Merge branch 'main' into close-stale-issues

.codegen.json

@@ -8,6 +8,12 @@
         ".codegen/cmds-account.go.tmpl": "cmd/account/cmd.go"
     },
     "toolchain": {
-        "required": ["go"]
+        "required": ["go"],
+        "post_generate": [
+            "go run ./bundle/internal/bundle/schema/main.go ./bundle/schema/docs/bundle_descriptions.json",
+            "echo 'bundle/internal/tf/schema/\\*.go linguist-generated=true' >> ./.gitattributes",
+            "echo 'go.sum linguist-generated=true' >> ./.gitattributes",
+            "echo 'bundle/schema/docs/bundle_descriptions.json linguist-generated=true' >> ./.gitattributes"
+        ]
     }
 }

.codegen/_openapi_sha

@@ -1 +1 @@
-7b57ba3a53f4de3d049b6a24391fe5474212daf8
+63caa3cb0c05045e81d3dcf2451fa990d8670f36

.codegen/cmds-workspace.go.tmpl

@@ -2,7 +2,15 @@
 
 package workspace
 
-{{ $excludes := list "command-execution" "statement-execution" "dbfs" "dbsql-permissions" "account-access-control-proxy" }}
+{{ $excludes :=
+	list
+		"command-execution"
+		"statement-execution"
+		"dbfs"
+		"dbsql-permissions"
+		"account-access-control-proxy"
+		"files"
+}}
 
 import (
 	"github.com/databricks/cli/cmd/root"

.codegen/service.go.tmpl

@@ -10,7 +10,15 @@ import (
 	"github.com/spf13/cobra"
 )
 
-{{ $excludes := list "command-execution" "statement-execution" "dbfs" "dbsql-permissions" "account-access-control-proxy" }}
+{{ $excludes :=
+	list
+		"command-execution"
+		"statement-execution"
+		"dbfs"
+		"dbsql-permissions"
+		"account-access-control-proxy"
+		"files"
+}}
 
 {{if not (in $excludes .KebabName) }}
 	{{template "service" .}}
@@ -18,6 +26,13 @@ import (
 	{{skipThisFile}}
 {{end}}
 
+{{define "printArray" -}}
+{{if le (len .) 5 -}}
+	[{{range $index, $element := .}}{{if ne $index 0}}, {{end}}{{$element.Name}}{{end}}]
+{{- else -}}[{{range $index, $element := .}}
+  {{$element.Name}},{{end}}
+]{{end}}{{end}}
+
 {{define "service"}}
 // Slice with functions to override default command behavior.
 // Functions can be added from the `init()` function in manually curated files in this directory.
@@ -70,13 +85,10 @@ var {{.CamelName}}Overrides []func(
 func new{{.PascalName}}() *cobra.Command {
 	cmd := &cobra.Command{}
 
-	{{- $useJsonForAllFields := or .IsJsonOnly (and .Request (or (not .Request.IsAllRequiredFieldsPrimitive) .Request.HasRequiredNonBodyField))  -}}
-	{{- $needJsonFlag := or $useJsonForAllFields (and .Request (not .Request.IsOnlyPrimitiveFields)) -}}
-
 	{{- if .Request}}
 
 	var {{.CamelName}}Req {{.Service.Package.Name}}.{{.Request.PascalName}}
-	{{- if $needJsonFlag}}
+	{{- if .CanUseJson}}
 	var {{.CamelName}}Json flags.JsonFlag
 	{{- end}}
 	{{- end}}
@@ -89,7 +101,7 @@ func new{{.PascalName}}() *cobra.Command {
 	cmd.Flags().DurationVar(&{{.CamelName}}Timeout, "timeout", {{.Wait.Timeout}}*time.Minute, `maximum amount of time to reach {{range $i, $e := .Wait.Success}}{{if $i}} or {{end}}{{.Content}}{{end}} state`)
 	{{end -}}
     {{if .Request}}// TODO: short flags
-	{{- if $needJsonFlag}}
+	{{- if .CanUseJson}}
 	cmd.Flags().Var(&{{.CamelName}}Json, "json", `either inline JSON string or @path/to/file.json with request body`)
 	{{- end}}
     {{$method := .}}
@@ -101,7 +113,7 @@ func new{{.PascalName}}() *cobra.Command {
 			{{else if .Entity.ArrayValue }}// TODO: array: {{.Name}}
 			{{else if .Entity.MapValue }}// TODO: map via StringToStringVar: {{.Name}}
 			{{else if .Entity.IsEmpty }}// TODO: output-only field
-			{{else if .Entity.Enum }}cmd.Flags().Var(&{{$method.CamelName}}Req.{{.PascalName}}, "{{.KebabName}}", `{{.Summary | without "`"}}`)
+			{{else if .Entity.Enum }}cmd.Flags().Var(&{{$method.CamelName}}Req.{{.PascalName}}, "{{.KebabName}}", `{{.Summary | without "`" | trimSuffix "."}}. Supported values: {{template "printArray" .Entity.Enum}}`)
 			{{else}}cmd.Flags().{{template "arg-type" .Entity}}(&{{$method.CamelName}}Req.{{.PascalName}}, "{{.KebabName}}", {{$method.CamelName}}Req.{{.PascalName}}, `{{.Summary | without "`"}}`)
 			{{end}}
 		{{- end -}}
@@ -113,17 +125,36 @@ func new{{.PascalName}}() *cobra.Command {
 	{{- $fullCommandName := (print $serviceName " " .KebabName) -}}
 	{{- $noPrompt := or .IsCrudCreate (in $excludeFromPrompts $fullCommandName) }}
 
-	{{- $hasPosArgs := and .Request (or .Request.IsAllRequiredFieldsPrimitive (eq .PascalName "RunNow")) -}}
+	{{- $hasPosArgs := and (not .MustUseJson) (and .Request (or .Request.IsAllRequiredFieldsPrimitive (eq .PascalName "RunNow"))) -}}
 	{{- $hasSinglePosArg := and $hasPosArgs (eq 1 (len .Request.RequiredFields)) -}}
 	{{- $serviceHasNamedIdMap := and (and .Service.List .Service.List.NamedIdMap) (not (eq .PascalName "List")) -}}
 	{{- $hasIdPrompt := and (not $noPrompt) (and $hasSinglePosArg $serviceHasNamedIdMap) -}}
 	{{- $wait := and .Wait (and (not .IsCrudRead) (not (eq .SnakeName "get_run"))) -}}
-	{{- $hasRequiredArgs := and (not $hasIdPrompt) $hasPosArgs -}}
+	{{- $hasRequiredArgs :=  and (not $hasIdPrompt) $hasPosArgs -}}
+	{{- $hasSingleRequiredRequestBodyFieldWithPrompt := and (and $hasIdPrompt .Request) (eq 1 (len .Request.RequiredRequestBodyFields))  -}}
+
+	{{- $atleastOneArgumentWithDescription := false -}}
+	{{- if $hasPosArgs -}}
+		{{- range .Request.RequiredFields -}}
+			{{- if .HasComment -}}
+				{{- $atleastOneArgumentWithDescription = true -}}
+				{{- break -}}
+			{{- end -}}
+		{{- end -}}
+	{{- end -}}
 
 	cmd.Use = "{{.KebabName}}{{if $hasPosArgs}}{{range .Request.RequiredFields}} {{.ConstantName}}{{end}}{{end}}"
 	{{- if .Description }}
 	cmd.Short = `{{.Summary | without "`"}}`
-	cmd.Long = `{{.Comment  "  " 80 | without "`"}}`
+	cmd.Long = `{{.Comment  "  " 80 | without "`"}}
+	{{- if $atleastOneArgumentWithDescription }}
+
+  Arguments:
+    {{- range .Request.RequiredFields }}
+    {{ .ConstantName }}: {{.Comment "      " 80 | without "`"}}
+    {{- end -}}
+    {{- end -}}
+	`
 	{{- end }}
 	{{- if .IsPrivatePreview }}
 
@@ -134,12 +165,20 @@ func new{{.PascalName}}() *cobra.Command {
 	cmd.Annotations = make(map[string]string)
 	{{if $hasRequiredArgs }}
 	cmd.Args = func(cmd *cobra.Command, args []string) error {
-		check := cobra.ExactArgs({{len .Request.RequiredFields}})
+		{{- if and .CanUseJson .Request.HasRequiredRequestBodyFields }}
-		{{- if $useJsonForAllFields }}
 		if cmd.Flags().Changed("json") {
-			check = cobra.ExactArgs(0)
+			err := cobra.ExactArgs({{len .Request.RequiredPathFields}})(cmd, args)
+			if err != nil {
+			{{- if eq 0 (len .Request.RequiredPathFields) }}
+				return fmt.Errorf("when --json flag is specified, no positional arguments are required. Provide{{- range $index, $field := .Request.RequiredFields}}{{if $index}},{{end}} '{{$field.Name}}'{{end}} in your JSON input")
+			{{- else }}
+				return fmt.Errorf("when --json flag is specified, provide only{{- range $index, $field := .Request.RequiredPathFields}}{{if $index}},{{end}} {{$field.ConstantName}}{{end}} as positional arguments. Provide{{- range $index, $field := .Request.RequiredRequestBodyFields}}{{if $index}},{{end}} '{{$field.Name}}'{{end}} in your JSON input")
+			{{- end }}
+			}
+			return nil
 		}
 		{{- end }}
+		check := cobra.ExactArgs({{len .Request.RequiredFields}})
 		return check(cmd, args)
 	}
 	{{end}}
@@ -148,14 +187,18 @@ func new{{.PascalName}}() *cobra.Command {
 		ctx := cmd.Context()
 		{{if .Service.IsAccounts}}a := root.AccountClient(ctx){{else}}w := root.WorkspaceClient(ctx){{end}}
 		{{- if .Request }}
-			{{ if $needJsonFlag }}
+			{{ if .CanUseJson }}
 			if cmd.Flags().Changed("json") {
 					err = {{.CamelName}}Json.Unmarshal(&{{.CamelName}}Req)
 					if err != nil {
 						return err
 					}
-			}{{end}}{{if $useJsonForAllFields }} else {
+			}{{end}}{{ if .MustUseJson }}else {
-			{{- end }}
+				return fmt.Errorf("please provide command input in JSON format by specifying the --json flag")
+			}{{- end}}
+			{{- if (not .MustUseJson) }}
+			{{- if and .CanUseJson $hasSingleRequiredRequestBodyFieldWithPrompt }} else {
+			{{- end}}
 			{{- if $hasIdPrompt}}
 				if len(args) == 0 {
 					promptSpinner := cmdio.Spinner(ctx)
@@ -175,22 +218,30 @@ func new{{.PascalName}}() *cobra.Command {
 					return fmt.Errorf("expected to have {{range .Request.RequiredFields}}{{.Summary | trimSuffix "." | lower}}{{end}}")
 				}
 			{{- end -}}
+
 			{{$method := .}}
-			{{- if and .Request.IsAllRequiredFieldsPrimitive (not .IsJsonOnly) -}}
+			{{- range $arg, $field := .Request.RequiredFields}}
-				{{- range $arg, $field := .Request.RequiredFields}}
+				{{- $optionalIfJsonIsUsed := and (not $hasIdPrompt) (and $field.IsRequestBodyField $method.CanUseJson) }}
-					{{if not $field.Entity.IsString -}}
+				{{- if $optionalIfJsonIsUsed  }}
-					_, err = fmt.Sscan(args[{{$arg}}], &{{$method.CamelName}}Req.{{$field.PascalName}})
+				if !cmd.Flags().Changed("json") {
-					if err != nil {
+				{{- end }}
-						return fmt.Errorf("invalid {{$field.ConstantName}}: %s", args[{{$arg}}])
+				{{if not $field.Entity.IsString -}}
-					}{{else -}}
+				_, err = fmt.Sscan(args[{{$arg}}], &{{$method.CamelName}}Req.{{$field.PascalName}})
-					{{$method.CamelName}}Req.{{$field.PascalName}} = args[{{$arg}}]
+				if err != nil {
-					{{- end -}}{{end}}
+					return fmt.Errorf("invalid {{$field.ConstantName}}: %s", args[{{$arg}}])
-			{{- else -}}
+				}{{else -}}
-				return fmt.Errorf("please provide command input in JSON format by specifying the --json flag")
+				{{$method.CamelName}}Req.{{$field.PascalName}} = args[{{$arg}}]
+				{{- end -}}
+				{{- if $optionalIfJsonIsUsed  }}
+				}
+				{{- end }}
 			{{- end -}}
-			{{if $useJsonForAllFields }}
+
+			{{- if and .CanUseJson $hasSingleRequiredRequestBodyFieldWithPrompt }}
 			}
-			{{end }}
+			{{- end}}
+
+			{{- end}}
 		{{end}}
 		{{if $wait -}}
 		wait, err := {{if .Service.IsAccounts}}a{{else}}w{{end}}.{{.Service.PascalName}}.{{.PascalName}}(ctx{{if .Request}}, {{.CamelName}}Req{{end}})
@@ -260,9 +311,14 @@ func init() {
 		if err != nil {
 			return err
 		}
-        {{if .Response -}}
+		{{ if .Response -}}
-		return cmdio.Render(ctx, response)
+			{{- if .IsResponseByteStream -}}
-		{{- else -}}
+			defer response.{{.ResponseBodyField.PascalName}}.Close()
+			return cmdio.RenderReader(ctx, response.{{.ResponseBodyField.PascalName}})
+			{{- else -}}
+			return cmdio.Render(ctx, response)
+			{{- end -}}
+		{{ else -}}
 		return nil
 		{{- end -}}
 {{- end -}}

.gitattributes

@@ -10,9 +10,9 @@ cmd/account/ip-access-lists/ip-access-lists.go linguist-generated=true
 cmd/account/log-delivery/log-delivery.go linguist-generated=true
 cmd/account/metastore-assignments/metastore-assignments.go linguist-generated=true
 cmd/account/metastores/metastores.go linguist-generated=true
-cmd/account/network-policy/network-policy.go linguist-generated=true
+cmd/account/network-connectivity/network-connectivity.go linguist-generated=true
 cmd/account/networks/networks.go linguist-generated=true
-cmd/account/o-auth-enrollment/o-auth-enrollment.go linguist-generated=true
+cmd/account/o-auth-published-apps/o-auth-published-apps.go linguist-generated=true
 cmd/account/private-access/private-access.go linguist-generated=true
 cmd/account/published-app-integration/published-app-integration.go linguist-generated=true
 cmd/account/service-principal-secrets/service-principal-secrets.go linguist-generated=true
@@ -25,13 +25,17 @@ cmd/account/vpc-endpoints/vpc-endpoints.go linguist-generated=true
 cmd/account/workspace-assignment/workspace-assignment.go linguist-generated=true
 cmd/account/workspaces/workspaces.go linguist-generated=true
 cmd/workspace/alerts/alerts.go linguist-generated=true
+cmd/workspace/apps/apps.go linguist-generated=true
+cmd/workspace/artifact-allowlists/artifact-allowlists.go linguist-generated=true
 cmd/workspace/catalogs/catalogs.go linguist-generated=true
 cmd/workspace/clean-rooms/clean-rooms.go linguist-generated=true
 cmd/workspace/cluster-policies/cluster-policies.go linguist-generated=true
 cmd/workspace/clusters/clusters.go linguist-generated=true
 cmd/workspace/cmd.go linguist-generated=true
 cmd/workspace/connections/connections.go linguist-generated=true
+cmd/workspace/credentials-manager/credentials-manager.go linguist-generated=true
 cmd/workspace/current-user/current-user.go linguist-generated=true
+cmd/workspace/dashboard-widgets/dashboard-widgets.go linguist-generated=true
 cmd/workspace/dashboards/dashboards.go linguist-generated=true
 cmd/workspace/data-sources/data-sources.go linguist-generated=true
 cmd/workspace/experiments/experiments.go linguist-generated=true
@@ -48,19 +52,23 @@ cmd/workspace/jobs/jobs.go linguist-generated=true
 cmd/workspace/libraries/libraries.go linguist-generated=true
 cmd/workspace/metastores/metastores.go linguist-generated=true
 cmd/workspace/model-registry/model-registry.go linguist-generated=true
+cmd/workspace/model-versions/model-versions.go linguist-generated=true
 cmd/workspace/permissions/permissions.go linguist-generated=true
 cmd/workspace/pipelines/pipelines.go linguist-generated=true
 cmd/workspace/policy-families/policy-families.go linguist-generated=true
 cmd/workspace/providers/providers.go linguist-generated=true
 cmd/workspace/queries/queries.go linguist-generated=true
 cmd/workspace/query-history/query-history.go linguist-generated=true
+cmd/workspace/query-visualizations/query-visualizations.go linguist-generated=true
 cmd/workspace/recipient-activation/recipient-activation.go linguist-generated=true
 cmd/workspace/recipients/recipients.go linguist-generated=true
+cmd/workspace/registered-models/registered-models.go linguist-generated=true
 cmd/workspace/repos/repos.go linguist-generated=true
 cmd/workspace/schemas/schemas.go linguist-generated=true
 cmd/workspace/secrets/secrets.go linguist-generated=true
 cmd/workspace/service-principals/service-principals.go linguist-generated=true
 cmd/workspace/serving-endpoints/serving-endpoints.go linguist-generated=true
+cmd/workspace/settings/settings.go linguist-generated=true
 cmd/workspace/shares/shares.go linguist-generated=true
 cmd/workspace/storage-credentials/storage-credentials.go linguist-generated=true
 cmd/workspace/system-schemas/system-schemas.go linguist-generated=true
@@ -74,3 +82,6 @@ cmd/workspace/warehouses/warehouses.go linguist-generated=true
 cmd/workspace/workspace-bindings/workspace-bindings.go linguist-generated=true
 cmd/workspace/workspace-conf/workspace-conf.go linguist-generated=true
 cmd/workspace/workspace/workspace.go linguist-generated=true
+bundle/internal/tf/schema/\*.go linguist-generated=true
+go.sum linguist-generated=true
+bundle/schema/docs/bundle_descriptions.json linguist-generated=true

.github/ISSUE_TEMPLATE/cli-issue.md

@@ -0,0 +1,29 @@
+---
+name: Bug report for the CLI
+about: Use this to report an issue with the CLI.
+title: ''
+labels: CLI
+---
+
+### Describe the issue
+A clear and concise description of what the issue is
+
+### Steps to reproduce the behavior
+Please list the steps required to reproduce the issue, for example:
+1. Run `databricks clusters ...`
+2. See error
+
+### Expected Behavior
+Clear and concise description of what should have happened
+
+### Actual Behavior
+Clear and concise description of what actually happened
+
+### OS and CLI version
+Please include the version of the CLI (eg: v0.1.2) and the operating system (eg: windows). You can run databricks --version to get the version of your Databricks CLI
+
+### Is this a regression?
+Did this work in a previous version of the CLI? If so, which versions did you try?
+
+### Debug Logs
+Output logs if you run the command with debug logs enabled. Example: databricks clusters list --log-level=debug. Redact if needed

.github/ISSUE_TEMPLATE/config.yml

@@ -0,0 +1 @@
+blank_issues_enabled: true

.github/ISSUE_TEMPLATE/dabs-issue.md

@@ -0,0 +1,33 @@
+---
+name: Bug report for Databricks Asset Bundles
+about: Use this to report an issue with Databricks Asset Bundles.
+labels: DABs
+title: ''
+---
+
+### Describe the issue
+A clear and concise description of what the issue is
+
+### Configuration
+Please provide a minimal reproducible configuration for the issue
+
+### Steps to reproduce the behavior
+ Please list the steps required to reproduce the issue, for example:
+1. Run `databricks bundle deploy ...`
+2. Run `databricks bundle run ...`
+3. See error
+
+### Expected Behavior
+Clear and concise description of what should have happened
+
+### Actual Behavior
+Clear and concise description of what actually happened
+
+### OS and CLI version
+Please provide the version of the CLI (eg: v0.1.2) and the operating system (eg: windows). You can run databricks --version to get the version of your Databricks CLI
+
+### Is this a regression?
+Did this work in a previous version of the CLI? If so, which versions did you try?
+
+### Debug Logs
+Output logs if you run the command with debug logs enabled. Example: databricks bundle deploy --log-level=debug. Redact if needed

.github/workflows/push.yml

@@ -5,6 +5,14 @@ on:
     types: [opened, synchronize]
   merge_group:
     types: [checks_requested]
+  push:
+    # Always run on push to main. The build cache can only be reused
+    # if it was saved by a run from the repository's default branch.
+    # The run result will be identical to that from the merge queue
+    # because the commit is identical, yet we need to perform it to
+    # seed the build cache.
+    branches:
+      - main
 
 jobs:
   tests:
@@ -20,16 +28,17 @@ jobs:
 
     steps:
       - name: Checkout repository and submodules
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
-
-      - name: Unshallow
-        run: git fetch --prune --unshallow
 
       - name: Setup Go
-        uses: actions/setup-go@v3
+        uses: actions/setup-go@v4
         with:
-          go-version: 1.19.5
+          go-version: 1.21.0
-          cache: true
+
+      - name: Setup Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: '3.9'
 
       - name: Set go env
         run: |
@@ -51,23 +60,23 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
 
       - name: Setup Go
-        uses: actions/setup-go@v3
+        uses: actions/setup-go@v4
         with:
-          # Use 1.19 because of godoc formatting.
+          go-version: 1.21.0
-          # See https://tip.golang.org/doc/go1.19#go-doc.
-          go-version: 1.19
 
           # No need to download cached dependencies when running gofmt.
           cache: false
 
-      - name: Run gofmt
+      - name: Install goimports
         run: |
-          # -l: list files that were reformatted
+          go install golang.org/x/tools/cmd/goimports@latest
-          # -w: write back formatted files to disk
+
-          gofmt -l -w ./
+      - name: Run make fmt
+        run: |
+          make fmt
 
       - name: Run go mod tidy
         run: |

.github/workflows/release-snapshot.yml

@@ -13,32 +13,15 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout repository and submodules
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
-
+        with:
-      - name: Unshallow
+          fetch-depth: 0
-        run: git fetch --prune --unshallow
+          fetch-tags: true
 
       - name: Setup Go
-        id: go
+        uses: actions/setup-go@v4
-        uses: actions/setup-go@v3
         with:
-          go-version: 1.19.5
+          go-version: 1.21.0
-
-      - name: Locate cache paths
-        id: cache
-        run: |
-          echo "GOMODCACHE=$(go env GOMODCACHE)" >> $GITHUB_OUTPUT
-          echo "GOCACHE=$(go env GOCACHE)" >> $GITHUB_OUTPUT
-
-      # Note: use custom caching because below performs a cross platform build
-      # through goreleaser and don't want to share a cache with the test builds.
-      - name: Setup caching
-        uses: actions/cache@v3
-        with:
-          path: |
-            ${{ steps.cache.outputs.GOMODCACHE }}
-            ${{ steps.cache.outputs.GOCACHE }}
-          key: release-${{ runner.os }}-go-${{ steps.go.outputs.go-version }}-${{ hashFiles('go.sum', '.goreleaser.yaml') }}
 
       - name: Hide snapshot tag to outsmart GoReleaser
         run: git tag -d snapshot || true
@@ -73,7 +56,7 @@ jobs:
       - name: Update snapshot tag
 
         # Snapshot release may only be updated for commits to the main branch.
-        # if: github.ref == 'refs/heads/main'
+        if: github.ref == 'refs/heads/main'
 
         run: |
           git tag snapshot
@@ -82,7 +65,7 @@ jobs:
       - name: Update snapshot release
 
         # Snapshot release may only be updated for commits to the main branch.
-        # if: github.ref == 'refs/heads/main'
+        if: github.ref == 'refs/heads/main'
 
         uses: softprops/action-gh-release@v1
         with:

.github/workflows/release.yml

@@ -9,40 +9,111 @@ on:
 
 jobs:
   goreleaser:
+    outputs:
+      artifacts: ${{ steps.releaser.outputs.artifacts }}
     runs-on: ubuntu-latest
     steps:
       - name: Checkout repository and submodules
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
-
+        with:
-      - name: Unshallow
+          fetch-depth: 0
-        run: git fetch --prune --unshallow
+          fetch-tags: true
 
       - name: Setup Go
-        id: go
+        uses: actions/setup-go@v4
-        uses: actions/setup-go@v3
         with:
-          go-version: 1.19.5
+          go-version: 1.21.0
-
-      - name: Locate cache paths
-        id: cache
-        run: |
-          echo "GOMODCACHE=$(go env GOMODCACHE)" >> $GITHUB_OUTPUT
-          echo "GOCACHE=$(go env GOCACHE)" >> $GITHUB_OUTPUT
-
-      # Note: use custom caching because below performs a cross platform build
-      # through goreleaser and don't want to share a cache with the test builds.
-      - name: Setup caching
-        uses: actions/cache@v3
-        with:
-          path: |
-            ${{ steps.cache.outputs.GOMODCACHE }}
-            ${{ steps.cache.outputs.GOCACHE }}
-          key: release-${{ runner.os }}-go-${{ steps.go.outputs.go-version }}-${{ hashFiles('go.sum', '.goreleaser.yaml') }}
 
       - name: Run GoReleaser
+        id: releaser
         uses: goreleaser/goreleaser-action@v4
         with:
           version: latest
           args: release
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+  create-setup-cli-release-pr:
+    needs: goreleaser
+    runs-on: ubuntu-latest
+    steps:
+      - name: Set VERSION variable from tag
+        run: |
+          VERSION=${{ github.ref_name }}
+          echo "VERSION=${VERSION:1}" >> $GITHUB_ENV
+
+      - name: Update setup-cli
+        uses: actions/github-script@v6
+        with:
+          github-token: ${{ secrets.DECO_GITHUB_TOKEN }}
+          script: |
+            await github.rest.actions.createWorkflowDispatch({
+              owner: 'databricks',
+              repo: 'setup-cli',
+              workflow_id: 'release-pr.yml',
+              ref: 'main',
+              inputs: {
+                version: "${{ env.VERSION }}",
+              }
+            });
+
+  create-homebrew-tap-release-pr:
+    needs: goreleaser
+    runs-on: ubuntu-latest
+    steps:
+      - name: Set VERSION variable from tag
+        run: |
+          VERSION=${{ github.ref_name }}
+          echo "VERSION=${VERSION:1}" >> $GITHUB_ENV
+
+      - name: Update homebrew-tap
+        uses: actions/github-script@v6
+        with:
+          github-token: ${{ secrets.DECO_GITHUB_TOKEN }}
+          script: |
+            let artifacts = JSON.parse('${{ needs.goreleaser.outputs.artifacts }}')
+            artifacts = artifacts.filter(a => a.type == "Archive")
+            artifacts = new Map(
+              artifacts.map(a => [
+                a.goos + "_" + a.goarch,
+                a.extra.Checksum.replace("sha256:", "")
+              ])
+            )
+
+            await github.rest.actions.createWorkflowDispatch({
+              owner: 'databricks',
+              repo: 'homebrew-tap',
+              workflow_id: 'release-pr.yml',
+              ref: 'main',
+              inputs: {
+                version: "${{ env.VERSION }}",
+                darwin_amd64_sha: artifacts.get('darwin_amd64'),
+                darwin_arm64_sha: artifacts.get('darwin_arm64'),
+                linux_amd64_sha: artifacts.get('linux_amd64'),
+                linux_arm64_sha: artifacts.get('linux_arm64')
+              }
+            });
+
+  create-vscode-extension-update-pr:
+    needs: goreleaser
+    runs-on: ubuntu-latest
+    steps:
+      - name: Set VERSION variable from tag
+        run: |
+          VERSION=${{ github.ref_name }}
+          echo "VERSION=${VERSION:1}" >> $GITHUB_ENV
+
+      - name: Update CLI version in the VSCode extension
+        uses: actions/github-script@v6
+        with:
+          github-token: ${{ secrets.DECO_GITHUB_TOKEN }}
+          script: |
+            await github.rest.actions.createWorkflowDispatch({
+              owner: 'databricks',
+              repo: 'databricks-vscode',
+              workflow_id: 'update-cli-version.yml',
+              ref: 'main',
+              inputs: {
+                version: "${{ env.VERSION }}",
+              }
+            });

.gitignore

@@ -28,3 +28,6 @@ __pycache__
 .terraform.lock.hcl
 
 .vscode/launch.json
+.vscode/tasks.json
+
+.databricks

.goreleaser.yaml

@@ -35,12 +35,6 @@ builds:
   goarch:
     - amd64
     - arm64
-    - '386'
-  ignore:
-    - goos: darwin
-      goarch: '386'
-    - goos: linux
-      goarch: '386'
   binary: databricks
 archives:
 - format: zip

.vscode/__builtins__.pyi

@@ -0,0 +1,3 @@
+# Typings for Pylance in VS Code
+# see https://github.com/microsoft/pyright/blob/main/docs/builtins.md
+from databricks.sdk.runtime import *

.vscode/settings.json

@@ -7,5 +7,8 @@
     "files.insertFinalNewline": true,
     "files.trimFinalNewlines": true,
     "python.envFile": "${workspaceFolder}/.databricks/.databricks.env",
-    "databricks.python.envFile": "${workspaceFolder}/.env"
+    "databricks.python.envFile": "${workspaceFolder}/.env",
+    "python.analysis.stubPath": ".vscode",
+    "jupyter.interactiveWindow.cellMarker.codeRegex": "^# COMMAND ----------|^# Databricks notebook source|^(#\\s*%%|#\\s*\\<codecell\\>|#\\s*In\\[\\d*?\\]|#\\s*In\\[ \\])",
+    "jupyter.interactiveWindow.cellMarker.default": "# COMMAND ----------"
 }

CHANGELOG.md

@@ -1,5 +1,597 @@
 # Version changelog
 
+## 0.211.0
+
+CLI:
+ * Upgrade Go SDK to 0.27.0 ([#1064](https://github.com/databricks/cli/pull/1064)).
+ * Skip profile resolution if `DATABRICKS_AUTH_TYPE` is set ([#1068](https://github.com/databricks/cli/pull/1068)).
+ * Do not allow input prompts in Git Bash terminal ([#1069](https://github.com/databricks/cli/pull/1069)).
+ * Added output template for list-secrets command ([#1074](https://github.com/databricks/cli/pull/1074)).
+
+Bundles:
+* Set metadata fields required to enable break-glass UI for jobs ([#880](https://github.com/databricks/cli/pull/880)).
+* Do not prompt for template values in Git Bash ([#1082](https://github.com/databricks/cli/pull/1082)).
+* Tune output of bundle deploy command ([#1047](https://github.com/databricks/cli/pull/1047)).
+
+API Changes:
+ * Changed `databricks connections update` command with new required argument order.
+ * Changed `databricks serving-endpoints update-config` command with new required argument order.
+ * Added `databricks serving-endpoints put` command.
+ * Removed `databricks account network-policy` command group.
+
+OpenAPI commit 63caa3cb0c05045e81d3dcf2451fa990d8670f36 (2023-12-12)
+
+Dependency updates:
+ * Bump github.com/google/uuid from 1.4.0 to 1.5.0 ([#1073](https://github.com/databricks/cli/pull/1073)).
+ * Bump golang.org/x/crypto from 0.16.0 to 0.17.0 ([#1076](https://github.com/databricks/cli/pull/1076)).
+
+## 0.210.3
+
+Bundles:
+ * Improve default template ([#1046](https://github.com/databricks/cli/pull/1046)).
+ * Fix passthrough of pipeline notifications ([#1058](https://github.com/databricks/cli/pull/1058)).
+
+Internal:
+ * Stub out Python virtual environment installation for `labs` commands ([#1057](https://github.com/databricks/cli/pull/1057)).
+ * Upgrade Terraform schema version to v1.31.1 ([#1055](https://github.com/databricks/cli/pull/1055)).
+
+
+Dependency updates:
+ * Bump github.com/hashicorp/hc-install from 0.6.1 to 0.6.2 ([#1054](https://github.com/databricks/cli/pull/1054)).
+ * Bump github.com/databricks/databricks-sdk-go from 0.26.1 to 0.26.2 ([#1053](https://github.com/databricks/cli/pull/1053)).
+
+## 0.210.2
+
+CLI:
+ * Add documentation for positional args in commands generated from the Databricks OpenAPI specification ([#1033](https://github.com/databricks/cli/pull/1033)).
+ * Ask for host when .databrickscfg doesn't exist ([#1041](https://github.com/databricks/cli/pull/1041)).
+ * Add list of supported values for flags that represent an enum field ([#1036](https://github.com/databricks/cli/pull/1036)).
+
+Bundles:
+ * Fix panic when bundle auth resolution fails ([#1002](https://github.com/databricks/cli/pull/1002)).
+ * Add versioning for bundle templates ([#972](https://github.com/databricks/cli/pull/972)).
+ * Add support for conditional prompting in bundle init ([#971](https://github.com/databricks/cli/pull/971)).
+ * Pass parameters to task when run with `--python-params` and `python_wheel_wrapper` is true ([#1037](https://github.com/databricks/cli/pull/1037)).
+ * Change default_python template to auto-update version on each wheel build ([#1034](https://github.com/databricks/cli/pull/1034)).
+
+Internal:
+ * Rewrite the friendly log handler ([#1038](https://github.com/databricks/cli/pull/1038)).
+ * Move bundle schema update to an internal module ([#1012](https://github.com/databricks/cli/pull/1012)).
+
+
+Dependency updates:
+ * Bump github.com/databricks/databricks-sdk-go from 0.26.0 to 0.26.1 ([#1040](https://github.com/databricks/cli/pull/1040)).
+
+## 0.210.1
+
+This is a bugfix release to address issues with v0.210.0.
+
+CLI:
+ * Fix `panic:  is not set` ([#1027](https://github.com/databricks/cli/pull/1027)).
+ * Fix `databricks configure` if new profile is specified ([#1030](https://github.com/databricks/cli/pull/1030)).
+ * Filter out system clusters for `--configure-cluster` ([#1031](https://github.com/databricks/cli/pull/1031)).
+
+Bundles:
+ * Fixed panic when job has trigger and in development mode ([#1026](https://github.com/databricks/cli/pull/1026)).
+
+Internal:
+ * Use `fetch-tags` option in release workflows ([#1025](https://github.com/databricks/cli/pull/1025)).
+
+
+
+## 0.210.0
+
+This release includes the new `databricks labs` command to install, manage, and run Databricks Labs projects.
+
+CLI:
+ * Add `--debug` as shortcut for `--log-level debug` ([#964](https://github.com/databricks/cli/pull/964)).
+ * Improved usability of `databricks auth login ... --configure-cluster` ([#956](https://github.com/databricks/cli/pull/956)).
+ * Make `databricks configure` save only explicit fields ([#973](https://github.com/databricks/cli/pull/973)).
+ * Add `databricks labs` command group ([#914](https://github.com/databricks/cli/pull/914)).
+ * Tolerate missing .databrickscfg file during `databricks auth login` ([#1003](https://github.com/databricks/cli/pull/1003)).
+ * Add `--configure-cluster` flag to configure command ([#1005](https://github.com/databricks/cli/pull/1005)).
+ * Fix bug where the account or workspace client could be `nil` ([#1020](https://github.com/databricks/cli/pull/1020)).
+
+Bundles:
+ * Do not allow empty descriptions for bundle template inputs ([#967](https://github.com/databricks/cli/pull/967)).
+ * Added support for top-level permissions ([#928](https://github.com/databricks/cli/pull/928)).
+ * Allow jobs to be manually unpaused in development mode ([#885](https://github.com/databricks/cli/pull/885)).
+ * Fix template initialization from current working directory ([#976](https://github.com/databricks/cli/pull/976)).
+ * Add `--tag` and `--branch` options to bundle init command ([#975](https://github.com/databricks/cli/pull/975)).
+ * Work around DLT issue with `` not being set correctly ([#999](https://github.com/databricks/cli/pull/999)).
+ * Enable `spark_jar_task` with local JAR libraries ([#993](https://github.com/databricks/cli/pull/993)).
+ * Pass `USERPROFILE` environment variable to Terraform ([#1001](https://github.com/databricks/cli/pull/1001)).
+ * Improve error message when path is not a bundle template ([#985](https://github.com/databricks/cli/pull/985)).
+ * Correctly overwrite local state if remote state is newer ([#1008](https://github.com/databricks/cli/pull/1008)).
+ * Add mlops-stacks to the default `databricks bundle init` prompt ([#988](https://github.com/databricks/cli/pull/988)).
+ * Do not add wheel content hash in uploaded Python wheel path ([#1015](https://github.com/databricks/cli/pull/1015)).
+ * Do not replace pipeline libraries if there are no matches for pattern ([#1021](https://github.com/databricks/cli/pull/1021)).
+
+Internal:
+ * Update CLI version in the VS Code extension during release ([#1014](https://github.com/databricks/cli/pull/1014)).
+
+API Changes:
+ * Changed `databricks functions create` command.
+ * Changed `databricks metastores create` command with new required argument order.
+ * Removed `databricks metastores enable-optimization` command.
+ * Removed `databricks account o-auth-enrollment` command group.
+ * Removed `databricks apps delete` command.
+ * Removed `databricks apps get` command.
+ * Added `databricks apps delete-app` command.
+ * Added `databricks apps get-app` command.
+ * Added `databricks apps get-app-deployment-status` command.
+ * Added `databricks apps get-apps` command.
+ * Added `databricks apps get-events` command.
+ * Added `databricks account network-connectivity` command group.
+
+OpenAPI commit 22f09783eb8a84d52026f856be3b2068f9498db3 (2023-11-23)
+
+Dependency updates:
+ * Bump golang.org/x/term from 0.13.0 to 0.14.0 ([#981](https://github.com/databricks/cli/pull/981)).
+ * Bump github.com/hashicorp/terraform-json from 0.17.1 to 0.18.0 ([#979](https://github.com/databricks/cli/pull/979)).
+ * Bump golang.org/x/oauth2 from 0.13.0 to 0.14.0 ([#982](https://github.com/databricks/cli/pull/982)).
+ * Bump github.com/databricks/databricks-sdk-go from 0.24.0 to 0.25.0 ([#980](https://github.com/databricks/cli/pull/980)).
+ * Bump github.com/databricks/databricks-sdk-go from 0.25.0 to 0.26.0 ([#1019](https://github.com/databricks/cli/pull/1019)).
+
+## 0.209.1
+
+CLI:
+ * Hide `--progress-format` global flag ([#965](https://github.com/databricks/cli/pull/965)).
+ * Make configure command visible + fix bundle command description ([#961](https://github.com/databricks/cli/pull/961)).
+ * Log process ID in each log entry ([#949](https://github.com/databricks/cli/pull/949)).
+ * Improve error message when `--json` flag is specified ([#933](https://github.com/databricks/cli/pull/933)).
+
+Bundles:
+ * Remove validation for default value against pattern ([#959](https://github.com/databricks/cli/pull/959)).
+ * Bundle path rewrites for dbt and SQL file tasks ([#962](https://github.com/databricks/cli/pull/962)).
+ * Initialize variable definitions that are defined without properties ([#966](https://github.com/databricks/cli/pull/966)).
+
+Internal:
+ * Function to merge two instances of `config.Value` ([#938](https://github.com/databricks/cli/pull/938)).
+ * Make to/from string methods private to the jsonschema package ([#942](https://github.com/databricks/cli/pull/942)).
+ * Make Cobra runner compatible with testing interactive flows ([#957](https://github.com/databricks/cli/pull/957)).
+ * Added `env.UserHomeDir(ctx)` for parallel-friendly tests ([#955](https://github.com/databricks/cli/pull/955)).
+
+
+Dependency updates:
+ * Bump golang.org/x/mod from 0.13.0 to 0.14.0 ([#954](https://github.com/databricks/cli/pull/954)).
+ * Bump golang.org/x/text from 0.13.0 to 0.14.0 ([#953](https://github.com/databricks/cli/pull/953)).
+ * Bump golang.org/x/sync from 0.4.0 to 0.5.0 ([#951](https://github.com/databricks/cli/pull/951)).
+ * Bump github.com/spf13/cobra from 1.7.0 to 1.8.0 ([#950](https://github.com/databricks/cli/pull/950)).
+ * Bump github.com/fatih/color from 1.15.0 to 1.16.0 ([#952](https://github.com/databricks/cli/pull/952)).
+
+## 0.209.0
+
+CLI:
+ * Added GitHub issue templates for CLI and DABs issues ([#925](https://github.com/databricks/cli/pull/925)).
+ * Simplified code generation logic for handling path and request body parameters and JSON input ([#905](https://github.com/databricks/cli/pull/905)).
+
+
+Bundles:
+ * Fixed URL for bundle template documentation in init command help docs ([#903](https://github.com/databricks/cli/pull/903)).
+ * Fixed pattern validation for input parameters in a bundle template ([#912](https://github.com/databricks/cli/pull/912)).
+ * Fixed multiline description rendering for enum input parameters in bundle templates ([#916](https://github.com/databricks/cli/pull/916)).
+ * Changed production mode check for whether identity used is a service principal to use UserName  ([#924](https://github.com/databricks/cli/pull/924)).
+ * Changed bundle deploy to upload partial terraform state even if deployment fails ([#923](https://github.com/databricks/cli/pull/923)).
+ * Added support for welcome messages to bundle templates ([#907](https://github.com/databricks/cli/pull/907)).
+ * Added support for uploading bundle deployment metadata to WSFS ([#845](https://github.com/databricks/cli/pull/845)).
+
+
+Internal:
+ * Loading an empty yaml file yields a nil ([#906](https://github.com/databricks/cli/pull/906)).
+ * Library to convert config.Value to Go struct ([#904](https://github.com/databricks/cli/pull/904)).
+ * Remove default resolution of repo names against the Databricks Github account([#940](https://github.com/databricks/cli/pull/940)).
+ * Run make fmt from fmt job ([#929](https://github.com/databricks/cli/pull/929)).
+ * `make snapshot` to build file in `.databricks/databricks` ([#927](https://github.com/databricks/cli/pull/927)).
+ * Add configuration normalization code ([#915](https://github.com/databricks/cli/pull/915)).
+
+API Changes:
+ * Added `databricks account network-policy` command group.
+
+Dependency updates:
+ * Bump Terraform provider from v1.28.0 to v1.29.0 ([#926](https://github.com/databricks/cli/pull/926)).
+ * Bump the Go SDK in the CLI from v0.23 to v0.24 ([#919](https://github.com/databricks/cli/pull/919)).
+ * Bump google.golang.org/grpc from 1.58.2 to 1.58.3 ([#920](https://github.com/databricks/cli/pull/920)).
+ * Bump github.com/google/uuid from 1.3.1 to 1.4.0 ([#932](https://github.com/databricks/cli/pull/932)).
+
+OpenAPI commit 5903bb39137fd76ac384b2044e425f9c56840e00 (2023-10-23)
+
+## 0.208.2
+
+CLI:
+ * Never load authentication configuration from bundle for sync command ([#889](https://github.com/databricks/cli/pull/889)).
+ * Fixed requiring positional arguments for API URL parameters ([#878](https://github.com/databricks/cli/pull/878)).
+
+Bundles:
+ * Add support for validating CLI version when loading a jsonschema object ([#883](https://github.com/databricks/cli/pull/883)).
+ * Do not emit wheel wrapper error when python_wheel_wrapper setting is true ([#894](https://github.com/databricks/cli/pull/894)).
+ * Resolve configuration before performing verification ([#890](https://github.com/databricks/cli/pull/890)).
+ * Fix wheel task not working with with 13.x clusters ([#898](https://github.com/databricks/cli/pull/898)).
+
+Internal:
+ * Skip prompt on completion hook ([#888](https://github.com/databricks/cli/pull/888)).
+ * New YAML loader to support configuration location ([#828](https://github.com/databricks/cli/pull/828)).
+
+Dependency updates:
+ * Bump github.com/mattn/go-isatty from 0.0.19 to 0.0.20 ([#896](https://github.com/databricks/cli/pull/896)).
+
+## 0.208.1
+
+CLI:
+ * Fix rendering of streaming response ([#876](https://github.com/databricks/cli/pull/876)).
+
+Bundles:
+ * Rename MLOps Stack to MLOps Stacks ([#881](https://github.com/databricks/cli/pull/881)).
+ * Support Python wheels larger than 10MB ([#879](https://github.com/databricks/cli/pull/879)).
+ * Improve the output of the `databricks bundle init` command ([#795](https://github.com/databricks/cli/pull/795)).
+
+
+
+## 0.208.0
+
+Note: this release includes a fix for the issue where zero values (for example
+`num_workers: 0`) were not included in the request body.
+
+CLI:
+ * Use already instantiated WorkspaceClient in sync command ([#867](https://github.com/databricks/cli/pull/867)).
+
+Bundles:
+ * Support Unity Catalog Registered Models in bundles ([#846](https://github.com/databricks/cli/pull/846)).
+ * Fixed merging task libraries from targets ([#868](https://github.com/databricks/cli/pull/868)).
+ * Add alias for mlops-stack template URL ([#869](https://github.com/databricks/cli/pull/869)).
+
+API Changes:
+ * Changed `databricks account billable-usage download` command to start returning output.
+ * Changed `databricks account storage-credentials delete` command with new required argument order.
+ * Changed `databricks account storage-credentials get` command with new required argument order.
+ * Changed `databricks account storage-credentials update` command with new required argument order.
+ * Added `databricks workspace-bindings get-bindings` command.
+ * Added `databricks workspace-bindings update-bindings` command.
+ * Removed `databricks account network-policy` command group.
+ * Changed `databricks ip-access-lists list` command to return output.
+
+OpenAPI commit 493a76554afd3afdd15dc858773d01643f80352a (2023-10-12)
+
+Dependency updates:
+ * Update Go SDK to 0.23.0 and use custom marshaller ([#772](https://github.com/databricks/cli/pull/772)).
+ * Bump Terraform provider to v1.28.0 ([#871](https://github.com/databricks/cli/pull/871)).
+ * Bump golang.org/x/net from 0.16.0 to 0.17.0 ([#863](https://github.com/databricks/cli/pull/863)).
+ * Bump github.com/hashicorp/hc-install from 0.6.0 to 0.6.1 ([#870](https://github.com/databricks/cli/pull/870)).
+
+## 0.207.1
+
+CLI:
+ * Improve `workspace import` command by allowing references to local files for content ([#793](https://github.com/databricks/cli/pull/793)).
+ * Add `--file` flag to workspace export command ([#794](https://github.com/databricks/cli/pull/794)).
+ * Ensure profile flag is respected for sync command ([#837](https://github.com/databricks/cli/pull/837)).
+ * Add hint to delete sync snapshot if parsing fails ([#853](https://github.com/databricks/cli/pull/853)).
+ * Use profile information when getting a token using the CLI ([#855](https://github.com/databricks/cli/pull/855)).
+
+Bundles:
+ * Minor template tweaks ([#832](https://github.com/databricks/cli/pull/832)).
+ * Fixed using repo files as pipeline libraries ([#847](https://github.com/databricks/cli/pull/847)).
+ * Support .gitignore syntax in sync section and make sure it works recursively ([#854](https://github.com/databricks/cli/pull/854)).
+ * Allow target overrides for sync section ([#856](https://github.com/databricks/cli/pull/856)).
+
+Internal:
+ * Fix import export integration tests on windows ([#842](https://github.com/databricks/cli/pull/842)).
+ * Fix workspace import test ([#844](https://github.com/databricks/cli/pull/844)).
+ * Automatically create a release PR in homebrew-tap repo ([#841](https://github.com/databricks/cli/pull/841)).
+
+
+Dependency updates:
+ * Bump golang.org/x/term from 0.12.0 to 0.13.0 ([#852](https://github.com/databricks/cli/pull/852)).
+ * Bump golang.org/x/mod from 0.12.0 to 0.13.0 ([#851](https://github.com/databricks/cli/pull/851)).
+ * Bump golang.org/x/sync from 0.3.0 to 0.4.0 ([#849](https://github.com/databricks/cli/pull/849)).
+ * Bump golang.org/x/oauth2 from 0.12.0 to 0.13.0 ([#850](https://github.com/databricks/cli/pull/850)).
+
+## 0.207.0
+
+CLI:
+ * Refactor change computation for sync ([#785](https://github.com/databricks/cli/pull/785)).
+
+Bundles:
+ * Allow digits in the generated short name ([#820](https://github.com/databricks/cli/pull/820)).
+ * Emit an error when incompatible all purpose cluster used with Python wheel tasks ([#823](https://github.com/databricks/cli/pull/823)).
+ * Use normalized short name for tag value in development mode ([#821](https://github.com/databricks/cli/pull/821)).
+ * Added `python.DetectInterpreters` and other utils ([#805](https://github.com/databricks/cli/pull/805)).
+ * Mark artifacts properties as optional ([#834](https://github.com/databricks/cli/pull/834)).
+ * Added support for glob patterns in pipeline libraries section ([#833](https://github.com/databricks/cli/pull/833)).
+
+Internal:
+ * Run tests to verify backend tag validation behavior ([#814](https://github.com/databricks/cli/pull/814)).
+ * Library to validate and normalize cloud specific tags ([#819](https://github.com/databricks/cli/pull/819)).
+ * Added test to submit and run various Python tasks on multiple DBR versions ([#806](https://github.com/databricks/cli/pull/806)).
+ * Create a release PR in setup-cli repo on tag push ([#827](https://github.com/databricks/cli/pull/827)).
+
+API Changes:
+ * Changed `databricks account metastore-assignments list` command to return .
+ * Changed `databricks jobs cancel-all-runs` command with new required argument order.
+ * Added `databricks account o-auth-published-apps` command group.
+ * Changed `databricks serving-endpoints query` command . New request type is .
+ * Added `databricks serving-endpoints patch` command.
+ * Added `databricks credentials-manager` command group.
+ * Added `databricks settings` command group.
+ * Changed `databricks clean-rooms list` command to require request of .
+ * Changed `databricks statement-execution execute-statement` command with new required argument order.
+
+OpenAPI commit bcbf6e851e3d82fd910940910dd31c10c059746c (2023-10-02)
+Dependency updates:
+ * Bump github.com/google/uuid from 1.3.0 to 1.3.1 ([#825](https://github.com/databricks/cli/pull/825)).
+ * Updated Go SDK to 0.22.0 ([#831](https://github.com/databricks/cli/pull/831)).
+
+## 0.206.0
+
+Bundles:
+ * Enable target overrides for pipeline clusters ([#792](https://github.com/databricks/cli/pull/792)).
+ * Add support for regex patterns in template schema ([#768](https://github.com/databricks/cli/pull/768)).
+ * Make the default `databricks bundle init` template more self-explanatory ([#796](https://github.com/databricks/cli/pull/796)).
+ * Make a notebook wrapper for Python wheel tasks optional ([#797](https://github.com/databricks/cli/pull/797)).
+ * Added a warning when Python wheel wrapper needs to be used ([#807](https://github.com/databricks/cli/pull/807)).
+
+Internal:
+ * Added `process.Background()` and `process.Forwarded()` ([#804](https://github.com/databricks/cli/pull/804)).
+
+Dependency updates:
+ * Bump golang.org/x/term from 0.11.0 to 0.12.0 ([#798](https://github.com/databricks/cli/pull/798)).
+ * Bump github.com/hashicorp/terraform-exec from 0.18.1 to 0.19.0 ([#801](https://github.com/databricks/cli/pull/801)).
+ * Bump golang.org/x/oauth2 from 0.11.0 to 0.12.0 ([#802](https://github.com/databricks/cli/pull/802)).
+
+## 0.205.2
+
+CLI:
+ * Prompt for profile only in interactive mode ([#788](https://github.com/databricks/cli/pull/788)).
+
+Internal:
+ * Added setup Python action ([#789](https://github.com/databricks/cli/pull/789)).
+
+
+## 0.205.1
+
+Bundles:
+ * Use enums for default python template ([#765](https://github.com/databricks/cli/pull/765)).
+ * Make bundle deploy work if no resources are defined ([#767](https://github.com/databricks/cli/pull/767)).
+ * Added support for experimental scripts section ([#632](https://github.com/databricks/cli/pull/632)).
+ * Error when unknown keys are encounters during template execution ([#766](https://github.com/databricks/cli/pull/766)).
+ * Fall back to full Git clone if shallow clone is not supported ([#775](https://github.com/databricks/cli/pull/775)).
+ * Enable environment overrides for job tasks ([#779](https://github.com/databricks/cli/pull/779)).
+ * Increase timeout waiting for job run to 1 day ([#786](https://github.com/databricks/cli/pull/786)).
+
+Internal:
+ * Update Go SDK to v0.19.3 (unreleased) ([#778](https://github.com/databricks/cli/pull/778)).
+
+
+
+## 0.205.0
+
+This release marks the public preview phase of Databricks Asset Bundles.
+
+For more information, please refer to our online documentation at
+https://docs.databricks.com/en/dev-tools/bundles/.
+
+CLI:
+ * Prompt once for a client profile ([#727](https://github.com/databricks/cli/pull/727)).
+
+Bundles:
+ * Use clearer error message when no interpolation value is found. ([#764](https://github.com/databricks/cli/pull/764)).
+ * Use interactive prompt to select resource to run if not specified ([#762](https://github.com/databricks/cli/pull/762)).
+ * Add documentation link bundle command group description ([#770](https://github.com/databricks/cli/pull/770)).
+
+
+## 0.204.1
+
+Bundles:
+ * Fix conversion of job parameters ([#744](https://github.com/databricks/cli/pull/744)).
+ * Add schema and config validation to jsonschema package ([#740](https://github.com/databricks/cli/pull/740)).
+ * Support Model Serving Endpoints in bundles ([#682](https://github.com/databricks/cli/pull/682)).
+ * Do not include empty output in job run output ([#749](https://github.com/databricks/cli/pull/749)).
+ * Fixed marking libraries from DBFS as remote ([#750](https://github.com/databricks/cli/pull/750)).
+ * Process only Python wheel tasks which have local libraries used ([#751](https://github.com/databricks/cli/pull/751)).
+ * Add enum support for bundle templates ([#668](https://github.com/databricks/cli/pull/668)).
+ * Apply Python wheel trampoline if workspace library is used ([#755](https://github.com/databricks/cli/pull/755)).
+ * List available targets when incorrect target passed ([#756](https://github.com/databricks/cli/pull/756)).
+ * Make bundle and sync fields optional ([#757](https://github.com/databricks/cli/pull/757)).
+ * Consolidate environment variable interaction ([#747](https://github.com/databricks/cli/pull/747)).
+
+Internal:
+ * Update Go SDK to v0.19.1 ([#759](https://github.com/databricks/cli/pull/759)).
+
+
+
+## 0.204.0
+
+This release includes permission related commands for a subset of workspace
+services where they apply. These complement the `permissions` command and
+do not require specification of the object type to work with, as that is
+implied by the command they are nested under.
+
+CLI:
+ * Group permission related commands ([#730](https://github.com/databricks/cli/pull/730)).
+
+Bundles:
+ * Fixed artifact file uploading on Windows and wheel execution on DBR 13.3 ([#722](https://github.com/databricks/cli/pull/722)).
+ * Make resource and artifact paths in bundle config relative to config folder ([#708](https://github.com/databricks/cli/pull/708)).
+ * Add support for ordering of input prompts ([#662](https://github.com/databricks/cli/pull/662)).
+ * Fix IsServicePrincipal() only working for workspace admins ([#732](https://github.com/databricks/cli/pull/732)).
+ * databricks bundle init template v1 ([#686](https://github.com/databricks/cli/pull/686)).
+ * databricks bundle init template v2: optional stubs, DLT support ([#700](https://github.com/databricks/cli/pull/700)).
+ * Show 'databricks bundle init' template in CLI prompt ([#725](https://github.com/databricks/cli/pull/725)).
+ * Include  in set of environment variables to pass along. ([#736](https://github.com/databricks/cli/pull/736)).
+
+Internal:
+ * Update Go SDK to v0.19.0 ([#729](https://github.com/databricks/cli/pull/729)).
+ * Replace API call to test configuration with dummy authenticate call ([#728](https://github.com/databricks/cli/pull/728)).
+
+API Changes:
+ * Changed `databricks account storage-credentials create` command to return .
+ * Changed `databricks account storage-credentials get` command to return .
+ * Changed `databricks account storage-credentials list` command to return .
+ * Changed `databricks account storage-credentials update` command to return .
+ * Changed `databricks connections create` command with new required argument order.
+ * Changed `databricks connections update` command with new required argument order.
+ * Changed `databricks volumes create` command with new required argument order.
+ * Added `databricks artifact-allowlists` command group.
+ * Added `databricks model-versions` command group.
+ * Added `databricks registered-models` command group.
+ * Added `databricks cluster-policies get-permission-levels` command.
+ * Added `databricks cluster-policies get-permissions` command.
+ * Added `databricks cluster-policies set-permissions` command.
+ * Added `databricks cluster-policies update-permissions` command.
+ * Added `databricks clusters get-permission-levels` command.
+ * Added `databricks clusters get-permissions` command.
+ * Added `databricks clusters set-permissions` command.
+ * Added `databricks clusters update-permissions` command.
+ * Added `databricks instance-pools get-permission-levels` command.
+ * Added `databricks instance-pools get-permissions` command.
+ * Added `databricks instance-pools set-permissions` command.
+ * Added `databricks instance-pools update-permissions` command.
+ * Added `databricks files` command group.
+ * Changed `databricks permissions set` command to start returning .
+ * Changed `databricks permissions update` command to start returning .
+ * Added `databricks users get-permission-levels` command.
+ * Added `databricks users get-permissions` command.
+ * Added `databricks users set-permissions` command.
+ * Added `databricks users update-permissions` command.
+ * Added `databricks jobs get-permission-levels` command.
+ * Added `databricks jobs get-permissions` command.
+ * Added `databricks jobs set-permissions` command.
+ * Added `databricks jobs update-permissions` command.
+ * Changed `databricks experiments get-by-name` command to return .
+ * Changed `databricks experiments get-experiment` command to return .
+ * Added `databricks experiments delete-runs` command.
+ * Added `databricks experiments get-permission-levels` command.
+ * Added `databricks experiments get-permissions` command.
+ * Added `databricks experiments restore-runs` command.
+ * Added `databricks experiments set-permissions` command.
+ * Added `databricks experiments update-permissions` command.
+ * Added `databricks model-registry get-permission-levels` command.
+ * Added `databricks model-registry get-permissions` command.
+ * Added `databricks model-registry set-permissions` command.
+ * Added `databricks model-registry update-permissions` command.
+ * Added `databricks pipelines get-permission-levels` command.
+ * Added `databricks pipelines get-permissions` command.
+ * Added `databricks pipelines set-permissions` command.
+ * Added `databricks pipelines update-permissions` command.
+ * Added `databricks serving-endpoints get-permission-levels` command.
+ * Added `databricks serving-endpoints get-permissions` command.
+ * Added `databricks serving-endpoints set-permissions` command.
+ * Added `databricks serving-endpoints update-permissions` command.
+ * Added `databricks token-management get-permission-levels` command.
+ * Added `databricks token-management get-permissions` command.
+ * Added `databricks token-management set-permissions` command.
+ * Added `databricks token-management update-permissions` command.
+ * Changed `databricks dashboards create` command with new required argument order.
+ * Added `databricks warehouses get-permission-levels` command.
+ * Added `databricks warehouses get-permissions` command.
+ * Added `databricks warehouses set-permissions` command.
+ * Added `databricks warehouses update-permissions` command.
+ * Added `databricks dashboard-widgets` command group.
+ * Added `databricks query-visualizations` command group.
+ * Added `databricks repos get-permission-levels` command.
+ * Added `databricks repos get-permissions` command.
+ * Added `databricks repos set-permissions` command.
+ * Added `databricks repos update-permissions` command.
+ * Added `databricks secrets get-secret` command.
+ * Added `databricks workspace get-permission-levels` command.
+ * Added `databricks workspace get-permissions` command.
+ * Added `databricks workspace set-permissions` command.
+ * Added `databricks workspace update-permissions` command.
+
+OpenAPI commit 09a7fa63d9ae243e5407941f200960ca14d48b07 (2023-09-04)
+
+## 0.203.3
+
+Bundles:
+ * Support cluster overrides with cluster_key and compute_key ([#696](https://github.com/databricks/cli/pull/696)).
+ * Allow referencing local Python wheels without artifacts section defined ([#703](https://github.com/databricks/cli/pull/703)).
+ * Fixed --environment flag ([#705](https://github.com/databricks/cli/pull/705)).
+ * Correctly identify local paths in libraries section ([#702](https://github.com/databricks/cli/pull/702)).
+ * Fixed path joining in FindFilesWithSuffixInPath ([#704](https://github.com/databricks/cli/pull/704)).
+ *  Added transformation mutator for Python wheel task for them to work on DBR <13.1 ([#635](https://github.com/databricks/cli/pull/635)).
+
+Internal:
+ * Add a foundation for built-in templates ([#685](https://github.com/databricks/cli/pull/685)).
+ * Test transform when no Python wheel tasks defined ([#714](https://github.com/databricks/cli/pull/714)).
+ * Pin Terraform binary version to 1.5.5 ([#715](https://github.com/databricks/cli/pull/715)).
+ * Cleanup after "Add a foundation for built-in templates" ([#707](https://github.com/databricks/cli/pull/707)).
+ * Filter down to Python wheel tasks only for trampoline ([#712](https://github.com/databricks/cli/pull/712)).
+ * Update Terraform provider schema structs from 1.23.0 ([#713](https://github.com/databricks/cli/pull/713)).
+
+## 0.203.2
+
+CLI:
+ * Added `databricks account o-auth-enrollment enable` command ([#687](https://github.com/databricks/cli/pull/687)).
+
+Bundles:
+ * Do not try auto detect Python package if no Python wheel tasks defined ([#674](https://github.com/databricks/cli/pull/674)).
+ * Renamed `environments` to `targets` in bundle configuration ([#670](https://github.com/databricks/cli/pull/670)).
+ * Rename init project-dir flag to output-dir ([#676](https://github.com/databricks/cli/pull/676)).
+ * Added support for sync.include and sync.exclude sections ([#671](https://github.com/databricks/cli/pull/671)).
+ * Add template directory flag for bundle templates ([#675](https://github.com/databricks/cli/pull/675)).
+ * Never ignore root directory when enumerating files in a repository ([#683](https://github.com/databricks/cli/pull/683)).
+ * Improve 'mode' error message ([#681](https://github.com/databricks/cli/pull/681)).
+ * Added run_as section for bundle configuration ([#692](https://github.com/databricks/cli/pull/692)).
+
+## 0.203.1
+
+CLI:
+ * Always resolve .databrickscfg file ([#659](https://github.com/databricks/cli/pull/659)).
+
+Bundles:
+ * Add internal tag for bundle fields to be skipped from schema ([#636](https://github.com/databricks/cli/pull/636)).
+ * Log the bundle root configuration file if applicable ([#657](https://github.com/databricks/cli/pull/657)).
+ * Execute paths without the .tmpl extension as templates ([#654](https://github.com/databricks/cli/pull/654)).
+ * Enable environment overrides for job clusters ([#658](https://github.com/databricks/cli/pull/658)).
+ * Merge artifacts and resources block with overrides enabled ([#660](https://github.com/databricks/cli/pull/660)).
+ * Locked terraform binary version to <= 1.5.5 ([#666](https://github.com/databricks/cli/pull/666)).
+ * Return better error messages for invalid JSON schema types in templates ([#661](https://github.com/databricks/cli/pull/661)).
+ * Use custom prompter for bundle template inputs ([#663](https://github.com/databricks/cli/pull/663)).
+ * Add map and pair helper functions for bundle templates ([#665](https://github.com/databricks/cli/pull/665)).
+ * Correct name for force acquire deploy flag ([#656](https://github.com/databricks/cli/pull/656)).
+ * Confirm that override with a zero value doesn't work ([#669](https://github.com/databricks/cli/pull/669)).
+
+Internal:
+ * Consolidate functions in libs/git ([#652](https://github.com/databricks/cli/pull/652)).
+ * Upgraded Go version to 1.21 ([#664](https://github.com/databricks/cli/pull/664)).
+
+## 0.203.0
+
+CLI:
+ * Infer host from profile during `auth login` ([#629](https://github.com/databricks/cli/pull/629)).
+
+Bundles:
+ * Extend deployment mode support ([#577](https://github.com/databricks/cli/pull/577)).
+ * Add validation for Git settings in bundles ([#578](https://github.com/databricks/cli/pull/578)).
+ * Only treat files with .tmpl extension as templates ([#594](https://github.com/databricks/cli/pull/594)).
+ * Add JSON schema validation for input template parameters ([#598](https://github.com/databricks/cli/pull/598)).
+ * Add DATABRICKS_BUNDLE_INCLUDE_PATHS to specify include paths through env vars ([#591](https://github.com/databricks/cli/pull/591)).
+ * Initialise a empty default bundle if BUNDLE_ROOT and DATABRICKS_BUNDLE_INCLUDES env vars are present ([#604](https://github.com/databricks/cli/pull/604)).
+ * Regenerate bundle resource structs from latest Terraform provider ([#633](https://github.com/databricks/cli/pull/633)).
+ * Fixed processing jobs libraries with remote path ([#638](https://github.com/databricks/cli/pull/638)).
+ * Add unit test for file name execution during rendering ([#640](https://github.com/databricks/cli/pull/640)).
+ * Add bundle init command and support for prompting user for input values ([#631](https://github.com/databricks/cli/pull/631)).
+ * Fix bundle git branch validation ([#645](https://github.com/databricks/cli/pull/645)).
+
+Internal:
+ * Fix mkdir integration test on GCP ([#620](https://github.com/databricks/cli/pull/620)).
+ * Fix git clone integration test for non-existing repo ([#610](https://github.com/databricks/cli/pull/610)).
+ * Remove push to main trigger for build workflow ([#621](https://github.com/databricks/cli/pull/621)).
+ * Remove workflow to publish binaries to S3 ([#622](https://github.com/databricks/cli/pull/622)).
+ * Fix failing fs mkdir test on azure ([#627](https://github.com/databricks/cli/pull/627)).
+ * Print y/n options when displaying prompts using cmdio.Ask ([#650](https://github.com/databricks/cli/pull/650)).
+
+API Changes:
+ * Changed `databricks account metastore-assignments create` command to not return anything.
+ * Added `databricks account network-policy` command group.
+
+OpenAPI commit 7b57ba3a53f4de3d049b6a24391fe5474212daf8 (2023-07-28)
+
+Dependency updates:
+ * Bump OpenAPI specification & Go SDK Version ([#624](https://github.com/databricks/cli/pull/624)).
+ * Bump golang.org/x/term from 0.10.0 to 0.11.0 ([#643](https://github.com/databricks/cli/pull/643)).
+ * Bump golang.org/x/text from 0.11.0 to 0.12.0 ([#642](https://github.com/databricks/cli/pull/642)).
+ * Bump golang.org/x/oauth2 from 0.10.0 to 0.11.0 ([#641](https://github.com/databricks/cli/pull/641)).
+
 ## 0.202.0
 
 Breaking Change:

Makefile

@@ -24,10 +24,11 @@ build: vendor
 
 snapshot:
 	@echo "✓ Building dev snapshot"
-	@goreleaser build --snapshot --clean --single-target
+	@go build -o .databricks/databricks
 
 vendor:
 	@echo "✓ Filling vendor folder with library code ..."
 	@go mod vendor
 
 .PHONY: build vendor coverage test lint fmt
+

NOTICE

@@ -16,6 +16,10 @@ go-ini/ini - https://github.com/go-ini/ini
 Copyright ini authors
 License - https://github.com/go-ini/ini/blob/main/LICENSE
 
+uber-go/mock - https://go.uber.org/mock
+Copyright Google Inc.
+License - https://github.com/uber-go/mock/blob/main/LICENSE
+
 —--
 
 This software contains code from the following open source projects, licensed under the MPL 2.0 license:

bundle/artifacts/all.go

@@ -4,9 +4,10 @@ import (
 	"context"
 	"fmt"
 
+	"slices"
+
 	"github.com/databricks/cli/bundle"
 	"golang.org/x/exp/maps"
-	"golang.org/x/exp/slices"
 )
 
 // all is an internal proxy for producing a list of mutators for all artifacts.

bundle/artifacts/artifacts.go

@@ -1,19 +1,20 @@
 package artifacts
 
 import (
+	"bytes"
 	"context"
-	"crypto/sha256"
-	"encoding/base64"
 	"errors"
 	"fmt"
 	"os"
 	"path"
+	"path/filepath"
 
 	"github.com/databricks/cli/bundle"
 	"github.com/databricks/cli/bundle/artifacts/whl"
 	"github.com/databricks/cli/bundle/config"
 	"github.com/databricks/cli/libs/cmdio"
-	"github.com/databricks/databricks-sdk-go/service/workspace"
+	"github.com/databricks/cli/libs/filer"
+	"github.com/databricks/cli/libs/log"
 )
 
 type mutatorFactory = func(name string) bundle.Mutator
@@ -61,13 +62,13 @@ func (m *basicBuild) Apply(ctx context.Context, b *bundle.Bundle) error {
 		return fmt.Errorf("artifact doesn't exist: %s", m.name)
 	}
 
-	cmdio.LogString(ctx, fmt.Sprintf("artifacts.Build(%s): Building...", m.name))
+	cmdio.LogString(ctx, fmt.Sprintf("Building %s...", m.name))
 
 	out, err := artifact.Build(ctx)
 	if err != nil {
-		return fmt.Errorf("artifacts.Build(%s): %w, output: %s", m.name, err, out)
+		return fmt.Errorf("build for %s failed, error: %w, output: %s", m.name, err, out)
 	}
-	cmdio.LogString(ctx, fmt.Sprintf("artifacts.Build(%s): Build succeeded", m.name))
+	log.Infof(ctx, "Build succeeded")
 
 	return nil
 }
@@ -82,7 +83,7 @@ func BasicUpload(name string) bundle.Mutator {
 }
 
 func (m *basicUpload) Name() string {
-	return fmt.Sprintf("artifacts.Build(%s)", m.name)
+	return fmt.Sprintf("artifacts.Upload(%s)", m.name)
 }
 
 func (m *basicUpload) Apply(ctx context.Context, b *bundle.Bundle) error {
@@ -95,27 +96,37 @@ func (m *basicUpload) Apply(ctx context.Context, b *bundle.Bundle) error {
 		return fmt.Errorf("artifact source is not configured: %s", m.name)
 	}
 
-	err := uploadArtifact(ctx, artifact, b)
+	uploadPath, err := getUploadBasePath(b)
 	if err != nil {
-		return fmt.Errorf("artifacts.Upload(%s): %w", m.name, err)
+		return err
+	}
+
+	client, err := filer.NewWorkspaceFilesClient(b.WorkspaceClient(), uploadPath)
+	if err != nil {
+		return err
+	}
+
+	err = uploadArtifact(ctx, artifact, uploadPath, client)
+	if err != nil {
+		return fmt.Errorf("upload for %s failed, error: %w", m.name, err)
 	}
 
 	return nil
 }
 
-func uploadArtifact(ctx context.Context, a *config.Artifact, b *bundle.Bundle) error {
+func uploadArtifact(ctx context.Context, a *config.Artifact, uploadPath string, client filer.Filer) error {
 	for i := range a.Files {
 		f := &a.Files[i]
 		if f.NeedsUpload() {
-			filename := path.Base(f.Source)
+			filename := filepath.Base(f.Source)
-			cmdio.LogString(ctx, fmt.Sprintf("artifacts.Upload(%s): Uploading...", filename))
+			cmdio.LogString(ctx, fmt.Sprintf("Uploading %s...", filename))
-			remotePath, err := uploadArtifactFile(ctx, f.Source, b)
+
+			err := uploadArtifactFile(ctx, f.Source, client)
 			if err != nil {
 				return err
 			}
-			cmdio.LogString(ctx, fmt.Sprintf("artifacts.Upload(%s): Upload succeeded", filename))
+			log.Infof(ctx, "Upload succeeded")
-
+			f.RemotePath = path.Join(uploadPath, filepath.Base(f.Source))
-			f.RemotePath = remotePath
 		}
 	}
 
@@ -124,41 +135,23 @@ func uploadArtifact(ctx context.Context, a *config.Artifact, b *bundle.Bundle) e
 }
 
 // Function to upload artifact file to Workspace
-func uploadArtifactFile(ctx context.Context, file string, b *bundle.Bundle) (string, error) {
+func uploadArtifactFile(ctx context.Context, file string, client filer.Filer) error {
 	raw, err := os.ReadFile(file)
 	if err != nil {
-		return "", fmt.Errorf("unable to read %s: %w", file, errors.Unwrap(err))
+		return fmt.Errorf("unable to read %s: %w", file, errors.Unwrap(err))
 	}
 
-	uploadPath, err := getUploadBasePath(b)
+	filename := filepath.Base(file)
+	err = client.Write(ctx, filename, bytes.NewReader(raw), filer.OverwriteIfExists, filer.CreateParentDirectories)
 	if err != nil {
-		return "", err
+		return fmt.Errorf("unable to import %s: %w", filename, err)
 	}
 
-	fileHash := sha256.Sum256(raw)
+	return nil
-	remotePath := path.Join(uploadPath, fmt.Sprintf("%x", fileHash), path.Base(file))
-	// Make sure target directory exists.
-	err = b.WorkspaceClient().Workspace.MkdirsByPath(ctx, path.Dir(remotePath))
-	if err != nil {
-		return "", fmt.Errorf("unable to create directory for %s: %w", remotePath, err)
-	}
-
-	// Import to workspace.
-	err = b.WorkspaceClient().Workspace.Import(ctx, workspace.Import{
-		Path:      remotePath,
-		Overwrite: true,
-		Format:    workspace.ImportFormatAuto,
-		Content:   base64.StdEncoding.EncodeToString(raw),
-	})
-	if err != nil {
-		return "", fmt.Errorf("unable to import %s: %w", remotePath, err)
-	}
-
-	return remotePath, nil
 }
 
 func getUploadBasePath(b *bundle.Bundle) (string, error) {
-	artifactPath := b.Config.Workspace.ArtifactsPath
+	artifactPath := b.Config.Workspace.ArtifactPath
 	if artifactPath == "" {
 		return "", fmt.Errorf("remote artifact path not configured")
 	}

bundle/artifacts/autodetect.go

@@ -28,5 +28,6 @@ func (m *autodetect) Apply(ctx context.Context, b *bundle.Bundle) error {
 
 	return bundle.Apply(ctx, b, bundle.Seq(
 		whl.DetectPackage(),
+		whl.DefineArtifactsFromLibraries(),
 	))
 }

bundle/artifacts/infer.go

@@ -47,7 +47,11 @@ func (m *infer) Apply(ctx context.Context, b *bundle.Bundle) error {
 		return fmt.Errorf("artifact doesn't exist: %s", m.name)
 	}
 
-	if artifact.BuildCommand != "" {
+	// only try to infer command if it's not already defined
+	// and there is no explicitly files defined which means
+	// that the package is built outside of bundle cycles
+	// manually by customer
+	if artifact.BuildCommand != "" || len(artifact.Files) > 0 {
 		return nil
 	}
 

bundle/artifacts/whl/autodetect.go

@@ -10,7 +10,8 @@ import (
 
 	"github.com/databricks/cli/bundle"
 	"github.com/databricks/cli/bundle/config"
-	"github.com/databricks/cli/libs/cmdio"
+	"github.com/databricks/cli/bundle/libraries"
+	"github.com/databricks/cli/libs/log"
 )
 
 type detectPkg struct {
@@ -25,17 +26,22 @@ func (m *detectPkg) Name() string {
 }
 
 func (m *detectPkg) Apply(ctx context.Context, b *bundle.Bundle) error {
-	cmdio.LogString(ctx, "artifacts.whl.AutoDetect: Detecting Python wheel project...")
+	wheelTasks := libraries.FindAllWheelTasksWithLocalLibraries(b)
+	if len(wheelTasks) == 0 {
+		log.Infof(ctx, "No local wheel tasks in databricks.yml config, skipping auto detect")
+		return nil
+	}
+	log.Infof(ctx, "Detecting Python wheel project...")
 
 	// checking if there is setup.py in the bundle root
 	setupPy := filepath.Join(b.Config.Path, "setup.py")
 	_, err := os.Stat(setupPy)
 	if err != nil {
-		cmdio.LogString(ctx, "artifacts.whl.AutoDetect: No Python wheel project found at bundle root folder")
+		log.Infof(ctx, "No Python wheel project found at bundle root folder")
 		return nil
 	}
 
-	cmdio.LogString(ctx, fmt.Sprintf("artifacts.whl.AutoDetect: Found Python wheel project at %s", b.Config.Path))
+	log.Infof(ctx, fmt.Sprintf("Found Python wheel project at %s", b.Config.Path))
 	module := extractModuleName(setupPy)
 
 	if b.Config.Artifacts == nil {

bundle/artifacts/whl/build.go

@@ -9,7 +9,8 @@ import (
 	"github.com/databricks/cli/bundle"
 	"github.com/databricks/cli/bundle/config"
 	"github.com/databricks/cli/libs/cmdio"
-	"github.com/databricks/cli/python"
+	"github.com/databricks/cli/libs/log"
+	"github.com/databricks/cli/libs/python"
 )
 
 type build struct {
@@ -32,7 +33,7 @@ func (m *build) Apply(ctx context.Context, b *bundle.Bundle) error {
 		return fmt.Errorf("artifact doesn't exist: %s", m.name)
 	}
 
-	cmdio.LogString(ctx, fmt.Sprintf("artifacts.whl.Build(%s): Building...", m.name))
+	cmdio.LogString(ctx, fmt.Sprintf("Building %s...", m.name))
 
 	dir := artifact.Path
 
@@ -42,13 +43,13 @@ func (m *build) Apply(ctx context.Context, b *bundle.Bundle) error {
 
 	out, err := artifact.Build(ctx)
 	if err != nil {
-		return fmt.Errorf("artifacts.whl.Build(%s): Failed %w, output: %s", m.name, err, out)
+		return fmt.Errorf("build failed %s, error: %w, output: %s", m.name, err, out)
 	}
-	cmdio.LogString(ctx, fmt.Sprintf("artifacts.whl.Build(%s): Build succeeded", m.name))
+	log.Infof(ctx, "Build succeeded")
 
 	wheels := python.FindFilesWithSuffixInPath(distPath, ".whl")
 	if len(wheels) == 0 {
-		return fmt.Errorf("artifacts.whl.Build(%s): cannot find built wheel in %s", m.name, dir)
+		return fmt.Errorf("cannot find built wheel in %s for package %s", dir, m.name)
 	}
 	for _, wheel := range wheels {
 		artifact.Files = append(artifact.Files, config.ArtifactFile{

bundle/artifacts/whl/from_libraries.go

@@ -0,0 +1,56 @@
+package whl
+
+import (
+	"context"
+	"path/filepath"
+
+	"github.com/databricks/cli/bundle"
+	"github.com/databricks/cli/bundle/config"
+	"github.com/databricks/cli/bundle/libraries"
+	"github.com/databricks/cli/libs/log"
+)
+
+type fromLibraries struct{}
+
+func DefineArtifactsFromLibraries() bundle.Mutator {
+	return &fromLibraries{}
+}
+
+func (m *fromLibraries) Name() string {
+	return "artifacts.whl.DefineArtifactsFromLibraries"
+}
+
+func (*fromLibraries) Apply(ctx context.Context, b *bundle.Bundle) error {
+	if len(b.Config.Artifacts) != 0 {
+		log.Debugf(ctx, "Skipping defining artifacts from libraries because artifacts section is explicitly defined")
+		return nil
+	}
+
+	tasks := libraries.FindAllWheelTasksWithLocalLibraries(b)
+	for _, task := range tasks {
+		for _, lib := range task.Libraries {
+			matches, err := filepath.Glob(filepath.Join(b.Config.Path, lib.Whl))
+			// File referenced from libraries section does not exists, skipping
+			if err != nil {
+				continue
+			}
+
+			for _, match := range matches {
+				name := filepath.Base(match)
+				if b.Config.Artifacts == nil {
+					b.Config.Artifacts = make(map[string]*config.Artifact)
+				}
+
+				log.Debugf(ctx, "Adding an artifact block for %s", match)
+				b.Config.Artifacts[name] = &config.Artifact{
+					Files: []config.ArtifactFile{
+						{Source: match},
+					},
+					Type: config.ArtifactPythonWheel,
+				}
+			}
+		}
+	}
+
+	return nil
+}

bundle/artifacts/whl/infer.go

@@ -5,7 +5,7 @@ import (
 	"fmt"
 
 	"github.com/databricks/cli/bundle"
-	"github.com/databricks/cli/python"
+	"github.com/databricks/cli/libs/python"
 )
 
 type infer struct {
@@ -18,7 +18,22 @@ func (m *infer) Apply(ctx context.Context, b *bundle.Bundle) error {
 	if err != nil {
 		return err
 	}
-	artifact.BuildCommand = fmt.Sprintf("%s setup.py bdist_wheel", py)
+
+	// Note: using --build-number (build tag) flag does not help with re-installing
+	// libraries on all-purpose clusters. The reason is that `pip` ignoring build tag
+	// when upgrading the library and only look at wheel version.
+	// Build tag is only used for sorting the versions and the one with higher build tag takes priority when installed.
+	// It only works if no library is installed
+	// See https://github.com/pypa/pip/blob/a15dd75d98884c94a77d349b800c7c755d8c34e4/src/pip/_internal/index/package_finder.py#L522-L556
+	// https://github.com/pypa/pip/issues/4781
+	//
+	// Thus, the only way to reinstall the library on all-purpose cluster is to increase wheel version manually or
+	// use automatic version generation, f.e.
+	// setup(
+	//   version=datetime.datetime.utcnow().strftime("%Y%m%d.%H%M%S"),
+	// ...
+	//)
+	artifact.BuildCommand = fmt.Sprintf(`"%s" setup.py bdist_wheel`, py)
 
 	return nil
 }

bundle/bundle.go

@@ -7,24 +7,39 @@
 package bundle
 
 import (
+	"context"
 	"fmt"
 	"os"
 	"path/filepath"
 	"sync"
 
 	"github.com/databricks/cli/bundle/config"
+	"github.com/databricks/cli/bundle/env"
+	"github.com/databricks/cli/bundle/metadata"
 	"github.com/databricks/cli/folders"
 	"github.com/databricks/cli/libs/git"
 	"github.com/databricks/cli/libs/locker"
+	"github.com/databricks/cli/libs/log"
+	"github.com/databricks/cli/libs/tags"
 	"github.com/databricks/cli/libs/terraform"
 	"github.com/databricks/databricks-sdk-go"
 	sdkconfig "github.com/databricks/databricks-sdk-go/config"
 	"github.com/hashicorp/terraform-exec/tfexec"
 )
 
+const internalFolder = ".internal"
+
 type Bundle struct {
 	Config config.Root
 
+	// Metadata about the bundle deployment. This is the interface Databricks services
+	// rely on to integrate with bundles when they need additional information about
+	// a bundle deployment.
+	//
+	// After deploy, a file containing the metadata (metadata.json) can be found
+	// in the WSFS location containing the bundle state.
+	Metadata metadata.Metadata
+
 	// Store a pointer to the workspace client.
 	// It can be initialized on demand after loading the configuration.
 	clientOnce sync.Once
@@ -41,54 +56,59 @@ type Bundle struct {
 	// if true, we skip approval checks for deploy, destroy resources and delete
 	// files
 	AutoApprove bool
+
+	// Tagging is used to normalize tag keys and values.
+	// The implementation depends on the cloud being targeted.
+	Tagging tags.Cloud
 }
 
-const ExtraIncludePathsKey string = "DATABRICKS_BUNDLE_INCLUDES"
+func Load(ctx context.Context, path string) (*Bundle, error) {
-
+	b := &Bundle{}
-func Load(path string) (*Bundle, error) {
-	bundle := &Bundle{}
 	stat, err := os.Stat(path)
 	if err != nil {
 		return nil, err
 	}
 	configFile, err := config.FileNames.FindInPath(path)
 	if err != nil {
-		_, hasIncludePathEnv := os.LookupEnv(ExtraIncludePathsKey)
+		_, hasRootEnv := env.Root(ctx)
-		_, hasBundleRootEnv := os.LookupEnv(envBundleRoot)
+		_, hasIncludesEnv := env.Includes(ctx)
-		if hasIncludePathEnv && hasBundleRootEnv && stat.IsDir() {
+		if hasRootEnv && hasIncludesEnv && stat.IsDir() {
-			bundle.Config = config.Root{
+			log.Debugf(ctx, "No bundle configuration; using bundle root: %s", path)
+			b.Config = config.Root{
 				Path: path,
 				Bundle: config.Bundle{
 					Name: filepath.Base(path),
 				},
 			}
-			return bundle, nil
+			return b, nil
 		}
 		return nil, err
 	}
-	err = bundle.Config.Load(configFile)
+	log.Debugf(ctx, "Loading bundle configuration from: %s", configFile)
+	root, err := config.Load(configFile)
 	if err != nil {
 		return nil, err
 	}
-	return bundle, nil
+	b.Config = *root
+	return b, nil
 }
 
 // MustLoad returns a bundle configuration.
 // It returns an error if a bundle was not found or could not be loaded.
-func MustLoad() (*Bundle, error) {
+func MustLoad(ctx context.Context) (*Bundle, error) {
-	root, err := mustGetRoot()
+	root, err := mustGetRoot(ctx)
 	if err != nil {
 		return nil, err
 	}
 
-	return Load(root)
+	return Load(ctx, root)
 }
 
 // TryLoad returns a bundle configuration if there is one, but doesn't fail if there isn't one.
 // It returns an error if a bundle was found but could not be loaded.
 // It returns a `nil` bundle if a bundle was not found.
-func TryLoad() (*Bundle, error) {
+func TryLoad(ctx context.Context) (*Bundle, error) {
-	root, err := tryGetRoot()
+	root, err := tryGetRoot(ctx)
 	if err != nil {
 		return nil, err
 	}
@@ -98,13 +118,21 @@ func TryLoad() (*Bundle, error) {
 		return nil, nil
 	}
 
-	return Load(root)
+	return Load(ctx, root)
+}
+
+func (b *Bundle) InitializeWorkspaceClient() (*databricks.WorkspaceClient, error) {
+	client, err := b.Config.Workspace.Client()
+	if err != nil {
+		return nil, fmt.Errorf("cannot resolve bundle auth configuration: %w", err)
+	}
+	return client, nil
 }
 
 func (b *Bundle) WorkspaceClient() *databricks.WorkspaceClient {
 	b.clientOnce.Do(func() {
 		var err error
-		b.client, err = b.Config.Workspace.Client()
+		b.client, err = b.InitializeWorkspaceClient()
 		if err != nil {
 			panic(err)
 		}
@@ -113,14 +141,13 @@ func (b *Bundle) WorkspaceClient() *databricks.WorkspaceClient {
 }
 
 // CacheDir returns directory to use for temporary files for this bundle.
-// Scoped to the bundle's environment.
+// Scoped to the bundle's target.
-func (b *Bundle) CacheDir(paths ...string) (string, error) {
+func (b *Bundle) CacheDir(ctx context.Context, paths ...string) (string, error) {
-	if b.Config.Bundle.Environment == "" {
+	if b.Config.Bundle.Target == "" {
-		panic("environment not set")
+		panic("target not set")
 	}
 
-	cacheDirName, exists := os.LookupEnv("DATABRICKS_BUNDLE_TMP")
+	cacheDirName, exists := env.TempDir(ctx)
-
 	if !exists || cacheDirName == "" {
 		cacheDirName = filepath.Join(
 			// Anchor at bundle root directory.
@@ -134,8 +161,8 @@ func (b *Bundle) CacheDir(paths ...string) (string, error) {
 	// Fixed components of the result path.
 	parts := []string{
 		cacheDirName,
-		// Scope with environment name.
+		// Scope with target name.
-		b.Config.Bundle.Environment,
+		b.Config.Bundle.Target,
 	}
 
 	// Append dynamic components of the result path.
@@ -151,6 +178,38 @@ func (b *Bundle) CacheDir(paths ...string) (string, error) {
 	return dir, nil
 }
 
+// This directory is used to store and automaticaly sync internal bundle files, such as, f.e
+// notebook trampoline files for Python wheel and etc.
+func (b *Bundle) InternalDir(ctx context.Context) (string, error) {
+	cacheDir, err := b.CacheDir(ctx)
+	if err != nil {
+		return "", err
+	}
+
+	dir := filepath.Join(cacheDir, internalFolder)
+	err = os.MkdirAll(dir, 0700)
+	if err != nil {
+		return dir, err
+	}
+
+	return dir, nil
+}
+
+// GetSyncIncludePatterns returns a list of user defined includes
+// And also adds InternalDir folder to include list for sync command
+// so this folder is always synced
+func (b *Bundle) GetSyncIncludePatterns(ctx context.Context) ([]string, error) {
+	internalDir, err := b.InternalDir(ctx)
+	if err != nil {
+		return nil, err
+	}
+	internalDirRel, err := filepath.Rel(b.Config.Path, internalDir)
+	if err != nil {
+		return nil, err
+	}
+	return append(b.Config.Sync.Include, filepath.ToSlash(filepath.Join(internalDirRel, "*.*"))), nil
+}
+
 func (b *Bundle) GitRepository() (*git.Repository, error) {
 	rootPath, err := folders.FindDirWithLeaf(b.Config.Path, ".git")
 	if err != nil {

bundle/bundle_test.go

@@ -1,108 +1,112 @@
 package bundle
 
 import (
+	"context"
 	"os"
 	"path/filepath"
 	"testing"
 
+	"github.com/databricks/cli/bundle/env"
 	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/require"
 )
 
 func TestLoadNotExists(t *testing.T) {
-	b, err := Load("/doesntexist")
+	b, err := Load(context.Background(), "/doesntexist")
 	assert.True(t, os.IsNotExist(err))
 	assert.Nil(t, b)
 }
 
 func TestLoadExists(t *testing.T) {
-	b, err := Load("./tests/basic")
+	b, err := Load(context.Background(), "./tests/basic")
 	require.Nil(t, err)
 	assert.Equal(t, "basic", b.Config.Bundle.Name)
 }
 
 func TestBundleCacheDir(t *testing.T) {
+	ctx := context.Background()
 	projectDir := t.TempDir()
 	f1, err := os.Create(filepath.Join(projectDir, "databricks.yml"))
 	require.NoError(t, err)
 	f1.Close()
 
-	bundle, err := Load(projectDir)
+	bundle, err := Load(ctx, projectDir)
 	require.NoError(t, err)
 
-	// Artificially set environment.
+	// Artificially set target.
-	// This is otherwise done by [mutators.SelectEnvironment].
+	// This is otherwise done by [mutators.SelectTarget].
-	bundle.Config.Bundle.Environment = "default"
+	bundle.Config.Bundle.Target = "default"
 
 	// unset env variable in case it's set
 	t.Setenv("DATABRICKS_BUNDLE_TMP", "")
 
-	cacheDir, err := bundle.CacheDir()
+	cacheDir, err := bundle.CacheDir(ctx)
 
-	// format is <CWD>/.databricks/bundle/<environment>
+	// format is <CWD>/.databricks/bundle/<target>
 	assert.NoError(t, err)
 	assert.Equal(t, filepath.Join(projectDir, ".databricks", "bundle", "default"), cacheDir)
 }
 
 func TestBundleCacheDirOverride(t *testing.T) {
+	ctx := context.Background()
 	projectDir := t.TempDir()
 	bundleTmpDir := t.TempDir()
 	f1, err := os.Create(filepath.Join(projectDir, "databricks.yml"))
 	require.NoError(t, err)
 	f1.Close()
 
-	bundle, err := Load(projectDir)
+	bundle, err := Load(ctx, projectDir)
 	require.NoError(t, err)
 
-	// Artificially set environment.
+	// Artificially set target.
-	// This is otherwise done by [mutators.SelectEnvironment].
+	// This is otherwise done by [mutators.SelectTarget].
-	bundle.Config.Bundle.Environment = "default"
+	bundle.Config.Bundle.Target = "default"
 
 	// now we expect to use 'bundleTmpDir' instead of CWD/.databricks/bundle
 	t.Setenv("DATABRICKS_BUNDLE_TMP", bundleTmpDir)
 
-	cacheDir, err := bundle.CacheDir()
+	cacheDir, err := bundle.CacheDir(ctx)
 
-	// format is <DATABRICKS_BUNDLE_TMP>/<environment>
+	// format is <DATABRICKS_BUNDLE_TMP>/<target>
 	assert.NoError(t, err)
 	assert.Equal(t, filepath.Join(bundleTmpDir, "default"), cacheDir)
 }
 
 func TestBundleMustLoadSuccess(t *testing.T) {
-	t.Setenv(envBundleRoot, "./tests/basic")
+	t.Setenv(env.RootVariable, "./tests/basic")
-	b, err := MustLoad()
+	b, err := MustLoad(context.Background())
 	require.NoError(t, err)
 	assert.Equal(t, "tests/basic", filepath.ToSlash(b.Config.Path))
 }
 
 func TestBundleMustLoadFailureWithEnv(t *testing.T) {
-	t.Setenv(envBundleRoot, "./tests/doesntexist")
+	t.Setenv(env.RootVariable, "./tests/doesntexist")
-	_, err := MustLoad()
+	_, err := MustLoad(context.Background())
 	require.Error(t, err, "not a directory")
 }
 
 func TestBundleMustLoadFailureIfNotFound(t *testing.T) {
 	chdir(t, t.TempDir())
-	_, err := MustLoad()
+	_, err := MustLoad(context.Background())
 	require.Error(t, err, "unable to find bundle root")
 }
 
 func TestBundleTryLoadSuccess(t *testing.T) {
-	t.Setenv(envBundleRoot, "./tests/basic")
+	t.Setenv(env.RootVariable, "./tests/basic")
-	b, err := TryLoad()
+	b, err := TryLoad(context.Background())
 	require.NoError(t, err)
 	assert.Equal(t, "tests/basic", filepath.ToSlash(b.Config.Path))
 }
 
 func TestBundleTryLoadFailureWithEnv(t *testing.T) {
-	t.Setenv(envBundleRoot, "./tests/doesntexist")
+	t.Setenv(env.RootVariable, "./tests/doesntexist")
-	_, err := TryLoad()
+	_, err := TryLoad(context.Background())
 	require.Error(t, err, "not a directory")
 }
 
 func TestBundleTryLoadOkIfNotFound(t *testing.T) {
 	chdir(t, t.TempDir())
-	b, err := TryLoad()
+	b, err := TryLoad(context.Background())
 	assert.NoError(t, err)
 	assert.Nil(t, b)
 }

bundle/config/artifact.go

@@ -1,16 +1,23 @@
 package config
 
 import (
-	"bytes"
 	"context"
 	"fmt"
-	"os/exec"
 	"path"
-	"strings"
 
+	"github.com/databricks/cli/bundle/config/paths"
+	"github.com/databricks/cli/libs/exec"
 	"github.com/databricks/databricks-sdk-go/service/compute"
 )
 
+type Artifacts map[string]*Artifact
+
+func (artifacts Artifacts) SetConfigFilePath(path string) {
+	for _, artifact := range artifacts {
+		artifact.ConfigFilePath = path
+	}
+}
+
 type ArtifactType string
 
 const ArtifactPythonWheel ArtifactType = `whl`
@@ -28,12 +35,14 @@ type Artifact struct {
 
 	// The local path to the directory with a root of artifact,
 	// for example, where setup.py is for Python projects
-	Path string `json:"path"`
+	Path string `json:"path,omitempty"`
 
 	// The relative or absolute path to the built artifact files
 	// (Python wheel, Java jar and etc) itself
-	Files        []ArtifactFile `json:"files"`
+	Files        []ArtifactFile `json:"files,omitempty"`
-	BuildCommand string         `json:"build"`
+	BuildCommand string         `json:"build,omitempty"`
+
+	paths.Paths
 }
 
 func (a *Artifact) Build(ctx context.Context) ([]byte, error) {
@@ -41,19 +50,11 @@ func (a *Artifact) Build(ctx context.Context) ([]byte, error) {
 		return nil, fmt.Errorf("no build property defined")
 	}
 
-	out := make([][]byte, 0)
+	e, err := exec.NewCommandExecutor(a.Path)
-	commands := strings.Split(a.BuildCommand, " && ")
+	if err != nil {
-	for _, command := range commands {
+		return nil, err
-		buildParts := strings.Split(command, " ")
-		cmd := exec.CommandContext(ctx, buildParts[0], buildParts[1:]...)
-		cmd.Dir = a.Path
-		res, err := cmd.CombinedOutput()
-		if err != nil {
-			return res, err
-		}
-		out = append(out, res)
 	}
-	return bytes.Join(out, []byte{}), nil
+	return e.Exec(ctx, a.BuildCommand)
 }
 
 func (a *Artifact) NormalisePaths() {
@@ -67,9 +68,13 @@ func (a *Artifact) NormalisePaths() {
 		remotePath := path.Join(wsfsBase, f.RemotePath)
 		for i := range f.Libraries {
 			lib := f.Libraries[i]
-			switch a.Type {
+			if lib.Whl != "" {
-			case ArtifactPythonWheel:
 				lib.Whl = remotePath
+				continue
+			}
+			if lib.Jar != "" {
+				lib.Jar = remotePath
+				continue
 			}
 		}
 

bundle/config/artifacts_test.go

@@ -0,0 +1,18 @@
+package config
+
+import (
+	"context"
+	"testing"
+
+	"github.com/stretchr/testify/assert"
+)
+
+func TestArtifactBuild(t *testing.T) {
+	artifact := Artifact{
+		BuildCommand: "echo 'Hello from build command'",
+	}
+	res, err := artifact.Build(context.Background())
+	assert.NoError(t, err)
+	assert.NotNil(t, res)
+	assert.Equal(t, "Hello from build command\n", string(res))
+}

bundle/config/bundle.go

@@ -15,7 +15,10 @@ type Bundle struct {
 	// Default warehouse to run SQL on.
 	// DefaultWarehouse string `json:"default_warehouse,omitempty"`
 
-	// Environment is set by the mutator that selects the environment.
+	// Target is set by the mutator that selects the target.
+	Target string `json:"target,omitempty" bundle:"readonly"`
+
+	// DEPRECATED. Left for backward compatibility with Target
 	Environment string `json:"environment,omitempty" bundle:"readonly"`
 
 	// Terraform holds configuration related to Terraform.
@@ -26,16 +29,16 @@ type Bundle struct {
 	Lock Lock `json:"lock" bundle:"readonly"`
 
 	// Force-override Git branch validation.
-	Force bool `json:"force" bundle:"readonly"`
+	Force bool `json:"force,omitempty" bundle:"readonly"`
 
 	// Contains Git information like current commit, current branch and
 	// origin url. Automatically loaded by reading .git directory if not specified
 	Git Git `json:"git,omitempty"`
 
-	// Determines the mode of the environment.
+	// Determines the mode of the target.
 	// For example, 'mode: development' can be used for deployments for
 	// development purposes.
-	// Annotated readonly as this should be set at the environment level.
+	// Annotated readonly as this should be set at the target level.
 	Mode Mode `json:"mode,omitempty" bundle:"readonly"`
 
 	// Overrides the compute used for jobs and other supported assets.

bundle/config/experimental.go

@@ -0,0 +1,26 @@
+package config
+
+type Experimental struct {
+	Scripts map[ScriptHook]Command `json:"scripts,omitempty"`
+
+	// By default Python wheel tasks deployed as is to Databricks platform.
+	// If notebook wrapper required (for example, used in DBR < 13.1 or other configuration differences), users can provide a following experimental setting
+	// experimental:
+	//    python_wheel_wrapper: true
+	// In this case the configured wheel task will be deployed as a notebook task which install defined wheel in runtime and executes it.
+	// For more details see https://github.com/databricks/cli/pull/797 and https://github.com/databricks/cli/pull/635
+	PythonWheelWrapper bool `json:"python_wheel_wrapper,omitempty"`
+}
+
+type Command string
+type ScriptHook string
+
+// These hook names are subject to change and currently experimental
+const (
+	ScriptPreInit    ScriptHook = "preinit"
+	ScriptPostInit   ScriptHook = "postinit"
+	ScriptPreBuild   ScriptHook = "prebuild"
+	ScriptPostBuild  ScriptHook = "postbuild"
+	ScriptPreDeploy  ScriptHook = "predeploy"
+	ScriptPostDeploy ScriptHook = "postdeploy"
+)

bundle/config/filename.go

@@ -0,0 +1,43 @@
+package config
+
+import (
+	"fmt"
+	"os"
+	"path/filepath"
+)
+
+type ConfigFileNames []string
+
+// FileNames contains allowed names of root bundle configuration files.
+var FileNames = ConfigFileNames{
+	"databricks.yml",
+	"databricks.yaml",
+	"bundle.yml",
+	"bundle.yaml",
+}
+
+func (c ConfigFileNames) FindInPath(path string) (string, error) {
+	result := ""
+	var firstErr error
+
+	for _, file := range c {
+		filePath := filepath.Join(path, file)
+		_, err := os.Stat(filePath)
+		if err == nil {
+			if result != "" {
+				return "", fmt.Errorf("multiple bundle root configuration files found in %s", path)
+			}
+			result = filePath
+		} else {
+			if firstErr == nil {
+				firstErr = err
+			}
+		}
+	}
+
+	if result == "" {
+		return "", firstErr
+	}
+
+	return result, nil
+}

bundle/config/filename_test.go

@@ -0,0 +1,70 @@
+package config
+
+import (
+	"os"
+	"path/filepath"
+	"runtime"
+	"strings"
+	"testing"
+
+	"github.com/stretchr/testify/assert"
+)
+
+func TestConfigFileNames_FindInPath(t *testing.T) {
+	testCases := []struct {
+		name     string
+		files    []string
+		expected string
+		err      string
+	}{
+		{
+			name:     "file found",
+			files:    []string{"databricks.yml"},
+			expected: "BASE/databricks.yml",
+			err:      "",
+		},
+		{
+			name:     "file found",
+			files:    []string{"bundle.yml"},
+			expected: "BASE/bundle.yml",
+			err:      "",
+		},
+		{
+			name:     "multiple files found",
+			files:    []string{"databricks.yaml", "bundle.yml"},
+			expected: "",
+			err:      "multiple bundle root configuration files found",
+		},
+		{
+			name:     "file not found",
+			files:    []string{},
+			expected: "",
+			err:      "no such file or directory",
+		},
+	}
+
+	if runtime.GOOS == "windows" {
+		testCases[3].err = "The system cannot find the file specified."
+	}
+
+	for _, tc := range testCases {
+		t.Run(tc.name, func(t *testing.T) {
+			projectDir := t.TempDir()
+			for _, file := range tc.files {
+				f1, _ := os.Create(filepath.Join(projectDir, file))
+				f1.Close()
+			}
+
+			result, err := FileNames.FindInPath(projectDir)
+
+			expected := strings.Replace(tc.expected, "BASE/", projectDir+string(os.PathSeparator), 1)
+			assert.Equal(t, expected, result)
+
+			if tc.err != "" {
+				assert.ErrorContains(t, err, tc.err)
+			} else {
+				assert.NoError(t, err)
+			}
+		})
+	}
+}

bundle/config/git.go

@@ -5,6 +5,9 @@ type Git struct {
 	OriginURL string `json:"origin_url,omitempty"`
 	Commit    string `json:"commit,omitempty" bundle:"readonly"`
 
+	// Path to bundle root relative to the git repository root.
+	BundleRootPath string `json:"bundle_root_path,omitempty" bundle:"readonly"`
+
 	// Inferred is set to true if the Git details were inferred and weren't set explicitly
 	Inferred bool `json:"-" bundle:"readonly"`
 

bundle/config/interpolation/interpolation.go

@@ -9,10 +9,11 @@ import (
 	"sort"
 	"strings"
 
+	"slices"
+
 	"github.com/databricks/cli/bundle"
 	"github.com/databricks/cli/bundle/config/variable"
 	"golang.org/x/exp/maps"
-	"golang.org/x/exp/slices"
 )
 
 const Delimiter = "."
@@ -183,7 +184,7 @@ func (a *accumulator) Resolve(path string, seenPaths []string, fns ...LookupFunc
 	// fetch the string node to resolve
 	field, ok := a.strings[path]
 	if !ok {
-		return fmt.Errorf("could not resolve reference %s", path)
+		return fmt.Errorf("no value found for interpolation reference: ${%s}", path)
 	}
 
 	// return early if the string field has no variables to interpolate

bundle/config/interpolation/interpolation_test.go

@@ -247,5 +247,5 @@ func TestInterpolationInvalidVariableReference(t *testing.T) {
 	}
 
 	err := expand(&config)
-	assert.ErrorContains(t, err, "could not resolve reference vars.foo")
+	assert.ErrorContains(t, err, "no value found for interpolation reference: ${vars.foo}")
 }

bundle/config/interpolation/lookup.go

@@ -3,9 +3,8 @@ package interpolation
 import (
 	"errors"
 	"fmt"
+	"slices"
 	"strings"
-
-	"golang.org/x/exp/slices"
 )
 
 // LookupFunction returns the value to rewrite a path expression to.

bundle/config/lock.go

@@ -4,11 +4,11 @@ type Lock struct {
 	// Enabled toggles deployment lock. True by default.
 	// Use a pointer value so that only explicitly configured values are set
 	// and we don't merge configuration with zero-initialized values.
-	Enabled *bool `json:"enabled"`
+	Enabled *bool `json:"enabled,omitempty"`
 
 	// Force acquisition of deployment lock even if it is currently held.
 	// This may be necessary if a prior deployment failed to release the lock.
-	Force bool `json:"force"`
+	Force bool `json:"force,omitempty"`
 }
 
 func (lock Lock) IsEnabled() bool {

bundle/config/mutator/default_environment.go

@@ -1,37 +0,0 @@
-package mutator
-
-import (
-	"context"
-	"fmt"
-
-	"github.com/databricks/cli/bundle"
-	"github.com/databricks/cli/bundle/config"
-)
-
-type defineDefaultEnvironment struct {
-	name string
-}
-
-// DefineDefaultEnvironment adds an environment named "default"
-// to the configuration if none have been defined.
-func DefineDefaultEnvironment() bundle.Mutator {
-	return &defineDefaultEnvironment{
-		name: "default",
-	}
-}
-
-func (m *defineDefaultEnvironment) Name() string {
-	return fmt.Sprintf("DefineDefaultEnvironment(%s)", m.name)
-}
-
-func (m *defineDefaultEnvironment) Apply(_ context.Context, b *bundle.Bundle) error {
-	// Nothing to do if the configuration has at least 1 environment.
-	if len(b.Config.Environments) > 0 {
-		return nil
-	}
-
-	// Define default environment.
-	b.Config.Environments = make(map[string]*config.Environment)
-	b.Config.Environments[m.name] = &config.Environment{}
-	return nil
-}

bundle/config/mutator/default_environment_test.go

@@ -1,35 +0,0 @@
-package mutator_test
-
-import (
-	"context"
-	"testing"
-
-	"github.com/databricks/cli/bundle"
-	"github.com/databricks/cli/bundle/config"
-	"github.com/databricks/cli/bundle/config/mutator"
-	"github.com/stretchr/testify/assert"
-	"github.com/stretchr/testify/require"
-)
-
-func TestDefaultEnvironment(t *testing.T) {
-	bundle := &bundle.Bundle{}
-	err := mutator.DefineDefaultEnvironment().Apply(context.Background(), bundle)
-	require.NoError(t, err)
-	env, ok := bundle.Config.Environments["default"]
-	assert.True(t, ok)
-	assert.Equal(t, &config.Environment{}, env)
-}
-
-func TestDefaultEnvironmentAlreadySpecified(t *testing.T) {
-	bundle := &bundle.Bundle{
-		Config: config.Root{
-			Environments: map[string]*config.Environment{
-				"development": {},
-			},
-		},
-	}
-	err := mutator.DefineDefaultEnvironment().Apply(context.Background(), bundle)
-	require.NoError(t, err)
-	_, ok := bundle.Config.Environments["default"]
-	assert.False(t, ok)
-}

bundle/config/mutator/default_target.go

@@ -0,0 +1,37 @@
+package mutator
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/databricks/cli/bundle"
+	"github.com/databricks/cli/bundle/config"
+)
+
+type defineDefaultTarget struct {
+	name string
+}
+
+// DefineDefaultTarget adds a target named "default"
+// to the configuration if none have been defined.
+func DefineDefaultTarget() bundle.Mutator {
+	return &defineDefaultTarget{
+		name: "default",
+	}
+}
+
+func (m *defineDefaultTarget) Name() string {
+	return fmt.Sprintf("DefineDefaultTarget(%s)", m.name)
+}
+
+func (m *defineDefaultTarget) Apply(_ context.Context, b *bundle.Bundle) error {
+	// Nothing to do if the configuration has at least 1 target.
+	if len(b.Config.Targets) > 0 {
+		return nil
+	}
+
+	// Define default target.
+	b.Config.Targets = make(map[string]*config.Target)
+	b.Config.Targets[m.name] = &config.Target{}
+	return nil
+}

bundle/config/mutator/default_target_test.go

@@ -0,0 +1,35 @@
+package mutator_test
+
+import (
+	"context"
+	"testing"
+
+	"github.com/databricks/cli/bundle"
+	"github.com/databricks/cli/bundle/config"
+	"github.com/databricks/cli/bundle/config/mutator"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestDefaultTarget(t *testing.T) {
+	b := &bundle.Bundle{}
+	err := bundle.Apply(context.Background(), b, mutator.DefineDefaultTarget())
+	require.NoError(t, err)
+	env, ok := b.Config.Targets["default"]
+	assert.True(t, ok)
+	assert.Equal(t, &config.Target{}, env)
+}
+
+func TestDefaultTargetAlreadySpecified(t *testing.T) {
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Targets: map[string]*config.Target{
+				"development": {},
+			},
+		},
+	}
+	err := bundle.Apply(context.Background(), b, mutator.DefineDefaultTarget())
+	require.NoError(t, err)
+	_, ok := b.Config.Targets["default"]
+	assert.False(t, ok)
+}

bundle/config/mutator/default_workspace_paths.go

@@ -25,12 +25,12 @@ func (m *defineDefaultWorkspacePaths) Apply(ctx context.Context, b *bundle.Bundl
 		return fmt.Errorf("unable to define default workspace paths: workspace root not defined")
 	}
 
-	if b.Config.Workspace.FilesPath == "" {
+	if b.Config.Workspace.FilePath == "" {
-		b.Config.Workspace.FilesPath = path.Join(root, "files")
+		b.Config.Workspace.FilePath = path.Join(root, "files")
 	}
 
-	if b.Config.Workspace.ArtifactsPath == "" {
+	if b.Config.Workspace.ArtifactPath == "" {
-		b.Config.Workspace.ArtifactsPath = path.Join(root, "artifacts")
+		b.Config.Workspace.ArtifactPath = path.Join(root, "artifacts")
 	}
 
 	if b.Config.Workspace.StatePath == "" {

bundle/config/mutator/default_workspace_paths_test.go

@@ -12,34 +12,34 @@ import (
 )
 
 func TestDefineDefaultWorkspacePaths(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Workspace: config.Workspace{
 				RootPath: "/",
 			},
 		},
 	}
-	err := mutator.DefineDefaultWorkspacePaths().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.DefineDefaultWorkspacePaths())
 	require.NoError(t, err)
-	assert.Equal(t, "/files", bundle.Config.Workspace.FilesPath)
+	assert.Equal(t, "/files", b.Config.Workspace.FilePath)
-	assert.Equal(t, "/artifacts", bundle.Config.Workspace.ArtifactsPath)
+	assert.Equal(t, "/artifacts", b.Config.Workspace.ArtifactPath)
-	assert.Equal(t, "/state", bundle.Config.Workspace.StatePath)
+	assert.Equal(t, "/state", b.Config.Workspace.StatePath)
 }
 
 func TestDefineDefaultWorkspacePathsAlreadySet(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Workspace: config.Workspace{
-				RootPath:      "/",
+				RootPath:     "/",
-				FilesPath:     "/foo/bar",
+				FilePath:     "/foo/bar",
-				ArtifactsPath: "/foo/bar",
+				ArtifactPath: "/foo/bar",
-				StatePath:     "/foo/bar",
+				StatePath:    "/foo/bar",
 			},
 		},
 	}
-	err := mutator.DefineDefaultWorkspacePaths().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.DefineDefaultWorkspacePaths())
 	require.NoError(t, err)
-	assert.Equal(t, "/foo/bar", bundle.Config.Workspace.FilesPath)
+	assert.Equal(t, "/foo/bar", b.Config.Workspace.FilePath)
-	assert.Equal(t, "/foo/bar", bundle.Config.Workspace.ArtifactsPath)
+	assert.Equal(t, "/foo/bar", b.Config.Workspace.ArtifactPath)
-	assert.Equal(t, "/foo/bar", bundle.Config.Workspace.StatePath)
+	assert.Equal(t, "/foo/bar", b.Config.Workspace.StatePath)
 }

bundle/config/mutator/default_workspace_root.go

@@ -27,14 +27,14 @@ func (m *defineDefaultWorkspaceRoot) Apply(ctx context.Context, b *bundle.Bundle
 		return fmt.Errorf("unable to define default workspace root: bundle name not defined")
 	}
 
-	if b.Config.Bundle.Environment == "" {
+	if b.Config.Bundle.Target == "" {
-		return fmt.Errorf("unable to define default workspace root: bundle environment not selected")
+		return fmt.Errorf("unable to define default workspace root: bundle target not selected")
 	}
 
 	b.Config.Workspace.RootPath = fmt.Sprintf(
 		"~/.bundle/%s/%s",
 		b.Config.Bundle.Name,
-		b.Config.Bundle.Environment,
+		b.Config.Bundle.Target,
 	)
 	return nil
 }

bundle/config/mutator/default_workspace_root_test.go

@@ -12,15 +12,15 @@ import (
 )
 
 func TestDefaultWorkspaceRoot(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Bundle: config.Bundle{
-				Name:        "name",
+				Name:   "name",
-				Environment: "environment",
+				Target: "environment",
 			},
 		},
 	}
-	err := mutator.DefineDefaultWorkspaceRoot().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.DefineDefaultWorkspaceRoot())
 	require.NoError(t, err)
-	assert.Equal(t, "~/.bundle/name/environment", bundle.Config.Workspace.RootPath)
+	assert.Equal(t, "~/.bundle/name/environment", b.Config.Workspace.RootPath)
 }

bundle/config/mutator/expand_pipeline_glob_paths.go

@@ -0,0 +1,94 @@
+package mutator
+
+import (
+	"context"
+	"fmt"
+	"path/filepath"
+
+	"github.com/databricks/cli/bundle"
+	"github.com/databricks/cli/bundle/libraries"
+	"github.com/databricks/databricks-sdk-go/service/pipelines"
+)
+
+type expandPipelineGlobPaths struct{}
+
+func ExpandPipelineGlobPaths() bundle.Mutator {
+	return &expandPipelineGlobPaths{}
+}
+
+func (m *expandPipelineGlobPaths) Apply(_ context.Context, b *bundle.Bundle) error {
+	for key, pipeline := range b.Config.Resources.Pipelines {
+		dir, err := pipeline.ConfigFileDirectory()
+		if err != nil {
+			return fmt.Errorf("unable to determine directory for pipeline %s: %w", key, err)
+		}
+
+		expandedLibraries := make([]pipelines.PipelineLibrary, 0)
+		for i := 0; i < len(pipeline.Libraries); i++ {
+
+			library := &pipeline.Libraries[i]
+			path := getGlobPatternToExpand(library)
+			if path == "" || !libraries.IsLocalPath(path) {
+				expandedLibraries = append(expandedLibraries, *library)
+				continue
+			}
+
+			matches, err := filepath.Glob(filepath.Join(dir, path))
+			if err != nil {
+				return err
+			}
+
+			if len(matches) == 0 {
+				expandedLibraries = append(expandedLibraries, *library)
+				continue
+			}
+
+			for _, match := range matches {
+				m, err := filepath.Rel(dir, match)
+				if err != nil {
+					return err
+				}
+				expandedLibraries = append(expandedLibraries, cloneWithPath(library, m))
+			}
+		}
+		pipeline.Libraries = expandedLibraries
+	}
+
+	return nil
+}
+
+func getGlobPatternToExpand(library *pipelines.PipelineLibrary) string {
+	if library.File != nil {
+		return library.File.Path
+	}
+
+	if library.Notebook != nil {
+		return library.Notebook.Path
+	}
+
+	return ""
+}
+
+func cloneWithPath(library *pipelines.PipelineLibrary, path string) pipelines.PipelineLibrary {
+	if library.File != nil {
+		return pipelines.PipelineLibrary{
+			File: &pipelines.FileLibrary{
+				Path: path,
+			},
+		}
+	}
+
+	if library.Notebook != nil {
+		return pipelines.PipelineLibrary{
+			Notebook: &pipelines.NotebookLibrary{
+				Path: path,
+			},
+		}
+	}
+
+	return pipelines.PipelineLibrary{}
+}
+
+func (*expandPipelineGlobPaths) Name() string {
+	return "ExpandPipelineGlobPaths"
+}

bundle/config/mutator/expand_pipeline_glob_paths_test.go

@@ -0,0 +1,166 @@
+package mutator
+
+import (
+	"context"
+	"os"
+	"path/filepath"
+	"testing"
+
+	"github.com/databricks/cli/bundle"
+	"github.com/databricks/cli/bundle/config"
+	"github.com/databricks/cli/bundle/config/paths"
+	"github.com/databricks/cli/bundle/config/resources"
+	"github.com/databricks/databricks-sdk-go/service/compute"
+	"github.com/databricks/databricks-sdk-go/service/pipelines"
+	"github.com/stretchr/testify/require"
+)
+
+func touchEmptyFile(t *testing.T, path string) {
+	err := os.MkdirAll(filepath.Dir(path), 0700)
+	require.NoError(t, err)
+	f, err := os.Create(path)
+	require.NoError(t, err)
+	f.Close()
+}
+
+func TestExpandGlobPathsInPipelines(t *testing.T) {
+	dir := t.TempDir()
+
+	touchEmptyFile(t, filepath.Join(dir, "test1.ipynb"))
+	touchEmptyFile(t, filepath.Join(dir, "test/test2.ipynb"))
+	touchEmptyFile(t, filepath.Join(dir, "test/test3.ipynb"))
+	touchEmptyFile(t, filepath.Join(dir, "test1.jar"))
+	touchEmptyFile(t, filepath.Join(dir, "test/test2.jar"))
+	touchEmptyFile(t, filepath.Join(dir, "test/test3.jar"))
+	touchEmptyFile(t, filepath.Join(dir, "test1.py"))
+	touchEmptyFile(t, filepath.Join(dir, "test/test2.py"))
+	touchEmptyFile(t, filepath.Join(dir, "test/test3.py"))
+
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Path: dir,
+			Resources: config.Resources{
+				Pipelines: map[string]*resources.Pipeline{
+					"pipeline": {
+						Paths: paths.Paths{
+							ConfigFilePath: filepath.Join(dir, "resource.yml"),
+						},
+						PipelineSpec: &pipelines.PipelineSpec{
+							Libraries: []pipelines.PipelineLibrary{
+								{
+									Notebook: &pipelines.NotebookLibrary{
+										Path: "./**/*.ipynb",
+									},
+								},
+								{
+									Jar: "./*.jar",
+								},
+								{
+									File: &pipelines.FileLibrary{
+										Path: "./**/*.py",
+									},
+								},
+								{
+									Maven: &compute.MavenLibrary{
+										Coordinates: "org.jsoup:jsoup:1.7.2",
+									},
+								},
+								{
+									Notebook: &pipelines.NotebookLibrary{
+										Path: "./test1.ipynb",
+									},
+								},
+								{
+									Notebook: &pipelines.NotebookLibrary{
+										Path: "/Workspace/Users/me@company.com/test.ipynb",
+									},
+								},
+								{
+									Notebook: &pipelines.NotebookLibrary{
+										Path: "dbfs:/me@company.com/test.ipynb",
+									},
+								},
+								{
+									Notebook: &pipelines.NotebookLibrary{
+										Path: "/Repos/somerepo/test.ipynb",
+									},
+								},
+								{
+									Notebook: &pipelines.NotebookLibrary{
+										Path: "./non-existent.ipynb",
+									},
+								},
+							},
+						},
+					},
+				},
+			},
+		},
+	}
+
+	m := ExpandPipelineGlobPaths()
+	err := bundle.Apply(context.Background(), b, m)
+	require.NoError(t, err)
+
+	libraries := b.Config.Resources.Pipelines["pipeline"].Libraries
+	require.Len(t, libraries, 11)
+
+	// Making sure glob patterns are expanded correctly
+	require.True(t, containsNotebook(libraries, filepath.Join("test", "test2.ipynb")))
+	require.True(t, containsNotebook(libraries, filepath.Join("test", "test3.ipynb")))
+	require.True(t, containsFile(libraries, filepath.Join("test", "test2.py")))
+	require.True(t, containsFile(libraries, filepath.Join("test", "test3.py")))
+
+	// Making sure exact file references work as well
+	require.True(t, containsNotebook(libraries, "test1.ipynb"))
+
+	// Making sure absolute pass to remote FS file references work as well
+	require.True(t, containsNotebook(libraries, "/Workspace/Users/me@company.com/test.ipynb"))
+	require.True(t, containsNotebook(libraries, "dbfs:/me@company.com/test.ipynb"))
+	require.True(t, containsNotebook(libraries, "/Repos/somerepo/test.ipynb"))
+
+	// Making sure other libraries are not replaced
+	require.True(t, containsJar(libraries, "./*.jar"))
+	require.True(t, containsMaven(libraries, "org.jsoup:jsoup:1.7.2"))
+	require.True(t, containsNotebook(libraries, "./non-existent.ipynb"))
+}
+
+func containsNotebook(libraries []pipelines.PipelineLibrary, path string) bool {
+	for _, l := range libraries {
+		if l.Notebook != nil && l.Notebook.Path == path {
+			return true
+		}
+	}
+
+	return false
+}
+
+func containsJar(libraries []pipelines.PipelineLibrary, path string) bool {
+	for _, l := range libraries {
+		if l.Jar == path {
+			return true
+		}
+	}
+
+	return false
+}
+
+func containsMaven(libraries []pipelines.PipelineLibrary, coordinates string) bool {
+	for _, l := range libraries {
+		if l.Maven != nil && l.Maven.Coordinates == coordinates {
+			return true
+		}
+	}
+
+	return false
+}
+
+func containsFile(libraries []pipelines.PipelineLibrary, path string) bool {
+	for _, l := range libraries {
+		if l.File != nil && l.File.Path == path {
+			return true
+		}
+	}
+
+	return false
+}

bundle/config/mutator/expand_workspace_root_test.go

@@ -13,7 +13,7 @@ import (
 )
 
 func TestExpandWorkspaceRoot(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Workspace: config.Workspace{
 				CurrentUser: &config.User{
@@ -25,13 +25,13 @@ func TestExpandWorkspaceRoot(t *testing.T) {
 			},
 		},
 	}
-	err := mutator.ExpandWorkspaceRoot().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.ExpandWorkspaceRoot())
 	require.NoError(t, err)
-	assert.Equal(t, "/Users/jane@doe.com/foo", bundle.Config.Workspace.RootPath)
+	assert.Equal(t, "/Users/jane@doe.com/foo", b.Config.Workspace.RootPath)
 }
 
 func TestExpandWorkspaceRootDoesNothing(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Workspace: config.Workspace{
 				CurrentUser: &config.User{
@@ -43,13 +43,13 @@ func TestExpandWorkspaceRootDoesNothing(t *testing.T) {
 			},
 		},
 	}
-	err := mutator.ExpandWorkspaceRoot().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.ExpandWorkspaceRoot())
 	require.NoError(t, err)
-	assert.Equal(t, "/Users/charly@doe.com/foo", bundle.Config.Workspace.RootPath)
+	assert.Equal(t, "/Users/charly@doe.com/foo", b.Config.Workspace.RootPath)
 }
 
 func TestExpandWorkspaceRootWithoutRoot(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Workspace: config.Workspace{
 				CurrentUser: &config.User{
@@ -60,18 +60,18 @@ func TestExpandWorkspaceRootWithoutRoot(t *testing.T) {
 			},
 		},
 	}
-	err := mutator.ExpandWorkspaceRoot().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.ExpandWorkspaceRoot())
 	require.Error(t, err)
 }
 
 func TestExpandWorkspaceRootWithoutCurrentUser(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Workspace: config.Workspace{
 				RootPath: "~/foo",
 			},
 		},
 	}
-	err := mutator.ExpandWorkspaceRoot().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.ExpandWorkspaceRoot())
 	require.Error(t, err)
 }

bundle/config/mutator/if.go

@@ -0,0 +1,35 @@
+package mutator
+
+import (
+	"context"
+
+	"github.com/databricks/cli/bundle"
+)
+
+type ifMutator struct {
+	condition      func(*bundle.Bundle) bool
+	onTrueMutator  bundle.Mutator
+	onFalseMutator bundle.Mutator
+}
+
+func If(
+	condition func(*bundle.Bundle) bool,
+	onTrueMutator bundle.Mutator,
+	onFalseMutator bundle.Mutator,
+) bundle.Mutator {
+	return &ifMutator{
+		condition, onTrueMutator, onFalseMutator,
+	}
+}
+
+func (m *ifMutator) Apply(ctx context.Context, b *bundle.Bundle) error {
+	if m.condition(b) {
+		return bundle.Apply(ctx, b, m.onTrueMutator)
+	} else {
+		return bundle.Apply(ctx, b, m.onFalseMutator)
+	}
+}
+
+func (m *ifMutator) Name() string {
+	return "If"
+}

bundle/config/mutator/initialize_variables.go

@@ -0,0 +1,30 @@
+package mutator
+
+import (
+	"context"
+
+	"github.com/databricks/cli/bundle"
+	"github.com/databricks/cli/bundle/config/variable"
+)
+
+type initializeVariables struct{}
+
+// InitializeVariables initializes nil variables to their corresponding zero values.
+func InitializeVariables() bundle.Mutator {
+	return &initializeVariables{}
+}
+
+func (m *initializeVariables) Name() string {
+	return "InitializeVariables"
+}
+
+func (m *initializeVariables) Apply(ctx context.Context, b *bundle.Bundle) error {
+	vars := b.Config.Variables
+	for k, v := range vars {
+		if v == nil {
+			vars[k] = &variable.Variable{}
+		}
+	}
+
+	return nil
+}

bundle/config/mutator/initialize_variables_test.go

@@ -0,0 +1,42 @@
+package mutator_test
+
+import (
+	"context"
+	"testing"
+
+	"github.com/databricks/cli/bundle"
+	"github.com/databricks/cli/bundle/config"
+	"github.com/databricks/cli/bundle/config/mutator"
+	"github.com/databricks/cli/bundle/config/variable"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestInitializeVariables(t *testing.T) {
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Variables: map[string]*variable.Variable{
+				"foo": nil,
+				"bar": {
+					Description: "This is a description",
+				},
+			},
+		},
+	}
+	err := bundle.Apply(context.Background(), b, mutator.InitializeVariables())
+	require.NoError(t, err)
+	assert.NotNil(t, b.Config.Variables["foo"])
+	assert.NotNil(t, b.Config.Variables["bar"])
+	assert.Equal(t, "This is a description", b.Config.Variables["bar"].Description)
+}
+
+func TestInitializeVariablesWithoutVariables(t *testing.T) {
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Variables: nil,
+		},
+	}
+	err := bundle.Apply(context.Background(), b, mutator.InitializeVariables())
+	require.NoError(t, err)
+	assert.Nil(t, b.Config.Variables)
+}

bundle/config/mutator/initialize_workspace_client.go

@@ -0,0 +1,25 @@
+package mutator
+
+import (
+	"context"
+
+	"github.com/databricks/cli/bundle"
+)
+
+type initializeWorkspaceClient struct{}
+
+func InitializeWorkspaceClient() bundle.Mutator {
+	return &initializeWorkspaceClient{}
+}
+
+func (m *initializeWorkspaceClient) Name() string {
+	return "InitializeWorkspaceClient"
+}
+
+// Apply initializes the workspace client for the bundle. We do this here so
+// downstream calls to b.WorkspaceClient() do not panic if there's an error in the
+// auth configuration.
+func (m *initializeWorkspaceClient) Apply(_ context.Context, b *bundle.Bundle) error {
+	_, err := b.InitializeWorkspaceClient()
+	return err
+}

bundle/config/mutator/load_git_details.go

@@ -2,6 +2,7 @@ package mutator
 
 import (
 	"context"
+	"path/filepath"
 
 	"github.com/databricks/cli/bundle"
 	"github.com/databricks/cli/libs/git"
@@ -24,17 +25,20 @@ func (m *loadGitDetails) Apply(ctx context.Context, b *bundle.Bundle) error {
 	if err != nil {
 		return err
 	}
-	// load branch name if undefined
+
-	if b.Config.Bundle.Git.Branch == "" {
+	// Read branch name of current checkout
-		branch, err := repo.CurrentBranch()
+	branch, err := repo.CurrentBranch()
-		if err != nil {
+	if err == nil {
-			log.Warnf(ctx, "failed to load current branch: %s", err)
+		b.Config.Bundle.Git.ActualBranch = branch
-		} else {
+		if b.Config.Bundle.Git.Branch == "" {
-			b.Config.Bundle.Git.Branch = branch
+			// Only load branch if there's no user defined value
-			b.Config.Bundle.Git.ActualBranch = branch
 			b.Config.Bundle.Git.Inferred = true
+			b.Config.Bundle.Git.Branch = branch
 		}
+	} else {
+		log.Warnf(ctx, "failed to load current branch: %s", err)
 	}
+
 	// load commit hash if undefined
 	if b.Config.Bundle.Git.Commit == "" {
 		commit, err := repo.LatestCommit()
@@ -49,5 +53,17 @@ func (m *loadGitDetails) Apply(ctx context.Context, b *bundle.Bundle) error {
 		remoteUrl := repo.OriginUrl()
 		b.Config.Bundle.Git.OriginURL = remoteUrl
 	}
+
+	// Compute relative path of the bundle root from the Git repo root.
+	absBundlePath, err := filepath.Abs(b.Config.Path)
+	if err != nil {
+		return err
+	}
+	// repo.Root() returns the absolute path of the repo
+	relBundlePath, err := filepath.Rel(repo.Root(), absBundlePath)
+	if err != nil {
+		return err
+	}
+	b.Config.Bundle.Git.BundleRootPath = filepath.ToSlash(relBundlePath)
 	return nil
 }

bundle/config/mutator/mutator.go

@@ -2,16 +2,20 @@ package mutator
 
 import (
 	"github.com/databricks/cli/bundle"
+	"github.com/databricks/cli/bundle/config"
+	"github.com/databricks/cli/bundle/scripts"
 )
 
 func DefaultMutators() []bundle.Mutator {
 	return []bundle.Mutator{
+		scripts.Execute(config.ScriptPreInit),
 		ProcessRootIncludes(),
-		DefineDefaultEnvironment(),
+		InitializeVariables(),
+		DefineDefaultTarget(),
 		LoadGitDetails(),
 	}
 }
 
-func DefaultMutatorsForEnvironment(env string) []bundle.Mutator {
+func DefaultMutatorsForTarget(env string) []bundle.Mutator {
-	return append(DefaultMutators(), SelectEnvironment(env))
+	return append(DefaultMutators(), SelectTarget(env))
 }

bundle/config/mutator/noop.go

@@ -0,0 +1,21 @@
+package mutator
+
+import (
+	"context"
+
+	"github.com/databricks/cli/bundle"
+)
+
+type noop struct{}
+
+func (*noop) Apply(context.Context, *bundle.Bundle) error {
+	return nil
+}
+
+func (*noop) Name() string {
+	return "NoOp"
+}
+
+func NoOp() bundle.Mutator {
+	return &noop{}
+}

bundle/config/mutator/override_compute.go

@@ -3,11 +3,11 @@ package mutator
 import (
 	"context"
 	"fmt"
-	"os"
 
 	"github.com/databricks/cli/bundle"
 	"github.com/databricks/cli/bundle/config"
 	"github.com/databricks/cli/bundle/config/resources"
+	"github.com/databricks/cli/libs/env"
 )
 
 type overrideCompute struct{}
@@ -23,10 +23,10 @@ func (m *overrideCompute) Name() string {
 func overrideJobCompute(j *resources.Job, compute string) {
 	for i := range j.Tasks {
 		task := &j.Tasks[i]
-		if task.NewCluster != nil {
+		if task.NewCluster != nil || task.ExistingClusterId != "" || task.ComputeKey != "" || task.JobClusterKey != "" {
 			task.NewCluster = nil
-			task.ExistingClusterId = compute
+			task.JobClusterKey = ""
-		} else if task.ExistingClusterId != "" {
+			task.ComputeKey = ""
 			task.ExistingClusterId = compute
 		}
 	}
@@ -35,12 +35,12 @@ func overrideJobCompute(j *resources.Job, compute string) {
 func (m *overrideCompute) Apply(ctx context.Context, b *bundle.Bundle) error {
 	if b.Config.Bundle.Mode != config.Development {
 		if b.Config.Bundle.ComputeID != "" {
-			return fmt.Errorf("cannot override compute for an environment that does not use 'mode: development'")
+			return fmt.Errorf("cannot override compute for an target that does not use 'mode: development'")
 		}
 		return nil
 	}
-	if os.Getenv("DATABRICKS_CLUSTER_ID") != "" {
+	if v := env.Get(ctx, "DATABRICKS_CLUSTER_ID"); v != "" {
-		b.Config.Bundle.ComputeID = os.Getenv("DATABRICKS_CLUSTER_ID")
+		b.Config.Bundle.ComputeID = v
 	}
 
 	if b.Config.Bundle.ComputeID == "" {

bundle/config/mutator/override_compute_test.go

@@ -2,7 +2,6 @@ package mutator_test
 
 import (
 	"context"
-	"os"
 	"testing"
 
 	"github.com/databricks/cli/bundle"
@@ -16,8 +15,8 @@ import (
 )
 
 func TestOverrideDevelopment(t *testing.T) {
-	os.Setenv("DATABRICKS_CLUSTER_ID", "")
+	t.Setenv("DATABRICKS_CLUSTER_ID", "")
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Bundle: config.Bundle{
 				Mode:      config.Development,
@@ -34,6 +33,12 @@ func TestOverrideDevelopment(t *testing.T) {
 							{
 								ExistingClusterId: "cluster2",
 							},
+							{
+								ComputeKey: "compute_key",
+							},
+							{
+								JobClusterKey: "cluster_key",
+							},
 						},
 					}},
 				},
@@ -42,16 +47,22 @@ func TestOverrideDevelopment(t *testing.T) {
 	}
 
 	m := mutator.OverrideCompute()
-	err := m.Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, m)
 	require.NoError(t, err)
-	assert.Nil(t, bundle.Config.Resources.Jobs["job1"].Tasks[0].NewCluster)
+	assert.Nil(t, b.Config.Resources.Jobs["job1"].Tasks[0].NewCluster)
-	assert.Equal(t, "newClusterID", bundle.Config.Resources.Jobs["job1"].Tasks[0].ExistingClusterId)
+	assert.Equal(t, "newClusterID", b.Config.Resources.Jobs["job1"].Tasks[0].ExistingClusterId)
-	assert.Equal(t, "newClusterID", bundle.Config.Resources.Jobs["job1"].Tasks[1].ExistingClusterId)
+	assert.Equal(t, "newClusterID", b.Config.Resources.Jobs["job1"].Tasks[1].ExistingClusterId)
+	assert.Equal(t, "newClusterID", b.Config.Resources.Jobs["job1"].Tasks[2].ExistingClusterId)
+	assert.Equal(t, "newClusterID", b.Config.Resources.Jobs["job1"].Tasks[3].ExistingClusterId)
+
+	assert.Nil(t, b.Config.Resources.Jobs["job1"].Tasks[0].NewCluster)
+	assert.Empty(t, b.Config.Resources.Jobs["job1"].Tasks[2].ComputeKey)
+	assert.Empty(t, b.Config.Resources.Jobs["job1"].Tasks[3].JobClusterKey)
 }
 
 func TestOverrideDevelopmentEnv(t *testing.T) {
-	os.Setenv("DATABRICKS_CLUSTER_ID", "newClusterId")
+	t.Setenv("DATABRICKS_CLUSTER_ID", "newClusterId")
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
@@ -72,13 +83,38 @@ func TestOverrideDevelopmentEnv(t *testing.T) {
 	}
 
 	m := mutator.OverrideCompute()
-	err := m.Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, m)
 	require.NoError(t, err)
-	assert.Equal(t, "cluster2", bundle.Config.Resources.Jobs["job1"].Tasks[1].ExistingClusterId)
+	assert.Equal(t, "cluster2", b.Config.Resources.Jobs["job1"].Tasks[1].ExistingClusterId)
+}
+
+func TestOverridePipelineTask(t *testing.T) {
+	t.Setenv("DATABRICKS_CLUSTER_ID", "newClusterId")
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Resources: config.Resources{
+				Jobs: map[string]*resources.Job{
+					"job1": {JobSettings: &jobs.JobSettings{
+						Name: "job1",
+						Tasks: []jobs.Task{
+							{
+								PipelineTask: &jobs.PipelineTask{},
+							},
+						},
+					}},
+				},
+			},
+		},
+	}
+
+	m := mutator.OverrideCompute()
+	err := bundle.Apply(context.Background(), b, m)
+	require.NoError(t, err)
+	assert.Empty(t, b.Config.Resources.Jobs["job1"].Tasks[0].ExistingClusterId)
 }
 
 func TestOverrideProduction(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Bundle: config.Bundle{
 				ComputeID: "newClusterID",
@@ -102,13 +138,13 @@ func TestOverrideProduction(t *testing.T) {
 	}
 
 	m := mutator.OverrideCompute()
-	err := m.Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, m)
 	require.Error(t, err)
 }
 
 func TestOverrideProductionEnv(t *testing.T) {
-	os.Setenv("DATABRICKS_CLUSTER_ID", "newClusterId")
+	t.Setenv("DATABRICKS_CLUSTER_ID", "newClusterId")
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
@@ -129,6 +165,6 @@ func TestOverrideProductionEnv(t *testing.T) {
 	}
 
 	m := mutator.OverrideCompute()
-	err := m.Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, m)
 	require.NoError(t, err)
 }

bundle/config/mutator/populate_current_user.go

@@ -7,6 +7,7 @@ import (
 
 	"github.com/databricks/cli/bundle"
 	"github.com/databricks/cli/bundle/config"
+	"github.com/databricks/cli/libs/tags"
 )
 
 type populateCurrentUser struct{}
@@ -21,6 +22,10 @@ func (m *populateCurrentUser) Name() string {
 }
 
 func (m *populateCurrentUser) Apply(ctx context.Context, b *bundle.Bundle) error {
+	if b.Config.Workspace.CurrentUser != nil {
+		return nil
+	}
+
 	w := b.WorkspaceClient()
 	me, err := w.CurrentUser.Me(ctx)
 	if err != nil {
@@ -31,18 +36,24 @@ func (m *populateCurrentUser) Apply(ctx context.Context, b *bundle.Bundle) error
 		ShortName: getShortUserName(me.UserName),
 		User:      me,
 	}
+
+	// Configure tagging object now that we know we have a valid client.
+	b.Tagging = tags.ForCloud(w.Config)
+
 	return nil
 }
 
+func replaceNonAlphanumeric(r rune) rune {
+	if unicode.IsLetter(r) || unicode.IsDigit(r) {
+		return r
+	}
+	return '_'
+}
+
 // Get a short-form username, based on the user's primary email address.
 // We leave the full range of unicode letters in tact, but remove all "special" characters,
 // including dots, which are not supported in e.g. experiment names.
 func getShortUserName(emailAddress string) string {
-	r := []rune(strings.Split(emailAddress, "@")[0])
+	local, _, _ := strings.Cut(emailAddress, "@")
-	for i := 0; i < len(r); i++ {
+	return strings.Map(replaceNonAlphanumeric, local)
-		if !unicode.IsLetter(r[i]) {
-			r[i] = '_'
-		}
-	}
-	return string(r)
 }

bundle/config/mutator/populate_current_user_test.go

@@ -1,6 +1,10 @@
 package mutator
 
-import "testing"
+import (
+	"testing"
+
+	"github.com/stretchr/testify/assert"
+)
 
 func TestPopulateCurrentUser(t *testing.T) {
 	// We need to implement workspace client mocking to implement this test.
@@ -13,28 +17,60 @@ func TestGetShortUserName(t *testing.T) {
 		expected string
 	}{
 		{
-			name:     "test alphanumeric characters",
+			email:    "test.user.1234@example.com",
-			email:    "test.user@example.com",
+			expected: "test_user_1234",
-			expected: "test_user",
 		},
 		{
-			name:     "test unicode characters",
 			email:    "tést.üser@example.com",
 			expected: "tést_üser",
 		},
 		{
-			name:     "test special characters",
 			email:    "test$.user@example.com",
 			expected: "test__user",
 		},
+		{
+			email:    `jöhn.dœ@domain.com`, // Using non-ASCII characters.
+			expected: "jöhn_dœ",
+		},
+		{
+			email:    `first+tag@email.com`, // The plus (+) sign is used for "sub-addressing" in some email services.
+			expected: "first_tag",
+		},
+		{
+			email:    `email@sub.domain.com`, // Using a sub-domain.
+			expected: "email",
+		},
+		{
+			email:    `"_quoted"@domain.com`, // Quoted strings can be part of the local-part.
+			expected: "__quoted_",
+		},
+		{
+			email:    `name-o'mally@website.org`, // Single quote in the local-part.
+			expected: "name_o_mally",
+		},
+		{
+			email:    `user%domain@external.com`, // Percent sign can be used for email routing in legacy systems.
+			expected: "user_domain",
+		},
+		{
+			email:    `long.name.with.dots@domain.net`, // Multiple dots in the local-part.
+			expected: "long_name_with_dots",
+		},
+		{
+			email:    `me&you@together.com`, // Using an ampersand (&) in the local-part.
+			expected: "me_you",
+		},
+		{
+			email:    `user!def!xyz@domain.org`, // The exclamation mark can be valid in some legacy systems.
+			expected: "user_def_xyz",
+		},
+		{
+			email:    `admin@ιντερνετ.com`, // Domain in non-ASCII characters (IDN or Internationalized Domain Name).
+			expected: "admin",
+		},
 	}
 
 	for _, tt := range tests {
-		t.Run(tt.name, func(t *testing.T) {
+		assert.Equal(t, tt.expected, getShortUserName(tt.email))
-			result := getShortUserName(tt.email)
-			if result != tt.expected {
-				t.Errorf("getShortUserName(%q) = %q; expected %q", tt.email, result, tt.expected)
-			}
-		})
 	}
 }

bundle/config/mutator/process_environment_mode_test.go

@@ -1,190 +0,0 @@
-package mutator
-
-import (
-	"context"
-	"reflect"
-	"strings"
-	"testing"
-
-	"github.com/databricks/cli/bundle"
-	"github.com/databricks/cli/bundle/config"
-	"github.com/databricks/cli/bundle/config/resources"
-	"github.com/databricks/databricks-sdk-go/service/iam"
-	"github.com/databricks/databricks-sdk-go/service/jobs"
-	"github.com/databricks/databricks-sdk-go/service/ml"
-	"github.com/databricks/databricks-sdk-go/service/pipelines"
-	"github.com/stretchr/testify/assert"
-	"github.com/stretchr/testify/require"
-)
-
-func mockBundle(mode config.Mode) *bundle.Bundle {
-	return &bundle.Bundle{
-		Config: config.Root{
-			Bundle: config.Bundle{
-				Mode: mode,
-				Git: config.Git{
-					OriginURL: "http://origin",
-					Branch:    "main",
-				},
-			},
-			Workspace: config.Workspace{
-				CurrentUser: &config.User{
-					ShortName: "lennart",
-					User: &iam.User{
-						UserName: "lennart@company.com",
-						Id:       "1",
-					},
-				},
-				StatePath:     "/Users/lennart@company.com/.bundle/x/y/state",
-				ArtifactsPath: "/Users/lennart@company.com/.bundle/x/y/artifacts",
-				FilesPath:     "/Users/lennart@company.com/.bundle/x/y/files",
-			},
-			Resources: config.Resources{
-				Jobs: map[string]*resources.Job{
-					"job1": {JobSettings: &jobs.JobSettings{Name: "job1"}},
-				},
-				Pipelines: map[string]*resources.Pipeline{
-					"pipeline1": {PipelineSpec: &pipelines.PipelineSpec{Name: "pipeline1"}},
-				},
-				Experiments: map[string]*resources.MlflowExperiment{
-					"experiment1": {Experiment: &ml.Experiment{Name: "/Users/lennart.kats@databricks.com/experiment1"}},
-					"experiment2": {Experiment: &ml.Experiment{Name: "experiment2"}},
-				},
-				Models: map[string]*resources.MlflowModel{
-					"model1": {Model: &ml.Model{Name: "model1"}},
-				},
-			},
-		},
-	}
-}
-
-func TestProcessEnvironmentModeDevelopment(t *testing.T) {
-	bundle := mockBundle(config.Development)
-
-	m := ProcessEnvironmentMode()
-	err := m.Apply(context.Background(), bundle)
-	require.NoError(t, err)
-	assert.Equal(t, "[dev lennart] job1", bundle.Config.Resources.Jobs["job1"].Name)
-	assert.Equal(t, "[dev lennart] pipeline1", bundle.Config.Resources.Pipelines["pipeline1"].Name)
-	assert.Equal(t, "/Users/lennart.kats@databricks.com/[dev lennart] experiment1", bundle.Config.Resources.Experiments["experiment1"].Name)
-	assert.Equal(t, "[dev lennart] experiment2", bundle.Config.Resources.Experiments["experiment2"].Name)
-	assert.Equal(t, "[dev lennart] model1", bundle.Config.Resources.Models["model1"].Name)
-	assert.Equal(t, "dev", bundle.Config.Resources.Experiments["experiment1"].Experiment.Tags[0].Key)
-	assert.True(t, bundle.Config.Resources.Pipelines["pipeline1"].PipelineSpec.Development)
-}
-
-func TestProcessEnvironmentModeDefault(t *testing.T) {
-	bundle := mockBundle("")
-
-	m := ProcessEnvironmentMode()
-	err := m.Apply(context.Background(), bundle)
-	require.NoError(t, err)
-	assert.Equal(t, "job1", bundle.Config.Resources.Jobs["job1"].Name)
-	assert.Equal(t, "pipeline1", bundle.Config.Resources.Pipelines["pipeline1"].Name)
-	assert.False(t, bundle.Config.Resources.Pipelines["pipeline1"].PipelineSpec.Development)
-}
-
-func TestProcessEnvironmentModeProduction(t *testing.T) {
-	bundle := mockBundle(config.Production)
-
-	err := validateProductionMode(context.Background(), bundle, false)
-	require.ErrorContains(t, err, "state_path")
-
-	bundle.Config.Workspace.StatePath = "/Shared/.bundle/x/y/state"
-	bundle.Config.Workspace.ArtifactsPath = "/Shared/.bundle/x/y/artifacts"
-	bundle.Config.Workspace.FilesPath = "/Shared/.bundle/x/y/files"
-
-	err = validateProductionMode(context.Background(), bundle, false)
-	require.ErrorContains(t, err, "production")
-
-	permissions := []resources.Permission{
-		{
-			Level:    "CAN_MANAGE",
-			UserName: "user@company.com",
-		},
-	}
-	bundle.Config.Resources.Jobs["job1"].Permissions = permissions
-	bundle.Config.Resources.Jobs["job1"].RunAs = &jobs.JobRunAs{UserName: "user@company.com"}
-	bundle.Config.Resources.Pipelines["pipeline1"].Permissions = permissions
-	bundle.Config.Resources.Experiments["experiment1"].Permissions = permissions
-	bundle.Config.Resources.Experiments["experiment2"].Permissions = permissions
-	bundle.Config.Resources.Models["model1"].Permissions = permissions
-
-	err = validateProductionMode(context.Background(), bundle, false)
-	require.NoError(t, err)
-
-	assert.Equal(t, "job1", bundle.Config.Resources.Jobs["job1"].Name)
-	assert.Equal(t, "pipeline1", bundle.Config.Resources.Pipelines["pipeline1"].Name)
-	assert.False(t, bundle.Config.Resources.Pipelines["pipeline1"].PipelineSpec.Development)
-}
-
-func TestProcessEnvironmentModeProductionGit(t *testing.T) {
-	bundle := mockBundle(config.Production)
-
-	// Pretend the user didn't set Git configuration explicitly
-	bundle.Config.Bundle.Git.Inferred = true
-
-	err := validateProductionMode(context.Background(), bundle, false)
-	require.ErrorContains(t, err, "git")
-	bundle.Config.Bundle.Git.Inferred = false
-}
-
-func TestProcessEnvironmentModeProductionOkForPrincipal(t *testing.T) {
-	bundle := mockBundle(config.Production)
-
-	// Our environment has all kinds of problems when not using service principals ...
-	err := validateProductionMode(context.Background(), bundle, false)
-	require.Error(t, err)
-
-	// ... but we're much less strict when a principal is used
-	err = validateProductionMode(context.Background(), bundle, true)
-	require.NoError(t, err)
-}
-
-// Make sure that we have test coverage for all resource types
-func TestAllResourcesMocked(t *testing.T) {
-	bundle := mockBundle(config.Development)
-	resources := reflect.ValueOf(bundle.Config.Resources)
-
-	for i := 0; i < resources.NumField(); i++ {
-		field := resources.Field(i)
-		if field.Kind() == reflect.Map {
-			assert.True(
-				t,
-				!field.IsNil() && field.Len() > 0,
-				"process_environment_mode should support '%s' (please add it to process_environment_mode.go and extend the test suite)",
-				resources.Type().Field(i).Name,
-			)
-		}
-	}
-}
-
-// Make sure that we at least rename all resources
-func TestAllResourcesRenamed(t *testing.T) {
-	bundle := mockBundle(config.Development)
-	resources := reflect.ValueOf(bundle.Config.Resources)
-
-	m := ProcessEnvironmentMode()
-	err := m.Apply(context.Background(), bundle)
-	require.NoError(t, err)
-
-	for i := 0; i < resources.NumField(); i++ {
-		field := resources.Field(i)
-
-		if field.Kind() == reflect.Map {
-			for _, key := range field.MapKeys() {
-				resource := field.MapIndex(key)
-				nameField := resource.Elem().FieldByName("Name")
-				if nameField.IsValid() && nameField.Kind() == reflect.String {
-					assert.True(
-						t,
-						strings.Contains(nameField.String(), "dev"),
-						"process_environment_mode should rename '%s' in '%s'",
-						key,
-						resources.Type().Field(i).Name,
-					)
-				}
-			}
-		}
-	}
-}

bundle/config/mutator/process_include_test.go

@@ -15,7 +15,7 @@ import (
 )
 
 func TestProcessInclude(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: t.TempDir(),
 			Workspace: config.Workspace{
@@ -25,14 +25,14 @@ func TestProcessInclude(t *testing.T) {
 	}
 
 	relPath := "./file.yml"
-	fullPath := filepath.Join(bundle.Config.Path, relPath)
+	fullPath := filepath.Join(b.Config.Path, relPath)
 	f, err := os.Create(fullPath)
 	require.NoError(t, err)
 	fmt.Fprint(f, "workspace:\n  host: bar\n")
 	f.Close()
 
-	assert.Equal(t, "foo", bundle.Config.Workspace.Host)
+	assert.Equal(t, "foo", b.Config.Workspace.Host)
-	err = mutator.ProcessInclude(fullPath, relPath).Apply(context.Background(), bundle)
+	err = bundle.Apply(context.Background(), b, mutator.ProcessInclude(fullPath, relPath))
 	require.NoError(t, err)
-	assert.Equal(t, "bar", bundle.Config.Workspace.Host)
+	assert.Equal(t, "bar", b.Config.Workspace.Host)
 }

bundle/config/mutator/process_root_includes.go

@@ -5,16 +5,17 @@ import (
 	"fmt"
 	"os"
 	"path/filepath"
+	"slices"
 	"strings"
 
 	"github.com/databricks/cli/bundle"
 	"github.com/databricks/cli/bundle/config"
-	"golang.org/x/exp/slices"
+	"github.com/databricks/cli/bundle/env"
 )
 
 // Get extra include paths from environment variable
-func GetExtraIncludePaths() []string {
+func getExtraIncludePaths(ctx context.Context) []string {
-	value, exists := os.LookupEnv(bundle.ExtraIncludePathsKey)
+	value, exists := env.Includes(ctx)
 	if !exists {
 		return nil
 	}
@@ -48,7 +49,7 @@ func (m *processRootIncludes) Apply(ctx context.Context, b *bundle.Bundle) error
 	var files []string
 
 	// Converts extra include paths from environment variable to relative paths
-	for _, extraIncludePath := range GetExtraIncludePaths() {
+	for _, extraIncludePath := range getExtraIncludePaths(ctx) {
 		if filepath.IsAbs(extraIncludePath) {
 			rel, err := filepath.Rel(b.Config.Path, extraIncludePath)
 			if err != nil {

bundle/config/mutator/process_root_includes_test.go

@@ -2,16 +2,17 @@ package mutator_test
 
 import (
 	"context"
-	"fmt"
 	"os"
 	"path"
 	"path/filepath"
 	"runtime"
+	"strings"
 	"testing"
 
 	"github.com/databricks/cli/bundle"
 	"github.com/databricks/cli/bundle/config"
 	"github.com/databricks/cli/bundle/config/mutator"
+	"github.com/databricks/cli/bundle/env"
 	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/require"
 )
@@ -23,12 +24,12 @@ func touch(t *testing.T, path, file string) {
 }
 
 func TestProcessRootIncludesEmpty(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: ".",
 		},
 	}
-	err := mutator.ProcessRootIncludes().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.ProcessRootIncludes())
 	require.NoError(t, err)
 }
 
@@ -40,7 +41,7 @@ func TestProcessRootIncludesAbs(t *testing.T) {
 		t.Skip("skipping temperorilty to make windows unit tests green")
 	}
 
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: ".",
 			Include: []string{
@@ -48,13 +49,13 @@ func TestProcessRootIncludesAbs(t *testing.T) {
 			},
 		},
 	}
-	err := mutator.ProcessRootIncludes().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.ProcessRootIncludes())
 	require.Error(t, err)
 	assert.Contains(t, err.Error(), "must be relative paths")
 }
 
 func TestProcessRootIncludesSingleGlob(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: t.TempDir(),
 			Include: []string{
@@ -63,18 +64,18 @@ func TestProcessRootIncludesSingleGlob(t *testing.T) {
 		},
 	}
 
-	touch(t, bundle.Config.Path, "databricks.yml")
+	touch(t, b.Config.Path, "databricks.yml")
-	touch(t, bundle.Config.Path, "a.yml")
+	touch(t, b.Config.Path, "a.yml")
-	touch(t, bundle.Config.Path, "b.yml")
+	touch(t, b.Config.Path, "b.yml")
 
-	err := mutator.ProcessRootIncludes().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.ProcessRootIncludes())
 	require.NoError(t, err)
 
-	assert.Equal(t, []string{"a.yml", "b.yml"}, bundle.Config.Include)
+	assert.Equal(t, []string{"a.yml", "b.yml"}, b.Config.Include)
 }
 
 func TestProcessRootIncludesMultiGlob(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: t.TempDir(),
 			Include: []string{
@@ -84,17 +85,17 @@ func TestProcessRootIncludesMultiGlob(t *testing.T) {
 		},
 	}
 
-	touch(t, bundle.Config.Path, "a1.yml")
+	touch(t, b.Config.Path, "a1.yml")
-	touch(t, bundle.Config.Path, "b1.yml")
+	touch(t, b.Config.Path, "b1.yml")
 
-	err := mutator.ProcessRootIncludes().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.ProcessRootIncludes())
 	require.NoError(t, err)
 
-	assert.Equal(t, []string{"a1.yml", "b1.yml"}, bundle.Config.Include)
+	assert.Equal(t, []string{"a1.yml", "b1.yml"}, b.Config.Include)
 }
 
 func TestProcessRootIncludesRemoveDups(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: t.TempDir(),
 			Include: []string{
@@ -104,15 +105,15 @@ func TestProcessRootIncludesRemoveDups(t *testing.T) {
 		},
 	}
 
-	touch(t, bundle.Config.Path, "a.yml")
+	touch(t, b.Config.Path, "a.yml")
 
-	err := mutator.ProcessRootIncludes().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.ProcessRootIncludes())
 	require.NoError(t, err)
-	assert.Equal(t, []string{"a.yml"}, bundle.Config.Include)
+	assert.Equal(t, []string{"a.yml"}, b.Config.Include)
 }
 
 func TestProcessRootIncludesNotExists(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: t.TempDir(),
 			Include: []string{
@@ -120,7 +121,7 @@ func TestProcessRootIncludesNotExists(t *testing.T) {
 			},
 		},
 	}
-	err := mutator.ProcessRootIncludes().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.ProcessRootIncludes())
 	require.Error(t, err)
 	assert.Contains(t, err.Error(), "notexist.yml defined in 'include' section does not match any files")
 }
@@ -129,35 +130,38 @@ func TestProcessRootIncludesExtrasFromEnvVar(t *testing.T) {
 	rootPath := t.TempDir()
 	testYamlName := "extra_include_path.yml"
 	touch(t, rootPath, testYamlName)
-	os.Setenv(bundle.ExtraIncludePathsKey, path.Join(rootPath, testYamlName))
+	t.Setenv(env.IncludesVariable, path.Join(rootPath, testYamlName))
-	t.Cleanup(func() {
-		os.Unsetenv(bundle.ExtraIncludePathsKey)
-	})
 
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: rootPath,
 		},
 	}
 
-	err := mutator.ProcessRootIncludes().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.ProcessRootIncludes())
 	require.NoError(t, err)
-	assert.Contains(t, bundle.Config.Include, testYamlName)
+	assert.Contains(t, b.Config.Include, testYamlName)
 }
 
 func TestProcessRootIncludesDedupExtrasFromEnvVar(t *testing.T) {
 	rootPath := t.TempDir()
 	testYamlName := "extra_include_path.yml"
 	touch(t, rootPath, testYamlName)
-	t.Setenv(bundle.ExtraIncludePathsKey, fmt.Sprintf("%s%s%s", path.Join(rootPath, testYamlName), string(os.PathListSeparator), path.Join(rootPath, testYamlName)))
+	t.Setenv(env.IncludesVariable, strings.Join(
+		[]string{
+			path.Join(rootPath, testYamlName),
+			path.Join(rootPath, testYamlName),
+		},
+		string(os.PathListSeparator),
+	))
 
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: rootPath,
 		},
 	}
 
-	err := mutator.ProcessRootIncludes().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.ProcessRootIncludes())
 	require.NoError(t, err)
-	assert.Equal(t, []string{testYamlName}, bundle.Config.Include)
+	assert.Equal(t, []string{testYamlName}, b.Config.Include)
 }

bundle/config/mutator/process_target_mode.go

@@ -8,21 +8,22 @@ import (
 
 	"github.com/databricks/cli/bundle"
 	"github.com/databricks/cli/bundle/config"
-	"github.com/databricks/databricks-sdk-go/service/iam"
+	"github.com/databricks/cli/libs/auth"
+	"github.com/databricks/cli/libs/log"
 	"github.com/databricks/databricks-sdk-go/service/jobs"
 	"github.com/databricks/databricks-sdk-go/service/ml"
 )
 
-type processEnvironmentMode struct{}
+type processTargetMode struct{}
 
 const developmentConcurrentRuns = 4
 
-func ProcessEnvironmentMode() bundle.Mutator {
+func ProcessTargetMode() bundle.Mutator {
-	return &processEnvironmentMode{}
+	return &processTargetMode{}
 }
 
-func (m *processEnvironmentMode) Name() string {
+func (m *processTargetMode) Name() string {
-	return "ProcessEnvironmentMode"
+	return "ProcessTargetMode"
 }
 
 // Mark all resources as being for 'development' purposes, i.e.
@@ -31,24 +32,32 @@ func (m *processEnvironmentMode) Name() string {
 func transformDevelopmentMode(b *bundle.Bundle) error {
 	r := b.Config.Resources
 
-	prefix := "[dev " + b.Config.Workspace.CurrentUser.ShortName + "] "
+	shortName := b.Config.Workspace.CurrentUser.ShortName
+	prefix := "[dev " + shortName + "] "
+
+	// Generate a normalized version of the short name that can be used as a tag value.
+	tagValue := b.Tagging.NormalizeValue(shortName)
 
 	for i := range r.Jobs {
 		r.Jobs[i].Name = prefix + r.Jobs[i].Name
 		if r.Jobs[i].Tags == nil {
 			r.Jobs[i].Tags = make(map[string]string)
 		}
-		r.Jobs[i].Tags["dev"] = b.Config.Workspace.CurrentUser.DisplayName
+		r.Jobs[i].Tags["dev"] = tagValue
 		if r.Jobs[i].MaxConcurrentRuns == 0 {
 			r.Jobs[i].MaxConcurrentRuns = developmentConcurrentRuns
 		}
-		if r.Jobs[i].Schedule != nil {
+
+		// Pause each job. As an exception, we don't pause jobs that are explicitly
+		// marked as "unpaused". This allows users to override the default behavior
+		// of the development mode.
+		if r.Jobs[i].Schedule != nil && r.Jobs[i].Schedule.PauseStatus != jobs.PauseStatusUnpaused {
 			r.Jobs[i].Schedule.PauseStatus = jobs.PauseStatusPaused
 		}
-		if r.Jobs[i].Continuous != nil {
+		if r.Jobs[i].Continuous != nil && r.Jobs[i].Continuous.PauseStatus != jobs.PauseStatusUnpaused {
 			r.Jobs[i].Continuous.PauseStatus = jobs.PauseStatusPaused
 		}
-		if r.Jobs[i].Trigger != nil {
+		if r.Jobs[i].Trigger != nil && r.Jobs[i].Trigger.PauseStatus != jobs.PauseStatusUnpaused {
 			r.Jobs[i].Trigger.PauseStatus = jobs.PauseStatusPaused
 		}
 	}
@@ -73,7 +82,19 @@ func transformDevelopmentMode(b *bundle.Bundle) error {
 		} else {
 			r.Experiments[i].Name = dir + "/" + prefix + base
 		}
-		r.Experiments[i].Tags = append(r.Experiments[i].Tags, ml.ExperimentTag{Key: "dev", Value: b.Config.Workspace.CurrentUser.DisplayName})
+		r.Experiments[i].Tags = append(r.Experiments[i].Tags, ml.ExperimentTag{Key: "dev", Value: tagValue})
+	}
+
+	for i := range r.ModelServingEndpoints {
+		prefix = "dev_" + b.Config.Workspace.CurrentUser.ShortName + "_"
+		r.ModelServingEndpoints[i].Name = prefix + r.ModelServingEndpoints[i].Name
+		// (model serving doesn't yet support tags)
+	}
+
+	for i := range r.RegisteredModels {
+		prefix = "dev_" + b.Config.Workspace.CurrentUser.ShortName + "_"
+		r.RegisteredModels[i].Name = prefix + r.RegisteredModels[i].Name
+		// (registered models in Unity Catalog don't yet support tags)
 	}
 
 	return nil
@@ -99,25 +120,25 @@ func findIncorrectPath(b *bundle.Bundle, mode config.Mode) string {
 	if strings.Contains(b.Config.Workspace.StatePath, username) != containsExpected {
 		return "state_path"
 	}
-	if strings.Contains(b.Config.Workspace.FilesPath, username) != containsExpected {
+	if strings.Contains(b.Config.Workspace.FilePath, username) != containsExpected {
-		return "files_path"
+		return "file_path"
 	}
-	if strings.Contains(b.Config.Workspace.ArtifactsPath, username) != containsExpected {
+	if strings.Contains(b.Config.Workspace.ArtifactPath, username) != containsExpected {
-		return "artifacts_path"
+		return "artifact_path"
 	}
 	return ""
 }
 
 func validateProductionMode(ctx context.Context, b *bundle.Bundle, isPrincipalUsed bool) error {
 	if b.Config.Bundle.Git.Inferred {
-		env := b.Config.Bundle.Environment
+		env := b.Config.Bundle.Target
-		return fmt.Errorf("environment with 'mode: production' must specify an explicit 'environments.%s.git' configuration", env)
+		log.Warnf(ctx, "target with 'mode: production' should specify an explicit 'targets.%s.git' configuration", env)
 	}
 
 	r := b.Config.Resources
 	for i := range r.Pipelines {
 		if r.Pipelines[i].Development {
-			return fmt.Errorf("environment with 'mode: production' cannot specify a pipeline with 'development: true'")
+			return fmt.Errorf("target with 'mode: production' cannot specify a pipeline with 'development: true'")
 		}
 	}
 
@@ -125,7 +146,7 @@ func validateProductionMode(ctx context.Context, b *bundle.Bundle, isPrincipalUs
 		if path := findIncorrectPath(b, config.Production); path != "" {
 			message := "%s must not contain the current username when using 'mode: production'"
 			if path == "root_path" {
-				return fmt.Errorf(message+"\n  tip: set workspace.root_path to a shared path such as /Shared/.bundle/${bundle.name}/${bundle.environment}", path)
+				return fmt.Errorf(message+"\n  tip: set workspace.root_path to a shared path such as /Shared/.bundle/${bundle.name}/${bundle.target}", path)
 			} else {
 				return fmt.Errorf(message, path)
 			}
@@ -138,21 +159,6 @@ func validateProductionMode(ctx context.Context, b *bundle.Bundle, isPrincipalUs
 	return nil
 }
 
-// Determines whether a service principal identity is used to run the CLI.
-func isServicePrincipalUsed(ctx context.Context, b *bundle.Bundle) (bool, error) {
-	ws := b.WorkspaceClient()
-
-	// Check if a principal with the current user's ID exists.
-	// We need to use the ListAll method since Get is only usable by admins.
-	matches, err := ws.ServicePrincipals.ListAll(ctx, iam.ListServicePrincipalsRequest{
-		Filter: "id eq " + b.Config.Workspace.CurrentUser.Id,
-	})
-	if err != nil {
-		return false, err
-	}
-	return len(matches) > 0, nil
-}
-
 // Determines whether run_as is explicitly set for all resources.
 // We do this in a best-effort fashion rather than check the top-level
 // 'run_as' field because the latter is not required to be set.
@@ -165,7 +171,7 @@ func isRunAsSet(r config.Resources) bool {
 	return true
 }
 
-func (m *processEnvironmentMode) Apply(ctx context.Context, b *bundle.Bundle) error {
+func (m *processTargetMode) Apply(ctx context.Context, b *bundle.Bundle) error {
 	switch b.Config.Bundle.Mode {
 	case config.Development:
 		err := validateDevelopmentMode(b)
@@ -174,15 +180,12 @@ func (m *processEnvironmentMode) Apply(ctx context.Context, b *bundle.Bundle) er
 		}
 		return transformDevelopmentMode(b)
 	case config.Production:
-		isPrincipal, err := isServicePrincipalUsed(ctx, b)
+		isPrincipal := auth.IsServicePrincipal(b.Config.Workspace.CurrentUser.UserName)
-		if err != nil {
-			return err
-		}
 		return validateProductionMode(ctx, b, isPrincipal)
 	case "":
 		// No action
 	default:
-		return fmt.Errorf("unsupported value specified for 'mode': %s", b.Config.Bundle.Mode)
+		return fmt.Errorf("unsupported value '%s' specified for 'mode': must be either 'development' or 'production'", b.Config.Bundle.Mode)
 	}
 
 	return nil

bundle/config/mutator/process_target_mode_test.go

@@ -0,0 +1,302 @@
+package mutator
+
+import (
+	"context"
+	"reflect"
+	"strings"
+	"testing"
+
+	"github.com/databricks/cli/bundle"
+	"github.com/databricks/cli/bundle/config"
+	"github.com/databricks/cli/bundle/config/resources"
+	"github.com/databricks/cli/libs/tags"
+	sdkconfig "github.com/databricks/databricks-sdk-go/config"
+	"github.com/databricks/databricks-sdk-go/service/catalog"
+	"github.com/databricks/databricks-sdk-go/service/iam"
+	"github.com/databricks/databricks-sdk-go/service/jobs"
+	"github.com/databricks/databricks-sdk-go/service/ml"
+	"github.com/databricks/databricks-sdk-go/service/pipelines"
+	"github.com/databricks/databricks-sdk-go/service/serving"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func mockBundle(mode config.Mode) *bundle.Bundle {
+	return &bundle.Bundle{
+		Config: config.Root{
+			Bundle: config.Bundle{
+				Mode: mode,
+				Git: config.Git{
+					OriginURL: "http://origin",
+					Branch:    "main",
+				},
+			},
+			Workspace: config.Workspace{
+				CurrentUser: &config.User{
+					ShortName: "lennart",
+					User: &iam.User{
+						UserName: "lennart@company.com",
+						Id:       "1",
+					},
+				},
+				StatePath:    "/Users/lennart@company.com/.bundle/x/y/state",
+				ArtifactPath: "/Users/lennart@company.com/.bundle/x/y/artifacts",
+				FilePath:     "/Users/lennart@company.com/.bundle/x/y/files",
+			},
+			Resources: config.Resources{
+				Jobs: map[string]*resources.Job{
+					"job1": {
+						JobSettings: &jobs.JobSettings{
+							Name: "job1",
+							Schedule: &jobs.CronSchedule{
+								QuartzCronExpression: "* * * * *",
+							},
+						},
+					},
+					"job2": {
+						JobSettings: &jobs.JobSettings{
+							Name: "job2",
+							Schedule: &jobs.CronSchedule{
+								QuartzCronExpression: "* * * * *",
+								PauseStatus:          jobs.PauseStatusUnpaused,
+							},
+						},
+					},
+					"job3": {
+						JobSettings: &jobs.JobSettings{
+							Name: "job3",
+							Trigger: &jobs.TriggerSettings{
+								FileArrival: &jobs.FileArrivalTriggerConfiguration{
+									Url: "test.com",
+								},
+							},
+						},
+					},
+					"job4": {
+						JobSettings: &jobs.JobSettings{
+							Name: "job4",
+							Continuous: &jobs.Continuous{
+								PauseStatus: jobs.PauseStatusPaused,
+							},
+						},
+					},
+				},
+				Pipelines: map[string]*resources.Pipeline{
+					"pipeline1": {PipelineSpec: &pipelines.PipelineSpec{Name: "pipeline1"}},
+				},
+				Experiments: map[string]*resources.MlflowExperiment{
+					"experiment1": {Experiment: &ml.Experiment{Name: "/Users/lennart.kats@databricks.com/experiment1"}},
+					"experiment2": {Experiment: &ml.Experiment{Name: "experiment2"}},
+				},
+				Models: map[string]*resources.MlflowModel{
+					"model1": {Model: &ml.Model{Name: "model1"}},
+				},
+				ModelServingEndpoints: map[string]*resources.ModelServingEndpoint{
+					"servingendpoint1": {CreateServingEndpoint: &serving.CreateServingEndpoint{Name: "servingendpoint1"}},
+				},
+				RegisteredModels: map[string]*resources.RegisteredModel{
+					"registeredmodel1": {CreateRegisteredModelRequest: &catalog.CreateRegisteredModelRequest{Name: "registeredmodel1"}},
+				},
+			},
+		},
+		// Use AWS implementation for testing.
+		Tagging: tags.ForCloud(&sdkconfig.Config{
+			Host: "https://company.cloud.databricks.com",
+		}),
+	}
+}
+
+func TestProcessTargetModeDevelopment(t *testing.T) {
+	b := mockBundle(config.Development)
+
+	m := ProcessTargetMode()
+	err := bundle.Apply(context.Background(), b, m)
+	require.NoError(t, err)
+
+	// Job 1
+	assert.Equal(t, "[dev lennart] job1", b.Config.Resources.Jobs["job1"].Name)
+	assert.Equal(t, b.Config.Resources.Jobs["job1"].Tags["dev"], "lennart")
+	assert.Equal(t, b.Config.Resources.Jobs["job1"].Schedule.PauseStatus, jobs.PauseStatusPaused)
+
+	// Job 2
+	assert.Equal(t, "[dev lennart] job2", b.Config.Resources.Jobs["job2"].Name)
+	assert.Equal(t, b.Config.Resources.Jobs["job2"].Tags["dev"], "lennart")
+	assert.Equal(t, b.Config.Resources.Jobs["job2"].Schedule.PauseStatus, jobs.PauseStatusUnpaused)
+
+	// Pipeline 1
+	assert.Equal(t, "[dev lennart] pipeline1", b.Config.Resources.Pipelines["pipeline1"].Name)
+	assert.True(t, b.Config.Resources.Pipelines["pipeline1"].PipelineSpec.Development)
+
+	// Experiment 1
+	assert.Equal(t, "/Users/lennart.kats@databricks.com/[dev lennart] experiment1", b.Config.Resources.Experiments["experiment1"].Name)
+	assert.Contains(t, b.Config.Resources.Experiments["experiment1"].Experiment.Tags, ml.ExperimentTag{Key: "dev", Value: "lennart"})
+	assert.Equal(t, "dev", b.Config.Resources.Experiments["experiment1"].Experiment.Tags[0].Key)
+
+	// Experiment 2
+	assert.Equal(t, "[dev lennart] experiment2", b.Config.Resources.Experiments["experiment2"].Name)
+	assert.Contains(t, b.Config.Resources.Experiments["experiment2"].Experiment.Tags, ml.ExperimentTag{Key: "dev", Value: "lennart"})
+
+	// Model 1
+	assert.Equal(t, "[dev lennart] model1", b.Config.Resources.Models["model1"].Name)
+
+	// Model serving endpoint 1
+	assert.Equal(t, "dev_lennart_servingendpoint1", b.Config.Resources.ModelServingEndpoints["servingendpoint1"].Name)
+
+	// Registered model 1
+	assert.Equal(t, "dev_lennart_registeredmodel1", b.Config.Resources.RegisteredModels["registeredmodel1"].Name)
+}
+
+func TestProcessTargetModeDevelopmentTagNormalizationForAws(t *testing.T) {
+	b := mockBundle(config.Development)
+	b.Tagging = tags.ForCloud(&sdkconfig.Config{
+		Host: "https://dbc-XXXXXXXX-YYYY.cloud.databricks.com/",
+	})
+
+	b.Config.Workspace.CurrentUser.ShortName = "Héllö wörld?!"
+	err := bundle.Apply(context.Background(), b, ProcessTargetMode())
+	require.NoError(t, err)
+
+	// Assert that tag normalization took place.
+	assert.Equal(t, "Hello world__", b.Config.Resources.Jobs["job1"].Tags["dev"])
+}
+
+func TestProcessTargetModeDevelopmentTagNormalizationForAzure(t *testing.T) {
+	b := mockBundle(config.Development)
+	b.Tagging = tags.ForCloud(&sdkconfig.Config{
+		Host: "https://adb-xxx.y.azuredatabricks.net/",
+	})
+
+	b.Config.Workspace.CurrentUser.ShortName = "Héllö wörld?!"
+	err := bundle.Apply(context.Background(), b, ProcessTargetMode())
+	require.NoError(t, err)
+
+	// Assert that tag normalization took place (Azure allows more characters than AWS).
+	assert.Equal(t, "Héllö wörld?!", b.Config.Resources.Jobs["job1"].Tags["dev"])
+}
+
+func TestProcessTargetModeDevelopmentTagNormalizationForGcp(t *testing.T) {
+	b := mockBundle(config.Development)
+	b.Tagging = tags.ForCloud(&sdkconfig.Config{
+		Host: "https://123.4.gcp.databricks.com/",
+	})
+
+	b.Config.Workspace.CurrentUser.ShortName = "Héllö wörld?!"
+	err := bundle.Apply(context.Background(), b, ProcessTargetMode())
+	require.NoError(t, err)
+
+	// Assert that tag normalization took place.
+	assert.Equal(t, "Hello_world", b.Config.Resources.Jobs["job1"].Tags["dev"])
+}
+
+func TestProcessTargetModeDefault(t *testing.T) {
+	b := mockBundle("")
+
+	m := ProcessTargetMode()
+	err := bundle.Apply(context.Background(), b, m)
+	require.NoError(t, err)
+	assert.Equal(t, "job1", b.Config.Resources.Jobs["job1"].Name)
+	assert.Equal(t, "pipeline1", b.Config.Resources.Pipelines["pipeline1"].Name)
+	assert.False(t, b.Config.Resources.Pipelines["pipeline1"].PipelineSpec.Development)
+	assert.Equal(t, "servingendpoint1", b.Config.Resources.ModelServingEndpoints["servingendpoint1"].Name)
+	assert.Equal(t, "registeredmodel1", b.Config.Resources.RegisteredModels["registeredmodel1"].Name)
+}
+
+func TestProcessTargetModeProduction(t *testing.T) {
+	b := mockBundle(config.Production)
+
+	err := validateProductionMode(context.Background(), b, false)
+	require.ErrorContains(t, err, "state_path")
+
+	b.Config.Workspace.StatePath = "/Shared/.bundle/x/y/state"
+	b.Config.Workspace.ArtifactPath = "/Shared/.bundle/x/y/artifacts"
+	b.Config.Workspace.FilePath = "/Shared/.bundle/x/y/files"
+
+	err = validateProductionMode(context.Background(), b, false)
+	require.ErrorContains(t, err, "production")
+
+	permissions := []resources.Permission{
+		{
+			Level:    "CAN_MANAGE",
+			UserName: "user@company.com",
+		},
+	}
+	b.Config.Resources.Jobs["job1"].Permissions = permissions
+	b.Config.Resources.Jobs["job1"].RunAs = &jobs.JobRunAs{UserName: "user@company.com"}
+	b.Config.Resources.Jobs["job2"].RunAs = &jobs.JobRunAs{UserName: "user@company.com"}
+	b.Config.Resources.Jobs["job3"].RunAs = &jobs.JobRunAs{UserName: "user@company.com"}
+	b.Config.Resources.Jobs["job4"].RunAs = &jobs.JobRunAs{UserName: "user@company.com"}
+	b.Config.Resources.Pipelines["pipeline1"].Permissions = permissions
+	b.Config.Resources.Experiments["experiment1"].Permissions = permissions
+	b.Config.Resources.Experiments["experiment2"].Permissions = permissions
+	b.Config.Resources.Models["model1"].Permissions = permissions
+	b.Config.Resources.ModelServingEndpoints["servingendpoint1"].Permissions = permissions
+
+	err = validateProductionMode(context.Background(), b, false)
+	require.NoError(t, err)
+
+	assert.Equal(t, "job1", b.Config.Resources.Jobs["job1"].Name)
+	assert.Equal(t, "pipeline1", b.Config.Resources.Pipelines["pipeline1"].Name)
+	assert.False(t, b.Config.Resources.Pipelines["pipeline1"].PipelineSpec.Development)
+	assert.Equal(t, "servingendpoint1", b.Config.Resources.ModelServingEndpoints["servingendpoint1"].Name)
+	assert.Equal(t, "registeredmodel1", b.Config.Resources.RegisteredModels["registeredmodel1"].Name)
+}
+
+func TestProcessTargetModeProductionOkForPrincipal(t *testing.T) {
+	b := mockBundle(config.Production)
+
+	// Our target has all kinds of problems when not using service principals ...
+	err := validateProductionMode(context.Background(), b, false)
+	require.Error(t, err)
+
+	// ... but we're much less strict when a principal is used
+	err = validateProductionMode(context.Background(), b, true)
+	require.NoError(t, err)
+}
+
+// Make sure that we have test coverage for all resource types
+func TestAllResourcesMocked(t *testing.T) {
+	b := mockBundle(config.Development)
+	resources := reflect.ValueOf(b.Config.Resources)
+
+	for i := 0; i < resources.NumField(); i++ {
+		field := resources.Field(i)
+		if field.Kind() == reflect.Map {
+			assert.True(
+				t,
+				!field.IsNil() && field.Len() > 0,
+				"process_target_mode should support '%s' (please add it to process_target_mode.go and extend the test suite)",
+				resources.Type().Field(i).Name,
+			)
+		}
+	}
+}
+
+// Make sure that we at least rename all resources
+func TestAllResourcesRenamed(t *testing.T) {
+	b := mockBundle(config.Development)
+	resources := reflect.ValueOf(b.Config.Resources)
+
+	m := ProcessTargetMode()
+	err := bundle.Apply(context.Background(), b, m)
+	require.NoError(t, err)
+
+	for i := 0; i < resources.NumField(); i++ {
+		field := resources.Field(i)
+
+		if field.Kind() == reflect.Map {
+			for _, key := range field.MapKeys() {
+				resource := field.MapIndex(key)
+				nameField := resource.Elem().FieldByName("Name")
+				if nameField.IsValid() && nameField.Kind() == reflect.String {
+					assert.True(
+						t,
+						strings.Contains(nameField.String(), "dev"),
+						"process_target_mode should rename '%s' in '%s'",
+						key,
+						resources.Type().Field(i).Name,
+					)
+				}
+			}
+		}
+	}
+}

bundle/config/mutator/run_as.go

@@ -0,0 +1,65 @@
+package mutator
+
+import (
+	"context"
+	"slices"
+
+	"github.com/databricks/cli/bundle"
+	"github.com/databricks/cli/bundle/config/resources"
+	"github.com/databricks/databricks-sdk-go/service/jobs"
+)
+
+type setRunAs struct {
+}
+
+// SetRunAs mutator is used to go over defined resources such as Jobs and DLT Pipelines
+// And set correct execution identity ("run_as" for a job or "is_owner" permission for DLT)
+// if top-level "run-as" section is defined in the configuration.
+func SetRunAs() bundle.Mutator {
+	return &setRunAs{}
+}
+
+func (m *setRunAs) Name() string {
+	return "SetRunAs"
+}
+
+func (m *setRunAs) Apply(_ context.Context, b *bundle.Bundle) error {
+	runAs := b.Config.RunAs
+	if runAs == nil {
+		return nil
+	}
+
+	for i := range b.Config.Resources.Jobs {
+		job := b.Config.Resources.Jobs[i]
+		if job.RunAs != nil {
+			continue
+		}
+		job.RunAs = &jobs.JobRunAs{
+			ServicePrincipalName: runAs.ServicePrincipalName,
+			UserName:             runAs.UserName,
+		}
+	}
+
+	me := b.Config.Workspace.CurrentUser.UserName
+	// If user deploying the bundle and the one defined in run_as are the same
+	// Do not add IS_OWNER permission. Current user is implied to be an owner in this case.
+	// Otherwise, it will fail due to this bug https://github.com/databricks/terraform-provider-databricks/issues/2407
+	if runAs.UserName == me || runAs.ServicePrincipalName == me {
+		return nil
+	}
+
+	for i := range b.Config.Resources.Pipelines {
+		pipeline := b.Config.Resources.Pipelines[i]
+		pipeline.Permissions = slices.DeleteFunc(pipeline.Permissions, func(p resources.Permission) bool {
+			return (runAs.ServicePrincipalName != "" && p.ServicePrincipalName == runAs.ServicePrincipalName) ||
+				(runAs.UserName != "" && p.UserName == runAs.UserName)
+		})
+		pipeline.Permissions = append(pipeline.Permissions, resources.Permission{
+			Level:                "IS_OWNER",
+			ServicePrincipalName: runAs.ServicePrincipalName,
+			UserName:             runAs.UserName,
+		})
+	}
+
+	return nil
+}

bundle/config/mutator/select_default_environment.go

@@ -1,54 +0,0 @@
-package mutator
-
-import (
-	"context"
-	"fmt"
-	"strings"
-
-	"github.com/databricks/cli/bundle"
-	"golang.org/x/exp/maps"
-)
-
-type selectDefaultEnvironment struct{}
-
-// SelectDefaultEnvironment merges the default environment into the root configuration.
-func SelectDefaultEnvironment() bundle.Mutator {
-	return &selectDefaultEnvironment{}
-}
-
-func (m *selectDefaultEnvironment) Name() string {
-	return "SelectDefaultEnvironment"
-}
-
-func (m *selectDefaultEnvironment) Apply(ctx context.Context, b *bundle.Bundle) error {
-	if len(b.Config.Environments) == 0 {
-		return fmt.Errorf("no environments defined")
-	}
-
-	// One environment means there's only one default.
-	names := maps.Keys(b.Config.Environments)
-	if len(names) == 1 {
-		return SelectEnvironment(names[0]).Apply(ctx, b)
-	}
-
-	// Multiple environments means we look for the `default` flag.
-	var defaults []string
-	for name, env := range b.Config.Environments {
-		if env != nil && env.Default {
-			defaults = append(defaults, name)
-		}
-	}
-
-	// It is invalid to have multiple environments with the `default` flag set.
-	if len(defaults) > 1 {
-		return fmt.Errorf("multiple environments are marked as default (%s)", strings.Join(defaults, ", "))
-	}
-
-	// If no environment has the `default` flag set, ask the user to specify one.
-	if len(defaults) == 0 {
-		return fmt.Errorf("please specify environment")
-	}
-
-	// One default remaining.
-	return SelectEnvironment(defaults[0]).Apply(ctx, b)
-}

bundle/config/mutator/select_default_environment_test.go

@@ -1,90 +0,0 @@
-package mutator_test
-
-import (
-	"context"
-	"testing"
-
-	"github.com/databricks/cli/bundle"
-	"github.com/databricks/cli/bundle/config"
-	"github.com/databricks/cli/bundle/config/mutator"
-	"github.com/stretchr/testify/assert"
-)
-
-func TestSelectDefaultEnvironmentNoEnvironments(t *testing.T) {
-	bundle := &bundle.Bundle{
-		Config: config.Root{
-			Environments: map[string]*config.Environment{},
-		},
-	}
-	err := mutator.SelectDefaultEnvironment().Apply(context.Background(), bundle)
-	assert.ErrorContains(t, err, "no environments defined")
-}
-
-func TestSelectDefaultEnvironmentSingleEnvironments(t *testing.T) {
-	bundle := &bundle.Bundle{
-		Config: config.Root{
-			Environments: map[string]*config.Environment{
-				"foo": {},
-			},
-		},
-	}
-	err := mutator.SelectDefaultEnvironment().Apply(context.Background(), bundle)
-	assert.NoError(t, err)
-	assert.Equal(t, "foo", bundle.Config.Bundle.Environment)
-}
-
-func TestSelectDefaultEnvironmentNoDefaults(t *testing.T) {
-	bundle := &bundle.Bundle{
-		Config: config.Root{
-			Environments: map[string]*config.Environment{
-				"foo": {},
-				"bar": {},
-				"qux": {},
-			},
-		},
-	}
-	err := mutator.SelectDefaultEnvironment().Apply(context.Background(), bundle)
-	assert.ErrorContains(t, err, "please specify environment")
-}
-
-func TestSelectDefaultEnvironmentNoDefaultsWithNil(t *testing.T) {
-	bundle := &bundle.Bundle{
-		Config: config.Root{
-			Environments: map[string]*config.Environment{
-				"foo": nil,
-				"bar": nil,
-			},
-		},
-	}
-	err := mutator.SelectDefaultEnvironment().Apply(context.Background(), bundle)
-	assert.ErrorContains(t, err, "please specify environment")
-}
-
-func TestSelectDefaultEnvironmentMultipleDefaults(t *testing.T) {
-	bundle := &bundle.Bundle{
-		Config: config.Root{
-			Environments: map[string]*config.Environment{
-				"foo": {Default: true},
-				"bar": {Default: true},
-				"qux": {Default: true},
-			},
-		},
-	}
-	err := mutator.SelectDefaultEnvironment().Apply(context.Background(), bundle)
-	assert.ErrorContains(t, err, "multiple environments are marked as default")
-}
-
-func TestSelectDefaultEnvironmentSingleDefault(t *testing.T) {
-	bundle := &bundle.Bundle{
-		Config: config.Root{
-			Environments: map[string]*config.Environment{
-				"foo": {},
-				"bar": {Default: true},
-				"qux": {},
-			},
-		},
-	}
-	err := mutator.SelectDefaultEnvironment().Apply(context.Background(), bundle)
-	assert.NoError(t, err)
-	assert.Equal(t, "bar", bundle.Config.Bundle.Environment)
-}

bundle/config/mutator/select_default_target.go

@@ -0,0 +1,54 @@
+package mutator
+
+import (
+	"context"
+	"fmt"
+	"strings"
+
+	"github.com/databricks/cli/bundle"
+	"golang.org/x/exp/maps"
+)
+
+type selectDefaultTarget struct{}
+
+// SelectDefaultTarget merges the default target into the root configuration.
+func SelectDefaultTarget() bundle.Mutator {
+	return &selectDefaultTarget{}
+}
+
+func (m *selectDefaultTarget) Name() string {
+	return "SelectDefaultTarget"
+}
+
+func (m *selectDefaultTarget) Apply(ctx context.Context, b *bundle.Bundle) error {
+	if len(b.Config.Targets) == 0 {
+		return fmt.Errorf("no targets defined")
+	}
+
+	// One target means there's only one default.
+	names := maps.Keys(b.Config.Targets)
+	if len(names) == 1 {
+		return bundle.Apply(ctx, b, SelectTarget(names[0]))
+	}
+
+	// Multiple targets means we look for the `default` flag.
+	var defaults []string
+	for name, env := range b.Config.Targets {
+		if env != nil && env.Default {
+			defaults = append(defaults, name)
+		}
+	}
+
+	// It is invalid to have multiple targets with the `default` flag set.
+	if len(defaults) > 1 {
+		return fmt.Errorf("multiple targets are marked as default (%s)", strings.Join(defaults, ", "))
+	}
+
+	// If no target has the `default` flag set, ask the user to specify one.
+	if len(defaults) == 0 {
+		return fmt.Errorf("please specify target")
+	}
+
+	// One default remaining.
+	return bundle.Apply(ctx, b, SelectTarget(defaults[0]))
+}

bundle/config/mutator/select_default_target_test.go

@@ -0,0 +1,90 @@
+package mutator_test
+
+import (
+	"context"
+	"testing"
+
+	"github.com/databricks/cli/bundle"
+	"github.com/databricks/cli/bundle/config"
+	"github.com/databricks/cli/bundle/config/mutator"
+	"github.com/stretchr/testify/assert"
+)
+
+func TestSelectDefaultTargetNoTargets(t *testing.T) {
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Targets: map[string]*config.Target{},
+		},
+	}
+	err := bundle.Apply(context.Background(), b, mutator.SelectDefaultTarget())
+	assert.ErrorContains(t, err, "no targets defined")
+}
+
+func TestSelectDefaultTargetSingleTargets(t *testing.T) {
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Targets: map[string]*config.Target{
+				"foo": {},
+			},
+		},
+	}
+	err := bundle.Apply(context.Background(), b, mutator.SelectDefaultTarget())
+	assert.NoError(t, err)
+	assert.Equal(t, "foo", b.Config.Bundle.Target)
+}
+
+func TestSelectDefaultTargetNoDefaults(t *testing.T) {
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Targets: map[string]*config.Target{
+				"foo": {},
+				"bar": {},
+				"qux": {},
+			},
+		},
+	}
+	err := bundle.Apply(context.Background(), b, mutator.SelectDefaultTarget())
+	assert.ErrorContains(t, err, "please specify target")
+}
+
+func TestSelectDefaultTargetNoDefaultsWithNil(t *testing.T) {
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Targets: map[string]*config.Target{
+				"foo": nil,
+				"bar": nil,
+			},
+		},
+	}
+	err := bundle.Apply(context.Background(), b, mutator.SelectDefaultTarget())
+	assert.ErrorContains(t, err, "please specify target")
+}
+
+func TestSelectDefaultTargetMultipleDefaults(t *testing.T) {
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Targets: map[string]*config.Target{
+				"foo": {Default: true},
+				"bar": {Default: true},
+				"qux": {Default: true},
+			},
+		},
+	}
+	err := bundle.Apply(context.Background(), b, mutator.SelectDefaultTarget())
+	assert.ErrorContains(t, err, "multiple targets are marked as default")
+}
+
+func TestSelectDefaultTargetSingleDefault(t *testing.T) {
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Targets: map[string]*config.Target{
+				"foo": {},
+				"bar": {Default: true},
+				"qux": {},
+			},
+		},
+	}
+	err := bundle.Apply(context.Background(), b, mutator.SelectDefaultTarget())
+	assert.NoError(t, err)
+	assert.Equal(t, "bar", b.Config.Bundle.Target)
+}

bundle/config/mutator/select_environment.go

@@ -1,48 +0,0 @@
-package mutator
-
-import (
-	"context"
-	"fmt"
-
-	"github.com/databricks/cli/bundle"
-)
-
-type selectEnvironment struct {
-	name string
-}
-
-// SelectEnvironment merges the specified environment into the root configuration.
-func SelectEnvironment(name string) bundle.Mutator {
-	return &selectEnvironment{
-		name: name,
-	}
-}
-
-func (m *selectEnvironment) Name() string {
-	return fmt.Sprintf("SelectEnvironment(%s)", m.name)
-}
-
-func (m *selectEnvironment) Apply(_ context.Context, b *bundle.Bundle) error {
-	if b.Config.Environments == nil {
-		return fmt.Errorf("no environments defined")
-	}
-
-	// Get specified environment
-	env, ok := b.Config.Environments[m.name]
-	if !ok {
-		return fmt.Errorf("%s: no such environment", m.name)
-	}
-
-	// Merge specified environment into root configuration structure.
-	err := b.Config.MergeEnvironment(env)
-	if err != nil {
-		return err
-	}
-
-	// Store specified environment in configuration for reference.
-	b.Config.Bundle.Environment = m.name
-
-	// Clear environments after loading.
-	b.Config.Environments = nil
-	return nil
-}

bundle/config/mutator/select_target.go

@@ -0,0 +1,56 @@
+package mutator
+
+import (
+	"context"
+	"fmt"
+	"strings"
+
+	"github.com/databricks/cli/bundle"
+	"golang.org/x/exp/maps"
+)
+
+type selectTarget struct {
+	name string
+}
+
+// SelectTarget merges the specified target into the root configuration.
+func SelectTarget(name string) bundle.Mutator {
+	return &selectTarget{
+		name: name,
+	}
+}
+
+func (m *selectTarget) Name() string {
+	return fmt.Sprintf("SelectTarget(%s)", m.name)
+}
+
+func (m *selectTarget) Apply(_ context.Context, b *bundle.Bundle) error {
+	if b.Config.Targets == nil {
+		return fmt.Errorf("no targets defined")
+	}
+
+	// Get specified target
+	target, ok := b.Config.Targets[m.name]
+	if !ok {
+		return fmt.Errorf("%s: no such target. Available targets: %s", m.name, strings.Join(maps.Keys(b.Config.Targets), ", "))
+	}
+
+	// Merge specified target into root configuration structure.
+	err := b.Config.MergeTargetOverrides(target)
+	if err != nil {
+		return err
+	}
+
+	// Store specified target in configuration for reference.
+	b.Config.Bundle.Target = m.name
+
+	// We do this for backward compatibility.
+	// TODO: remove when Environments section is not supported anymore.
+	b.Config.Bundle.Environment = b.Config.Bundle.Target
+
+	// Clear targets after loading.
+	b.Config.Targets = nil
+	b.Config.Environments = nil
+
+	return nil
+}

bundle/config/mutator/select_target_test.go

@@ -11,13 +11,13 @@ import (
 	"github.com/stretchr/testify/require"
 )
 
-func TestSelectEnvironment(t *testing.T) {
+func TestSelectTarget(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Workspace: config.Workspace{
 				Host: "foo",
 			},
-			Environments: map[string]*config.Environment{
+			Targets: map[string]*config.Target{
 				"default": {
 					Workspace: &config.Workspace{
 						Host: "bar",
@@ -26,19 +26,19 @@ func TestSelectEnvironment(t *testing.T) {
 			},
 		},
 	}
-	err := mutator.SelectEnvironment("default").Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.SelectTarget("default"))
 	require.NoError(t, err)
-	assert.Equal(t, "bar", bundle.Config.Workspace.Host)
+	assert.Equal(t, "bar", b.Config.Workspace.Host)
 }
 
-func TestSelectEnvironmentNotFound(t *testing.T) {
+func TestSelectTargetNotFound(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
-			Environments: map[string]*config.Environment{
+			Targets: map[string]*config.Target{
 				"default": {},
 			},
 		},
 	}
-	err := mutator.SelectEnvironment("doesnt-exist").Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.SelectTarget("doesnt-exist"))
-	require.Error(t, err, "no environments defined")
+	require.Error(t, err, "no targets defined")
 }

bundle/config/mutator/set_variables.go

@@ -3,10 +3,10 @@ package mutator
 import (
 	"context"
 	"fmt"
-	"os"
 
 	"github.com/databricks/cli/bundle"
 	"github.com/databricks/cli/bundle/config/variable"
+	"github.com/databricks/cli/libs/env"
 )
 
 const bundleVarPrefix = "BUNDLE_VAR_"
@@ -21,7 +21,7 @@ func (m *setVariables) Name() string {
 	return "SetVariables"
 }
 
-func setVariable(v *variable.Variable, name string) error {
+func setVariable(ctx context.Context, v *variable.Variable, name string) error {
 	// case: variable already has value initialized, so skip
 	if v.HasValue() {
 		return nil
@@ -29,7 +29,7 @@ func setVariable(v *variable.Variable, name string) error {
 
 	// case: read and set variable value from process environment
 	envVarName := bundleVarPrefix + name
-	if val, ok := os.LookupEnv(envVarName); ok {
+	if val, ok := env.Lookup(ctx, envVarName); ok {
 		err := v.Set(val)
 		if err != nil {
 			return fmt.Errorf(`failed to assign value "%s" to variable %s from environment variable %s with error: %w`, val, name, envVarName, err)
@@ -54,7 +54,7 @@ func setVariable(v *variable.Variable, name string) error {
 
 func (m *setVariables) Apply(ctx context.Context, b *bundle.Bundle) error {
 	for name, variable := range b.Config.Variables {
-		err := setVariable(variable, name)
+		err := setVariable(ctx, variable, name)
 		if err != nil {
 			return err
 		}

bundle/config/mutator/set_variables_test.go

@@ -21,7 +21,7 @@ func TestSetVariableFromProcessEnvVar(t *testing.T) {
 	// set value for variable as an environment variable
 	t.Setenv("BUNDLE_VAR_foo", "process-env")
 
-	err := setVariable(&variable, "foo")
+	err := setVariable(context.Background(), &variable, "foo")
 	require.NoError(t, err)
 	assert.Equal(t, *variable.Value, "process-env")
 }
@@ -33,7 +33,7 @@ func TestSetVariableUsingDefaultValue(t *testing.T) {
 		Default:     &defaultVal,
 	}
 
-	err := setVariable(&variable, "foo")
+	err := setVariable(context.Background(), &variable, "foo")
 	require.NoError(t, err)
 	assert.Equal(t, *variable.Value, "default")
 }
@@ -49,7 +49,7 @@ func TestSetVariableWhenAlreadyAValueIsAssigned(t *testing.T) {
 
 	// since a value is already assigned to the variable, it would not be overridden
 	// by the default value
-	err := setVariable(&variable, "foo")
+	err := setVariable(context.Background(), &variable, "foo")
 	require.NoError(t, err)
 	assert.Equal(t, *variable.Value, "assigned-value")
 }
@@ -68,7 +68,7 @@ func TestSetVariableEnvVarValueDoesNotOverridePresetValue(t *testing.T) {
 
 	// since a value is already assigned to the variable, it would not be overridden
 	// by the value from environment
-	err := setVariable(&variable, "foo")
+	err := setVariable(context.Background(), &variable, "foo")
 	require.NoError(t, err)
 	assert.Equal(t, *variable.Value, "assigned-value")
 }
@@ -79,7 +79,7 @@ func TestSetVariablesErrorsIfAValueCouldNotBeResolved(t *testing.T) {
 	}
 
 	// fails because we could not resolve a value for the variable
-	err := setVariable(&variable, "foo")
+	err := setVariable(context.Background(), &variable, "foo")
 	assert.ErrorContains(t, err, "no value assigned to required variable foo. Assignment can be done through the \"--var\" flag or by setting the BUNDLE_VAR_foo environment variable")
 }
 
@@ -87,7 +87,7 @@ func TestSetVariablesMutator(t *testing.T) {
 	defaultValForA := "default-a"
 	defaultValForB := "default-b"
 	valForC := "assigned-val-c"
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Variables: map[string]*variable.Variable{
 				"a": {
@@ -108,9 +108,9 @@ func TestSetVariablesMutator(t *testing.T) {
 
 	t.Setenv("BUNDLE_VAR_b", "env-var-b")
 
-	err := SetVariables().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, SetVariables())
 	require.NoError(t, err)
-	assert.Equal(t, "default-a", *bundle.Config.Variables["a"].Value)
+	assert.Equal(t, "default-a", *b.Config.Variables["a"].Value)
-	assert.Equal(t, "env-var-b", *bundle.Config.Variables["b"].Value)
+	assert.Equal(t, "env-var-b", *b.Config.Variables["b"].Value)
-	assert.Equal(t, "assigned-val-c", *bundle.Config.Variables["c"].Value)
+	assert.Equal(t, "assigned-val-c", *b.Config.Variables["c"].Value)
 }

bundle/config/mutator/trampoline.go

@@ -0,0 +1,100 @@
+package mutator
+
+import (
+	"context"
+	"fmt"
+	"os"
+	"path"
+	"path/filepath"
+	"text/template"
+
+	"github.com/databricks/cli/bundle"
+	"github.com/databricks/databricks-sdk-go/service/jobs"
+)
+
+type TaskWithJobKey struct {
+	Task   *jobs.Task
+	JobKey string
+}
+
+type TrampolineFunctions interface {
+	GetTemplateData(task *jobs.Task) (map[string]any, error)
+	GetTasks(b *bundle.Bundle) []TaskWithJobKey
+	CleanUp(task *jobs.Task) error
+}
+type trampoline struct {
+	name      string
+	functions TrampolineFunctions
+	template  string
+}
+
+func NewTrampoline(
+	name string,
+	functions TrampolineFunctions,
+	template string,
+) *trampoline {
+	return &trampoline{name, functions, template}
+}
+
+func (m *trampoline) Name() string {
+	return fmt.Sprintf("trampoline(%s)", m.name)
+}
+
+func (m *trampoline) Apply(ctx context.Context, b *bundle.Bundle) error {
+	tasks := m.functions.GetTasks(b)
+	for _, task := range tasks {
+		err := m.generateNotebookWrapper(ctx, b, task)
+		if err != nil {
+			return err
+		}
+	}
+	return nil
+}
+
+func (m *trampoline) generateNotebookWrapper(ctx context.Context, b *bundle.Bundle, task TaskWithJobKey) error {
+	internalDir, err := b.InternalDir(ctx)
+	if err != nil {
+		return err
+	}
+
+	notebookName := fmt.Sprintf("notebook_%s_%s", task.JobKey, task.Task.TaskKey)
+	localNotebookPath := filepath.Join(internalDir, notebookName+".py")
+
+	err = os.MkdirAll(filepath.Dir(localNotebookPath), 0755)
+	if err != nil {
+		return err
+	}
+
+	f, err := os.Create(localNotebookPath)
+	if err != nil {
+		return err
+	}
+	defer f.Close()
+
+	data, err := m.functions.GetTemplateData(task.Task)
+	if err != nil {
+		return err
+	}
+
+	t, err := template.New(notebookName).Parse(m.template)
+	if err != nil {
+		return err
+	}
+
+	internalDirRel, err := filepath.Rel(b.Config.Path, internalDir)
+	if err != nil {
+		return err
+	}
+
+	err = m.functions.CleanUp(task.Task)
+	if err != nil {
+		return err
+	}
+	remotePath := path.Join(b.Config.Workspace.FilePath, filepath.ToSlash(internalDirRel), notebookName)
+
+	task.Task.NotebookTask = &jobs.NotebookTask{
+		NotebookPath: remotePath,
+	}
+
+	return t.Execute(f, data)
+}

bundle/config/mutator/trampoline_test.go

@@ -0,0 +1,98 @@
+package mutator
+
+import (
+	"context"
+	"fmt"
+	"os"
+	"path/filepath"
+	"testing"
+
+	"github.com/databricks/cli/bundle"
+	"github.com/databricks/cli/bundle/config"
+	"github.com/databricks/cli/bundle/config/paths"
+	"github.com/databricks/cli/bundle/config/resources"
+	"github.com/databricks/databricks-sdk-go/service/jobs"
+	"github.com/stretchr/testify/require"
+)
+
+type functions struct{}
+
+func (f *functions) GetTasks(b *bundle.Bundle) []TaskWithJobKey {
+	tasks := make([]TaskWithJobKey, 0)
+	for k := range b.Config.Resources.Jobs["test"].Tasks {
+		tasks = append(tasks, TaskWithJobKey{
+			JobKey: "test",
+			Task:   &b.Config.Resources.Jobs["test"].Tasks[k],
+		})
+	}
+
+	return tasks
+}
+
+func (f *functions) GetTemplateData(task *jobs.Task) (map[string]any, error) {
+	if task.PythonWheelTask == nil {
+		return nil, fmt.Errorf("PythonWheelTask cannot be nil")
+	}
+
+	data := make(map[string]any)
+	data["MyName"] = "Trampoline"
+	return data, nil
+}
+
+func (f *functions) CleanUp(task *jobs.Task) error {
+	task.PythonWheelTask = nil
+	return nil
+}
+
+func TestGenerateTrampoline(t *testing.T) {
+	tmpDir := t.TempDir()
+
+	tasks := []jobs.Task{
+		{
+			TaskKey: "to_trampoline",
+			PythonWheelTask: &jobs.PythonWheelTask{
+				PackageName: "test",
+				EntryPoint:  "run",
+			}},
+	}
+
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Path: tmpDir,
+			Bundle: config.Bundle{
+				Target: "development",
+			},
+			Resources: config.Resources{
+				Jobs: map[string]*resources.Job{
+					"test": {
+						Paths: paths.Paths{
+							ConfigFilePath: tmpDir,
+						},
+						JobSettings: &jobs.JobSettings{
+							Tasks: tasks,
+						},
+					},
+				},
+			},
+		},
+	}
+	ctx := context.Background()
+
+	funcs := functions{}
+	trampoline := NewTrampoline("test_trampoline", &funcs, "Hello from {{.MyName}}")
+	err := bundle.Apply(ctx, b, trampoline)
+	require.NoError(t, err)
+
+	dir, err := b.InternalDir(ctx)
+	require.NoError(t, err)
+	filename := filepath.Join(dir, "notebook_test_to_trampoline.py")
+
+	bytes, err := os.ReadFile(filename)
+	require.NoError(t, err)
+
+	require.Equal(t, "Hello from Trampoline", string(bytes))
+
+	task := b.Config.Resources.Jobs["test"].Tasks[0]
+	require.Equal(t, task.NotebookTask.NotebookPath, ".databricks/bundle/development/.internal/notebook_test_to_trampoline")
+	require.Nil(t, task.PythonWheelTask)
+}

bundle/config/mutator/translate_paths.go

@@ -4,6 +4,7 @@ import (
 	"context"
 	"errors"
 	"fmt"
+	"net/url"
 	"os"
 	"path"
 	"path/filepath"
@@ -11,8 +12,6 @@ import (
 
 	"github.com/databricks/cli/bundle"
 	"github.com/databricks/cli/libs/notebook"
-	"github.com/databricks/databricks-sdk-go/service/jobs"
-	"github.com/databricks/databricks-sdk-go/service/pipelines"
 )
 
 type ErrIsNotebook struct {
@@ -44,7 +43,9 @@ func (m *translatePaths) Name() string {
 	return "TranslatePaths"
 }
 
-// rewritePath converts a given relative path to a stable remote workspace path.
+type rewriteFunc func(literal, localFullPath, localRelPath, remotePath string) (string, error)
+
+// rewritePath converts a given relative path from the loaded config to a new path based on the passed rewriting function
 //
 // It takes these arguments:
 //   - The argument `dir` is the directory relative to which the given relative path is.
@@ -57,13 +58,23 @@ func (m *translatePaths) rewritePath(
 	dir string,
 	b *bundle.Bundle,
 	p *string,
-	fn func(literal, localPath, remotePath string) (string, error),
+	fn rewriteFunc,
 ) error {
 	// We assume absolute paths point to a location in the workspace
 	if path.IsAbs(filepath.ToSlash(*p)) {
 		return nil
 	}
 
+	url, err := url.Parse(*p)
+	if err != nil {
+		return err
+	}
+
+	// If the file path has scheme, it's a full path and we don't need to transform it
+	if url.Scheme != "" {
+		return nil
+	}
+
 	// Local path is relative to the directory the resource was defined in.
 	localPath := filepath.Join(dir, filepath.FromSlash(*p))
 	if interp, ok := m.seen[localPath]; ok {
@@ -72,19 +83,19 @@ func (m *translatePaths) rewritePath(
 	}
 
 	// Remote path must be relative to the bundle root.
-	remotePath, err := filepath.Rel(b.Config.Path, localPath)
+	localRelPath, err := filepath.Rel(b.Config.Path, localPath)
 	if err != nil {
 		return err
 	}
-	if strings.HasPrefix(remotePath, "..") {
+	if strings.HasPrefix(localRelPath, "..") {
 		return fmt.Errorf("path %s is not contained in bundle root path", localPath)
 	}
 
 	// Prefix remote path with its remote root path.
-	remotePath = path.Join(b.Config.Workspace.FilesPath, filepath.ToSlash(remotePath))
+	remotePath := path.Join(b.Config.Workspace.FilePath, filepath.ToSlash(localRelPath))
 
 	// Convert local path into workspace path via specified function.
-	interp, err := fn(*p, localPath, filepath.ToSlash(remotePath))
+	interp, err := fn(*p, localPath, localRelPath, filepath.ToSlash(remotePath))
 	if err != nil {
 		return err
 	}
@@ -94,81 +105,80 @@ func (m *translatePaths) rewritePath(
 	return nil
 }
 
-func (m *translatePaths) translateNotebookPath(literal, localPath, remotePath string) (string, error) {
+func translateNotebookPath(literal, localFullPath, localRelPath, remotePath string) (string, error) {
-	nb, _, err := notebook.Detect(localPath)
+	nb, _, err := notebook.Detect(localFullPath)
 	if os.IsNotExist(err) {
 		return "", fmt.Errorf("notebook %s not found", literal)
 	}
 	if err != nil {
-		return "", fmt.Errorf("unable to determine if %s is a notebook: %w", localPath, err)
+		return "", fmt.Errorf("unable to determine if %s is a notebook: %w", localFullPath, err)
 	}
 	if !nb {
-		return "", ErrIsNotNotebook{localPath}
+		return "", ErrIsNotNotebook{localFullPath}
 	}
 
 	// Upon import, notebooks are stripped of their extension.
-	return strings.TrimSuffix(remotePath, filepath.Ext(localPath)), nil
+	return strings.TrimSuffix(remotePath, filepath.Ext(localFullPath)), nil
 }
 
-func (m *translatePaths) translateFilePath(literal, localPath, remotePath string) (string, error) {
+func translateFilePath(literal, localFullPath, localRelPath, remotePath string) (string, error) {
-	nb, _, err := notebook.Detect(localPath)
+	nb, _, err := notebook.Detect(localFullPath)
 	if os.IsNotExist(err) {
 		return "", fmt.Errorf("file %s not found", literal)
 	}
 	if err != nil {
-		return "", fmt.Errorf("unable to determine if %s is not a notebook: %w", localPath, err)
+		return "", fmt.Errorf("unable to determine if %s is not a notebook: %w", localFullPath, err)
 	}
 	if nb {
-		return "", ErrIsNotebook{localPath}
+		return "", ErrIsNotebook{localFullPath}
 	}
 	return remotePath, nil
 }
 
-func (m *translatePaths) translateJobTask(dir string, b *bundle.Bundle, task *jobs.Task) error {
+func translateDirectoryPath(literal, localFullPath, localRelPath, remotePath string) (string, error) {
-	var err error
+	info, err := os.Stat(localFullPath)
-
+	if err != nil {
-	if task.NotebookTask != nil {
+		return "", err
-		err = m.rewritePath(dir, b, &task.NotebookTask.NotebookPath, m.translateNotebookPath)
-		if target := (&ErrIsNotNotebook{}); errors.As(err, target) {
-			return fmt.Errorf(`expected a notebook for "tasks.notebook_task.notebook_path" but got a file: %w`, target)
-		}
-		if err != nil {
-			return err
-		}
 	}
-
+	if !info.IsDir() {
-	if task.SparkPythonTask != nil {
+		return "", fmt.Errorf("%s is not a directory", localFullPath)
-		err = m.rewritePath(dir, b, &task.SparkPythonTask.PythonFile, m.translateFilePath)
-		if target := (&ErrIsNotebook{}); errors.As(err, target) {
-			return fmt.Errorf(`expected a file for "tasks.spark_python_task.python_file" but got a notebook: %w`, target)
-		}
-		if err != nil {
-			return err
-		}
 	}
-
+	return remotePath, nil
-	return nil
 }
 
-func (m *translatePaths) translatePipelineLibrary(dir string, b *bundle.Bundle, library *pipelines.PipelineLibrary) error {
+func translateNoOp(literal, localFullPath, localRelPath, remotePath string) (string, error) {
-	var err error
+	return localRelPath, nil
+}
 
-	if library.Notebook != nil {
+type transformer struct {
-		err = m.rewritePath(dir, b, &library.Notebook.Path, m.translateNotebookPath)
+	// A directory path relative to which `path` will be transformed
-		if target := (&ErrIsNotNotebook{}); errors.As(err, target) {
+	dir string
-			return fmt.Errorf(`expected a notebook for "libraries.notebook.path" but got a file: %w`, target)
+	// A path to transform
-		}
+	path *string
-		if err != nil {
+	// Name of the config property where the path string is coming from
-			return err
+	configPath string
-		}
+	// A function that performs the actual rewriting logic.
-	}
+	fn rewriteFunc
+}
 
-	if library.File != nil {
+type transformFunc func(resource any, dir string) *transformer
-		err = m.rewritePath(dir, b, &library.File.Path, m.translateFilePath)
+
-		if target := (&ErrIsNotebook{}); errors.As(err, target) {
+// Apply all matches transformers for the given resource
-			return fmt.Errorf(`expected a file for "libraries.file.path" but got a notebook: %w`, target)
+func (m *translatePaths) applyTransformers(funcs []transformFunc, b *bundle.Bundle, resource any, dir string) error {
+	for _, transformFn := range funcs {
+		transformer := transformFn(resource, dir)
+		if transformer == nil {
+			continue
 		}
+
+		err := m.rewritePath(transformer.dir, b, transformer.path, transformer.fn)
 		if err != nil {
+			if target := (&ErrIsNotebook{}); errors.As(err, target) {
+				return fmt.Errorf(`expected a file for "%s" but got a notebook: %w`, transformer.configPath, target)
+			}
+			if target := (&ErrIsNotNotebook{}); errors.As(err, target) {
+				return fmt.Errorf(`expected a notebook for "%s" but got a file: %w`, transformer.configPath, target)
+			}
 			return err
 		}
 	}
@@ -179,36 +189,14 @@ func (m *translatePaths) translatePipelineLibrary(dir string, b *bundle.Bundle,
 func (m *translatePaths) Apply(_ context.Context, b *bundle.Bundle) error {
 	m.seen = make(map[string]string)
 
-	for key, job := range b.Config.Resources.Jobs {
+	for _, fn := range []func(*translatePaths, *bundle.Bundle) error{
-		dir, err := job.ConfigFileDirectory()
+		applyJobTransformers,
+		applyPipelineTransformers,
+		applyArtifactTransformers,
+	} {
+		err := fn(m, b)
 		if err != nil {
-			return fmt.Errorf("unable to determine directory for job %s: %w", key, err)
+			return err
-		}
-
-		// Do not translate job task paths if using git source
-		if job.GitSource != nil {
-			continue
-		}
-
-		for i := 0; i < len(job.Tasks); i++ {
-			err := m.translateJobTask(dir, b, &job.Tasks[i])
-			if err != nil {
-				return err
-			}
-		}
-	}
-
-	for key, pipeline := range b.Config.Resources.Pipelines {
-		dir, err := pipeline.ConfigFileDirectory()
-		if err != nil {
-			return fmt.Errorf("unable to determine directory for pipeline %s: %w", key, err)
-		}
-
-		for i := 0; i < len(pipeline.Libraries); i++ {
-			err := m.translatePipelineLibrary(dir, b, &pipeline.Libraries[i])
-			if err != nil {
-				return err
-			}
 		}
 	}
 

bundle/config/mutator/translate_paths_artifacts.go

@@ -0,0 +1,42 @@
+package mutator
+
+import (
+	"fmt"
+
+	"github.com/databricks/cli/bundle"
+	"github.com/databricks/cli/bundle/config"
+)
+
+func transformArtifactPath(resource any, dir string) *transformer {
+	artifact, ok := resource.(*config.Artifact)
+	if !ok {
+		return nil
+	}
+
+	return &transformer{
+		dir,
+		&artifact.Path,
+		"artifacts.path",
+		translateNoOp,
+	}
+}
+
+func applyArtifactTransformers(m *translatePaths, b *bundle.Bundle) error {
+	artifactTransformers := []transformFunc{
+		transformArtifactPath,
+	}
+
+	for key, artifact := range b.Config.Artifacts {
+		dir, err := artifact.ConfigFileDirectory()
+		if err != nil {
+			return fmt.Errorf("unable to determine directory for artifact %s: %w", key, err)
+		}
+
+		err = m.applyTransformers(artifactTransformers, b, artifact, dir)
+		if err != nil {
+			return err
+		}
+	}
+
+	return nil
+}

bundle/config/mutator/translate_paths_jobs.go

@@ -0,0 +1,133 @@
+package mutator
+
+import (
+	"fmt"
+
+	"github.com/databricks/cli/bundle"
+	"github.com/databricks/databricks-sdk-go/service/compute"
+	"github.com/databricks/databricks-sdk-go/service/jobs"
+)
+
+func transformNotebookTask(resource any, dir string) *transformer {
+	task, ok := resource.(*jobs.Task)
+	if !ok || task.NotebookTask == nil {
+		return nil
+	}
+
+	return &transformer{
+		dir,
+		&task.NotebookTask.NotebookPath,
+		"tasks.notebook_task.notebook_path",
+		translateNotebookPath,
+	}
+}
+
+func transformSparkTask(resource any, dir string) *transformer {
+	task, ok := resource.(*jobs.Task)
+	if !ok || task.SparkPythonTask == nil {
+		return nil
+	}
+
+	return &transformer{
+		dir,
+		&task.SparkPythonTask.PythonFile,
+		"tasks.spark_python_task.python_file",
+		translateFilePath,
+	}
+}
+
+func transformWhlLibrary(resource any, dir string) *transformer {
+	library, ok := resource.(*compute.Library)
+	if !ok || library.Whl == "" {
+		return nil
+	}
+
+	return &transformer{
+		dir,
+		&library.Whl,
+		"libraries.whl",
+		translateNoOp, // Does not convert to remote path but makes sure that nested paths resolved correctly
+	}
+}
+
+func transformDbtTask(resource any, dir string) *transformer {
+	task, ok := resource.(*jobs.Task)
+	if !ok || task.DbtTask == nil {
+		return nil
+	}
+
+	return &transformer{
+		dir,
+		&task.DbtTask.ProjectDirectory,
+		"tasks.dbt_task.project_directory",
+		translateDirectoryPath,
+	}
+}
+
+func transformSqlFileTask(resource any, dir string) *transformer {
+	task, ok := resource.(*jobs.Task)
+	if !ok || task.SqlTask == nil || task.SqlTask.File == nil {
+		return nil
+	}
+
+	return &transformer{
+		dir,
+		&task.SqlTask.File.Path,
+		"tasks.sql_task.file.path",
+		translateFilePath,
+	}
+}
+
+func transformJarLibrary(resource any, dir string) *transformer {
+	library, ok := resource.(*compute.Library)
+	if !ok || library.Jar == "" {
+		return nil
+	}
+
+	return &transformer{
+		dir,
+		&library.Jar,
+		"libraries.jar",
+		translateNoOp, // Does not convert to remote path but makes sure that nested paths resolved correctly
+	}
+}
+
+func applyJobTransformers(m *translatePaths, b *bundle.Bundle) error {
+	jobTransformers := []transformFunc{
+		transformNotebookTask,
+		transformSparkTask,
+		transformWhlLibrary,
+		transformJarLibrary,
+		transformDbtTask,
+		transformSqlFileTask,
+	}
+
+	for key, job := range b.Config.Resources.Jobs {
+		dir, err := job.ConfigFileDirectory()
+		if err != nil {
+			return fmt.Errorf("unable to determine directory for job %s: %w", key, err)
+		}
+
+		// Do not translate job task paths if using git source
+		if job.GitSource != nil {
+			continue
+		}
+
+		for i := 0; i < len(job.Tasks); i++ {
+			task := &job.Tasks[i]
+			err := m.applyTransformers(jobTransformers, b, task, dir)
+			if err != nil {
+				return err
+			}
+			for j := 0; j < len(task.Libraries); j++ {
+				library := &task.Libraries[j]
+				err := m.applyTransformers(jobTransformers, b, library, dir)
+				if err != nil {
+					return err
+				}
+			}
+		}
+	}
+
+	return nil
+}

bundle/config/mutator/translate_paths_pipelines.go

@@ -0,0 +1,60 @@
+package mutator
+
+import (
+	"fmt"
+
+	"github.com/databricks/cli/bundle"
+	"github.com/databricks/databricks-sdk-go/service/pipelines"
+)
+
+func transformLibraryNotebook(resource any, dir string) *transformer {
+	library, ok := resource.(*pipelines.PipelineLibrary)
+	if !ok || library.Notebook == nil {
+		return nil
+	}
+
+	return &transformer{
+		dir,
+		&library.Notebook.Path,
+		"libraries.notebook.path",
+		translateNotebookPath,
+	}
+}
+
+func transformLibraryFile(resource any, dir string) *transformer {
+	library, ok := resource.(*pipelines.PipelineLibrary)
+	if !ok || library.File == nil {
+		return nil
+	}
+
+	return &transformer{
+		dir,
+		&library.File.Path,
+		"libraries.file.path",
+		translateFilePath,
+	}
+}
+
+func applyPipelineTransformers(m *translatePaths, b *bundle.Bundle) error {
+	pipelineTransformers := []transformFunc{
+		transformLibraryNotebook,
+		transformLibraryFile,
+	}
+
+	for key, pipeline := range b.Config.Resources.Pipelines {
+		dir, err := pipeline.ConfigFileDirectory()
+		if err != nil {
+			return fmt.Errorf("unable to determine directory for pipeline %s: %w", key, err)
+		}
+
+		for i := 0; i < len(pipeline.Libraries); i++ {
+			library := &pipeline.Libraries[i]
+			err := m.applyTransformers(pipelineTransformers, b, library, dir)
+			if err != nil {
+				return err
+			}
+		}
+	}
+
+	return nil
+}

bundle/config/mutator/translate_paths_test.go

@@ -9,7 +9,9 @@ import (
 	"github.com/databricks/cli/bundle"
 	"github.com/databricks/cli/bundle/config"
 	"github.com/databricks/cli/bundle/config/mutator"
+	"github.com/databricks/cli/bundle/config/paths"
 	"github.com/databricks/cli/bundle/config/resources"
+	"github.com/databricks/databricks-sdk-go/service/compute"
 	"github.com/databricks/databricks-sdk-go/service/jobs"
 	"github.com/databricks/databricks-sdk-go/service/pipelines"
 	"github.com/stretchr/testify/assert"
@@ -33,17 +35,17 @@ func touchEmptyFile(t *testing.T, path string) {
 
 func TestTranslatePathsSkippedWithGitSource(t *testing.T) {
 	dir := t.TempDir()
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: dir,
 			Workspace: config.Workspace{
-				FilesPath: "/bundle",
+				FilePath: "/bundle",
 			},
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
 					"job": {
 
-						Paths: resources.Paths{
+						Paths: paths.Paths{
 							ConfigFilePath: filepath.Join(dir, "resource.yml"),
 						},
 						JobSettings: &jobs.JobSettings{
@@ -78,23 +80,23 @@ func TestTranslatePathsSkippedWithGitSource(t *testing.T) {
 		},
 	}
 
-	err := mutator.TranslatePaths().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.TranslatePaths())
 	require.NoError(t, err)
 
 	assert.Equal(
 		t,
 		"my_job_notebook.py",
-		bundle.Config.Resources.Jobs["job"].Tasks[0].NotebookTask.NotebookPath,
+		b.Config.Resources.Jobs["job"].Tasks[0].NotebookTask.NotebookPath,
 	)
 	assert.Equal(
 		t,
 		"foo",
-		bundle.Config.Resources.Jobs["job"].Tasks[1].PythonWheelTask.PackageName,
+		b.Config.Resources.Jobs["job"].Tasks[1].PythonWheelTask.PackageName,
 	)
 	assert.Equal(
 		t,
 		"my_python_file.py",
-		bundle.Config.Resources.Jobs["job"].Tasks[2].SparkPythonTask.PythonFile,
+		b.Config.Resources.Jobs["job"].Tasks[2].SparkPythonTask.PythonFile,
 	)
 }
 
@@ -103,17 +105,18 @@ func TestTranslatePaths(t *testing.T) {
 	touchNotebookFile(t, filepath.Join(dir, "my_job_notebook.py"))
 	touchNotebookFile(t, filepath.Join(dir, "my_pipeline_notebook.py"))
 	touchEmptyFile(t, filepath.Join(dir, "my_python_file.py"))
+	touchEmptyFile(t, filepath.Join(dir, "dist", "task.jar"))
 
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: dir,
 			Workspace: config.Workspace{
-				FilesPath: "/bundle",
+				FilePath: "/bundle",
 			},
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
 					"job": {
-						Paths: resources.Paths{
+						Paths: paths.Paths{
 							ConfigFilePath: filepath.Join(dir, "resource.yml"),
 						},
 						JobSettings: &jobs.JobSettings{
@@ -122,6 +125,9 @@ func TestTranslatePaths(t *testing.T) {
 									NotebookTask: &jobs.NotebookTask{
 										NotebookPath: "./my_job_notebook.py",
 									},
+									Libraries: []compute.Library{
+										{Whl: "./dist/task.whl"},
+									},
 								},
 								{
 									NotebookTask: &jobs.NotebookTask{
@@ -143,13 +149,29 @@ func TestTranslatePaths(t *testing.T) {
 										PythonFile: "./my_python_file.py",
 									},
 								},
+								{
+									SparkJarTask: &jobs.SparkJarTask{
+										MainClassName: "HelloWorld",
+									},
+									Libraries: []compute.Library{
+										{Jar: "./dist/task.jar"},
+									},
+								},
+								{
+									SparkJarTask: &jobs.SparkJarTask{
+										MainClassName: "HelloWorldRemote",
+									},
+									Libraries: []compute.Library{
+										{Jar: "dbfs:/bundle/dist/task_remote.jar"},
+									},
+								},
 							},
 						},
 					},
 				},
 				Pipelines: map[string]*resources.Pipeline{
 					"pipeline": {
-						Paths: resources.Paths{
+						Paths: paths.Paths{
 							ConfigFilePath: filepath.Join(dir, "resource.yml"),
 						},
 						PipelineSpec: &pipelines.PipelineSpec{
@@ -185,69 +207,87 @@ func TestTranslatePaths(t *testing.T) {
 		},
 	}
 
-	err := mutator.TranslatePaths().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.TranslatePaths())
 	require.NoError(t, err)
 
 	// Assert that the path in the tasks now refer to the artifact.
 	assert.Equal(
 		t,
 		"/bundle/my_job_notebook",
-		bundle.Config.Resources.Jobs["job"].Tasks[0].NotebookTask.NotebookPath,
+		b.Config.Resources.Jobs["job"].Tasks[0].NotebookTask.NotebookPath,
+	)
+	assert.Equal(
+		t,
+		filepath.Join("dist", "task.whl"),
+		b.Config.Resources.Jobs["job"].Tasks[0].Libraries[0].Whl,
 	)
 	assert.Equal(
 		t,
 		"/Users/jane.doe@databricks.com/doesnt_exist.py",
-		bundle.Config.Resources.Jobs["job"].Tasks[1].NotebookTask.NotebookPath,
+		b.Config.Resources.Jobs["job"].Tasks[1].NotebookTask.NotebookPath,
 	)
 	assert.Equal(
 		t,
 		"/bundle/my_job_notebook",
-		bundle.Config.Resources.Jobs["job"].Tasks[2].NotebookTask.NotebookPath,
+		b.Config.Resources.Jobs["job"].Tasks[2].NotebookTask.NotebookPath,
 	)
 	assert.Equal(
 		t,
 		"/bundle/my_python_file.py",
-		bundle.Config.Resources.Jobs["job"].Tasks[4].SparkPythonTask.PythonFile,
+		b.Config.Resources.Jobs["job"].Tasks[4].SparkPythonTask.PythonFile,
+	)
+	assert.Equal(
+		t,
+		filepath.Join("dist", "task.jar"),
+		b.Config.Resources.Jobs["job"].Tasks[5].Libraries[0].Jar,
+	)
+	assert.Equal(
+		t,
+		"dbfs:/bundle/dist/task_remote.jar",
+		b.Config.Resources.Jobs["job"].Tasks[6].Libraries[0].Jar,
 	)
 
 	// Assert that the path in the libraries now refer to the artifact.
 	assert.Equal(
 		t,
 		"/bundle/my_pipeline_notebook",
-		bundle.Config.Resources.Pipelines["pipeline"].Libraries[0].Notebook.Path,
+		b.Config.Resources.Pipelines["pipeline"].Libraries[0].Notebook.Path,
 	)
 	assert.Equal(
 		t,
 		"/Users/jane.doe@databricks.com/doesnt_exist.py",
-		bundle.Config.Resources.Pipelines["pipeline"].Libraries[1].Notebook.Path,
+		b.Config.Resources.Pipelines["pipeline"].Libraries[1].Notebook.Path,
 	)
 	assert.Equal(
 		t,
 		"/bundle/my_pipeline_notebook",
-		bundle.Config.Resources.Pipelines["pipeline"].Libraries[2].Notebook.Path,
+		b.Config.Resources.Pipelines["pipeline"].Libraries[2].Notebook.Path,
 	)
 	assert.Equal(
 		t,
 		"/bundle/my_python_file.py",
-		bundle.Config.Resources.Pipelines["pipeline"].Libraries[4].File.Path,
+		b.Config.Resources.Pipelines["pipeline"].Libraries[4].File.Path,
 	)
 }
 
 func TestTranslatePathsInSubdirectories(t *testing.T) {
 	dir := t.TempDir()
 	touchEmptyFile(t, filepath.Join(dir, "job", "my_python_file.py"))
+	touchEmptyFile(t, filepath.Join(dir, "job", "dist", "task.jar"))
 	touchEmptyFile(t, filepath.Join(dir, "pipeline", "my_python_file.py"))
+	touchEmptyFile(t, filepath.Join(dir, "job", "my_sql_file.sql"))
+	touchEmptyFile(t, filepath.Join(dir, "job", "my_dbt_project", "dbt_project.yml"))
 
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: dir,
 			Workspace: config.Workspace{
-				FilesPath: "/bundle",
+				FilePath: "/bundle",
 			},
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
 					"job": {
-						Paths: resources.Paths{
+						Paths: paths.Paths{
 							ConfigFilePath: filepath.Join(dir, "job/resource.yml"),
 						},
 						JobSettings: &jobs.JobSettings{
@@ -257,13 +297,33 @@ func TestTranslatePathsInSubdirectories(t *testing.T) {
 										PythonFile: "./my_python_file.py",
 									},
 								},
+								{
+									SparkJarTask: &jobs.SparkJarTask{
+										MainClassName: "HelloWorld",
+									},
+									Libraries: []compute.Library{
+										{Jar: "./dist/task.jar"},
+									},
+								},
+								{
+									SqlTask: &jobs.SqlTask{
+										File: &jobs.SqlTaskFile{
+											Path: "./my_sql_file.sql",
+										},
+									},
+								},
+								{
+									DbtTask: &jobs.DbtTask{
+										ProjectDirectory: "./my_dbt_project",
+									},
+								},
 							},
 						},
 					},
 				},
 				Pipelines: map[string]*resources.Pipeline{
 					"pipeline": {
-						Paths: resources.Paths{
+						Paths: paths.Paths{
 							ConfigFilePath: filepath.Join(dir, "pipeline/resource.yml"),
 						},
 
@@ -282,35 +342,50 @@ func TestTranslatePathsInSubdirectories(t *testing.T) {
 		},
 	}
 
-	err := mutator.TranslatePaths().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.TranslatePaths())
 	require.NoError(t, err)
 
 	assert.Equal(
 		t,
 		"/bundle/job/my_python_file.py",
-		bundle.Config.Resources.Jobs["job"].Tasks[0].SparkPythonTask.PythonFile,
+		b.Config.Resources.Jobs["job"].Tasks[0].SparkPythonTask.PythonFile,
+	)
+	assert.Equal(
+		t,
+		filepath.Join("job", "dist", "task.jar"),
+		b.Config.Resources.Jobs["job"].Tasks[1].Libraries[0].Jar,
+	)
+	assert.Equal(
+		t,
+		"/bundle/job/my_sql_file.sql",
+		b.Config.Resources.Jobs["job"].Tasks[2].SqlTask.File.Path,
+	)
+	assert.Equal(
+		t,
+		"/bundle/job/my_dbt_project",
+		b.Config.Resources.Jobs["job"].Tasks[3].DbtTask.ProjectDirectory,
 	)
 
 	assert.Equal(
 		t,
 		"/bundle/pipeline/my_python_file.py",
-		bundle.Config.Resources.Pipelines["pipeline"].Libraries[0].File.Path,
+		b.Config.Resources.Pipelines["pipeline"].Libraries[0].File.Path,
 	)
 }
 
 func TestTranslatePathsOutsideBundleRoot(t *testing.T) {
 	dir := t.TempDir()
 
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: dir,
 			Workspace: config.Workspace{
-				FilesPath: "/bundle",
+				FilePath: "/bundle",
 			},
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
 					"job": {
-						Paths: resources.Paths{
+						Paths: paths.Paths{
 							ConfigFilePath: filepath.Join(dir, "../resource.yml"),
 						},
 						JobSettings: &jobs.JobSettings{
@@ -328,20 +403,20 @@ func TestTranslatePathsOutsideBundleRoot(t *testing.T) {
 		},
 	}
 
-	err := mutator.TranslatePaths().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.TranslatePaths())
 	assert.ErrorContains(t, err, "is not contained in bundle root")
 }
 
 func TestJobNotebookDoesNotExistError(t *testing.T) {
 	dir := t.TempDir()
 
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: dir,
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
 					"job": {
-						Paths: resources.Paths{
+						Paths: paths.Paths{
 							ConfigFilePath: filepath.Join(dir, "fake.yml"),
 						},
 						JobSettings: &jobs.JobSettings{
@@ -359,20 +434,20 @@ func TestJobNotebookDoesNotExistError(t *testing.T) {
 		},
 	}
 
-	err := mutator.TranslatePaths().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.TranslatePaths())
 	assert.EqualError(t, err, "notebook ./doesnt_exist.py not found")
 }
 
 func TestJobFileDoesNotExistError(t *testing.T) {
 	dir := t.TempDir()
 
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: dir,
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
 					"job": {
-						Paths: resources.Paths{
+						Paths: paths.Paths{
 							ConfigFilePath: filepath.Join(dir, "fake.yml"),
 						},
 						JobSettings: &jobs.JobSettings{
@@ -390,20 +465,20 @@ func TestJobFileDoesNotExistError(t *testing.T) {
 		},
 	}
 
-	err := mutator.TranslatePaths().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.TranslatePaths())
 	assert.EqualError(t, err, "file ./doesnt_exist.py not found")
 }
 
 func TestPipelineNotebookDoesNotExistError(t *testing.T) {
 	dir := t.TempDir()
 
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: dir,
 			Resources: config.Resources{
 				Pipelines: map[string]*resources.Pipeline{
 					"pipeline": {
-						Paths: resources.Paths{
+						Paths: paths.Paths{
 							ConfigFilePath: filepath.Join(dir, "fake.yml"),
 						},
 						PipelineSpec: &pipelines.PipelineSpec{
@@ -421,20 +496,20 @@ func TestPipelineNotebookDoesNotExistError(t *testing.T) {
 		},
 	}
 
-	err := mutator.TranslatePaths().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.TranslatePaths())
 	assert.EqualError(t, err, "notebook ./doesnt_exist.py not found")
 }
 
 func TestPipelineFileDoesNotExistError(t *testing.T) {
 	dir := t.TempDir()
 
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: dir,
 			Resources: config.Resources{
 				Pipelines: map[string]*resources.Pipeline{
 					"pipeline": {
-						Paths: resources.Paths{
+						Paths: paths.Paths{
 							ConfigFilePath: filepath.Join(dir, "fake.yml"),
 						},
 						PipelineSpec: &pipelines.PipelineSpec{
@@ -452,7 +527,7 @@ func TestPipelineFileDoesNotExistError(t *testing.T) {
 		},
 	}
 
-	err := mutator.TranslatePaths().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.TranslatePaths())
 	assert.EqualError(t, err, "file ./doesnt_exist.py not found")
 }
 
@@ -460,16 +535,16 @@ func TestJobSparkPythonTaskWithNotebookSourceError(t *testing.T) {
 	dir := t.TempDir()
 	touchNotebookFile(t, filepath.Join(dir, "my_notebook.py"))
 
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: dir,
 			Workspace: config.Workspace{
-				FilesPath: "/bundle",
+				FilePath: "/bundle",
 			},
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
 					"job": {
-						Paths: resources.Paths{
+						Paths: paths.Paths{
 							ConfigFilePath: filepath.Join(dir, "resource.yml"),
 						},
 						JobSettings: &jobs.JobSettings{
@@ -487,7 +562,7 @@ func TestJobSparkPythonTaskWithNotebookSourceError(t *testing.T) {
 		},
 	}
 
-	err := mutator.TranslatePaths().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.TranslatePaths())
 	assert.ErrorContains(t, err, `expected a file for "tasks.spark_python_task.python_file" but got a notebook`)
 }
 
@@ -495,16 +570,16 @@ func TestJobNotebookTaskWithFileSourceError(t *testing.T) {
 	dir := t.TempDir()
 	touchEmptyFile(t, filepath.Join(dir, "my_file.py"))
 
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: dir,
 			Workspace: config.Workspace{
-				FilesPath: "/bundle",
+				FilePath: "/bundle",
 			},
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
 					"job": {
-						Paths: resources.Paths{
+						Paths: paths.Paths{
 							ConfigFilePath: filepath.Join(dir, "resource.yml"),
 						},
 						JobSettings: &jobs.JobSettings{
@@ -522,7 +597,7 @@ func TestJobNotebookTaskWithFileSourceError(t *testing.T) {
 		},
 	}
 
-	err := mutator.TranslatePaths().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.TranslatePaths())
 	assert.ErrorContains(t, err, `expected a notebook for "tasks.notebook_task.notebook_path" but got a file`)
 }
 
@@ -530,16 +605,16 @@ func TestPipelineNotebookLibraryWithFileSourceError(t *testing.T) {
 	dir := t.TempDir()
 	touchEmptyFile(t, filepath.Join(dir, "my_file.py"))
 
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: dir,
 			Workspace: config.Workspace{
-				FilesPath: "/bundle",
+				FilePath: "/bundle",
 			},
 			Resources: config.Resources{
 				Pipelines: map[string]*resources.Pipeline{
 					"pipeline": {
-						Paths: resources.Paths{
+						Paths: paths.Paths{
 							ConfigFilePath: filepath.Join(dir, "resource.yml"),
 						},
 						PipelineSpec: &pipelines.PipelineSpec{
@@ -557,7 +632,7 @@ func TestPipelineNotebookLibraryWithFileSourceError(t *testing.T) {
 		},
 	}
 
-	err := mutator.TranslatePaths().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.TranslatePaths())
 	assert.ErrorContains(t, err, `expected a notebook for "libraries.notebook.path" but got a file`)
 }
 
@@ -565,16 +640,16 @@ func TestPipelineFileLibraryWithNotebookSourceError(t *testing.T) {
 	dir := t.TempDir()
 	touchNotebookFile(t, filepath.Join(dir, "my_notebook.py"))
 
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Path: dir,
 			Workspace: config.Workspace{
-				FilesPath: "/bundle",
+				FilePath: "/bundle",
 			},
 			Resources: config.Resources{
 				Pipelines: map[string]*resources.Pipeline{
 					"pipeline": {
-						Paths: resources.Paths{
+						Paths: paths.Paths{
 							ConfigFilePath: filepath.Join(dir, "resource.yml"),
 						},
 						PipelineSpec: &pipelines.PipelineSpec{
@@ -592,6 +667,6 @@ func TestPipelineFileLibraryWithNotebookSourceError(t *testing.T) {
 		},
 	}
 
-	err := mutator.TranslatePaths().Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, mutator.TranslatePaths())
 	assert.ErrorContains(t, err, `expected a file for "libraries.file.path" but got a notebook`)
 }

bundle/config/mutator/validate_git_details_test.go

@@ -10,7 +10,7 @@ import (
 )
 
 func TestValidateGitDetailsMatchingBranches(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Bundle: config.Bundle{
 				Git: config.Git{
@@ -22,13 +22,13 @@ func TestValidateGitDetailsMatchingBranches(t *testing.T) {
 	}
 
 	m := ValidateGitDetails()
-	err := m.Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, m)
 
 	assert.NoError(t, err)
 }
 
 func TestValidateGitDetailsNonMatchingBranches(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Bundle: config.Bundle{
 				Git: config.Git{
@@ -40,14 +40,14 @@ func TestValidateGitDetailsNonMatchingBranches(t *testing.T) {
 	}
 
 	m := ValidateGitDetails()
-	err := m.Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, m)
 
 	expectedError := "not on the right Git branch:\n  expected according to configuration: main\n  actual: feature\nuse --force to override"
 	assert.EqualError(t, err, expectedError)
 }
 
 func TestValidateGitDetailsNotUsingGit(t *testing.T) {
-	bundle := &bundle.Bundle{
+	b := &bundle.Bundle{
 		Config: config.Root{
 			Bundle: config.Bundle{
 				Git: config.Git{
@@ -59,7 +59,7 @@ func TestValidateGitDetailsNotUsingGit(t *testing.T) {
 	}
 
 	m := ValidateGitDetails()
-	err := m.Apply(context.Background(), bundle)
+	err := bundle.Apply(context.Background(), b, m)
 
 	assert.NoError(t, err)
 }

bundle/config/paths/paths.go

@@ -1,4 +1,4 @@
-package resources
+package paths
 
 import (
 	"fmt"
@@ -6,8 +6,8 @@ import (
 )
 
 type Paths struct {
-	// ConfigFilePath holds the path to the configuration file that
+	// Absolute path on the local file system to the configuration file that holds
-	// described the resource that this type is embedded in.
+	// the definition of this resource.
 	ConfigFilePath string `json:"-" bundle:"readonly"`
 }
 

bundle/config/resources.go

@@ -11,8 +11,10 @@ type Resources struct {
 	Jobs      map[string]*resources.Job      `json:"jobs,omitempty"`
 	Pipelines map[string]*resources.Pipeline `json:"pipelines,omitempty"`
 
-	Models      map[string]*resources.MlflowModel      `json:"models,omitempty"`
+	Models                map[string]*resources.MlflowModel          `json:"models,omitempty"`
-	Experiments map[string]*resources.MlflowExperiment `json:"experiments,omitempty"`
+	Experiments           map[string]*resources.MlflowExperiment     `json:"experiments,omitempty"`
+	ModelServingEndpoints map[string]*resources.ModelServingEndpoint `json:"model_serving_endpoints,omitempty"`
+	RegisteredModels      map[string]*resources.RegisteredModel      `json:"registered_models,omitempty"`
 }
 
 type UniqueResourceIdTracker struct {
@@ -93,6 +95,32 @@ func (r *Resources) VerifyUniqueResourceIdentifiers() (*UniqueResourceIdTracker,
 		tracker.Type[k] = "mlflow_experiment"
 		tracker.ConfigPath[k] = r.Experiments[k].ConfigFilePath
 	}
+	for k := range r.ModelServingEndpoints {
+		if _, ok := tracker.Type[k]; ok {
+			return tracker, fmt.Errorf("multiple resources named %s (%s at %s, %s at %s)",
+				k,
+				tracker.Type[k],
+				tracker.ConfigPath[k],
+				"model_serving_endpoint",
+				r.ModelServingEndpoints[k].ConfigFilePath,
+			)
+		}
+		tracker.Type[k] = "model_serving_endpoint"
+		tracker.ConfigPath[k] = r.ModelServingEndpoints[k].ConfigFilePath
+	}
+	for k := range r.RegisteredModels {
+		if _, ok := tracker.Type[k]; ok {
+			return tracker, fmt.Errorf("multiple resources named %s (%s at %s, %s at %s)",
+				k,
+				tracker.Type[k],
+				tracker.ConfigPath[k],
+				"registered_model",
+				r.RegisteredModels[k].ConfigFilePath,
+			)
+		}
+		tracker.Type[k] = "registered_model"
+		tracker.ConfigPath[k] = r.RegisteredModels[k].ConfigFilePath
+	}
 	return tracker, nil
 }
 
@@ -112,4 +140,31 @@ func (r *Resources) SetConfigFilePath(path string) {
 	for _, e := range r.Experiments {
 		e.ConfigFilePath = path
 	}
+	for _, e := range r.ModelServingEndpoints {
+		e.ConfigFilePath = path
+	}
+	for _, e := range r.RegisteredModels {
+		e.ConfigFilePath = path
+	}
+}
+
+// Merge iterates over all resources and merges chunks of the
+// resource configuration that can be merged. For example, for
+// jobs, this merges job cluster definitions and tasks that
+// use the same `job_cluster_key`, or `task_key`, respectively.
+func (r *Resources) Merge() error {
+	for _, job := range r.Jobs {
+		if err := job.MergeJobClusters(); err != nil {
+			return err
+		}
+		if err := job.MergeTasks(); err != nil {
+			return err
+		}
+	}
+	for _, pipeline := range r.Pipelines {
+		if err := pipeline.MergeClusters(); err != nil {
+			return err
+		}
+	}
+	return nil
 }

bundle/config/resources/grant.go

@@ -0,0 +1,9 @@
+package resources
+
+// Grant holds the grant level settings for a single principal in Unity Catalog.
+// Multiple of these can be defined on any Unity Catalog resource.
+type Grant struct {
+	Privileges []string `json:"privileges"`
+
+	Principal string `json:"principal"`
+}

bundle/config/resources/job.go

@@ -1,12 +1,91 @@
 package resources
 
-import "github.com/databricks/databricks-sdk-go/service/jobs"
+import (
+	"github.com/databricks/cli/bundle/config/paths"
+	"github.com/databricks/databricks-sdk-go/marshal"
+	"github.com/databricks/databricks-sdk-go/service/jobs"
+	"github.com/imdario/mergo"
+)
 
 type Job struct {
 	ID          string       `json:"id,omitempty" bundle:"readonly"`
 	Permissions []Permission `json:"permissions,omitempty"`
 
-	Paths
+	paths.Paths
 
 	*jobs.JobSettings
 }
+
+func (s *Job) UnmarshalJSON(b []byte) error {
+	return marshal.Unmarshal(b, s)
+}
+
+func (s Job) MarshalJSON() ([]byte, error) {
+	return marshal.Marshal(s)
+}
+
+// MergeJobClusters merges job clusters with the same key.
+// The job clusters field is a slice, and as such, overrides are appended to it.
+// We can identify a job cluster by its key, however, so we can use this key
+// to figure out which definitions are actually overrides and merge them.
+func (j *Job) MergeJobClusters() error {
+	keys := make(map[string]*jobs.JobCluster)
+	output := make([]jobs.JobCluster, 0, len(j.JobClusters))
+
+	// Target overrides are always appended, so we can iterate in natural order to
+	// first find the base definition, and merge instances we encounter later.
+	for i := range j.JobClusters {
+		key := j.JobClusters[i].JobClusterKey
+
+		// Register job cluster with key if not yet seen before.
+		ref, ok := keys[key]
+		if !ok {
+			output = append(output, j.JobClusters[i])
+			keys[key] = &output[len(output)-1]
+			continue
+		}
+
+		// Merge this instance into the reference.
+		err := mergo.Merge(ref, &j.JobClusters[i], mergo.WithOverride, mergo.WithAppendSlice)
+		if err != nil {
+			return err
+		}
+	}
+
+	// Overwrite resulting slice.
+	j.JobClusters = output
+	return nil
+}
+
+// MergeTasks merges tasks with the same key.
+// The tasks field is a slice, and as such, overrides are appended to it.
+// We can identify a task by its task key, however, so we can use this key
+// to figure out which definitions are actually overrides and merge them.
+func (j *Job) MergeTasks() error {
+	keys := make(map[string]*jobs.Task)
+	tasks := make([]jobs.Task, 0, len(j.Tasks))
+
+	// Target overrides are always appended, so we can iterate in natural order to
+	// first find the base definition, and merge instances we encounter later.
+	for i := range j.Tasks {
+		key := j.Tasks[i].TaskKey
+
+		// Register the task with key if not yet seen before.
+		ref, ok := keys[key]
+		if !ok {
+			tasks = append(tasks, j.Tasks[i])
+			keys[key] = &tasks[len(tasks)-1]
+			continue
+		}
+
+		// Merge this instance into the reference.
+		err := mergo.Merge(ref, &j.Tasks[i], mergo.WithOverride, mergo.WithAppendSlice)
+		if err != nil {
+			return err
+		}
+	}
+
+	// Overwrite resulting slice.
+	j.Tasks = tasks
+	return nil
+}

bundle/config/resources/job_test.go

@@ -0,0 +1,116 @@
+package resources
+
+import (
+	"testing"
+
+	"github.com/databricks/databricks-sdk-go/service/compute"
+	"github.com/databricks/databricks-sdk-go/service/jobs"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestJobMergeJobClusters(t *testing.T) {
+	j := &Job{
+		JobSettings: &jobs.JobSettings{
+			JobClusters: []jobs.JobCluster{
+				{
+					JobClusterKey: "foo",
+					NewCluster: &compute.ClusterSpec{
+						SparkVersion: "13.3.x-scala2.12",
+						NodeTypeId:   "i3.xlarge",
+						NumWorkers:   2,
+					},
+				},
+				{
+					JobClusterKey: "bar",
+					NewCluster: &compute.ClusterSpec{
+						SparkVersion: "10.4.x-scala2.12",
+					},
+				},
+				{
+					JobClusterKey: "foo",
+					NewCluster: &compute.ClusterSpec{
+						NodeTypeId: "i3.2xlarge",
+						NumWorkers: 4,
+					},
+				},
+			},
+		},
+	}
+
+	err := j.MergeJobClusters()
+	require.NoError(t, err)
+
+	assert.Len(t, j.JobClusters, 2)
+	assert.Equal(t, "foo", j.JobClusters[0].JobClusterKey)
+	assert.Equal(t, "bar", j.JobClusters[1].JobClusterKey)
+
+	// This job cluster was merged with a subsequent one.
+	jc0 := j.JobClusters[0].NewCluster
+	assert.Equal(t, "13.3.x-scala2.12", jc0.SparkVersion)
+	assert.Equal(t, "i3.2xlarge", jc0.NodeTypeId)
+	assert.Equal(t, 4, jc0.NumWorkers)
+
+	// This job cluster was left untouched.
+	jc1 := j.JobClusters[1].NewCluster
+	assert.Equal(t, "10.4.x-scala2.12", jc1.SparkVersion)
+}
+
+func TestJobMergeTasks(t *testing.T) {
+	j := &Job{
+		JobSettings: &jobs.JobSettings{
+			Tasks: []jobs.Task{
+				{
+					TaskKey: "foo",
+					NewCluster: &compute.ClusterSpec{
+						SparkVersion: "13.3.x-scala2.12",
+						NodeTypeId:   "i3.xlarge",
+						NumWorkers:   2,
+					},
+					Libraries: []compute.Library{
+						{Whl: "package1"},
+					},
+				},
+				{
+					TaskKey: "bar",
+					NewCluster: &compute.ClusterSpec{
+						SparkVersion: "10.4.x-scala2.12",
+					},
+				},
+				{
+					TaskKey: "foo",
+					NewCluster: &compute.ClusterSpec{
+						NodeTypeId: "i3.2xlarge",
+						NumWorkers: 4,
+					},
+					Libraries: []compute.Library{
+						{Pypi: &compute.PythonPyPiLibrary{
+							Package: "package2",
+						}},
+					},
+				},
+			},
+		},
+	}
+
+	err := j.MergeTasks()
+	require.NoError(t, err)
+
+	assert.Len(t, j.Tasks, 2)
+	assert.Equal(t, "foo", j.Tasks[0].TaskKey)
+	assert.Equal(t, "bar", j.Tasks[1].TaskKey)
+
+	// This task was merged with a subsequent one.
+	task0 := j.Tasks[0]
+	cluster := task0.NewCluster
+	assert.Equal(t, "13.3.x-scala2.12", cluster.SparkVersion)
+	assert.Equal(t, "i3.2xlarge", cluster.NodeTypeId)
+	assert.Equal(t, 4, cluster.NumWorkers)
+	assert.Len(t, task0.Libraries, 2)
+	assert.Equal(t, task0.Libraries[0].Whl, "package1")
+	assert.Equal(t, task0.Libraries[1].Pypi.Package, "package2")
+
+	// This task was left untouched.
+	task1 := j.Tasks[1].NewCluster
+	assert.Equal(t, "10.4.x-scala2.12", task1.SparkVersion)
+}

bundle/config/resources/mlflow_experiment.go

@@ -1,11 +1,23 @@
 package resources
 
-import "github.com/databricks/databricks-sdk-go/service/ml"
+import (
+	"github.com/databricks/cli/bundle/config/paths"
+	"github.com/databricks/databricks-sdk-go/marshal"
+	"github.com/databricks/databricks-sdk-go/service/ml"
+)
 
 type MlflowExperiment struct {
 	Permissions []Permission `json:"permissions,omitempty"`
 
-	Paths
+	paths.Paths
 
 	*ml.Experiment
 }
+
+func (s *MlflowExperiment) UnmarshalJSON(b []byte) error {
+	return marshal.Unmarshal(b, s)
+}
+
+func (s MlflowExperiment) MarshalJSON() ([]byte, error) {
+	return marshal.Marshal(s)
+}

bundle/config/resources/mlflow_model.go

@@ -1,11 +1,23 @@
 package resources
 
-import "github.com/databricks/databricks-sdk-go/service/ml"
+import (
+	"github.com/databricks/cli/bundle/config/paths"
+	"github.com/databricks/databricks-sdk-go/marshal"
+	"github.com/databricks/databricks-sdk-go/service/ml"
+)
 
 type MlflowModel struct {
 	Permissions []Permission `json:"permissions,omitempty"`
 
-	Paths
+	paths.Paths
 
 	*ml.Model
 }
+
+func (s *MlflowModel) UnmarshalJSON(b []byte) error {
+	return marshal.Unmarshal(b, s)
+}
+
+func (s MlflowModel) MarshalJSON() ([]byte, error) {
+	return marshal.Marshal(s)
+}

bundle/config/resources/model_serving_endpoint.go

@@ -0,0 +1,33 @@
+package resources
+
+import (
+	"github.com/databricks/cli/bundle/config/paths"
+	"github.com/databricks/databricks-sdk-go/marshal"
+	"github.com/databricks/databricks-sdk-go/service/serving"
+)
+
+type ModelServingEndpoint struct {
+	// This represents the input args for terraform, and will get converted
+	// to a HCL representation for CRUD
+	*serving.CreateServingEndpoint
+
+	// This represents the id (ie serving_endpoint_id) that can be used
+	// as a reference in other resources. This value is returned by terraform.
+	ID string
+
+	// Path to config file where the resource is defined. All bundle resources
+	// include this for interpolation purposes.
+	paths.Paths
+
+	// This is a resource agnostic implementation of permissions for ACLs.
+	// Implementation could be different based on the resource type.
+	Permissions []Permission `json:"permissions,omitempty"`
+}
+
+func (s *ModelServingEndpoint) UnmarshalJSON(b []byte) error {
+	return marshal.Unmarshal(b, s)
+}
+
+func (s ModelServingEndpoint) MarshalJSON() ([]byte, error) {
+	return marshal.Marshal(s)
+}

bundle/config/resources/pipeline.go

@@ -1,12 +1,74 @@
 package resources
 
-import "github.com/databricks/databricks-sdk-go/service/pipelines"
+import (
+	"strings"
+
+	"github.com/databricks/cli/bundle/config/paths"
+	"github.com/databricks/databricks-sdk-go/marshal"
+	"github.com/databricks/databricks-sdk-go/service/pipelines"
+	"github.com/imdario/mergo"
+)
 
 type Pipeline struct {
 	ID          string       `json:"id,omitempty" bundle:"readonly"`
 	Permissions []Permission `json:"permissions,omitempty"`
 
-	Paths
+	paths.Paths
 
 	*pipelines.PipelineSpec
 }
+
+func (s *Pipeline) UnmarshalJSON(b []byte) error {
+	return marshal.Unmarshal(b, s)
+}
+
+func (s Pipeline) MarshalJSON() ([]byte, error) {
+	return marshal.Marshal(s)
+}
+
+// MergeClusters merges cluster definitions with same label.
+// The clusters field is a slice, and as such, overrides are appended to it.
+// We can identify a cluster by its label, however, so we can use this label
+// to figure out which definitions are actually overrides and merge them.
+//
+// Note: the cluster label is optional and defaults to 'default'.
+// We therefore ALSO merge all clusters without a label.
+func (p *Pipeline) MergeClusters() error {
+	clusters := make(map[string]*pipelines.PipelineCluster)
+	output := make([]pipelines.PipelineCluster, 0, len(p.Clusters))
+
+	// Normalize cluster labels.
+	// If empty, this defaults to "default".
+	// To make matching case insensitive, labels are lowercased.
+	for i := range p.Clusters {
+		label := p.Clusters[i].Label
+		if label == "" {
+			label = "default"
+		}
+		p.Clusters[i].Label = strings.ToLower(label)
+	}
+
+	// Target overrides are always appended, so we can iterate in natural order to
+	// first find the base definition, and merge instances we encounter later.
+	for i := range p.Clusters {
+		label := p.Clusters[i].Label
+
+		// Register pipeline cluster with label if not yet seen before.
+		ref, ok := clusters[label]
+		if !ok {
+			output = append(output, p.Clusters[i])
+			clusters[label] = &output[len(output)-1]
+			continue
+		}
+
+		// Merge this instance into the reference.
+		err := mergo.Merge(ref, &p.Clusters[i], mergo.WithOverride, mergo.WithAppendSlice)
+		if err != nil {
+			return err
+		}
+	}
+
+	// Overwrite resulting slice.
+	p.Clusters = output
+	return nil
+}

bundle/config/resources/pipeline_test.go

@@ -0,0 +1,76 @@
+package resources
+
+import (
+	"strings"
+	"testing"
+
+	"github.com/databricks/databricks-sdk-go/service/pipelines"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestPipelineMergeClusters(t *testing.T) {
+	p := &Pipeline{
+		PipelineSpec: &pipelines.PipelineSpec{
+			Clusters: []pipelines.PipelineCluster{
+				{
+					NodeTypeId: "i3.xlarge",
+					NumWorkers: 2,
+					PolicyId:   "1234",
+				},
+				{
+					Label:      "maintenance",
+					NodeTypeId: "i3.2xlarge",
+				},
+				{
+					NodeTypeId: "i3.2xlarge",
+					NumWorkers: 4,
+				},
+			},
+		},
+	}
+
+	err := p.MergeClusters()
+	require.NoError(t, err)
+
+	assert.Len(t, p.Clusters, 2)
+	assert.Equal(t, "default", p.Clusters[0].Label)
+	assert.Equal(t, "maintenance", p.Clusters[1].Label)
+
+	// The default cluster was merged with a subsequent one.
+	pc0 := p.Clusters[0]
+	assert.Equal(t, "i3.2xlarge", pc0.NodeTypeId)
+	assert.Equal(t, 4, pc0.NumWorkers)
+	assert.Equal(t, "1234", pc0.PolicyId)
+
+	// The maintenance cluster was left untouched.
+	pc1 := p.Clusters[1]
+	assert.Equal(t, "i3.2xlarge", pc1.NodeTypeId)
+}
+
+func TestPipelineMergeClustersCaseInsensitive(t *testing.T) {
+	p := &Pipeline{
+		PipelineSpec: &pipelines.PipelineSpec{
+			Clusters: []pipelines.PipelineCluster{
+				{
+					Label:      "default",
+					NumWorkers: 2,
+				},
+				{
+					Label:      "DEFAULT",
+					NumWorkers: 4,
+				},
+			},
+		},
+	}
+
+	err := p.MergeClusters()
+	require.NoError(t, err)
+
+	assert.Len(t, p.Clusters, 1)
+
+	// The default cluster was merged with a subsequent one.
+	pc0 := p.Clusters[0]
+	assert.Equal(t, "default", strings.ToLower(pc0.Label))
+	assert.Equal(t, 4, pc0.NumWorkers)
+}

bundle/config/resources/registered_model.go

@@ -0,0 +1,34 @@
+package resources
+
+import (
+	"github.com/databricks/cli/bundle/config/paths"
+	"github.com/databricks/databricks-sdk-go/marshal"
+	"github.com/databricks/databricks-sdk-go/service/catalog"
+)
+
+type RegisteredModel struct {
+	// This is a resource agnostic implementation of grants.
+	// Implementation could be different based on the resource type.
+	Grants []Grant `json:"grants,omitempty"`
+
+	// This represents the id which is the full name of the model
+	// (catalog_name.schema_name.model_name) that can be used
+	// as a reference in other resources. This value is returned by terraform.
+	ID string
+
+	// Path to config file where the resource is defined. All bundle resources
+	// include this for interpolation purposes.
+	paths.Paths
+
+	// This represents the input args for terraform, and will get converted
+	// to a HCL representation for CRUD
+	*catalog.CreateRegisteredModelRequest
+}
+
+func (s *RegisteredModel) UnmarshalJSON(b []byte) error {
+	return marshal.Unmarshal(b, s)
+}
+
+func (s RegisteredModel) MarshalJSON() ([]byte, error) {
+	return marshal.Marshal(s)
+}

bundle/config/resources_test.go

@@ -3,6 +3,7 @@ package config
 import (
 	"testing"
 
+	"github.com/databricks/cli/bundle/config/paths"
 	"github.com/databricks/cli/bundle/config/resources"
 	"github.com/stretchr/testify/assert"
 )
@@ -11,21 +12,21 @@ func TestVerifyUniqueResourceIdentifiers(t *testing.T) {
 	r := Resources{
 		Jobs: map[string]*resources.Job{
 			"foo": {
-				Paths: resources.Paths{
+				Paths: paths.Paths{
 					ConfigFilePath: "foo.yml",
 				},
 			},
 		},
 		Models: map[string]*resources.MlflowModel{
 			"bar": {
-				Paths: resources.Paths{
+				Paths: paths.Paths{
 					ConfigFilePath: "bar.yml",
 				},
 			},
 		},
 		Experiments: map[string]*resources.MlflowExperiment{
 			"foo": {
-				Paths: resources.Paths{
+				Paths: paths.Paths{
 					ConfigFilePath: "foo2.yml",
 				},
 			},
@@ -39,14 +40,14 @@ func TestVerifySafeMerge(t *testing.T) {
 	r := Resources{
 		Jobs: map[string]*resources.Job{
 			"foo": {
-				Paths: resources.Paths{
+				Paths: paths.Paths{
 					ConfigFilePath: "foo.yml",
 				},
 			},
 		},
 		Models: map[string]*resources.MlflowModel{
 			"bar": {
-				Paths: resources.Paths{
+				Paths: paths.Paths{
 					ConfigFilePath: "bar.yml",
 				},
 			},
@@ -55,7 +56,7 @@ func TestVerifySafeMerge(t *testing.T) {
 	other := Resources{
 		Pipelines: map[string]*resources.Pipeline{
 			"foo": {
-				Paths: resources.Paths{
+				Paths: paths.Paths{
 					ConfigFilePath: "foo2.yml",
 				},
 			},
@@ -69,14 +70,14 @@ func TestVerifySafeMergeForSameResourceType(t *testing.T) {
 	r := Resources{
 		Jobs: map[string]*resources.Job{
 			"foo": {
-				Paths: resources.Paths{
+				Paths: paths.Paths{
 					ConfigFilePath: "foo.yml",
 				},
 			},
 		},
 		Models: map[string]*resources.MlflowModel{
 			"bar": {
-				Paths: resources.Paths{
+				Paths: paths.Paths{
 					ConfigFilePath: "bar.yml",
 				},
 			},
@@ -85,7 +86,7 @@ func TestVerifySafeMergeForSameResourceType(t *testing.T) {
 	other := Resources{
 		Jobs: map[string]*resources.Job{
 			"foo": {
-				Paths: resources.Paths{
+				Paths: paths.Paths{
 					ConfigFilePath: "foo2.yml",
 				},
 			},
@@ -94,3 +95,33 @@ func TestVerifySafeMergeForSameResourceType(t *testing.T) {
 	err := r.VerifySafeMerge(&other)
 	assert.ErrorContains(t, err, "multiple resources named foo (job at foo.yml, job at foo2.yml)")
 }
+
+func TestVerifySafeMergeForRegisteredModels(t *testing.T) {
+	r := Resources{
+		Jobs: map[string]*resources.Job{
+			"foo": {
+				Paths: paths.Paths{
+					ConfigFilePath: "foo.yml",
+				},
+			},
+		},
+		RegisteredModels: map[string]*resources.RegisteredModel{
+			"bar": {
+				Paths: paths.Paths{
+					ConfigFilePath: "bar.yml",
+				},
+			},
+		},
+	}
+	other := Resources{
+		RegisteredModels: map[string]*resources.RegisteredModel{
+			"bar": {
+				Paths: paths.Paths{
+					ConfigFilePath: "bar2.yml",
+				},
+			},
+		},
+	}
+	err := r.VerifySafeMerge(&other)
+	assert.ErrorContains(t, err, "multiple resources named bar (registered_model at bar.yml, registered_model at bar2.yml)")
+}

bundle/config/root.go

@@ -6,41 +6,13 @@ import (
 	"path/filepath"
 	"strings"
 
+	"github.com/databricks/cli/bundle/config/resources"
 	"github.com/databricks/cli/bundle/config/variable"
+	"github.com/databricks/databricks-sdk-go/service/jobs"
 	"github.com/ghodss/yaml"
 	"github.com/imdario/mergo"
 )
 
-type ConfigFileNames []string
-
-// FileNames contains allowed names of bundle configuration files.
-var FileNames = ConfigFileNames{"databricks.yml", "databricks.yaml", "bundle.yml", "bundle.yaml"}
-
-func (c ConfigFileNames) FindInPath(path string) (string, error) {
-	result := ""
-	var firstErr error
-
-	for _, file := range c {
-		filePath := filepath.Join(path, file)
-		_, err := os.Stat(filePath)
-		if err == nil {
-			if result != "" {
-				return "", fmt.Errorf("multiple bundle root configuration files found in %s", path)
-			}
-			result = filePath
-		} else {
-			if firstErr == nil {
-				firstErr = err
-			}
-		}
-	}
-
-	if result == "" {
-		return "", firstErr
-	}
-	return result, nil
-}
-
 type Root struct {
 	// Path contains the directory path to the root of the bundle.
 	// It is set when loading `databricks.yml`.
@@ -51,7 +23,7 @@ type Root struct {
 
 	// Bundle contains details about this bundle, such as its name,
 	// version of the spec (TODO), default cluster, default warehouse, etc.
-	Bundle Bundle `json:"bundle"`
+	Bundle Bundle `json:"bundle,omitempty"`
 
 	// Include specifies a list of patterns of file names to load and
 	// merge into the this configuration. Only includes defined in the root
@@ -63,54 +35,82 @@ type Root struct {
 	Workspace Workspace `json:"workspace,omitempty"`
 
 	// Artifacts contains a description of all code artifacts in this bundle.
-	Artifacts map[string]*Artifact `json:"artifacts,omitempty"`
+	Artifacts Artifacts `json:"artifacts,omitempty"`
 
 	// Resources contains a description of all Databricks resources
 	// to deploy in this bundle (e.g. jobs, pipelines, etc.).
 	Resources Resources `json:"resources,omitempty"`
 
-	// Environments can be used to differentiate settings and resources between
+	// Targets can be used to differentiate settings and resources between
-	// bundle deployment environments (e.g. development, staging, production).
+	// bundle deployment targets (e.g. development, staging, production).
 	// If not specified, the code below initializes this field with a
-	// single default-initialized environment called "default".
+	// single default-initialized target called "default".
-	Environments map[string]*Environment `json:"environments,omitempty"`
+	Targets map[string]*Target `json:"targets,omitempty"`
+
+	// DEPRECATED. Left for backward compatibility with Targets
+	Environments map[string]*Target `json:"environments,omitempty" bundle:"deprecated"`
+
+	// Sync section specifies options for files synchronization
+	Sync Sync `json:"sync,omitempty"`
+
+	// RunAs section allows to define an execution identity for jobs and pipelines runs
+	RunAs *jobs.JobRunAs `json:"run_as,omitempty"`
+
+	Experimental *Experimental `json:"experimental,omitempty"`
+
+	// Permissions section allows to define permissions which will be
+	// applied to all resources defined in bundle
+	Permissions []resources.Permission `json:"permissions,omitempty"`
 }
 
+// Load loads the bundle configuration file at the specified path.
 func Load(path string) (*Root, error) {
-	var r Root
+	raw, err := os.ReadFile(path)
-
-	stat, err := os.Stat(path)
 	if err != nil {
 		return nil, err
 	}
 
-	// If we were given a directory, assume this is the bundle root.
+	var r Root
-	if stat.IsDir() {
+	err = yaml.Unmarshal(raw, &r)
-		path, err = FileNames.FindInPath(path)
+	if err != nil {
-		if err != nil {
+		return nil, fmt.Errorf("failed to load %s: %w", path, err)
-			return nil, err
-		}
 	}
 
-	if err := r.Load(path); err != nil {
+	if r.Environments != nil && r.Targets != nil {
-		return nil, err
+		return nil, fmt.Errorf("both 'environments' and 'targets' are specified, only 'targets' should be used: %s", path)
 	}
 
-	return &r, nil
+	if r.Environments != nil {
+		//TODO: add a command line notice that this is a deprecated option.
+		r.Targets = r.Environments
+	}
+
+	r.Path = filepath.Dir(path)
+	r.SetConfigFilePath(path)
+
+	_, err = r.Resources.VerifyUniqueResourceIdentifiers()
+	return &r, err
 }
 
 // SetConfigFilePath configures the path that its configuration
 // was loaded from in configuration leafs that require it.
 func (r *Root) SetConfigFilePath(path string) {
 	r.Resources.SetConfigFilePath(path)
-	if r.Environments != nil {
+	if r.Artifacts != nil {
-		for _, env := range r.Environments {
+		r.Artifacts.SetConfigFilePath(path)
+	}
+
+	if r.Targets != nil {
+		for _, env := range r.Targets {
 			if env == nil {
 				continue
 			}
 			if env.Resources != nil {
 				env.Resources.SetConfigFilePath(path)
 			}
+			if env.Artifacts != nil {
+				env.Artifacts.SetConfigFilePath(path)
+			}
 		}
 	}
 }
@@ -138,75 +138,69 @@ func (r *Root) InitializeVariables(vars []string) error {
 	return nil
 }
 
-func (r *Root) Load(path string) error {
+func (r *Root) Merge(other *Root) error {
-	raw, err := os.ReadFile(path)
+	err := r.Sync.Merge(r, other)
 	if err != nil {
 		return err
 	}
-	err = yaml.Unmarshal(raw, r)
+	other.Sync = Sync{}
-	if err != nil {
-		return fmt.Errorf("failed to load %s: %w", path, err)
-	}
 
-	r.Path = filepath.Dir(path)
-	r.SetConfigFilePath(path)
-
-	_, err = r.Resources.VerifyUniqueResourceIdentifiers()
-	return err
-}
-
-func (r *Root) Merge(other *Root) error {
 	// TODO: when hooking into merge semantics, disallow setting path on the target instance.
 	other.Path = ""
 
 	// Check for safe merge, protecting against duplicate resource identifiers
-	err := r.Resources.VerifySafeMerge(&other.Resources)
+	err = r.Resources.VerifySafeMerge(&other.Resources)
 	if err != nil {
 		return err
 	}
 
 	// TODO: define and test semantics for merging.
-	return mergo.MergeWithOverwrite(r, other)
+	return mergo.Merge(r, other, mergo.WithOverride)
 }
 
-func (r *Root) MergeEnvironment(env *Environment) error {
+func (r *Root) MergeTargetOverrides(target *Target) error {
 	var err error
 
-	// Environment may be nil if it's empty.
+	// Target may be nil if it's empty.
-	if env == nil {
+	if target == nil {
 		return nil
 	}
 
-	if env.Bundle != nil {
+	if target.Bundle != nil {
-		err = mergo.MergeWithOverwrite(&r.Bundle, env.Bundle)
+		err = mergo.Merge(&r.Bundle, target.Bundle, mergo.WithOverride)
 		if err != nil {
 			return err
 		}
 	}
 
-	if env.Workspace != nil {
+	if target.Workspace != nil {
-		err = mergo.MergeWithOverwrite(&r.Workspace, env.Workspace)
+		err = mergo.Merge(&r.Workspace, target.Workspace, mergo.WithOverride)
 		if err != nil {
 			return err
 		}
 	}
 
-	if env.Artifacts != nil {
+	if target.Artifacts != nil {
-		err = mergo.Merge(&r.Artifacts, env.Artifacts, mergo.WithAppendSlice)
+		err = mergo.Merge(&r.Artifacts, target.Artifacts, mergo.WithOverride, mergo.WithAppendSlice)
 		if err != nil {
 			return err
 		}
 	}
 
-	if env.Resources != nil {
+	if target.Resources != nil {
-		err = mergo.Merge(&r.Resources, env.Resources, mergo.WithAppendSlice)
+		err = mergo.Merge(&r.Resources, target.Resources, mergo.WithOverride, mergo.WithAppendSlice)
+		if err != nil {
+			return err
+		}
+
+		err = r.Resources.Merge()
 		if err != nil {
 			return err
 		}
 	}
 
-	if env.Variables != nil {
+	if target.Variables != nil {
-		for k, v := range env.Variables {
+		for k, v := range target.Variables {
 			variable, ok := r.Variables[k]
 			if !ok {
 				return fmt.Errorf("variable %s is not defined but is assigned a value", k)
@@ -217,24 +211,42 @@ func (r *Root) MergeEnvironment(env *Environment) error {
 		}
 	}
 
-	if env.Mode != "" {
+	if target.RunAs != nil {
-		r.Bundle.Mode = env.Mode
+		r.RunAs = target.RunAs
 	}
 
-	if env.ComputeID != "" {
+	if target.Mode != "" {
-		r.Bundle.ComputeID = env.ComputeID
+		r.Bundle.Mode = target.Mode
+	}
+
+	if target.ComputeID != "" {
+		r.Bundle.ComputeID = target.ComputeID
 	}
 
 	git := &r.Bundle.Git
-	if env.Git.Branch != "" {
+	if target.Git.Branch != "" {
-		git.Branch = env.Git.Branch
+		git.Branch = target.Git.Branch
 		git.Inferred = false
 	}
-	if env.Git.Commit != "" {
+	if target.Git.Commit != "" {
-		git.Commit = env.Git.Commit
+		git.Commit = target.Git.Commit
 	}
-	if env.Git.OriginURL != "" {
+	if target.Git.OriginURL != "" {
-		git.OriginURL = env.Git.OriginURL
+		git.OriginURL = target.Git.OriginURL
+	}
+
+	if target.Sync != nil {
+		err = mergo.Merge(&r.Sync, target.Sync, mergo.WithAppendSlice)
+		if err != nil {
+			return err
+		}
+	}
+
+	if target.Permissions != nil {
+		err = mergo.Merge(&r.Permissions, target.Permissions, mergo.WithAppendSlice)
+		if err != nil {
+			return err
+		}
 	}
 
 	return nil

bundle/config/root_test.go

@@ -2,11 +2,7 @@ package config
 
 import (
 	"encoding/json"
-	"os"
-	"path/filepath"
 	"reflect"
-	"runtime"
-	"strings"
 	"testing"
 
 	"github.com/databricks/cli/bundle/config/variable"
@@ -29,8 +25,7 @@ func TestRootMarshalUnmarshal(t *testing.T) {
 }
 
 func TestRootLoad(t *testing.T) {
-	root := &Root{}
+	root, err := Load("../tests/basic/databricks.yml")
-	err := root.Load("../tests/basic/databricks.yml")
 	require.NoError(t, err)
 	assert.Equal(t, "basic", root.Bundle.Name)
 }
@@ -57,7 +52,7 @@ func TestRootMergeStruct(t *testing.T) {
 func TestRootMergeMap(t *testing.T) {
 	root := &Root{
 		Path: "path",
-		Environments: map[string]*Environment{
+		Targets: map[string]*Target{
 			"development": {
 				Workspace: &Workspace{
 					Host:    "foo",
@@ -68,7 +63,7 @@ func TestRootMergeMap(t *testing.T) {
 	}
 	other := &Root{
 		Path: "path",
-		Environments: map[string]*Environment{
+		Targets: map[string]*Target{
 			"development": {
 				Workspace: &Workspace{
 					Host: "bar",
@@ -77,22 +72,19 @@ func TestRootMergeMap(t *testing.T) {
 		},
 	}
 	assert.NoError(t, root.Merge(other))
-	assert.Equal(t, &Workspace{Host: "bar", Profile: "profile"}, root.Environments["development"].Workspace)
+	assert.Equal(t, &Workspace{Host: "bar", Profile: "profile"}, root.Targets["development"].Workspace)
 }
 
 func TestDuplicateIdOnLoadReturnsError(t *testing.T) {
-	root := &Root{}
+	_, err := Load("./testdata/duplicate_resource_names_in_root/databricks.yml")
-	err := root.Load("./testdata/duplicate_resource_names_in_root/databricks.yml")
 	assert.ErrorContains(t, err, "multiple resources named foo (job at ./testdata/duplicate_resource_names_in_root/databricks.yml, pipeline at ./testdata/duplicate_resource_names_in_root/databricks.yml)")
 }
 
 func TestDuplicateIdOnMergeReturnsError(t *testing.T) {
-	root := &Root{}
+	root, err := Load("./testdata/duplicate_resource_name_in_subconfiguration/databricks.yml")
-	err := root.Load("./testdata/duplicate_resource_name_in_subconfiguration/databricks.yml")
 	require.NoError(t, err)
 
-	other := &Root{}
+	other, err := Load("./testdata/duplicate_resource_name_in_subconfiguration/resources.yml")
-	err = other.Load("./testdata/duplicate_resource_name_in_subconfiguration/resources.yml")
 	require.NoError(t, err)
 
 	err = root.Merge(other)
@@ -159,70 +151,11 @@ func TestInitializeVariablesUndefinedVariables(t *testing.T) {
 	assert.ErrorContains(t, err, "variable bar has not been defined")
 }
 
-func TestRootMergeEnvironmentWithMode(t *testing.T) {
+func TestRootMergeTargetOverridesWithMode(t *testing.T) {
 	root := &Root{
 		Bundle: Bundle{},
 	}
-	env := &Environment{Mode: Development}
+	env := &Target{Mode: Development}
-	require.NoError(t, root.MergeEnvironment(env))
+	require.NoError(t, root.MergeTargetOverrides(env))
 	assert.Equal(t, Development, root.Bundle.Mode)
 }
-
-func TestConfigFileNames_FindInPath(t *testing.T) {
-	testCases := []struct {
-		name     string
-		files    []string
-		expected string
-		err      string
-	}{
-		{
-			name:     "file found",
-			files:    []string{"databricks.yml"},
-			expected: "BASE/databricks.yml",
-			err:      "",
-		},
-		{
-			name:     "file found",
-			files:    []string{"bundle.yml"},
-			expected: "BASE/bundle.yml",
-			err:      "",
-		},
-		{
-			name:     "multiple files found",
-			files:    []string{"databricks.yaml", "bundle.yml"},
-			expected: "",
-			err:      "multiple bundle root configuration files found",
-		},
-		{
-			name:     "file not found",
-			files:    []string{},
-			expected: "",
-			err:      "no such file or directory",
-		},
-	}
-
-	if runtime.GOOS == "windows" {
-		testCases[3].err = "The system cannot find the file specified."
-	}
-
-	for _, tc := range testCases {
-		t.Run(tc.name, func(t *testing.T) {
-			projectDir := t.TempDir()
-			for _, file := range tc.files {
-				f1, _ := os.Create(filepath.Join(projectDir, file))
-				f1.Close()
-			}
-
-			result, err := FileNames.FindInPath(projectDir)
-
-			expected := strings.Replace(tc.expected, "BASE/", projectDir+string(os.PathSeparator), 1)
-			assert.Equal(t, expected, result)
-
-			if tc.err != "" {
-				assert.ErrorContains(t, err, tc.err)
-			} else {
-				assert.NoError(t, err)
-			}
-		})
-	}
-}

bundle/config/sync.go

@@ -0,0 +1,31 @@
+package config
+
+import "path/filepath"
+
+type Sync struct {
+	// Include contains a list of globs evaluated relative to the bundle root path
+	// to explicitly include files that were excluded by the user's gitignore.
+	Include []string `json:"include,omitempty"`
+
+	// Exclude contains a list of globs evaluated relative to the bundle root path
+	// to explicitly exclude files that were included by
+	// 1) the default that observes the user's gitignore, or
+	// 2) the `Include` field above.
+	Exclude []string `json:"exclude,omitempty"`
+}
+
+func (s *Sync) Merge(root *Root, other *Root) error {
+	path, err := filepath.Rel(root.Path, other.Path)
+	if err != nil {
+		return err
+	}
+	for _, include := range other.Sync.Include {
+		s.Include = append(s.Include, filepath.Join(path, include))
+	}
+
+	for _, exclude := range other.Sync.Exclude {
+		s.Exclude = append(s.Exclude, filepath.Join(path, exclude))
+	}
+
+	return nil
+}