Merge remote-tracking branch 'origin/main' into dashboards

.codegen/lookup.go.tmpl

@@ -116,6 +116,10 @@ func allResolvers() *resolvers {
 	{{range .Services -}}
 	{{- if in $allowlist .KebabName -}}
 	r.{{.Singular.PascalName}} = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["{{.Singular.PascalName}}"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.{{.PascalName}}.GetBy{{range .NamedIdMap.NamePath}}{{.PascalName}}{{end}}(ctx, name)
 		if err != nil {
 			return "", err

CHANGELOG.md

@@ -1,5 +1,34 @@
 # Version changelog
 
+## [Release] Release v0.228.0
+
+CLI:
+ * Do not error if we cannot prompt for a profile in `auth login` ([#1745](https://github.com/databricks/cli/pull/1745)).
+
+Bundles:
+
+As of this release, the CLI will show a prompt if there are configuration changes that lead to DLT pipeline recreation.
+Users can skip the prompt by specifying the `--auto-approve` flag.
+
+ * Pass along  to Terraform process ([#1734](https://github.com/databricks/cli/pull/1734)).
+ * Add prompt when a pipeline recreation happens ([#1672](https://github.com/databricks/cli/pull/1672)).
+ * Use materialized views in the default-sql template ([#1709](https://github.com/databricks/cli/pull/1709)).
+ * Update templates to latest LTS DBR ([#1715](https://github.com/databricks/cli/pull/1715)).
+ * Make lock optional in the JSON schema ([#1738](https://github.com/databricks/cli/pull/1738)).
+ * Do not suppress normalisation diagnostics for resolving variables ([#1740](https://github.com/databricks/cli/pull/1740)).
+ * Include a permissions section in all templates ([#1713](https://github.com/databricks/cli/pull/1713)).
+ * Fixed complex variables are not being correctly merged from include files ([#1746](https://github.com/databricks/cli/pull/1746)).
+ * Fixed variable override in target with full variable syntax ([#1749](https://github.com/databricks/cli/pull/1749)).
+
+Internal:
+ * Consider serverless clusters as compatible for Python wheel tasks ([#1733](https://github.com/databricks/cli/pull/1733)).
+ * PythonMutator: explain missing package error ([#1736](https://github.com/databricks/cli/pull/1736)).
+ * Add `dyn.Time` to box a timestamp with its original string value ([#1732](https://github.com/databricks/cli/pull/1732)).
+ * Fix streaming of stdout, stdin, stderr in cobra test runner ([#1742](https://github.com/databricks/cli/pull/1742)).
+
+Dependency updates:
+ * Bump github.com/Masterminds/semver/v3 from 3.2.1 to 3.3.0 ([#1741](https://github.com/databricks/cli/pull/1741)).
+
 ## [Release] Release v0.227.1
 
 CLI:

bundle/artifacts/expand_globs.go

@@ -33,12 +33,7 @@ func createGlobError(v dyn.Value, p dyn.Path, message string) diag.Diagnostic {
 		Severity:  diag.Error,
 		Summary:   fmt.Sprintf("%s: %s", source, message),
 		Locations: []dyn.Location{v.Location()},
-
+		Paths:     []dyn.Path{p},
-		Paths: []dyn.Path{
-			// Hack to clone the path. This path copy is mutable.
-			// To be addressed in a later PR.
-			p.Append(),
-		},
 	}
 }
 

bundle/config/deployment.go

@@ -6,5 +6,5 @@ type Deployment struct {
 	FailOnActiveRuns bool `json:"fail_on_active_runs,omitempty"`
 
 	// Lock configures locking behavior on deployment.
-	Lock Lock `json:"lock"`
+	Lock Lock `json:"lock,omitempty"`
 }

bundle/config/mutator/python/python_mutator.go

@@ -1,15 +1,21 @@
 package python
 
 import (
+	"bytes"
 	"context"
 	"encoding/json"
 	"errors"
 	"fmt"
+	"io"
 	"os"
 	"path/filepath"
 
-	"github.com/databricks/cli/libs/python"
 	"github.com/databricks/databricks-sdk-go/logger"
+	"github.com/fatih/color"
+
+	"strings"
+
+	"github.com/databricks/cli/libs/python"
 
 	"github.com/databricks/cli/bundle/env"
 
@@ -169,7 +175,11 @@ func (m *pythonMutator) runPythonMutator(ctx context.Context, cacheDir string, r
 		return dyn.InvalidValue, diag.Errorf("failed to write input file: %s", err)
 	}
 
-	stderrWriter := newLogWriter(ctx, "stderr: ")
+	stderrBuf := bytes.Buffer{}
+	stderrWriter := io.MultiWriter(
+		newLogWriter(ctx, "stderr: "),
+		&stderrBuf,
+	)
 	stdoutWriter := newLogWriter(ctx, "stdout: ")
 
 	_, processErr := process.Background(
@@ -197,7 +207,13 @@ func (m *pythonMutator) runPythonMutator(ctx context.Context, cacheDir string, r
 	// process can fail without reporting errors in diagnostics file or creating it, for instance,
 	// venv doesn't have PyDABs library installed
 	if processErr != nil {
-		return dyn.InvalidValue, diag.Errorf("python mutator process failed: %sw, use --debug to enable logging", processErr)
+		diagnostic := diag.Diagnostic{
+			Severity: diag.Error,
+			Summary:  fmt.Sprintf("python mutator process failed: %q, use --debug to enable logging", processErr),
+			Detail:   explainProcessErr(stderrBuf.String()),
+		}
+
+		return dyn.InvalidValue, diag.Diagnostics{diagnostic}
 	}
 
 	// or we can fail to read diagnostics file, that should always be created
@@ -205,15 +221,40 @@ func (m *pythonMutator) runPythonMutator(ctx context.Context, cacheDir string, r
 		return dyn.InvalidValue, diag.Errorf("failed to load diagnostics: %s", pythonDiagnosticsErr)
 	}
 
-	output, err := loadOutputFile(rootPath, outputPath)
+	output, outputDiags := loadOutputFile(rootPath, outputPath)
-	if err != nil {
+	pythonDiagnostics = pythonDiagnostics.Extend(outputDiags)
-		return dyn.InvalidValue, diag.Errorf("failed to load Python mutator output: %s", err)
-	}
 
 	// we pass through pythonDiagnostic because it contains warnings
 	return output, pythonDiagnostics
 }
 
+const installExplanation = `If using Python wheels, ensure that 'databricks-pydabs' is included in the dependencies, 
+and that the wheel is installed in the Python environment:
+
+  $ .venv/bin/pip install -e .
+
+If using a virtual environment, ensure it is specified as the venv_path property in databricks.yml, 
+or activate the environment before running CLI commands:
+
+  experimental:
+    pydabs:
+      venv_path: .venv
+`
+
+// explainProcessErr provides additional explanation for common errors.
+// It's meant to be the best effort, and not all errors are covered.
+// Output should be used only used for error reporting.
+func explainProcessErr(stderr string) string {
+	// implemented in cpython/Lib/runpy.py and portable across Python 3.x, including pypy
+	if strings.Contains(stderr, "Error while finding module specification for 'databricks.bundles.build'") {
+		summary := color.CyanString("Explanation: ") + "'databricks-pydabs' library is not installed in the Python environment.\n"
+
+		return stderr + "\n" + summary + "\n" + installExplanation
+	}
+
+	return stderr
+}
+
 func writeInputFile(inputPath string, input dyn.Value) error {
 	// we need to marshal dyn.Value instead of bundle.Config to JSON to support
 	// non-string fields assigned with bundle variables
@@ -225,10 +266,10 @@ func writeInputFile(inputPath string, input dyn.Value) error {
 	return os.WriteFile(inputPath, rootConfigJson, 0600)
 }
 
-func loadOutputFile(rootPath string, outputPath string) (dyn.Value, error) {
+func loadOutputFile(rootPath string, outputPath string) (dyn.Value, diag.Diagnostics) {
 	outputFile, err := os.Open(outputPath)
 	if err != nil {
-		return dyn.InvalidValue, fmt.Errorf("failed to open output file: %w", err)
+		return dyn.InvalidValue, diag.FromErr(fmt.Errorf("failed to open output file: %w", err))
 	}
 
 	defer outputFile.Close()
@@ -243,27 +284,34 @@ func loadOutputFile(rootPath string, outputPath string) (dyn.Value, error) {
 	// for that, we pass virtualPath instead of outputPath as file location
 	virtualPath, err := filepath.Abs(filepath.Join(rootPath, "__generated_by_pydabs__.yml"))
 	if err != nil {
-		return dyn.InvalidValue, fmt.Errorf("failed to get absolute path: %w", err)
+		return dyn.InvalidValue, diag.FromErr(fmt.Errorf("failed to get absolute path: %w", err))
 	}
 
 	generated, err := yamlloader.LoadYAML(virtualPath, outputFile)
 	if err != nil {
-		return dyn.InvalidValue, fmt.Errorf("failed to parse output file: %w", err)
+		return dyn.InvalidValue, diag.FromErr(fmt.Errorf("failed to parse output file: %w", err))
 	}
 
-	normalized, diagnostic := convert.Normalize(config.Root{}, generated)
+	return strictNormalize(config.Root{}, generated)
-	if diagnostic.Error() != nil {
+}
-		return dyn.InvalidValue, fmt.Errorf("failed to normalize output: %w", diagnostic.Error())
+
-	}
+func strictNormalize(dst any, generated dyn.Value) (dyn.Value, diag.Diagnostics) {
+	normalized, diags := convert.Normalize(dst, generated)
 
 	// warnings shouldn't happen because output should be already normalized
 	// when it happens, it's a bug in the mutator, and should be treated as an error
 
-	for _, d := range diagnostic.Filter(diag.Warning) {
+	strictDiags := diag.Diagnostics{}
-		return dyn.InvalidValue, fmt.Errorf("failed to normalize output: %s", d.Summary)
+
+	for _, d := range diags {
+		if d.Severity == diag.Warning {
+			d.Severity = diag.Error
+		}
+
+		strictDiags = strictDiags.Append(d)
 	}
 
-	return normalized, nil
+	return normalized, strictDiags
 }
 
 // loadDiagnosticsFile loads diagnostics from a file.

bundle/config/mutator/python/python_mutator_test.go

@@ -10,6 +10,8 @@ import (
 	"runtime"
 	"testing"
 
+	"github.com/databricks/cli/libs/dyn/convert"
+
 	"github.com/databricks/cli/libs/dyn/merge"
 
 	"github.com/databricks/cli/bundle/env"
@@ -255,7 +257,7 @@ func TestPythonMutator_badOutput(t *testing.T) {
 	mutator := PythonMutator(PythonMutatorPhaseLoad)
 	diag := bundle.Apply(ctx, b, mutator)
 
-	assert.EqualError(t, diag.Error(), "failed to load Python mutator output: failed to normalize output: unknown field: unknown_property")
+	assert.EqualError(t, diag.Error(), "unknown field: unknown_property")
 }
 
 func TestPythonMutator_disabled(t *testing.T) {
@@ -546,6 +548,46 @@ func TestInterpreterPath(t *testing.T) {
 	}
 }
 
+func TestStrictNormalize(t *testing.T) {
+	// NB: there is no way to trigger diag.Error, so we don't test it
+
+	type TestStruct struct {
+		A int `json:"a"`
+	}
+
+	value := dyn.NewValue(map[string]dyn.Value{"A": dyn.NewValue("abc", nil)}, nil)
+
+	_, diags := convert.Normalize(TestStruct{}, value)
+	_, strictDiags := strictNormalize(TestStruct{}, value)
+
+	assert.False(t, diags.HasError())
+	assert.True(t, strictDiags.HasError())
+}
+
+func TestExplainProcessErr(t *testing.T) {
+	stderr := "/home/test/.venv/bin/python3: Error while finding module specification for 'databricks.bundles.build' (ModuleNotFoundError: No module named 'databricks')\n"
+	expected := `/home/test/.venv/bin/python3: Error while finding module specification for 'databricks.bundles.build' (ModuleNotFoundError: No module named 'databricks')
+
+Explanation: 'databricks-pydabs' library is not installed in the Python environment.
+
+If using Python wheels, ensure that 'databricks-pydabs' is included in the dependencies, 
+and that the wheel is installed in the Python environment:
+
+  $ .venv/bin/pip install -e .
+
+If using a virtual environment, ensure it is specified as the venv_path property in databricks.yml, 
+or activate the environment before running CLI commands:
+
+  experimental:
+    pydabs:
+      venv_path: .venv
+`
+
+	out := explainProcessErr(stderr)
+
+	assert.Equal(t, expected, out)
+}
+
 func withProcessStub(t *testing.T, args []string, output string, diagnostics string) context.Context {
 	ctx := context.Background()
 	ctx, stub := process.WithStub(ctx)

bundle/config/mutator/resolve_resource_references_test.go

@@ -2,7 +2,6 @@ package mutator
 
 import (
 	"context"
-	"fmt"
 	"testing"
 
 	"github.com/databricks/cli/bundle"
@@ -44,11 +43,13 @@ func TestResolveClusterReference(t *testing.T) {
 	m := mocks.NewMockWorkspaceClient(t)
 	b.SetWorkpaceClient(m.WorkspaceClient)
 	clusterApi := m.GetMockClustersAPI()
-	clusterApi.EXPECT().GetByClusterName(mock.Anything, clusterRef1).Return(&compute.ClusterDetails{
+	clusterApi.EXPECT().ListAll(mock.Anything, compute.ListClustersRequest{
-		ClusterId: "1234-5678-abcd",
+		FilterBy: &compute.ListClustersFilterBy{
-	}, nil)
+			ClusterSources: []compute.ClusterSource{compute.ClusterSourceApi, compute.ClusterSourceUi},
-	clusterApi.EXPECT().GetByClusterName(mock.Anything, clusterRef2).Return(&compute.ClusterDetails{
+		},
-		ClusterId: "9876-5432-xywz",
+	}).Return([]compute.ClusterDetails{
+		{ClusterId: "1234-5678-abcd", ClusterName: clusterRef1},
+		{ClusterId: "9876-5432-xywz", ClusterName: clusterRef2},
 	}, nil)
 
 	diags := bundle.Apply(context.Background(), b, ResolveResourceReferences())
@@ -78,10 +79,16 @@ func TestResolveNonExistentClusterReference(t *testing.T) {
 	m := mocks.NewMockWorkspaceClient(t)
 	b.SetWorkpaceClient(m.WorkspaceClient)
 	clusterApi := m.GetMockClustersAPI()
-	clusterApi.EXPECT().GetByClusterName(mock.Anything, clusterRef).Return(nil, fmt.Errorf("ClusterDetails named '%s' does not exist", clusterRef))
+	clusterApi.EXPECT().ListAll(mock.Anything, compute.ListClustersRequest{
+		FilterBy: &compute.ListClustersFilterBy{
+			ClusterSources: []compute.ClusterSource{compute.ClusterSourceApi, compute.ClusterSourceUi},
+		},
+	}).Return([]compute.ClusterDetails{
+		{ClusterId: "1234-5678-abcd", ClusterName: "some other cluster"},
+	}, nil)
 
 	diags := bundle.Apply(context.Background(), b, ResolveResourceReferences())
-	require.ErrorContains(t, diags.Error(), "failed to resolve cluster: Random, err: ClusterDetails named 'Random' does not exist")
+	require.ErrorContains(t, diags.Error(), "failed to resolve cluster: Random, err: cluster named 'Random' does not exist")
 }
 
 func TestNoLookupIfVariableIsSet(t *testing.T) {
@@ -158,8 +165,14 @@ func TestResolveVariableReferencesInVariableLookups(t *testing.T) {
 	m := mocks.NewMockWorkspaceClient(t)
 	b.SetWorkpaceClient(m.WorkspaceClient)
 	clusterApi := m.GetMockClustersAPI()
-	clusterApi.EXPECT().GetByClusterName(mock.Anything, "cluster-bar-dev").Return(&compute.ClusterDetails{
+
-		ClusterId: "1234-5678-abcd",
+	clusterApi.EXPECT().ListAll(mock.Anything, compute.ListClustersRequest{
+		FilterBy: &compute.ListClustersFilterBy{
+			ClusterSources: []compute.ClusterSource{compute.ClusterSourceApi, compute.ClusterSourceUi},
+		},
+	}).Return([]compute.ClusterDetails{
+		{ClusterId: "1234-5678-abcd", ClusterName: "cluster-bar-dev"},
+		{ClusterId: "9876-5432-xywz", ClusterName: "some other cluster"},
 	}, nil)
 
 	diags := bundle.Apply(context.Background(), b, bundle.Seq(ResolveVariableReferencesInLookup(), ResolveResourceReferences()))

bundle/config/mutator/resolve_variable_references.go

@@ -10,7 +10,6 @@ import (
 	"github.com/databricks/cli/libs/dyn"
 	"github.com/databricks/cli/libs/dyn/convert"
 	"github.com/databricks/cli/libs/dyn/dynvar"
-	"github.com/databricks/cli/libs/log"
 )
 
 type resolveVariableReferences struct {
@@ -124,6 +123,7 @@ func (m *resolveVariableReferences) Apply(ctx context.Context, b *bundle.Bundle)
 	// We rewrite it here to make the resolution logic simpler.
 	varPath := dyn.NewPath(dyn.Key("var"))
 
+	var diags diag.Diagnostics
 	err := b.Config.Mutate(func(root dyn.Value) (dyn.Value, error) {
 		// Synthesize a copy of the root that has all fields that are present in the type
 		// but not set in the dynamic value set to their corresponding empty value.
@@ -180,14 +180,13 @@ func (m *resolveVariableReferences) Apply(ctx context.Context, b *bundle.Bundle)
 
 		// Normalize the result because variable resolution may have been applied to non-string fields.
 		// For example, a variable reference may have been resolved to a integer.
-		root, diags := convert.Normalize(b.Config, root)
+		root, normaliseDiags := convert.Normalize(b.Config, root)
-		for _, diag := range diags {
+		diags = diags.Extend(normaliseDiags)
-			// This occurs when a variable's resolved value is incompatible with the field's type.
-			// Log a warning until we have a better way to surface these diagnostics to the user.
-			log.Warnf(ctx, "normalization diagnostic: %s", diag.Summary)
-		}
 		return root, nil
 	})
 
-	return diag.FromErr(err)
+	if err != nil {
+		diags = diags.Extend(diag.FromErr(err))
+	}
+	return diags
 }

bundle/config/root.go

@@ -406,6 +406,30 @@ func (r *Root) MergeTargetOverrides(name string) error {
 	return r.updateWithDynamicValue(root)
 }
 
+var variableKeywords = []string{"default", "lookup"}
+
+// isFullVariableOverrideDef checks if the given value is a full syntax varaible override.
+// A full syntax variable override is a map with only one of the following
+// keys: "default", "lookup".
+func isFullVariableOverrideDef(v dyn.Value) bool {
+	mv, ok := v.AsMap()
+	if !ok {
+		return false
+	}
+
+	if mv.Len() != 1 {
+		return false
+	}
+
+	for _, keyword := range variableKeywords {
+		if _, ok := mv.GetByString(keyword); ok {
+			return true
+		}
+	}
+
+	return false
+}
+
 // rewriteShorthands performs lightweight rewriting of the configuration
 // tree where we allow users to write a shorthand and must rewrite to the full form.
 func rewriteShorthands(v dyn.Value) (dyn.Value, error) {
@@ -433,20 +457,27 @@ func rewriteShorthands(v dyn.Value) (dyn.Value, error) {
 				}, variable.Locations()), nil
 
 			case dyn.KindMap, dyn.KindSequence:
-				// Check if the original definition of variable has a type field.
+				// If it's a full variable definition, leave it as is.
-				typeV, err := dyn.GetByPath(v, p.Append(dyn.Key("type")))
+				if isFullVariableOverrideDef(variable) {
-				if err != nil {
 					return variable, nil
 				}
 
-				if typeV.MustString() == "complex" {
+				// Check if the original definition of variable has a type field.
+				// If it has a type field, it means the shorthand is a value of a complex type.
+				// Type might not be found if the variable overriden in a separate file
+				// and configuration is not merged yet.
+				typeV, err := dyn.GetByPath(v, p.Append(dyn.Key("type")))
+				if err == nil && typeV.MustString() == "complex" {
 					return dyn.NewValue(map[string]dyn.Value{
 						"type":    typeV,
 						"default": variable,
 					}, variable.Locations()), nil
 				}
 
-				return variable, nil
+				// If it's a shorthand, rewrite it to a full variable definition.
+				return dyn.NewValue(map[string]dyn.Value{
+					"default": variable,
+				}, variable.Locations()), nil
 
 			default:
 				return variable, nil

bundle/config/validate/unique_resource_keys.go

@@ -3,7 +3,6 @@ package validate
 import (
 	"context"
 	"fmt"
-	"slices"
 	"sort"
 
 	"github.com/databricks/cli/bundle"
@@ -66,10 +65,7 @@ func (m *uniqueResourceKeys) Apply(ctx context.Context, b *bundle.Bundle) diag.D
 				}
 			}
 
-			// dyn.Path under the hood is a slice. The code that walks the configuration
+			m.paths = append(m.paths, p)
-			// tree uses the same underlying slice to track the path as it walks
-			// the tree. So, we need to clone it here.
-			m.paths = append(m.paths, slices.Clone(p))
 			m.locations = append(m.locations, v.Locations()...)
 
 			resourceMetadata[k] = m

bundle/config/variable/lookup.go

@@ -220,6 +220,10 @@ type resolvers struct {
 func allResolvers() *resolvers {
 	r := &resolvers{}
 	r.Alert = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["Alert"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.Alerts.GetByDisplayName(ctx, name)
 		if err != nil {
 			return "", err
@@ -228,6 +232,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.Id), nil
 	}
 	r.ClusterPolicy = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["ClusterPolicy"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.ClusterPolicies.GetByName(ctx, name)
 		if err != nil {
 			return "", err
@@ -236,6 +244,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.PolicyId), nil
 	}
 	r.Cluster = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["Cluster"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.Clusters.GetByClusterName(ctx, name)
 		if err != nil {
 			return "", err
@@ -244,6 +256,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.ClusterId), nil
 	}
 	r.Dashboard = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["Dashboard"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.Dashboards.GetByName(ctx, name)
 		if err != nil {
 			return "", err
@@ -252,6 +268,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.Id), nil
 	}
 	r.InstancePool = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["InstancePool"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.InstancePools.GetByInstancePoolName(ctx, name)
 		if err != nil {
 			return "", err
@@ -260,6 +280,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.InstancePoolId), nil
 	}
 	r.Job = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["Job"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.Jobs.GetBySettingsName(ctx, name)
 		if err != nil {
 			return "", err
@@ -268,6 +292,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.JobId), nil
 	}
 	r.Metastore = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["Metastore"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.Metastores.GetByName(ctx, name)
 		if err != nil {
 			return "", err
@@ -276,6 +304,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.MetastoreId), nil
 	}
 	r.Pipeline = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["Pipeline"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.Pipelines.GetByName(ctx, name)
 		if err != nil {
 			return "", err
@@ -284,6 +316,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.PipelineId), nil
 	}
 	r.Query = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["Query"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.Queries.GetByDisplayName(ctx, name)
 		if err != nil {
 			return "", err
@@ -292,6 +328,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.Id), nil
 	}
 	r.ServicePrincipal = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["ServicePrincipal"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.ServicePrincipals.GetByDisplayName(ctx, name)
 		if err != nil {
 			return "", err
@@ -300,6 +340,10 @@ func allResolvers() *resolvers {
 		return fmt.Sprint(entity.ApplicationId), nil
 	}
 	r.Warehouse = func(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+		fn, ok := lookupOverrides["Warehouse"]
+		if ok {
+			return fn(ctx, w, name)
+		}
 		entity, err := w.Warehouses.GetByName(ctx, name)
 		if err != nil {
 			return "", err

bundle/config/variable/lookup_overrides.go

@@ -0,0 +1,41 @@
+package variable
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/databricks/databricks-sdk-go"
+	"github.com/databricks/databricks-sdk-go/service/compute"
+)
+
+var lookupOverrides = map[string]resolverFunc{
+	"Cluster": resolveCluster,
+}
+
+// We added a custom resolver for the cluster to add filtering for the cluster source when we list all clusters.
+// Without the filtering listing could take a very long time (5-10 mins) which leads to lookup timeouts.
+func resolveCluster(ctx context.Context, w *databricks.WorkspaceClient, name string) (string, error) {
+	result, err := w.Clusters.ListAll(ctx, compute.ListClustersRequest{
+		FilterBy: &compute.ListClustersFilterBy{
+			ClusterSources: []compute.ClusterSource{compute.ClusterSourceApi, compute.ClusterSourceUi},
+		},
+	})
+
+	if err != nil {
+		return "", err
+	}
+
+	tmp := map[string][]compute.ClusterDetails{}
+	for _, v := range result {
+		key := v.ClusterName
+		tmp[key] = append(tmp[key], v)
+	}
+	alternatives, ok := tmp[name]
+	if !ok || len(alternatives) == 0 {
+		return "", fmt.Errorf("cluster named '%s' does not exist", name)
+	}
+	if len(alternatives) > 1 {
+		return "", fmt.Errorf("there are %d instances of clusters named '%s'", len(alternatives), name)
+	}
+	return alternatives[0].ClusterId, nil
+}

bundle/deploy/terraform/import.go

@@ -69,6 +69,11 @@ func (m *importResource) Apply(ctx context.Context, b *bundle.Bundle) diag.Diagn
 		// Remove output starting from Warning until end of output
 		output = output[:bytes.Index([]byte(output), []byte("Warning:"))]
 		cmdio.LogString(ctx, output)
+
+		if !cmdio.IsPromptSupported(ctx) {
+			return diag.Errorf("This bind operation requires user confirmation, but the current console does not support prompting. Please specify --auto-approve if you would like to skip prompts and proceed.")
+		}
+
 		ans, err := cmdio.AskYesOrNo(ctx, "Confirm import changes? Changes will be remotely applied only after running 'bundle deploy'.")
 		if err != nil {
 			return diag.FromErr(err)

bundle/deploy/terraform/init.go

@@ -111,6 +111,13 @@ func inheritEnvVars(ctx context.Context, environ map[string]string) error {
 		environ["PATH"] = path
 	}
 
+	// Include $AZURE_CONFIG_FILE in set of environment variables to pass along.
+	// This is set in Azure DevOps by the AzureCLI@2 task.
+	azureConfigFile, ok := env.Lookup(ctx, "AZURE_CONFIG_FILE")
+	if ok {
+		environ["AZURE_CONFIG_FILE"] = azureConfigFile
+	}
+
 	// Include $TF_CLI_CONFIG_FILE to override terraform provider in development.
 	// See: https://developer.hashicorp.com/terraform/cli/config/config-file#explicit-installation-method-configuration
 	devConfigFile, ok := env.Lookup(ctx, "TF_CLI_CONFIG_FILE")

bundle/deploy/terraform/init_test.go

@@ -269,19 +269,20 @@ func TestSetUserAgentExtraEnvVar(t *testing.T) {
 }
 
 func TestInheritEnvVars(t *testing.T) {
-	env := map[string]string{}
-
 	t.Setenv("HOME", "/home/testuser")
 	t.Setenv("PATH", "/foo:/bar")
 	t.Setenv("TF_CLI_CONFIG_FILE", "/tmp/config.tfrc")
+	t.Setenv("AZURE_CONFIG_FILE", "/tmp/foo/bar")
 
-	err := inheritEnvVars(context.Background(), env)
+	ctx := context.Background()
-
+	env := map[string]string{}
-	require.NoError(t, err)
+	err := inheritEnvVars(ctx, env)
-
+	if assert.NoError(t, err) {
-	require.Equal(t, env["HOME"], "/home/testuser")
+		assert.Equal(t, "/home/testuser", env["HOME"])
-	require.Equal(t, env["PATH"], "/foo:/bar")
+		assert.Equal(t, "/foo:/bar", env["PATH"])
-	require.Equal(t, env["TF_CLI_CONFIG_FILE"], "/tmp/config.tfrc")
+		assert.Equal(t, "/tmp/config.tfrc", env["TF_CLI_CONFIG_FILE"])
+		assert.Equal(t, "/tmp/foo/bar", env["AZURE_CONFIG_FILE"])
+	}
 }
 
 func TestSetUserProfileFromInheritEnvVars(t *testing.T) {

bundle/libraries/expand_glob_references.go

@@ -16,12 +16,10 @@ type expand struct {
 
 func matchError(p dyn.Path, l []dyn.Location, message string) diag.Diagnostic {
 	return diag.Diagnostic{
-		Severity: diag.Error,
+		Severity:  diag.Error,
-		Summary:  message,
+		Summary:   message,
-		Paths: []dyn.Path{
-			p.Append(),
-		},
 		Locations: l,
+		Paths:     []dyn.Path{p},
 	}
 }
 
@@ -41,7 +39,7 @@ func getLibDetails(v dyn.Value) (string, string, bool) {
 }
 
 func findMatches(b *bundle.Bundle, path string) ([]string, error) {
-	matches, err := filepath.Glob(filepath.Join(b.RootPath, path))
+	matches, err := filepath.Glob(filepath.Join(b.SyncRootPath, path))
 	if err != nil {
 		return nil, err
 	}
@@ -54,10 +52,10 @@ func findMatches(b *bundle.Bundle, path string) ([]string, error) {
 		}
 	}
 
-	// We make the matched path relative to the root path before storing it
+	// We make the matched path relative to the sync root path before storing it
 	// to allow upload mutator to distinguish between local and remote paths
 	for i, match := range matches {
-		matches[i], err = filepath.Rel(b.RootPath, match)
+		matches[i], err = filepath.Rel(b.SyncRootPath, match)
 		if err != nil {
 			return nil, err
 		}
@@ -213,8 +211,8 @@ func (e *expand) Name() string {
 
 // ExpandGlobReferences expands any glob references in the libraries or environments section
 // to corresponding local paths.
-// We only expand local paths (i.e. paths that are relative to the root path).
+// We only expand local paths (i.e. paths that are relative to the sync root path).
-// After expanding we make the paths relative to the root path to allow upload mutator later in the chain to
+// After expanding we make the paths relative to the sync root path to allow upload mutator later in the chain to
 // distinguish between local and remote paths.
 func ExpandGlobReferences() bundle.Mutator {
 	return &expand{}

bundle/libraries/expand_glob_references_test.go

@@ -23,7 +23,7 @@ func TestGlobReferencesExpandedForTaskLibraries(t *testing.T) {
 	testutil.Touch(t, dir, "jar", "my2.jar")
 
 	b := &bundle.Bundle{
-		RootPath: dir,
+		SyncRootPath: dir,
 		Config: config.Root{
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
@@ -104,7 +104,7 @@ func TestGlobReferencesExpandedForForeachTaskLibraries(t *testing.T) {
 	testutil.Touch(t, dir, "jar", "my2.jar")
 
 	b := &bundle.Bundle{
-		RootPath: dir,
+		SyncRootPath: dir,
 		Config: config.Root{
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
@@ -189,7 +189,7 @@ func TestGlobReferencesExpandedForEnvironmentsDeps(t *testing.T) {
 	testutil.Touch(t, dir, "jar", "my2.jar")
 
 	b := &bundle.Bundle{
-		RootPath: dir,
+		SyncRootPath: dir,
 		Config: config.Root{
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{

bundle/libraries/match_test.go

@@ -18,7 +18,7 @@ func TestValidateEnvironments(t *testing.T) {
 	testutil.Touch(t, tmpDir, "wheel.whl")
 
 	b := &bundle.Bundle{
-		RootPath: tmpDir,
+		SyncRootPath: tmpDir,
 		Config: config.Root{
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
@@ -50,7 +50,7 @@ func TestValidateEnvironmentsNoFile(t *testing.T) {
 	tmpDir := t.TempDir()
 
 	b := &bundle.Bundle{
-		RootPath: tmpDir,
+		SyncRootPath: tmpDir,
 		Config: config.Root{
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
@@ -84,7 +84,7 @@ func TestValidateTaskLibraries(t *testing.T) {
 	testutil.Touch(t, tmpDir, "wheel.whl")
 
 	b := &bundle.Bundle{
-		RootPath: tmpDir,
+		SyncRootPath: tmpDir,
 		Config: config.Root{
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{
@@ -117,7 +117,7 @@ func TestValidateTaskLibrariesNoFile(t *testing.T) {
 	tmpDir := t.TempDir()
 
 	b := &bundle.Bundle{
-		RootPath: tmpDir,
+		SyncRootPath: tmpDir,
 		Config: config.Root{
 			Resources: config.Resources{
 				Jobs: map[string]*resources.Job{

bundle/libraries/upload.go

@@ -74,9 +74,9 @@ func collectLocalLibraries(b *bundle.Bundle) (map[string][]configLocation, error
 					return v, nil
 				}
 
-				source = filepath.Join(b.RootPath, source)
+				source = filepath.Join(b.SyncRootPath, source)
 				libs[source] = append(libs[source], configLocation{
-					configPath: p.Append(), // Hack to get the copy of path
+					configPath: p,
 					location:   v.Location(),
 				})
 

bundle/libraries/upload_test.go

@@ -24,7 +24,7 @@ func TestArtifactUploadForWorkspace(t *testing.T) {
 	whlLocalPath := filepath.Join(whlFolder, "source.whl")
 
 	b := &bundle.Bundle{
-		RootPath: tmpDir,
+		SyncRootPath: tmpDir,
 		Config: config.Root{
 			Workspace: config.Workspace{
 				ArtifactPath: "/foo/bar/artifacts",
@@ -112,7 +112,7 @@ func TestArtifactUploadForVolumes(t *testing.T) {
 	whlLocalPath := filepath.Join(whlFolder, "source.whl")
 
 	b := &bundle.Bundle{
-		RootPath: tmpDir,
+		SyncRootPath: tmpDir,
 		Config: config.Root{
 			Workspace: config.Workspace{
 				ArtifactPath: "/Volumes/foo/bar/artifacts",
@@ -200,7 +200,7 @@ func TestArtifactUploadWithNoLibraryReference(t *testing.T) {
 	whlLocalPath := filepath.Join(whlFolder, "source.whl")
 
 	b := &bundle.Bundle{
-		RootPath: tmpDir,
+		SyncRootPath: tmpDir,
 		Config: config.Root{
 			Workspace: config.Workspace{
 				ArtifactPath: "/Workspace/foo/bar/artifacts",
@@ -240,7 +240,7 @@ func TestUploadMultipleLibraries(t *testing.T) {
 	testutil.Touch(t, whlFolder, "source4.whl")
 
 	b := &bundle.Bundle{
-		RootPath: tmpDir,
+		SyncRootPath: tmpDir,
 		Config: config.Root{
 			Workspace: config.Workspace{
 				ArtifactPath: "/foo/bar/artifacts",

bundle/phases/deploy.go

@@ -19,9 +19,38 @@ import (
 	"github.com/databricks/cli/bundle/scripts"
 	"github.com/databricks/cli/libs/cmdio"
 	terraformlib "github.com/databricks/cli/libs/terraform"
+	tfjson "github.com/hashicorp/terraform-json"
 )
 
-func approvalForUcSchemaDelete(ctx context.Context, b *bundle.Bundle) (bool, error) {
+func parseTerraformActions(changes []*tfjson.ResourceChange, toInclude func(typ string, actions tfjson.Actions) bool) []terraformlib.Action {
+	res := make([]terraformlib.Action, 0)
+	for _, rc := range changes {
+		if !toInclude(rc.Type, rc.Change.Actions) {
+			continue
+		}
+
+		var actionType terraformlib.ActionType
+		switch {
+		case rc.Change.Actions.Delete():
+			actionType = terraformlib.ActionTypeDelete
+		case rc.Change.Actions.Replace():
+			actionType = terraformlib.ActionTypeRecreate
+		default:
+			// No use case for other action types yet.
+			continue
+		}
+
+		res = append(res, terraformlib.Action{
+			Action:       actionType,
+			ResourceType: rc.Type,
+			ResourceName: rc.Name,
+		})
+	}
+
+	return res
+}
+
+func approvalForDeploy(ctx context.Context, b *bundle.Bundle) (bool, error) {
 	tf := b.Terraform
 	if tf == nil {
 		return false, fmt.Errorf("terraform not initialized")
@@ -33,41 +62,52 @@ func approvalForUcSchemaDelete(ctx context.Context, b *bundle.Bundle) (bool, err
 		return false, err
 	}
 
-	actions := make([]terraformlib.Action, 0)
+	schemaActions := parseTerraformActions(plan.ResourceChanges, func(typ string, actions tfjson.Actions) bool {
-	for _, rc := range plan.ResourceChanges {
+		// Filter in only UC schema resources.
-		// We only care about destructive actions on UC schema resources.
+		if typ != "databricks_schema" {
-		if rc.Type != "databricks_schema" {
+			return false
-			continue
 		}
 
-		var actionType terraformlib.ActionType
+		// We only display prompts for destructive actions like deleting or
+		// recreating a schema.
+		return actions.Delete() || actions.Replace()
+	})
 
-		switch {
+	dltActions := parseTerraformActions(plan.ResourceChanges, func(typ string, actions tfjson.Actions) bool {
-		case rc.Change.Actions.Delete():
+		// Filter in only DLT pipeline resources.
-			actionType = terraformlib.ActionTypeDelete
+		if typ != "databricks_pipeline" {
-		case rc.Change.Actions.Replace():
+			return false
-			actionType = terraformlib.ActionTypeRecreate
-		default:
-			// We don't need a prompt for non-destructive actions like creating
-			// or updating a schema.
-			continue
 		}
 
-		actions = append(actions, terraformlib.Action{
+		// Recreating DLT pipeline leads to metadata loss and for a transient period
-			Action:       actionType,
+		// the underling tables will be unavailable.
-			ResourceType: rc.Type,
+		return actions.Replace() || actions.Delete()
-			ResourceName: rc.Name,
+	})
-		})
-	}
 
-	// No restricted actions planned. No need for approval.
+	// We don't need to display any prompts in this case.
-	if len(actions) == 0 {
+	if len(dltActions) == 0 && len(schemaActions) == 0 {
 		return true, nil
 	}
 
-	cmdio.LogString(ctx, "The following UC schemas will be deleted or recreated. Any underlying data may be lost:")
+	// One or more UC schema resources will be deleted or recreated.
-	for _, action := range actions {
+	if len(schemaActions) != 0 {
-		cmdio.Log(ctx, action)
+		cmdio.LogString(ctx, "The following UC schemas will be deleted or recreated. Any underlying data may be lost:")
+		for _, action := range schemaActions {
+			cmdio.Log(ctx, action)
+		}
+	}
+
+	// One or more DLT pipelines is being recreated.
+	if len(dltActions) != 0 {
+		msg := `
+This action will result in the deletion or recreation of the following DLT Pipelines along with the
+Streaming Tables (STs) and Materialized Views (MVs) managed by them. Recreating the Pipelines will
+restore the defined STs and MVs through full refresh. Note that recreation is necessary when pipeline
+properties such as the 'catalog' or 'storage' are changed:`
+		cmdio.LogString(ctx, msg)
+		for _, action := range dltActions {
+			cmdio.Log(ctx, action)
+		}
 	}
 
 	if b.AutoApprove {
@@ -126,7 +166,7 @@ func Deploy() bundle.Mutator {
 				terraform.CheckRunningResource(),
 				terraform.Plan(terraform.PlanGoal("deploy")),
 				bundle.If(
-					approvalForUcSchemaDelete,
+					approvalForDeploy,
 					deployCore,
 					bundle.LogString("Deployment cancelled!"),
 				),

bundle/phases/deploy_test.go

@@ -0,0 +1,67 @@
+package phases
+
+import (
+	"testing"
+
+	terraformlib "github.com/databricks/cli/libs/terraform"
+	tfjson "github.com/hashicorp/terraform-json"
+	"github.com/stretchr/testify/assert"
+)
+
+func TestParseTerraformActions(t *testing.T) {
+	changes := []*tfjson.ResourceChange{
+		{
+			Type: "databricks_pipeline",
+			Change: &tfjson.Change{
+				Actions: tfjson.Actions{tfjson.ActionCreate},
+			},
+			Name: "create pipeline",
+		},
+		{
+			Type: "databricks_pipeline",
+			Change: &tfjson.Change{
+				Actions: tfjson.Actions{tfjson.ActionDelete},
+			},
+			Name: "delete pipeline",
+		},
+		{
+			Type: "databricks_pipeline",
+			Change: &tfjson.Change{
+				Actions: tfjson.Actions{tfjson.ActionDelete, tfjson.ActionCreate},
+			},
+			Name: "recreate pipeline",
+		},
+		{
+			Type: "databricks_whatever",
+			Change: &tfjson.Change{
+				Actions: tfjson.Actions{tfjson.ActionDelete, tfjson.ActionCreate},
+			},
+			Name: "recreate whatever",
+		},
+	}
+
+	res := parseTerraformActions(changes, func(typ string, actions tfjson.Actions) bool {
+		if typ != "databricks_pipeline" {
+			return false
+		}
+
+		if actions.Delete() || actions.Replace() {
+			return true
+		}
+
+		return false
+	})
+
+	assert.Equal(t, []terraformlib.Action{
+		{
+			Action:       terraformlib.ActionTypeDelete,
+			ResourceType: "databricks_pipeline",
+			ResourceName: "delete pipeline",
+		},
+		{
+			Action:       terraformlib.ActionTypeRecreate,
+			ResourceType: "databricks_pipeline",
+			ResourceName: "recreate pipeline",
+		},
+	}, res)
+}

bundle/tests/complex_variables_test.go

@@ -68,3 +68,23 @@ func TestComplexVariablesOverride(t *testing.T) {
 	require.Equal(t, "", b.Config.Resources.Jobs["my_job"].JobClusters[0].NewCluster.SparkConf["spark.random"])
 	require.Equal(t, "", b.Config.Resources.Jobs["my_job"].JobClusters[0].NewCluster.PolicyId)
 }
+
+func TestComplexVariablesOverrideWithMultipleFiles(t *testing.T) {
+	b, diags := loadTargetWithDiags("variables/complex_multiple_files", "dev")
+	require.Empty(t, diags)
+
+	diags = bundle.Apply(context.Background(), b, bundle.Seq(
+		mutator.SetVariables(),
+		mutator.ResolveVariableReferencesInComplexVariables(),
+		mutator.ResolveVariableReferences(
+			"variables",
+		),
+	))
+	require.NoError(t, diags.Error())
+	for _, cluster := range b.Config.Resources.Jobs["my_job"].JobClusters {
+		require.Equalf(t, "14.2.x-scala2.11", cluster.NewCluster.SparkVersion, "cluster: %v", cluster.JobClusterKey)
+		require.Equalf(t, "Standard_DS3_v2", cluster.NewCluster.NodeTypeId, "cluster: %v", cluster.JobClusterKey)
+		require.Equalf(t, 4, cluster.NewCluster.NumWorkers, "cluster: %v", cluster.JobClusterKey)
+		require.Equalf(t, "false", cluster.NewCluster.SparkConf["spark.speculation"], "cluster: %v", cluster.JobClusterKey)
+	}
+}

bundle/tests/python_wheel/python_wheel_no_artifact_no_setup/bundle.yml

@@ -1,6 +1,9 @@
 bundle:
   name: python-wheel-local
 
+workspace:
+  artifact_path: /foo/bar
+
 resources:
   jobs:
     test_job:

bundle/tests/python_wheel_test.go

@@ -15,11 +15,10 @@ import (
 )
 
 func TestPythonWheelBuild(t *testing.T) {
-	ctx := context.Background()
+	b := loadTarget(t, "./python_wheel/python_wheel", "default")
-	b, err := bundle.Load(ctx, "./python_wheel/python_wheel")
-	require.NoError(t, err)
 
-	diags := bundle.Apply(ctx, b, bundle.Seq(phases.Load(), phases.Build()))
+	ctx := context.Background()
+	diags := bundle.Apply(ctx, b, phases.Build())
 	require.NoError(t, diags.Error())
 
 	matches, err := filepath.Glob("./python_wheel/python_wheel/my_test_code/dist/my_test_code-*.whl")
@@ -32,11 +31,10 @@ func TestPythonWheelBuild(t *testing.T) {
 }
 
 func TestPythonWheelBuildAutoDetect(t *testing.T) {
-	ctx := context.Background()
+	b := loadTarget(t, "./python_wheel/python_wheel_no_artifact", "default")
-	b, err := bundle.Load(ctx, "./python_wheel/python_wheel_no_artifact")
-	require.NoError(t, err)
 
-	diags := bundle.Apply(ctx, b, bundle.Seq(phases.Load(), phases.Build()))
+	ctx := context.Background()
+	diags := bundle.Apply(ctx, b, phases.Build())
 	require.NoError(t, diags.Error())
 
 	matches, err := filepath.Glob("./python_wheel/python_wheel_no_artifact/dist/my_test_code-*.whl")
@@ -49,11 +47,10 @@ func TestPythonWheelBuildAutoDetect(t *testing.T) {
 }
 
 func TestPythonWheelBuildAutoDetectWithNotebookTask(t *testing.T) {
-	ctx := context.Background()
+	b := loadTarget(t, "./python_wheel/python_wheel_no_artifact_notebook", "default")
-	b, err := bundle.Load(ctx, "./python_wheel/python_wheel_no_artifact_notebook")
-	require.NoError(t, err)
 
-	diags := bundle.Apply(ctx, b, bundle.Seq(phases.Load(), phases.Build()))
+	ctx := context.Background()
+	diags := bundle.Apply(ctx, b, phases.Build())
 	require.NoError(t, diags.Error())
 
 	matches, err := filepath.Glob("./python_wheel/python_wheel_no_artifact_notebook/dist/my_test_code-*.whl")
@@ -66,11 +63,10 @@ func TestPythonWheelBuildAutoDetectWithNotebookTask(t *testing.T) {
 }
 
 func TestPythonWheelWithDBFSLib(t *testing.T) {
-	ctx := context.Background()
+	b := loadTarget(t, "./python_wheel/python_wheel_dbfs_lib", "default")
-	b, err := bundle.Load(ctx, "./python_wheel/python_wheel_dbfs_lib")
-	require.NoError(t, err)
 
-	diags := bundle.Apply(ctx, b, bundle.Seq(phases.Load(), phases.Build()))
+	ctx := context.Background()
+	diags := bundle.Apply(ctx, b, phases.Build())
 	require.NoError(t, diags.Error())
 
 	match := libraries.ExpandGlobReferences()
@@ -79,11 +75,11 @@ func TestPythonWheelWithDBFSLib(t *testing.T) {
 }
 
 func TestPythonWheelBuildNoBuildJustUpload(t *testing.T) {
-	ctx := context.Background()
+	b := loadTarget(t, "./python_wheel/python_wheel_no_artifact_no_setup", "default")
-	b, err := bundle.Load(ctx, "./python_wheel/python_wheel_no_artifact_no_setup")
-	require.NoError(t, err)
 
-	b.Config.Workspace.ArtifactPath = "/foo/bar"
+	ctx := context.Background()
+	diags := bundle.Apply(ctx, b, phases.Build())
+	require.NoError(t, diags.Error())
 
 	mockFiler := mockfiler.NewMockFiler(t)
 	mockFiler.EXPECT().Write(
@@ -94,20 +90,20 @@ func TestPythonWheelBuildNoBuildJustUpload(t *testing.T) {
 		filer.CreateParentDirectories,
 	).Return(nil)
 
-	u := libraries.UploadWithClient(mockFiler)
+	diags = bundle.Apply(ctx, b, bundle.Seq(
-	diags := bundle.Apply(ctx, b, bundle.Seq(phases.Load(), phases.Build(), libraries.ExpandGlobReferences(), u))
+		libraries.ExpandGlobReferences(),
+		libraries.UploadWithClient(mockFiler),
+	))
 	require.NoError(t, diags.Error())
 	require.Empty(t, diags)
-
 	require.Equal(t, "/Workspace/foo/bar/.internal/my_test_code-0.0.1-py3-none-any.whl", b.Config.Resources.Jobs["test_job"].JobSettings.Tasks[0].Libraries[0].Whl)
 }
 
 func TestPythonWheelBuildWithEnvironmentKey(t *testing.T) {
-	ctx := context.Background()
+	b := loadTarget(t, "./python_wheel/environment_key", "default")
-	b, err := bundle.Load(ctx, "./python_wheel/environment_key")
-	require.NoError(t, err)
 
-	diags := bundle.Apply(ctx, b, bundle.Seq(phases.Load(), phases.Build()))
+	ctx := context.Background()
+	diags := bundle.Apply(ctx, b, phases.Build())
 	require.NoError(t, diags.Error())
 
 	matches, err := filepath.Glob("./python_wheel/environment_key/my_test_code/dist/my_test_code-*.whl")
@@ -120,11 +116,10 @@ func TestPythonWheelBuildWithEnvironmentKey(t *testing.T) {
 }
 
 func TestPythonWheelBuildMultiple(t *testing.T) {
-	ctx := context.Background()
+	b := loadTarget(t, "./python_wheel/python_wheel_multiple", "default")
-	b, err := bundle.Load(ctx, "./python_wheel/python_wheel_multiple")
-	require.NoError(t, err)
 
-	diags := bundle.Apply(ctx, b, bundle.Seq(phases.Load(), phases.Build()))
+	ctx := context.Background()
+	diags := bundle.Apply(ctx, b, phases.Build())
 	require.NoError(t, diags.Error())
 
 	matches, err := filepath.Glob("./python_wheel/python_wheel_multiple/my_test_code/dist/my_test_code*.whl")
@@ -137,11 +132,10 @@ func TestPythonWheelBuildMultiple(t *testing.T) {
 }
 
 func TestPythonWheelNoBuild(t *testing.T) {
-	ctx := context.Background()
+	b := loadTarget(t, "./python_wheel/python_wheel_no_build", "default")
-	b, err := bundle.Load(ctx, "./python_wheel/python_wheel_no_build")
-	require.NoError(t, err)
 
-	diags := bundle.Apply(ctx, b, bundle.Seq(phases.Load(), phases.Build()))
+	ctx := context.Background()
+	diags := bundle.Apply(ctx, b, phases.Build())
 	require.NoError(t, diags.Error())
 
 	match := libraries.ExpandGlobReferences()

bundle/tests/variables/complex_multiple_files/databricks.yml

@@ -0,0 +1,52 @@
+bundle:
+  name: complex-variables-multiple-files
+
+resources:
+  jobs:
+    my_job:
+      job_clusters:
+        - job_cluster_key: key1
+          new_cluster: ${var.cluster1}
+        - job_cluster_key: key2
+          new_cluster: ${var.cluster2}
+        - job_cluster_key: key3
+          new_cluster: ${var.cluster3}
+        - job_cluster_key: key4
+          new_cluster: ${var.cluster4}
+variables:
+  cluster1:
+    type: complex
+    description: "A cluster definition"
+  cluster2:
+    type: complex
+    description: "A cluster definition"
+  cluster3:
+    type: complex
+    description: "A cluster definition"
+  cluster4:
+    type: complex
+    description: "A cluster definition"
+
+include:
+  - ./variables/*.yml
+
+
+targets:
+  default:
+  dev:
+    variables:
+      cluster3:
+        spark_version: "14.2.x-scala2.11"
+        node_type_id: "Standard_DS3_v2"
+        num_workers: 4
+        spark_conf:
+          spark.speculation: false
+          spark.databricks.delta.retentionDurationCheck.enabled: false
+      cluster4:
+        default:
+          spark_version: "14.2.x-scala2.11"
+          node_type_id: "Standard_DS3_v2"
+          num_workers: 4
+          spark_conf:
+            spark.speculation: false
+            spark.databricks.delta.retentionDurationCheck.enabled: false

bundle/tests/variables/complex_multiple_files/variables/clusters.yml

@@ -0,0 +1,19 @@
+targets:
+  default:
+  dev:
+    variables:
+      cluster1:
+        spark_version: "14.2.x-scala2.11"
+        node_type_id: "Standard_DS3_v2"
+        num_workers: 4
+        spark_conf:
+          spark.speculation: false
+          spark.databricks.delta.retentionDurationCheck.enabled: false
+      cluster2:
+        default:
+          spark_version: "14.2.x-scala2.11"
+          node_type_id: "Standard_DS3_v2"
+          num_workers: 4
+          spark_conf:
+            spark.speculation: false
+            spark.databricks.delta.retentionDurationCheck.enabled: false

bundle/tests/variables_test.go

@@ -124,8 +124,13 @@ func TestVariablesWithTargetLookupOverrides(t *testing.T) {
 	}, nil)
 
 	clustersApi := mockWorkspaceClient.GetMockClustersAPI()
-	clustersApi.EXPECT().GetByClusterName(mock.Anything, "some-test-cluster").Return(&compute.ClusterDetails{
+	clustersApi.EXPECT().ListAll(mock.Anything, compute.ListClustersRequest{
-		ClusterId: "4321",
+		FilterBy: &compute.ListClustersFilterBy{
+			ClusterSources: []compute.ClusterSource{compute.ClusterSourceApi, compute.ClusterSourceUi},
+		},
+	}).Return([]compute.ClusterDetails{
+		{ClusterId: "4321", ClusterName: "some-test-cluster"},
+		{ClusterId: "9876", ClusterName: "some-other-cluster"},
 	}, nil)
 
 	clusterPoliciesApi := mockWorkspaceClient.GetMockClusterPoliciesAPI()

cmd/auth/login.go

@@ -19,7 +19,7 @@ import (
 
 func promptForProfile(ctx context.Context, defaultValue string) (string, error) {
 	if !cmdio.IsInTTY(ctx) {
-		return "", fmt.Errorf("the command is being run in a non-interactive environment, please specify a profile using --profile")
+		return "", nil
 	}
 
 	prompt := cmdio.Prompt(ctx)

cmd/root/progress_logger.go

@@ -29,6 +29,12 @@ func (f *progressLoggerFlag) resolveModeDefault(format flags.ProgressLogFormat)
 }
 
 func (f *progressLoggerFlag) initializeContext(ctx context.Context) (context.Context, error) {
+	// No need to initialize the logger if it's already set in the context. This
+	// happens in unit tests where the logger is setup as a fixture.
+	if _, ok := cmdio.FromContext(ctx); ok {
+		return ctx, nil
+	}
+
 	if f.log.level.String() != "disabled" && f.log.file.String() == "stderr" &&
 		f.ProgressLogFormat == flags.ModeInplace {
 		return nil, fmt.Errorf("inplace progress logging cannot be used when log-file is stderr")

go.mod

@@ -3,7 +3,7 @@ module github.com/databricks/cli
 go 1.22
 
 require (
-	github.com/Masterminds/semver/v3 v3.2.1 // MIT
+	github.com/Masterminds/semver/v3 v3.3.0 // MIT
 	github.com/briandowns/spinner v1.23.1 // Apache 2.0
 	github.com/databricks/databricks-sdk-go v0.45.0 // Apache 2.0
 	github.com/fatih/color v1.17.0 // MIT
@@ -23,10 +23,10 @@ require (
 	github.com/stretchr/testify v1.9.0 // MIT
 	golang.org/x/exp v0.0.0-20240222234643-814bf88cf225
 	golang.org/x/mod v0.20.0
-	golang.org/x/oauth2 v0.22.0
+	golang.org/x/oauth2 v0.23.0
 	golang.org/x/sync v0.8.0
-	golang.org/x/term v0.23.0
+	golang.org/x/term v0.24.0
-	golang.org/x/text v0.17.0
+	golang.org/x/text v0.18.0
 	gopkg.in/ini.v1 v1.67.0 // Apache 2.0
 	gopkg.in/yaml.v3 v3.0.1
 )
@@ -61,7 +61,7 @@ require (
 	go.opentelemetry.io/otel/trace v1.24.0 // indirect
 	golang.org/x/crypto v0.24.0 // indirect
 	golang.org/x/net v0.26.0 // indirect
-	golang.org/x/sys v0.23.0 // indirect
+	golang.org/x/sys v0.25.0 // indirect
 	golang.org/x/time v0.5.0 // indirect
 	google.golang.org/api v0.182.0 // indirect
 	google.golang.org/genproto/googleapis/rpc v0.0.0-20240521202816-d264139d666e // indirect

go.sum

@@ -8,8 +8,8 @@ cloud.google.com/go/compute/metadata v0.3.0/go.mod h1:zFmK7XCadkQkj6TtorcaGlCW1h
 dario.cat/mergo v1.0.0 h1:AGCNq9Evsj31mOgNPcLyXc+4PNABt905YmuqPYYpBWk=
 dario.cat/mergo v1.0.0/go.mod h1:uNxQE+84aUszobStD9th8a29P2fMDhsBdgRYvZOxGmk=
 github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU=
-github.com/Masterminds/semver/v3 v3.2.1 h1:RN9w6+7QoMeJVGyfmbcgs28Br8cvmnucEXnY0rYXWg0=
+github.com/Masterminds/semver/v3 v3.3.0 h1:B8LGeaivUe71a5qox1ICM/JLl0NqZSW5CHyL+hmvYS0=
-github.com/Masterminds/semver/v3 v3.2.1/go.mod h1:qvl/7zhW3nngYb5+80sSMF+FG2BjYrf8m9wsX0PNOMQ=
+github.com/Masterminds/semver/v3 v3.3.0/go.mod h1:4V+yj/TJE1HU9XfppCwVMZq3I84lprf4nC11bSS5beM=
 github.com/Microsoft/go-winio v0.6.1 h1:9/kr64B9VUZrLm5YYwbGtUJnMgqWVOdUAXu6Migciow=
 github.com/Microsoft/go-winio v0.6.1/go.mod h1:LRdKpFKfdobln8UmuiYcKPot9D2v6svN5+sAH+4kjUM=
 github.com/ProtonMail/go-crypto v1.1.0-alpha.2 h1:bkyFVUP+ROOARdgCiJzNQo2V2kiB97LyUpzH9P6Hrlg=
@@ -191,8 +191,8 @@ golang.org/x/net v0.0.0-20201110031124-69a78807bb2b/go.mod h1:sp8m0HH+o8qH0wwXwY
 golang.org/x/net v0.26.0 h1:soB7SVo0PWrY4vPW/+ay0jKDNScG2X9wFeYlXIvJsOQ=
 golang.org/x/net v0.26.0/go.mod h1:5YKkiSynbBIh3p6iOc/vibscux0x38BZDkn8sCUPxHE=
 golang.org/x/oauth2 v0.0.0-20180821212333-d2e6202438be/go.mod h1:N/0e6XlmueqKjAGxoOufVs8QHGRruUQn6yWY3a++T0U=
-golang.org/x/oauth2 v0.22.0 h1:BzDx2FehcG7jJwgWLELCdmLuxk2i+x9UDpSiss2u0ZA=
+golang.org/x/oauth2 v0.23.0 h1:PbgcYx2W7i4LvjJWEbf0ngHV6qJYr86PkAV3bXdLEbs=
-golang.org/x/oauth2 v0.22.0/go.mod h1:XYTD2NtWslqkgxebSiOHnXEap4TF09sJSc7H1sXbhtI=
+golang.org/x/oauth2 v0.23.0/go.mod h1:XYTD2NtWslqkgxebSiOHnXEap4TF09sJSc7H1sXbhtI=
 golang.org/x/sync v0.0.0-20180314180146-1d60e4601c6f/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20181108010431-42b317875d0f/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20190423024810-112230192c58/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
@@ -208,14 +208,14 @@ golang.org/x/sys v0.0.0-20200930185726-fdedc70b468f/go.mod h1:h1NjWce9XRLGQEsW7w
 golang.org/x/sys v0.0.0-20210616045830-e2b7044e8c71/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220811171246-fbc7d0a398ab/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.6.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.23.0 h1:YfKFowiIMvtgl1UERQoTPPToxltDeZfbj4H7dVUCwmM=
+golang.org/x/sys v0.25.0 h1:r+8e+loiHxRqhXVl6ML1nO3l1+oFoWbnlu2Ehimmi34=
-golang.org/x/sys v0.23.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
+golang.org/x/sys v0.25.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
-golang.org/x/term v0.23.0 h1:F6D4vR+EHoL9/sWAWgAR1H2DcHr4PareCbAaCo1RpuU=
+golang.org/x/term v0.24.0 h1:Mh5cbb+Zk2hqqXNO7S1iTjEphVL+jb8ZWaqh/g+JWkM=
-golang.org/x/term v0.23.0/go.mod h1:DgV24QBUrK6jhZXl+20l6UWznPlwAHm1Q1mGHtydmSk=
+golang.org/x/term v0.24.0/go.mod h1:lOBK/LVxemqiMij05LGJ0tzNr8xlmwBRJ81PX6wVLH8=
 golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
-golang.org/x/text v0.17.0 h1:XtiM5bkSOt+ewxlOE/aE/AKEHibwj/6gvWMl9Rsh0Qc=
+golang.org/x/text v0.18.0 h1:XvMDiNzPAl0jr17s6W9lcaIhGUfUORdGCNsuLmPG224=
-golang.org/x/text v0.17.0/go.mod h1:BuEKDfySbSR4drPmRPG/7iBdf8hvFMuRexcpahXilzY=
+golang.org/x/text v0.18.0/go.mod h1:BuEKDfySbSR4drPmRPG/7iBdf8hvFMuRexcpahXilzY=
 golang.org/x/time v0.5.0 h1:o7cqy6amK/52YcAKIPlM3a+Fpj35zvRj2TP+e1xFSfk=
 golang.org/x/time v0.5.0/go.mod h1:3BpzKBy/shNhVucY/MWOyx10tF3SFh9QdLuxbVysPQM=
 golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=

internal/bundle/bind_resource_test.go

@@ -11,6 +11,7 @@ import (
 	"github.com/databricks/databricks-sdk-go"
 	"github.com/databricks/databricks-sdk-go/service/jobs"
 	"github.com/google/uuid"
+	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/require"
 )
 
@@ -101,12 +102,15 @@ func TestAccAbortBind(t *testing.T) {
 		destroyBundle(t, ctx, bundleRoot)
 	})
 
+	// Bind should fail because prompting is not possible.
 	t.Setenv("BUNDLE_ROOT", bundleRoot)
+	t.Setenv("TERM", "dumb")
 	c := internal.NewCobraTestRunner(t, "bundle", "deployment", "bind", "foo", fmt.Sprint(jobId))
 
-	// Simulate user aborting the bind. This is done by not providing any input to the prompt in non-interactive mode.
+	// Expect error suggesting to use --auto-approve
 	_, _, err = c.Run()
-	require.ErrorContains(t, err, "failed to bind the resource")
+	assert.ErrorContains(t, err, "failed to bind the resource")
+	assert.ErrorContains(t, err, "This bind operation requires user confirmation, but the current console does not support prompting. Please specify --auto-approve if you would like to skip prompts and proceed")
 
 	err = deployBundle(t, ctx, bundleRoot)
 	require.NoError(t, err)

internal/bundle/bundles/recreate_pipeline/databricks_template_schema.json

@@ -0,0 +1,8 @@
+{
+    "properties": {
+        "unique_id": {
+            "type": "string",
+            "description": "Unique ID for the schema and pipeline names"
+        }
+    }
+}

internal/bundle/bundles/recreate_pipeline/template/databricks.yml.tmpl

@@ -0,0 +1,25 @@
+bundle:
+  name: "bundle-playground"
+
+variables:
+  catalog:
+    description: The catalog the DLT pipeline should use.
+    default: main
+
+
+resources:
+  pipelines:
+    foo:
+      name: test-pipeline-{{.unique_id}}
+      libraries:
+        - notebook:
+            path: ./nb.sql
+      development: true
+      catalog: ${var.catalog}
+
+include:
+  - "*.yml"
+
+targets:
+  development:
+    default: true

internal/bundle/bundles/recreate_pipeline/template/nb.sql

@@ -0,0 +1,2 @@
+-- Databricks notebook source
+select 1

internal/bundle/deploy_test.go

@@ -120,8 +120,97 @@ func TestAccBundleDeployUcSchemaFailsWithoutAutoApprove(t *testing.T) {
 	t.Setenv("BUNDLE_ROOT", bundleRoot)
 	t.Setenv("TERM", "dumb")
 	c := internal.NewCobraTestRunnerWithContext(t, ctx, "bundle", "deploy", "--force-lock")
-	stdout, _, err := c.Run()
+	stdout, stderr, err := c.Run()
+
 	assert.EqualError(t, err, root.ErrAlreadyPrinted.Error())
+	assert.Contains(t, stderr.String(), "The following UC schemas will be deleted or recreated. Any underlying data may be lost:\n  delete schema bar")
+	assert.Contains(t, stdout.String(), "the deployment requires destructive actions, but current console does not support prompting. Please specify --auto-approve if you would like to skip prompts and proceed")
+}
+
+func TestAccBundlePipelineDeleteWithoutAutoApprove(t *testing.T) {
+	ctx, wt := acc.WorkspaceTest(t)
+	w := wt.W
+
+	nodeTypeId := internal.GetNodeTypeId(env.Get(ctx, "CLOUD_ENV"))
+	uniqueId := uuid.New().String()
+	bundleRoot, err := initTestTemplate(t, ctx, "deploy_then_remove_resources", map[string]any{
+		"unique_id":     uniqueId,
+		"node_type_id":  nodeTypeId,
+		"spark_version": defaultSparkVersion,
+	})
+	require.NoError(t, err)
+
+	// deploy pipeline
+	err = deployBundle(t, ctx, bundleRoot)
+	require.NoError(t, err)
+
+	// assert pipeline is created
+	pipelineName := "test-bundle-pipeline-" + uniqueId
+	pipeline, err := w.Pipelines.GetByName(ctx, pipelineName)
+	require.NoError(t, err)
+	assert.Equal(t, pipeline.Name, pipelineName)
+
+	// assert job is created
+	jobName := "test-bundle-job-" + uniqueId
+	job, err := w.Jobs.GetBySettingsName(ctx, jobName)
+	require.NoError(t, err)
+	assert.Equal(t, job.Settings.Name, jobName)
+
+	// delete resources.yml
+	err = os.Remove(filepath.Join(bundleRoot, "resources.yml"))
+	require.NoError(t, err)
+
+	// Redeploy the bundle. Expect it to fail because deleting the pipeline requires --auto-approve.
+	t.Setenv("BUNDLE_ROOT", bundleRoot)
+	t.Setenv("TERM", "dumb")
+	c := internal.NewCobraTestRunnerWithContext(t, ctx, "bundle", "deploy", "--force-lock")
+	stdout, stderr, err := c.Run()
+
+	assert.EqualError(t, err, root.ErrAlreadyPrinted.Error())
+	assert.Contains(t, stderr.String(), `This action will result in the deletion or recreation of the following DLT Pipelines along with the
+Streaming Tables (STs) and Materialized Views (MVs) managed by them. Recreating the Pipelines will
+restore the defined STs and MVs through full refresh. Note that recreation is necessary when pipeline
+properties such as the 'catalog' or 'storage' are changed:
+  delete pipeline bar`)
+	assert.Contains(t, stdout.String(), "the deployment requires destructive actions, but current console does not support prompting. Please specify --auto-approve if you would like to skip prompts and proceed")
+
+}
+
+func TestAccBundlePipelineRecreateWithoutAutoApprove(t *testing.T) {
+	ctx, wt := acc.UcWorkspaceTest(t)
+	w := wt.W
+	uniqueId := uuid.New().String()
+
+	bundleRoot, err := initTestTemplate(t, ctx, "recreate_pipeline", map[string]any{
+		"unique_id": uniqueId,
+	})
+	require.NoError(t, err)
+
+	err = deployBundle(t, ctx, bundleRoot)
+	require.NoError(t, err)
+
+	t.Cleanup(func() {
+		destroyBundle(t, ctx, bundleRoot)
+	})
+
+	// Assert the pipeline is created
+	pipelineName := "test-pipeline-" + uniqueId
+	pipeline, err := w.Pipelines.GetByName(ctx, pipelineName)
+	require.NoError(t, err)
+	require.Equal(t, pipelineName, pipeline.Name)
+
+	// Redeploy the bundle, pointing the DLT pipeline to a different UC catalog.
+	t.Setenv("BUNDLE_ROOT", bundleRoot)
+	t.Setenv("TERM", "dumb")
+	c := internal.NewCobraTestRunnerWithContext(t, ctx, "bundle", "deploy", "--force-lock", "--var=\"catalog=whatever\"")
+	stdout, stderr, err := c.Run()
+
+	assert.EqualError(t, err, root.ErrAlreadyPrinted.Error())
+	assert.Contains(t, stderr.String(), `This action will result in the deletion or recreation of the following DLT Pipelines along with the
+Streaming Tables (STs) and Materialized Views (MVs) managed by them. Recreating the Pipelines will
+restore the defined STs and MVs through full refresh. Note that recreation is necessary when pipeline
+properties such as the 'catalog' or 'storage' are changed:
+  recreate pipeline foo`)
 	assert.Contains(t, stdout.String(), "the deployment requires destructive actions, but current console does not support prompting. Please specify --auto-approve if you would like to skip prompts and proceed")
 }
 

libs/dyn/visit.go

@@ -70,7 +70,7 @@ type visitOptions struct {
 
 func visit(v Value, prefix Path, suffix Pattern, opts visitOptions) (Value, error) {
 	if len(suffix) == 0 {
-		return opts.fn(prefix, v)
+		return opts.fn(slices.Clone(prefix), v)
 	}
 
 	// Initialize prefix if it is empty.

libs/dyn/visit_map.go

@@ -21,7 +21,7 @@ func Foreach(fn MapFunc) MapFunc {
 			for _, pair := range m.Pairs() {
 				pk := pair.Key
 				pv := pair.Value
-				nv, err := fn(append(p, Key(pk.MustString())), pv)
+				nv, err := fn(p.Append(Key(pk.MustString())), pv)
 				if err != nil {
 					return InvalidValue, err
 				}
@@ -32,7 +32,7 @@ func Foreach(fn MapFunc) MapFunc {
 			s := slices.Clone(v.MustSequence())
 			for i, value := range s {
 				var err error
-				s[i], err = fn(append(p, Index(i)), value)
+				s[i], err = fn(p.Append(Index(i)), value)
 				if err != nil {
 					return InvalidValue, err
 				}

libs/dyn/visit_test.go

@@ -0,0 +1,36 @@
+package dyn_test
+
+import (
+	"testing"
+
+	"github.com/databricks/cli/libs/dyn"
+	assert "github.com/databricks/cli/libs/dyn/dynassert"
+)
+
+func TestVisitCallbackPathCopy(t *testing.T) {
+	vin := dyn.V(map[string]dyn.Value{
+		"foo": dyn.V(42),
+		"bar": dyn.V(43),
+	})
+
+	var paths []dyn.Path
+
+	// The callback should receive a copy of the path.
+	// If the same underlying value is used, all collected paths will be the same.
+	// This test uses `MapByPattern` to collect all paths in the map.
+	// Visit itself doesn't have public functions and we exclusively use black-box testing for this package.
+	_, _ = dyn.MapByPattern(vin, dyn.NewPattern(dyn.AnyKey()), func(p dyn.Path, v dyn.Value) (dyn.Value, error) {
+		paths = append(paths, p)
+		return v, nil
+	})
+
+	// Verify that the paths retained their original values.
+	var strings []string
+	for _, p := range paths {
+		strings = append(strings, p.String())
+	}
+	assert.ElementsMatch(t, strings, []string{
+		"foo",
+		"bar",
+	})
+}

libs/template/templates/dbt-sql/library/versions.tmpl

@@ -1,7 +1,7 @@
 {{define "latest_lts_dbr_version" -}}
-  13.3.x-scala2.12
+  15.4.x-scala2.12
 {{- end}}
 
 {{define "latest_lts_db_connect_version_spec" -}}
-  >=13.3,<13.4
+  >=15.4,<15.5
 {{- end}}

libs/template/templates/dbt-sql/template/{{.project_name}}/databricks.yml.tmpl

@@ -12,8 +12,10 @@ include:
 targets:
   dev:
     default: true
-    # We use 'mode: development' to indicate this is a personal development copy.
+    # The default target uses 'mode: development' to create a development copy.
-    # Any job schedules and triggers are paused by default.
+    # - Deployed resources get prefixed with '[dev my_user_name]'
+    # - Any job schedules and triggers are paused by default.
+    # See also https://docs.databricks.com/dev-tools/bundles/deployment-modes.html.
     mode: development
     workspace:
       host: {{workspace_host}}
@@ -22,11 +24,10 @@ targets:
     mode: production
     workspace:
       host: {{workspace_host}}
-      # We always use /Users/{{user_name}} for all resources to make sure we only have a single copy.
+      # We explicitly specify /Users/{{user_name}} to make sure we only have a single copy.
       root_path: /Users/{{user_name}}/.bundle/${bundle.name}/${bundle.target}
-    {{- if not is_service_principal}}
+    permissions:
+      - {{if is_service_principal}}service_principal{{else}}user{{end}}_name: {{user_name}}
+        level: CAN_MANAGE
     run_as:
-      # This runs as {{user_name}} in production. We could also use a service principal here
+      {{if is_service_principal}}service_principal{{else}}user{{end}}_name: {{user_name}}
-      # using service_principal_name (see the Databricks documentation).
-      user_name: {{user_name}}
-    {{- end}}

libs/template/templates/default-python/library/versions.tmpl

@@ -1,7 +1,7 @@
 {{define "latest_lts_dbr_version" -}}
-  13.3.x-scala2.12
+  15.4.x-scala2.12
 {{- end}}
 
 {{define "latest_lts_db_connect_version_spec" -}}
-  >=13.3,<13.4
+  >=15.4,<15.5
 {{- end}}

libs/template/templates/default-python/template/{{.project_name}}/databricks.yml.tmpl

@@ -7,44 +7,24 @@ include:
   - resources/*.yml
 
 targets:
-  # The 'dev' target, for development purposes. This target is the default.
   dev:
-    # We use 'mode: development' to indicate this is a personal development copy:
+    # The default target uses 'mode: development' to create a development copy.
     # - Deployed resources get prefixed with '[dev my_user_name]'
-    # - Any job schedules and triggers are paused by default
+    # - Any job schedules and triggers are paused by default.
-    # - The 'development' mode is used for Delta Live Tables pipelines
+    # See also https://docs.databricks.com/dev-tools/bundles/deployment-modes.html.
     mode: development
     default: true
     workspace:
       host: {{workspace_host}}
 
-  ## Optionally, there could be a 'staging' target here.
-  ## (See Databricks docs on CI/CD at https://docs.databricks.com/dev-tools/bundles/ci-cd.html.)
-  #
-  # staging:
-  #   workspace:
-  #     host: {{workspace_host}}
-
-  # The 'prod' target, used for production deployment.
   prod:
-    # We use 'mode: production' to indicate this is a production deployment.
-    # Doing so enables strict verification of the settings below.
     mode: production
     workspace:
       host: {{workspace_host}}
-      # We always use /Users/{{user_name}} for all resources to make sure we only have a single copy.
+      # We explicitly specify /Users/{{user_name}} to make sure we only have a single copy.
-      {{- /*
-      Internal note 2023-12: CLI versions v0.211.0 and before would show an error when using `mode: production`
-      with a path that doesn't say "/Shared". For now, we'll include an extra comment in the template
-      to explain that customers should update if they see this.
-      */}}
-      # If this path results in an error, please make sure you have a recent version of the CLI installed.
       root_path: /Users/{{user_name}}/.bundle/${bundle.name}/${bundle.target}
+    permissions:
+      - {{if is_service_principal}}service_principal{{else}}user{{end}}_name: {{user_name}}
+        level: CAN_MANAGE
     run_as:
-      {{- if is_service_principal}}
+      {{if is_service_principal}}service_principal{{else}}user{{end}}_name: {{user_name}}
-      service_principal_name: {{user_name}}
-      {{- else}}
-      # This runs as {{user_name}} in production. We could also use a service principal here,
-      # see https://docs.databricks.com/dev-tools/bundles/permissions.html.
-      user_name: {{user_name}}
-      {{- end}}

libs/template/templates/default-sql/library/versions.tmpl

@@ -1,7 +1,7 @@
 {{define "latest_lts_dbr_version" -}}
-  13.3.x-scala2.12
+  15.4.x-scala2.12
 {{- end}}
 
 {{define "latest_lts_db_connect_version_spec" -}}
-  >=13.3,<13.4
+  >=15.4,<15.5
 {{- end}}

libs/template/templates/default-sql/template/{{.project_name}}/databricks.yml.tmpl

@@ -18,16 +18,16 @@ variables:
 {{- $dev_schema := .shared_schema }}
 {{- $prod_schema := .shared_schema }}
 {{- if (regexp "^yes").MatchString .personal_schemas}}
-{{- $dev_schema = "${workspace.current_user.short_name}"}}
+  {{- $dev_schema = "${workspace.current_user.short_name}"}}
-{{- $prod_schema = "default"}}
+  {{- $prod_schema = "default"}}
 {{- end}}
 
-# Deployment targets.
 targets:
-  # The 'dev' target, for development purposes. This target is the default.
   dev:
-    # We use 'mode: development' to indicate this is a personal development copy.
+    # The default target uses 'mode: development' to create a development copy.
-    # Any job schedules and triggers are paused by default
+    # - Deployed resources get prefixed with '[dev my_user_name]'
+    # - Any job schedules and triggers are paused by default.
+    # See also https://docs.databricks.com/dev-tools/bundles/deployment-modes.html.
     mode: development
     default: true
     workspace:
@@ -37,35 +37,18 @@ targets:
       catalog: {{.default_catalog}}
       schema: {{$dev_schema}}
 
-  ## Optionally, there could be a 'staging' target here.
-  ## (See Databricks docs on CI/CD at https://docs.databricks.com/dev-tools/bundles/ci-cd.html.)
-  #
-  # staging:
-  #   workspace:
-  #     host: {{workspace_host}}
-
-  # The 'prod' target, used for production deployment.
   prod:
-    # We use 'mode: production' to indicate this is a production deployment.
-    # Doing so enables strict verification of the settings below.
     mode: production
     workspace:
       host: {{workspace_host}}
-      # We always use /Users/{{user_name}} for all resources to make sure we only have a single copy.
+      # We explicitly specify /Users/{{user_name}} to make sure we only have a single copy.
-      {{- /*
-      Internal note 2023-12: CLI versions v0.211.0 and before would show an error when using `mode: production`
-      with a path that doesn't say "/Shared". For now, we'll include an extra comment in the template
-      to explain that customers should update if they see this.
-      */}}
-      # If this path results in an error, please make sure you have a recent version of the CLI installed.
       root_path: /Users/{{user_name}}/.bundle/${bundle.name}/${bundle.target}
     variables:
       warehouse_id: {{index ((regexp "[^/]+$").FindStringSubmatch .http_path) 0}}
       catalog: {{.default_catalog}}
       schema: {{$prod_schema}}
-    {{- if not is_service_principal}}
+    permissions:
+      - {{if is_service_principal}}service_principal{{else}}user{{end}}_name: {{user_name}}
+        level: CAN_MANAGE
     run_as:
-      # This runs as {{user_name}} in production. We could also use a service principal here
+      {{if is_service_principal}}service_principal{{else}}user{{end}}_name: {{user_name}}
-      # using service_principal_name (see https://docs.databricks.com/en/dev-tools/bundles/permissions.html).
-      user_name: {{user_name}}
-    {{end -}}

libs/template/templates/default-sql/template/{{.project_name}}/src/orders_daily.sql.tmpl

@@ -1,10 +1,9 @@
 -- This query is executed using Databricks Workflows (see resources/{{.project_name}}_sql_job.yml)
-{{- /* We can't use a materialized view here since they don't support 'create or refresh' yet.*/}}
 
 USE CATALOG {{"{{"}}catalog{{"}}"}};
 USE IDENTIFIER({{"{{"}}schema{{"}}"}});
 
-CREATE OR REPLACE VIEW
+CREATE OR REPLACE MATERIALIZED VIEW
   orders_daily
 AS SELECT
   order_date, count(*) AS number_of_orders