $GITHUB_STEP_SUMMARY
+          else
+            echo "| [\`${branch}\`](https://github.com/${REPO}/tree/${branch}) | ❌ failed |" >> $GITHUB_STEP_SUMMARY
+          fi