diff --git a/bundle/config/mutator/initialize_urls.go b/bundle/config/mutator/initialize_urls.go
new file mode 100644
index 000000000..319305912
--- /dev/null
+++ b/bundle/config/mutator/initialize_urls.go
@@ -0,0 +1,65 @@
+package mutator
+
+import (
+	"context"
+	"net/url"
+	"strconv"
+	"strings"
+
+	"github.com/databricks/cli/bundle"
+	"github.com/databricks/cli/libs/diag"
+)
+
+type initializeURLs struct {
+}
+
+// InitializeURLs makes sure the URL field of each resource is configured.
+// NOTE: since this depends on an extra API call, this mutator adds some extra
+// latency. As such, it should only be used when needed.
+// This URL field is used for the output of the 'bundle summary' CLI command.
+func InitializeURLs() bundle.Mutator {
+	return &initializeURLs{}
+}
+
+func (m *initializeURLs) Name() string {
+	return "InitializeURLs"
+}
+
+func (m *initializeURLs) Apply(ctx context.Context, b *bundle.Bundle) diag.Diagnostics {
+	workspaceId, err := b.WorkspaceClient().CurrentWorkspaceID(ctx)
+	if err != nil {
+		return diag.FromErr(err)
+	}
+	orgId := strconv.FormatInt(workspaceId, 10)
+	host := b.WorkspaceClient().Config.CanonicalHostName()
+	initializeForWorkspace(b, orgId, host)
+	return nil
+}
+
+func initializeForWorkspace(b *bundle.Bundle, orgId string, host string) error {
+	baseURL, err := url.Parse(host)
+	if err != nil {
+		return err
+	}
+
+	// Add ?o=<workspace id> only if <workspace id> wasn't in the subdomain already.
+	// The ?o= is needed when vanity URLs / legacy workspace URLs are used.
+	// If it's not needed we prefer to leave it out since these URLs are rather
+	// long for most terminals.
+	//
+	// See https://docs.databricks.com/en/workspace/workspace-details.html for
+	// further reading about the '?o=' suffix.
+	if !strings.Contains(baseURL.Hostname(), orgId) {
+		values := baseURL.Query()
+		values.Add("o", orgId)
+		baseURL.RawQuery = values.Encode()
+	}
+
+	for _, group := range b.Config.Resources.AllResources() {
+		for _, r := range group.Resources {
+			r.InitializeURL(*baseURL)
+		}
+	}
+
+	return nil
+}
diff --git a/bundle/config/mutator/initialize_urls_test.go b/bundle/config/mutator/initialize_urls_test.go
new file mode 100644
index 000000000..71cc153ab
--- /dev/null
+++ b/bundle/config/mutator/initialize_urls_test.go
@@ -0,0 +1,130 @@
+package mutator
+
+import (
+	"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/catalog"
+	"github.com/databricks/databricks-sdk-go/service/compute"
+	"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/require"
+)
+
+func TestInitializeURLs(t *testing.T) {
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Workspace: config.Workspace{
+				Host: "https://mycompany.databricks.com/",
+			},
+			Resources: config.Resources{
+				Jobs: map[string]*resources.Job{
+					"job1": {
+						ID:          "1",
+						JobSettings: &jobs.JobSettings{Name: "job1"},
+					},
+				},
+				Pipelines: map[string]*resources.Pipeline{
+					"pipeline1": {
+						ID:           "3",
+						PipelineSpec: &pipelines.PipelineSpec{Name: "pipeline1"},
+					},
+				},
+				Experiments: map[string]*resources.MlflowExperiment{
+					"experiment1": {
+						ID:         "4",
+						Experiment: &ml.Experiment{Name: "experiment1"},
+					},
+				},
+				Models: map[string]*resources.MlflowModel{
+					"model1": {
+						ID:    "a model uses its name for identifier",
+						Model: &ml.Model{Name: "a model uses its name for identifier"},
+					},
+				},
+				ModelServingEndpoints: map[string]*resources.ModelServingEndpoint{
+					"servingendpoint1": {
+						ID: "my_serving_endpoint",
+						CreateServingEndpoint: &serving.CreateServingEndpoint{
+							Name: "my_serving_endpoint",
+						},
+					},
+				},
+				RegisteredModels: map[string]*resources.RegisteredModel{
+					"registeredmodel1": {
+						ID: "8",
+						CreateRegisteredModelRequest: &catalog.CreateRegisteredModelRequest{
+							Name: "my_registered_model",
+						},
+					},
+				},
+				QualityMonitors: map[string]*resources.QualityMonitor{
+					"qualityMonitor1": {
+						CreateMonitor: &catalog.CreateMonitor{
+							TableName: "catalog.schema.qualityMonitor1",
+						},
+					},
+				},
+				Schemas: map[string]*resources.Schema{
+					"schema1": {
+						ID: "catalog.schema",
+						CreateSchema: &catalog.CreateSchema{
+							Name: "schema",
+						},
+					},
+				},
+				Clusters: map[string]*resources.Cluster{
+					"cluster1": {
+						ID: "1017-103929-vlr7jzcf",
+						ClusterSpec: &compute.ClusterSpec{
+							ClusterName: "cluster1",
+						},
+					},
+				},
+			},
+		},
+	}
+
+	expectedURLs := map[string]string{
+		"job1":             "https://mycompany.databricks.com/jobs/1?o=123456",
+		"pipeline1":        "https://mycompany.databricks.com/pipelines/3?o=123456",
+		"experiment1":      "https://mycompany.databricks.com/ml/experiments/4?o=123456",
+		"model1":           "https://mycompany.databricks.com/ml/models/a%20model%20uses%20its%20name%20for%20identifier?o=123456",
+		"servingendpoint1": "https://mycompany.databricks.com/ml/endpoints/my_serving_endpoint?o=123456",
+		"registeredmodel1": "https://mycompany.databricks.com/explore/data/models/8?o=123456",
+		"qualityMonitor1":  "https://mycompany.databricks.com/explore/data/catalog/schema/qualityMonitor1?o=123456",
+		"schema1":          "https://mycompany.databricks.com/explore/data/catalog/schema?o=123456",
+		"cluster1":         "https://mycompany.databricks.com/compute/clusters/1017-103929-vlr7jzcf?o=123456",
+	}
+
+	initializeForWorkspace(b, "123456", "https://mycompany.databricks.com/")
+
+	for _, group := range b.Config.Resources.AllResources() {
+		for key, r := range group.Resources {
+			require.Equal(t, expectedURLs[key], r.GetURL(), "Unexpected URL for "+key)
+		}
+	}
+}
+
+func TestInitializeURLsWithoutOrgId(t *testing.T) {
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Resources: config.Resources{
+				Jobs: map[string]*resources.Job{
+					"job1": {
+						ID:          "1",
+						JobSettings: &jobs.JobSettings{Name: "job1"},
+					},
+				},
+			},
+		},
+	}
+
+	initializeForWorkspace(b, "123456", "https://adb-123456.azuredatabricks.net/")
+
+	require.Equal(t, "https://adb-123456.azuredatabricks.net/jobs/1", b.Config.Resources.Jobs["job1"].URL)
+}
diff --git a/bundle/config/resources.go b/bundle/config/resources.go
index dc51a7caf..9513369e4 100644
--- a/bundle/config/resources.go
+++ b/bundle/config/resources.go
@@ -3,6 +3,7 @@ package config
 import (
 	"context"
 	"fmt"
+	"net/url"
 
 	"github.com/databricks/cli/bundle/config/resources"
 	"github.com/databricks/databricks-sdk-go"
@@ -30,6 +31,53 @@ type ConfigResource interface {
 	// Terraform equivalent name of the resource. For example "databricks_job"
 	// for jobs and "databricks_pipeline" for pipelines.
 	TerraformResourceName() string
+
+	// GetName returns the in-product name of the resource.
+	GetName() string
+
+	// GetURL returns the URL of the resource.
+	GetURL() string
+
+	// InitializeURL initializes the URL field of the resource.
+	InitializeURL(baseURL url.URL)
+}
+
+// ResourceGroup represents a group of resources of the same type.
+// It includes a description of the resource type and a map of resources.
+type ResourceGroup struct {
+	Description ResourceDescription
+	Resources   map[string]ConfigResource
+}
+
+// collectResourceMap collects resources of a specific type into a ResourceGroup.
+func collectResourceMap[T ConfigResource](
+	description ResourceDescription,
+	input map[string]T,
+) ResourceGroup {
+	resources := make(map[string]ConfigResource)
+	for key, resource := range input {
+		resources[key] = resource
+	}
+	return ResourceGroup{
+		Description: description,
+		Resources:   resources,
+	}
+}
+
+// AllResources returns all resources in the bundle grouped by their resource type.
+func (r *Resources) AllResources() []ResourceGroup {
+	descriptions := SupportedResources()
+	return []ResourceGroup{
+		collectResourceMap(descriptions["jobs"], r.Jobs),
+		collectResourceMap(descriptions["pipelines"], r.Pipelines),
+		collectResourceMap(descriptions["models"], r.Models),
+		collectResourceMap(descriptions["experiments"], r.Experiments),
+		collectResourceMap(descriptions["model_serving_endpoints"], r.ModelServingEndpoints),
+		collectResourceMap(descriptions["registered_models"], r.RegisteredModels),
+		collectResourceMap(descriptions["quality_monitors"], r.QualityMonitors),
+		collectResourceMap(descriptions["schemas"], r.Schemas),
+		collectResourceMap(descriptions["clusters"], r.Clusters),
+	}
 }
 
 func (r *Resources) FindResourceByConfigKey(key string) (ConfigResource, error) {
@@ -61,20 +109,71 @@ func (r *Resources) FindResourceByConfigKey(key string) (ConfigResource, error)
 }
 
 type ResourceDescription struct {
+	// Singular and plural name when used to refer to the configuration.
 	SingularName string
+	PluralName   string
+
+	// Singular and plural title when used in summaries / terminal UI.
+	SingularTitle string
+	PluralTitle   string
 }
 
 // The keys of the map corresponds to the resource key in the bundle configuration.
 func SupportedResources() map[string]ResourceDescription {
 	return map[string]ResourceDescription{
-		"jobs":                    {SingularName: "job"},
-		"pipelines":               {SingularName: "pipeline"},
-		"models":                  {SingularName: "model"},
-		"experiments":             {SingularName: "experiment"},
-		"model_serving_endpoints": {SingularName: "model_serving_endpoint"},
-		"registered_models":       {SingularName: "registered_model"},
-		"quality_monitors":        {SingularName: "quality_monitor"},
-		"schemas":                 {SingularName: "schema"},
-		"clusters":                {SingularName: "cluster"},
+		"jobs": {
+			SingularName:  "job",
+			PluralName:    "jobs",
+			SingularTitle: "Job",
+			PluralTitle:   "Jobs",
+		},
+		"pipelines": {
+			SingularName:  "pipeline",
+			PluralName:    "pipelines",
+			SingularTitle: "Pipeline",
+			PluralTitle:   "Pipelines",
+		},
+		"models": {
+			SingularName:  "model",
+			PluralName:    "models",
+			SingularTitle: "Model",
+			PluralTitle:   "Models",
+		},
+		"experiments": {
+			SingularName:  "experiment",
+			PluralName:    "experiments",
+			SingularTitle: "Experiment",
+			PluralTitle:   "Experiments",
+		},
+		"model_serving_endpoints": {
+			SingularName:  "model_serving_endpoint",
+			PluralName:    "model_serving_endpoints",
+			SingularTitle: "Model Serving Endpoint",
+			PluralTitle:   "Model Serving Endpoints",
+		},
+		"registered_models": {
+			SingularName:  "registered_model",
+			PluralName:    "registered_models",
+			SingularTitle: "Registered Model",
+			PluralTitle:   "Registered Models",
+		},
+		"quality_monitors": {
+			SingularName:  "quality_monitor",
+			PluralName:    "quality_monitors",
+			SingularTitle: "Quality Monitor",
+			PluralTitle:   "Quality Monitors",
+		},
+		"schemas": {
+			SingularName:  "schema",
+			PluralName:    "schemas",
+			SingularTitle: "Schema",
+			PluralTitle:   "Schemas",
+		},
+		"clusters": {
+			SingularName:  "cluster",
+			PluralName:    "clusters",
+			SingularTitle: "Cluster",
+			PluralTitle:   "Clusters",
+		},
 	}
 }
diff --git a/bundle/config/resources/clusters.go b/bundle/config/resources/clusters.go
index 632345666..eb0247c6e 100644
--- a/bundle/config/resources/clusters.go
+++ b/bundle/config/resources/clusters.go
@@ -2,6 +2,8 @@ package resources
 
 import (
 	"context"
+	"fmt"
+	"net/url"
 
 	"github.com/databricks/cli/libs/log"
 	"github.com/databricks/databricks-sdk-go"
@@ -13,6 +15,7 @@ type Cluster struct {
 	ID             string         `json:"id,omitempty" bundle:"readonly"`
 	Permissions    []Permission   `json:"permissions,omitempty"`
 	ModifiedStatus ModifiedStatus `json:"modified_status,omitempty" bundle:"internal"`
+	URL            string         `json:"url,omitempty" bundle:"internal"`
 
 	*compute.ClusterSpec
 }
@@ -37,3 +40,19 @@ func (s *Cluster) Exists(ctx context.Context, w *databricks.WorkspaceClient, id
 func (s *Cluster) TerraformResourceName() string {
 	return "databricks_cluster"
 }
+
+func (s *Cluster) InitializeURL(baseURL url.URL) {
+	if s.ID == "" {
+		return
+	}
+	baseURL.Path = fmt.Sprintf("compute/clusters/%s", s.ID)
+	s.URL = baseURL.String()
+}
+
+func (s *Cluster) GetName() string {
+	return s.ClusterName
+}
+
+func (s *Cluster) GetURL() string {
+	return s.URL
+}
diff --git a/bundle/config/resources/job.go b/bundle/config/resources/job.go
index d8f97a2db..98db1ec5d 100644
--- a/bundle/config/resources/job.go
+++ b/bundle/config/resources/job.go
@@ -2,6 +2,8 @@ package resources
 
 import (
 	"context"
+	"fmt"
+	"net/url"
 	"strconv"
 
 	"github.com/databricks/cli/libs/log"
@@ -14,6 +16,7 @@ type Job struct {
 	ID             string         `json:"id,omitempty" bundle:"readonly"`
 	Permissions    []Permission   `json:"permissions,omitempty"`
 	ModifiedStatus ModifiedStatus `json:"modified_status,omitempty" bundle:"internal"`
+	URL            string         `json:"url,omitempty" bundle:"internal"`
 
 	*jobs.JobSettings
 }
@@ -44,3 +47,19 @@ func (j *Job) Exists(ctx context.Context, w *databricks.WorkspaceClient, id stri
 func (j *Job) TerraformResourceName() string {
 	return "databricks_job"
 }
+
+func (j *Job) InitializeURL(baseURL url.URL) {
+	if j.ID == "" {
+		return
+	}
+	baseURL.Path = fmt.Sprintf("jobs/%s", j.ID)
+	j.URL = baseURL.String()
+}
+
+func (j *Job) GetName() string {
+	return j.Name
+}
+
+func (j *Job) GetURL() string {
+	return j.URL
+}
diff --git a/bundle/config/resources/mlflow_experiment.go b/bundle/config/resources/mlflow_experiment.go
index 0ab486436..a5871468f 100644
--- a/bundle/config/resources/mlflow_experiment.go
+++ b/bundle/config/resources/mlflow_experiment.go
@@ -2,6 +2,8 @@ package resources
 
 import (
 	"context"
+	"fmt"
+	"net/url"
 
 	"github.com/databricks/cli/libs/log"
 	"github.com/databricks/databricks-sdk-go"
@@ -13,6 +15,7 @@ type MlflowExperiment struct {
 	ID             string         `json:"id,omitempty" bundle:"readonly"`
 	Permissions    []Permission   `json:"permissions,omitempty"`
 	ModifiedStatus ModifiedStatus `json:"modified_status,omitempty" bundle:"internal"`
+	URL            string         `json:"url,omitempty" bundle:"internal"`
 
 	*ml.Experiment
 }
@@ -39,3 +42,19 @@ func (s *MlflowExperiment) Exists(ctx context.Context, w *databricks.WorkspaceCl
 func (s *MlflowExperiment) TerraformResourceName() string {
 	return "databricks_mlflow_experiment"
 }
+
+func (s *MlflowExperiment) InitializeURL(baseURL url.URL) {
+	if s.ID == "" {
+		return
+	}
+	baseURL.Path = fmt.Sprintf("ml/experiments/%s", s.ID)
+	s.URL = baseURL.String()
+}
+
+func (s *MlflowExperiment) GetName() string {
+	return s.Name
+}
+
+func (s *MlflowExperiment) GetURL() string {
+	return s.URL
+}
diff --git a/bundle/config/resources/mlflow_model.go b/bundle/config/resources/mlflow_model.go
index 300474e35..9ead254d8 100644
--- a/bundle/config/resources/mlflow_model.go
+++ b/bundle/config/resources/mlflow_model.go
@@ -2,6 +2,8 @@ package resources
 
 import (
 	"context"
+	"fmt"
+	"net/url"
 
 	"github.com/databricks/cli/libs/log"
 	"github.com/databricks/databricks-sdk-go"
@@ -13,6 +15,7 @@ type MlflowModel struct {
 	ID             string         `json:"id,omitempty" bundle:"readonly"`
 	Permissions    []Permission   `json:"permissions,omitempty"`
 	ModifiedStatus ModifiedStatus `json:"modified_status,omitempty" bundle:"internal"`
+	URL            string         `json:"url,omitempty" bundle:"internal"`
 
 	*ml.Model
 }
@@ -39,3 +42,19 @@ func (s *MlflowModel) Exists(ctx context.Context, w *databricks.WorkspaceClient,
 func (s *MlflowModel) TerraformResourceName() string {
 	return "databricks_mlflow_model"
 }
+
+func (s *MlflowModel) InitializeURL(baseURL url.URL) {
+	if s.ID == "" {
+		return
+	}
+	baseURL.Path = fmt.Sprintf("ml/models/%s", s.ID)
+	s.URL = baseURL.String()
+}
+
+func (s *MlflowModel) GetName() string {
+	return s.Name
+}
+
+func (s *MlflowModel) GetURL() string {
+	return s.URL
+}
diff --git a/bundle/config/resources/model_serving_endpoint.go b/bundle/config/resources/model_serving_endpoint.go
index 5efb7ea26..7f3ae00c8 100644
--- a/bundle/config/resources/model_serving_endpoint.go
+++ b/bundle/config/resources/model_serving_endpoint.go
@@ -2,6 +2,8 @@ package resources
 
 import (
 	"context"
+	"fmt"
+	"net/url"
 
 	"github.com/databricks/cli/libs/log"
 	"github.com/databricks/databricks-sdk-go"
@@ -23,6 +25,7 @@ type ModelServingEndpoint struct {
 	Permissions []Permission `json:"permissions,omitempty"`
 
 	ModifiedStatus ModifiedStatus `json:"modified_status,omitempty" bundle:"internal"`
+	URL            string         `json:"url,omitempty" bundle:"internal"`
 }
 
 func (s *ModelServingEndpoint) UnmarshalJSON(b []byte) error {
@@ -47,3 +50,19 @@ func (s *ModelServingEndpoint) Exists(ctx context.Context, w *databricks.Workspa
 func (s *ModelServingEndpoint) TerraformResourceName() string {
 	return "databricks_model_serving"
 }
+
+func (s *ModelServingEndpoint) InitializeURL(baseURL url.URL) {
+	if s.ID == "" {
+		return
+	}
+	baseURL.Path = fmt.Sprintf("ml/endpoints/%s", s.ID)
+	s.URL = baseURL.String()
+}
+
+func (s *ModelServingEndpoint) GetName() string {
+	return s.Name
+}
+
+func (s *ModelServingEndpoint) GetURL() string {
+	return s.URL
+}
diff --git a/bundle/config/resources/pipeline.go b/bundle/config/resources/pipeline.go
index 55270be65..b3311d8e2 100644
--- a/bundle/config/resources/pipeline.go
+++ b/bundle/config/resources/pipeline.go
@@ -2,6 +2,8 @@ package resources
 
 import (
 	"context"
+	"fmt"
+	"net/url"
 
 	"github.com/databricks/cli/libs/log"
 	"github.com/databricks/databricks-sdk-go"
@@ -13,6 +15,7 @@ type Pipeline struct {
 	ID             string         `json:"id,omitempty" bundle:"readonly"`
 	Permissions    []Permission   `json:"permissions,omitempty"`
 	ModifiedStatus ModifiedStatus `json:"modified_status,omitempty" bundle:"internal"`
+	URL            string         `json:"url,omitempty" bundle:"internal"`
 
 	*pipelines.PipelineSpec
 }
@@ -39,3 +42,19 @@ func (p *Pipeline) Exists(ctx context.Context, w *databricks.WorkspaceClient, id
 func (p *Pipeline) TerraformResourceName() string {
 	return "databricks_pipeline"
 }
+
+func (p *Pipeline) InitializeURL(baseURL url.URL) {
+	if p.ID == "" {
+		return
+	}
+	baseURL.Path = fmt.Sprintf("pipelines/%s", p.ID)
+	p.URL = baseURL.String()
+}
+
+func (p *Pipeline) GetName() string {
+	return p.Name
+}
+
+func (s *Pipeline) GetURL() string {
+	return s.URL
+}
diff --git a/bundle/config/resources/quality_monitor.go b/bundle/config/resources/quality_monitor.go
index 9160782cd..3c823e625 100644
--- a/bundle/config/resources/quality_monitor.go
+++ b/bundle/config/resources/quality_monitor.go
@@ -2,6 +2,9 @@ package resources
 
 import (
 	"context"
+	"fmt"
+	"net/url"
+	"strings"
 
 	"github.com/databricks/cli/libs/log"
 	"github.com/databricks/databricks-sdk-go"
@@ -20,6 +23,7 @@ type QualityMonitor struct {
 	ID string `json:"id,omitempty" bundle:"readonly"`
 
 	ModifiedStatus ModifiedStatus `json:"modified_status,omitempty" bundle:"internal"`
+	URL            string         `json:"url,omitempty" bundle:"internal"`
 }
 
 func (s *QualityMonitor) UnmarshalJSON(b []byte) error {
@@ -44,3 +48,19 @@ func (s *QualityMonitor) Exists(ctx context.Context, w *databricks.WorkspaceClie
 func (s *QualityMonitor) TerraformResourceName() string {
 	return "databricks_quality_monitor"
 }
+
+func (s *QualityMonitor) InitializeURL(baseURL url.URL) {
+	if s.TableName == "" {
+		return
+	}
+	baseURL.Path = fmt.Sprintf("explore/data/%s", strings.ReplaceAll(s.TableName, ".", "/"))
+	s.URL = baseURL.String()
+}
+
+func (s *QualityMonitor) GetName() string {
+	return s.TableName
+}
+
+func (s *QualityMonitor) GetURL() string {
+	return s.URL
+}
diff --git a/bundle/config/resources/registered_model.go b/bundle/config/resources/registered_model.go
index 6033ffdf2..c44526d09 100644
--- a/bundle/config/resources/registered_model.go
+++ b/bundle/config/resources/registered_model.go
@@ -2,6 +2,9 @@ package resources
 
 import (
 	"context"
+	"fmt"
+	"net/url"
+	"strings"
 
 	"github.com/databricks/cli/libs/log"
 	"github.com/databricks/databricks-sdk-go"
@@ -24,6 +27,7 @@ type RegisteredModel struct {
 	*catalog.CreateRegisteredModelRequest
 
 	ModifiedStatus ModifiedStatus `json:"modified_status,omitempty" bundle:"internal"`
+	URL            string         `json:"url,omitempty" bundle:"internal"`
 }
 
 func (s *RegisteredModel) UnmarshalJSON(b []byte) error {
@@ -48,3 +52,19 @@ func (s *RegisteredModel) Exists(ctx context.Context, w *databricks.WorkspaceCli
 func (s *RegisteredModel) TerraformResourceName() string {
 	return "databricks_registered_model"
 }
+
+func (s *RegisteredModel) InitializeURL(baseURL url.URL) {
+	if s.ID == "" {
+		return
+	}
+	baseURL.Path = fmt.Sprintf("explore/data/models/%s", strings.ReplaceAll(s.ID, ".", "/"))
+	s.URL = baseURL.String()
+}
+
+func (s *RegisteredModel) GetName() string {
+	return s.Name
+}
+
+func (s *RegisteredModel) GetURL() string {
+	return s.URL
+}
diff --git a/bundle/config/resources/schema.go b/bundle/config/resources/schema.go
index 7ab00495a..a9f905cf1 100644
--- a/bundle/config/resources/schema.go
+++ b/bundle/config/resources/schema.go
@@ -1,6 +1,12 @@
 package resources
 
 import (
+	"context"
+	"fmt"
+	"net/url"
+	"strings"
+
+	"github.com/databricks/databricks-sdk-go"
 	"github.com/databricks/databricks-sdk-go/marshal"
 	"github.com/databricks/databricks-sdk-go/service/catalog"
 )
@@ -16,6 +22,31 @@ type Schema struct {
 	*catalog.CreateSchema
 
 	ModifiedStatus ModifiedStatus `json:"modified_status,omitempty" bundle:"internal"`
+	URL            string         `json:"url,omitempty" bundle:"internal"`
+}
+
+func (s *Schema) Exists(ctx context.Context, w *databricks.WorkspaceClient, id string) (bool, error) {
+	return false, fmt.Errorf("schema.Exists() is not supported")
+}
+
+func (s *Schema) TerraformResourceName() string {
+	return "databricks_schema"
+}
+
+func (s *Schema) InitializeURL(baseURL url.URL) {
+	if s.ID == "" {
+		return
+	}
+	baseURL.Path = fmt.Sprintf("explore/data/%s", strings.ReplaceAll(s.ID, ".", "/"))
+	s.URL = baseURL.String()
+}
+
+func (s *Schema) GetURL() string {
+	return s.URL
+}
+
+func (s *Schema) GetName() string {
+	return s.Name
 }
 
 func (s *Schema) UnmarshalJSON(b []byte) error {
diff --git a/bundle/config/resources_test.go b/bundle/config/resources_test.go
index c1b76118c..9ae73b22a 100644
--- a/bundle/config/resources_test.go
+++ b/bundle/config/resources_test.go
@@ -63,17 +63,37 @@ func TestCustomMarshallerIsImplemented(t *testing.T) {
 	}
 }
 
+func TestResourcesAllResourcesCompleteness(t *testing.T) {
+	r := Resources{}
+	rt := reflect.TypeOf(r)
+
+	// Collect set of includes resource types
+	var types []string
+	for _, group := range r.AllResources() {
+		types = append(types, group.Description.PluralName)
+	}
+
+	for i := 0; i < rt.NumField(); i++ {
+		field := rt.Field(i)
+		jsonTag := field.Tag.Get("json")
+
+		if idx := strings.Index(jsonTag, ","); idx != -1 {
+			jsonTag = jsonTag[:idx]
+		}
+
+		assert.Contains(t, types, jsonTag, "Field %s is missing in AllResources", field.Name)
+	}
+}
+
 func TestSupportedResources(t *testing.T) {
-	expected := map[string]ResourceDescription{}
+	// Please add your resource to the SupportedResources() function in resources.go if you add a new resource.
+	actual := SupportedResources()
+
 	typ := reflect.TypeOf(Resources{})
 	for i := 0; i < typ.NumField(); i++ {
 		field := typ.Field(i)
 		jsonTags := strings.Split(field.Tag.Get("json"), ",")
-		singularName := strings.TrimSuffix(jsonTags[0], "s")
-		expected[jsonTags[0]] = ResourceDescription{SingularName: singularName}
+		pluralName := jsonTags[0]
+		assert.Equal(t, actual[pluralName].PluralName, pluralName)
 	}
-
-	// Please add your resource to the SupportedResources() function in resources.go
-	// if you are adding a new resource.
-	assert.Equal(t, expected, SupportedResources())
 }
diff --git a/bundle/render/render_text_output.go b/bundle/render/render_text_output.go
index 3e52d5f16..2f7affbf3 100644
--- a/bundle/render/render_text_output.go
+++ b/bundle/render/render_text_output.go
@@ -1,9 +1,11 @@
 package render
 
 import (
+	"context"
 	"fmt"
 	"io"
 	"path/filepath"
+	"sort"
 	"strings"
 	"text/template"
 
@@ -29,7 +31,7 @@ var renderFuncMap = template.FuncMap{
 	},
 }
 
-const summaryTemplate = `{{- if .Name -}}
+const summaryHeaderTemplate = `{{- if .Name -}}
 Name: {{ .Name | bold }}
 {{- if .Target }}
 Target: {{ .Target | bold }}
@@ -46,12 +48,30 @@ Workspace:
   Path: {{ .Path | bold }}
 {{- end }}
 {{- end }}
+{{ end -}}`
 
-{{ end -}}
-
-{{ .Trailer }}
+const resourcesTemplate = `Resources:
+{{- range . }}
+  {{ .GroupName }}:
+  {{- range .Resources }}
+    {{ .Key | bold }}:
+      Name: {{ .Name }}
+      URL:  {{ if .URL }}{{ .URL | cyan }}{{ else }}{{ "(not deployed)" | cyan }}{{ end }}
+  {{- end }}
+{{- end }}
 `
 
+type ResourceGroup struct {
+	GroupName string
+	Resources []ResourceInfo
+}
+
+type ResourceInfo struct {
+	Key  string
+	Name string
+	URL  string
+}
+
 func pluralize(n int, singular, plural string) string {
 	if n == 1 {
 		return fmt.Sprintf("%d %s", n, singular)
@@ -74,20 +94,20 @@ func buildTrailer(diags diag.Diagnostics) string {
 	case len(parts) >= 3:
 		first := strings.Join(parts[:len(parts)-1], ", ")
 		last := parts[len(parts)-1]
-		return fmt.Sprintf("Found %s, and %s", first, last)
+		return fmt.Sprintf("Found %s, and %s\n", first, last)
 	case len(parts) == 2:
-		return fmt.Sprintf("Found %s and %s", parts[0], parts[1])
+		return fmt.Sprintf("Found %s and %s\n", parts[0], parts[1])
 	case len(parts) == 1:
-		return fmt.Sprintf("Found %s", parts[0])
+		return fmt.Sprintf("Found %s\n", parts[0])
 	default:
 		// No diagnostics to print.
-		return color.GreenString("Validation OK!")
+		return color.GreenString("Validation OK!\n")
 	}
 }
 
-func renderSummaryTemplate(out io.Writer, b *bundle.Bundle, diags diag.Diagnostics) error {
+func renderSummaryHeaderTemplate(out io.Writer, b *bundle.Bundle) error {
 	if b == nil {
-		return renderSummaryTemplate(out, &bundle.Bundle{}, diags)
+		return renderSummaryHeaderTemplate(out, &bundle.Bundle{})
 	}
 
 	var currentUser = &iam.User{}
@@ -98,20 +118,19 @@ func renderSummaryTemplate(out io.Writer, b *bundle.Bundle, diags diag.Diagnosti
 		}
 	}
 
-	t := template.Must(template.New("summary").Funcs(renderFuncMap).Parse(summaryTemplate))
+	t := template.Must(template.New("summary").Funcs(renderFuncMap).Parse(summaryHeaderTemplate))
 	err := t.Execute(out, map[string]any{
-		"Name":    b.Config.Bundle.Name,
-		"Target":  b.Config.Bundle.Target,
-		"User":    currentUser.UserName,
-		"Path":    b.Config.Workspace.RootPath,
-		"Host":    b.Config.Workspace.Host,
-		"Trailer": buildTrailer(diags),
+		"Name":   b.Config.Bundle.Name,
+		"Target": b.Config.Bundle.Target,
+		"User":   currentUser.UserName,
+		"Path":   b.Config.Workspace.RootPath,
+		"Host":   b.Config.Workspace.Host,
 	})
 
 	return err
 }
 
-func renderDiagnostics(out io.Writer, b *bundle.Bundle, diags diag.Diagnostics) error {
+func renderDiagnosticsOnly(out io.Writer, b *bundle.Bundle, diags diag.Diagnostics) error {
 	for _, d := range diags {
 		for i := range d.Locations {
 			if b == nil {
@@ -139,19 +158,73 @@ type RenderOptions struct {
 	RenderSummaryTable bool
 }
 
-// RenderTextOutput renders the diagnostics in a human-readable format.
-func RenderTextOutput(out io.Writer, b *bundle.Bundle, diags diag.Diagnostics, opts RenderOptions) error {
-	err := renderDiagnostics(out, b, diags)
+// RenderDiagnostics renders the diagnostics in a human-readable format.
+func RenderDiagnostics(out io.Writer, b *bundle.Bundle, diags diag.Diagnostics, opts RenderOptions) error {
+	err := renderDiagnosticsOnly(out, b, diags)
 	if err != nil {
 		return fmt.Errorf("failed to render diagnostics: %w", err)
 	}
 
 	if opts.RenderSummaryTable {
-		err = renderSummaryTemplate(out, b, diags)
-		if err != nil {
-			return fmt.Errorf("failed to render summary: %w", err)
+		if b != nil {
+			err = renderSummaryHeaderTemplate(out, b)
+			if err != nil {
+				return fmt.Errorf("failed to render summary: %w", err)
+			}
+			io.WriteString(out, "\n")
 		}
+		trailer := buildTrailer(diags)
+		io.WriteString(out, trailer)
 	}
 
 	return nil
 }
+
+func RenderSummary(ctx context.Context, out io.Writer, b *bundle.Bundle) error {
+	if err := renderSummaryHeaderTemplate(out, b); err != nil {
+		return err
+	}
+
+	var resourceGroups []ResourceGroup
+
+	for _, group := range b.Config.Resources.AllResources() {
+		resources := make([]ResourceInfo, 0, len(group.Resources))
+		for key, resource := range group.Resources {
+			resources = append(resources, ResourceInfo{
+				Key:  key,
+				Name: resource.GetName(),
+				URL:  resource.GetURL(),
+			})
+		}
+
+		if len(resources) > 0 {
+			resourceGroups = append(resourceGroups, ResourceGroup{
+				GroupName: group.Description.PluralTitle,
+				Resources: resources,
+			})
+		}
+	}
+
+	if err := renderResourcesTemplate(out, resourceGroups); err != nil {
+		return fmt.Errorf("failed to render resources template: %w", err)
+	}
+
+	return nil
+}
+
+// Helper function to sort and render resource groups using the template
+func renderResourcesTemplate(out io.Writer, resourceGroups []ResourceGroup) error {
+	// Sort everything to ensure consistent output
+	sort.Slice(resourceGroups, func(i, j int) bool {
+		return resourceGroups[i].GroupName < resourceGroups[j].GroupName
+	})
+	for _, group := range resourceGroups {
+		sort.Slice(group.Resources, func(i, j int) bool {
+			return group.Resources[i].Key < group.Resources[j].Key
+		})
+	}
+
+	t := template.Must(template.New("resources").Funcs(renderFuncMap).Parse(resourcesTemplate))
+
+	return t.Execute(out, resourceGroups)
+}
diff --git a/bundle/render/render_text_output_test.go b/bundle/render/render_text_output_test.go
index 1a41fa01c..cd9e7723b 100644
--- a/bundle/render/render_text_output_test.go
+++ b/bundle/render/render_text_output_test.go
@@ -2,14 +2,21 @@ package render
 
 import (
 	"bytes"
+	"context"
+	"io"
 	"testing"
 
 	"github.com/databricks/cli/bundle"
 	"github.com/databricks/cli/bundle/config"
+	"github.com/databricks/cli/bundle/config/resources"
 	"github.com/databricks/cli/libs/diag"
 	"github.com/databricks/cli/libs/dyn"
-	assert "github.com/databricks/cli/libs/dyn/dynassert"
+	"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/pipelines"
+	"github.com/databricks/databricks-sdk-go/service/serving"
+	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/require"
 )
 
@@ -326,7 +333,7 @@ func TestRenderTextOutput(t *testing.T) {
 		t.Run(tc.name, func(t *testing.T) {
 			writer := &bytes.Buffer{}
 
-			err := RenderTextOutput(writer, tc.bundle, tc.diags, tc.opts)
+			err := RenderDiagnostics(writer, tc.bundle, tc.diags, tc.opts)
 			require.NoError(t, err)
 
 			assert.Equal(t, tc.expected, writer.String())
@@ -468,7 +475,7 @@ func TestRenderDiagnostics(t *testing.T) {
 		t.Run(tc.name, func(t *testing.T) {
 			writer := &bytes.Buffer{}
 
-			err := renderDiagnostics(writer, bundle, tc.diags)
+			err := renderDiagnosticsOnly(writer, bundle, tc.diags)
 			require.NoError(t, err)
 
 			assert.Equal(t, tc.expected, writer.String())
@@ -479,8 +486,105 @@ func TestRenderDiagnostics(t *testing.T) {
 func TestRenderSummaryTemplate_nilBundle(t *testing.T) {
 	writer := &bytes.Buffer{}
 
-	err := renderSummaryTemplate(writer, nil, nil)
+	err := renderSummaryHeaderTemplate(writer, nil)
 	require.NoError(t, err)
 
+	io.WriteString(writer, buildTrailer(nil))
+
 	assert.Equal(t, "Validation OK!\n", writer.String())
 }
+
+func TestRenderSummary(t *testing.T) {
+	ctx := context.Background()
+
+	// Create a mock bundle with various resources
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Bundle: config.Bundle{
+				Name:   "test-bundle",
+				Target: "test-target",
+			},
+			Workspace: config.Workspace{
+				Host: "https://mycompany.databricks.com/",
+			},
+			Resources: config.Resources{
+				Jobs: map[string]*resources.Job{
+					"job1": {
+						ID:          "1",
+						URL:         "https://url1",
+						JobSettings: &jobs.JobSettings{Name: "job1-name"},
+					},
+					"job2": {
+						ID:          "2",
+						URL:         "https://url2",
+						JobSettings: &jobs.JobSettings{Name: "job2-name"},
+					},
+				},
+				Pipelines: map[string]*resources.Pipeline{
+					"pipeline2": {
+						ID: "4",
+						// no URL
+						PipelineSpec: &pipelines.PipelineSpec{Name: "pipeline2-name"},
+					},
+					"pipeline1": {
+						ID:           "3",
+						URL:          "https://url3",
+						PipelineSpec: &pipelines.PipelineSpec{Name: "pipeline1-name"},
+					},
+				},
+				Schemas: map[string]*resources.Schema{
+					"schema1": {
+						ID: "catalog.schema",
+						CreateSchema: &catalog.CreateSchema{
+							Name: "schema",
+						},
+						// no URL
+					},
+				},
+				ModelServingEndpoints: map[string]*resources.ModelServingEndpoint{
+					"endpoint1": {
+						ID: "7",
+						CreateServingEndpoint: &serving.CreateServingEndpoint{
+							Name: "my_serving_endpoint",
+						},
+						URL: "https://url4",
+					},
+				},
+			},
+		},
+	}
+
+	writer := &bytes.Buffer{}
+	err := RenderSummary(ctx, writer, b)
+	require.NoError(t, err)
+
+	expectedSummary := `Name: test-bundle
+Target: test-target
+Workspace:
+  Host: https://mycompany.databricks.com/
+Resources:
+  Jobs:
+    job1:
+      Name: job1-name
+      URL:  https://url1
+    job2:
+      Name: job2-name
+      URL:  https://url2
+  Model Serving Endpoints:
+    endpoint1:
+      Name: my_serving_endpoint
+      URL:  https://url4
+  Pipelines:
+    pipeline1:
+      Name: pipeline1-name
+      URL:  https://url3
+    pipeline2:
+      Name: pipeline2-name
+      URL:  (not deployed)
+  Schemas:
+    schema1:
+      Name: schema
+      URL:  (not deployed)
+`
+	assert.Equal(t, expectedSummary, writer.String())
+}
diff --git a/bundle/tests/issue_1828/databricks.yml b/bundle/tests/issue_1828/databricks.yml
new file mode 100644
index 000000000..d5f60ce73
--- /dev/null
+++ b/bundle/tests/issue_1828/databricks.yml
@@ -0,0 +1,33 @@
+bundle:
+  name: issue_1828
+
+variables:
+  # One entry for each of the underlying YAML (or [dyn.Kind]) types.
+  # The test confirms we can convert to and from the typed configuration without losing information.
+
+  map:
+    default:
+      foo: bar
+
+  sequence:
+    default:
+      - foo
+      - bar
+
+  string:
+    default: foo
+
+  bool:
+    default: true
+
+  int:
+    default: 42
+
+  float:
+    default: 3.14
+
+  time:
+    default: 2021-01-01
+
+  nil:
+    default:
diff --git a/bundle/tests/issue_1828_test.go b/bundle/tests/issue_1828_test.go
new file mode 100644
index 000000000..5f2becce5
--- /dev/null
+++ b/bundle/tests/issue_1828_test.go
@@ -0,0 +1,48 @@
+package config_tests
+
+import (
+	"testing"
+
+	"github.com/stretchr/testify/assert"
+)
+
+func TestIssue1828(t *testing.T) {
+	b := load(t, "./issue_1828")
+
+	if assert.Contains(t, b.Config.Variables, "map") {
+		assert.Equal(t, map[string]any{
+			"foo": "bar",
+		}, b.Config.Variables["map"].Default)
+	}
+
+	if assert.Contains(t, b.Config.Variables, "sequence") {
+		assert.Equal(t, []any{
+			"foo",
+			"bar",
+		}, b.Config.Variables["sequence"].Default)
+	}
+
+	if assert.Contains(t, b.Config.Variables, "string") {
+		assert.Equal(t, "foo", b.Config.Variables["string"].Default)
+	}
+
+	if assert.Contains(t, b.Config.Variables, "bool") {
+		assert.Equal(t, true, b.Config.Variables["bool"].Default)
+	}
+
+	if assert.Contains(t, b.Config.Variables, "int") {
+		assert.Equal(t, 42, b.Config.Variables["int"].Default)
+	}
+
+	if assert.Contains(t, b.Config.Variables, "float") {
+		assert.Equal(t, 3.14, b.Config.Variables["float"].Default)
+	}
+
+	if assert.Contains(t, b.Config.Variables, "time") {
+		assert.Equal(t, "2021-01-01", b.Config.Variables["time"].Default)
+	}
+
+	if assert.Contains(t, b.Config.Variables, "nil") {
+		assert.Equal(t, nil, b.Config.Variables["nil"].Default)
+	}
+}
diff --git a/cmd/bundle/deploy.go b/cmd/bundle/deploy.go
index f1c85cb3d..a25e02f6c 100644
--- a/cmd/bundle/deploy.go
+++ b/cmd/bundle/deploy.go
@@ -78,7 +78,7 @@ func newDeployCommand() *cobra.Command {
 		}
 
 		renderOpts := render.RenderOptions{RenderSummaryTable: false}
-		err := render.RenderTextOutput(cmd.OutOrStdout(), b, diags, renderOpts)
+		err := render.RenderDiagnostics(cmd.OutOrStdout(), b, diags, renderOpts)
 		if err != nil {
 			return fmt.Errorf("failed to render output: %w", err)
 		}
diff --git a/cmd/bundle/summary.go b/cmd/bundle/summary.go
index 5a64b46c0..8c34dd612 100644
--- a/cmd/bundle/summary.go
+++ b/cmd/bundle/summary.go
@@ -8,8 +8,10 @@ import (
 	"path/filepath"
 
 	"github.com/databricks/cli/bundle"
+	"github.com/databricks/cli/bundle/config/mutator"
 	"github.com/databricks/cli/bundle/deploy/terraform"
 	"github.com/databricks/cli/bundle/phases"
+	"github.com/databricks/cli/bundle/render"
 	"github.com/databricks/cli/cmd/bundle/utils"
 	"github.com/databricks/cli/cmd/root"
 	"github.com/databricks/cli/libs/flags"
@@ -19,11 +21,8 @@ import (
 func newSummaryCommand() *cobra.Command {
 	cmd := &cobra.Command{
 		Use:   "summary",
-		Short: "Describe the bundle resources and their deployment states",
+		Short: "Summarize resources deployed by this bundle",
 		Args:  root.NoArgs,
-
-		// This command is currently intended for the Databricks VSCode extension only
-		Hidden: true,
 	}
 
 	var forcePull bool
@@ -60,14 +59,15 @@ func newSummaryCommand() *cobra.Command {
 			}
 		}
 
-		diags = bundle.Apply(ctx, b, terraform.Load())
+		diags = bundle.Apply(ctx, b,
+			bundle.Seq(terraform.Load(), mutator.InitializeURLs()))
 		if err := diags.Error(); err != nil {
 			return err
 		}
 
 		switch root.OutputType(cmd) {
 		case flags.OutputText:
-			return fmt.Errorf("%w, only json output is supported", errors.ErrUnsupported)
+			return render.RenderSummary(ctx, cmd.OutOrStdout(), b)
 		case flags.OutputJSON:
 			buf, err := json.MarshalIndent(b.Config, "", "  ")
 			if err != nil {
diff --git a/cmd/bundle/validate.go b/cmd/bundle/validate.go
index 496d5d2b5..5331e7e7b 100644
--- a/cmd/bundle/validate.go
+++ b/cmd/bundle/validate.go
@@ -54,7 +54,7 @@ func newValidateCommand() *cobra.Command {
 		switch root.OutputType(cmd) {
 		case flags.OutputText:
 			renderOpts := render.RenderOptions{RenderSummaryTable: true}
-			err := render.RenderTextOutput(cmd.OutOrStdout(), b, diags, renderOpts)
+			err := render.RenderDiagnostics(cmd.OutOrStdout(), b, diags, renderOpts)
 			if err != nil {
 				return fmt.Errorf("failed to render output: %w", err)
 			}
diff --git a/internal/fs_mkdir_test.go b/internal/fs_mkdir_test.go
index dd75c7c32..9191f6143 100644
--- a/internal/fs_mkdir_test.go
+++ b/internal/fs_mkdir_test.go
@@ -112,8 +112,8 @@ func TestAccFsMkdirWhenFileExistsAtPath(t *testing.T) {
 		// assert mkdir fails
 		_, _, err = RequireErrorRun(t, "fs", "mkdir", path.Join(tmpDir, "hello"))
 
-		// Different cloud providers return different errors.
-		regex := regexp.MustCompile(`(^|: )Path is a file: .*$|(^|: )Cannot create directory .* because .* is an existing file\.$|(^|: )mkdirs\(hadoopPath: .*, permission: rwxrwxrwx\): failed$`)
+		// Different cloud providers or cloud configurations return different errors.
+		regex := regexp.MustCompile(`(^|: )Path is a file: .*$|(^|: )Cannot create directory .* because .* is an existing file\.$|(^|: )mkdirs\(hadoopPath: .*, permission: rwxrwxrwx\): failed$|(^|: )"The specified path already exists.".*$`)
 		assert.Regexp(t, regex, err.Error())
 	})
 
diff --git a/internal/helpers.go b/internal/helpers.go
index 9387706bb..3bf387757 100644
--- a/internal/helpers.go
+++ b/internal/helpers.go
@@ -20,6 +20,7 @@ import (
 	"time"
 
 	"github.com/databricks/cli/cmd/root"
+	"github.com/databricks/cli/internal/acc"
 	"github.com/databricks/cli/libs/flags"
 
 	"github.com/databricks/cli/cmd"
@@ -591,13 +592,10 @@ func setupWsfsExtensionsFiler(t *testing.T) (filer.Filer, string) {
 }
 
 func setupDbfsFiler(t *testing.T) (filer.Filer, string) {
-	t.Log(GetEnvOrSkipTest(t, "CLOUD_ENV"))
+	_, wt := acc.WorkspaceTest(t)
 
-	w, err := databricks.NewWorkspaceClient()
-	require.NoError(t, err)
-
-	tmpDir := TemporaryDbfsDir(t, w)
-	f, err := filer.NewDbfsClient(w, tmpDir)
+	tmpDir := TemporaryDbfsDir(t, wt.W)
+	f, err := filer.NewDbfsClient(wt.W, tmpDir)
 	require.NoError(t, err)
 
 	return f, path.Join("dbfs:/", tmpDir)
diff --git a/libs/dyn/convert/normalize.go b/libs/dyn/convert/normalize.go
index bc80a150a..106add35d 100644
--- a/libs/dyn/convert/normalize.go
+++ b/libs/dyn/convert/normalize.go
@@ -398,6 +398,34 @@ func (n normalizeOptions) normalizeFloat(typ reflect.Type, src dyn.Value, path d
 	return dyn.NewValue(out, src.Locations()), diags
 }
 
-func (n normalizeOptions) normalizeInterface(typ reflect.Type, src dyn.Value, path dyn.Path) (dyn.Value, diag.Diagnostics) {
+func (n normalizeOptions) normalizeInterface(_ reflect.Type, src dyn.Value, path dyn.Path) (dyn.Value, diag.Diagnostics) {
+	// Deal with every [dyn.Kind] here to ensure completeness.
+	switch src.Kind() {
+	case dyn.KindMap:
+		// Fall through
+	case dyn.KindSequence:
+		// Fall through
+	case dyn.KindString:
+		// Fall through
+	case dyn.KindBool:
+		// Fall through
+	case dyn.KindInt:
+		// Fall through
+	case dyn.KindFloat:
+		// Fall through
+	case dyn.KindTime:
+		// Conversion of a time value to an interface{}.
+		// The [dyn.Value.AsAny] equivalent for this kind is the [time.Time] struct.
+		// If we convert to a typed representation and back again, we cannot distinguish
+		// a [time.Time] struct from any other struct.
+		//
+		// Therefore, we normalize the time value to a string.
+		return dyn.NewValue(src.MustTime().String(), src.Locations()), nil
+	case dyn.KindNil:
+		// Fall through
+	default:
+		return dyn.InvalidValue, diag.Errorf("unsupported kind: %s", src.Kind())
+	}
+
 	return src, nil
 }
diff --git a/libs/dyn/convert/normalize_test.go b/libs/dyn/convert/normalize_test.go
index 4b2a3c189..ab0a1cec1 100644
--- a/libs/dyn/convert/normalize_test.go
+++ b/libs/dyn/convert/normalize_test.go
@@ -858,23 +858,7 @@ func TestNormalizeAnchors(t *testing.T) {
 	}, vout.AsAny())
 }
 
-func TestNormalizeBoolToAny(t *testing.T) {
-	var typ any
-	vin := dyn.NewValue(false, []dyn.Location{{File: "file", Line: 1, Column: 1}})
-	vout, err := Normalize(&typ, vin)
-	assert.Len(t, err, 0)
-	assert.Equal(t, dyn.NewValue(false, []dyn.Location{{File: "file", Line: 1, Column: 1}}), vout)
-}
-
-func TestNormalizeIntToAny(t *testing.T) {
-	var typ any
-	vin := dyn.NewValue(10, []dyn.Location{{File: "file", Line: 1, Column: 1}})
-	vout, err := Normalize(&typ, vin)
-	assert.Len(t, err, 0)
-	assert.Equal(t, dyn.NewValue(10, []dyn.Location{{File: "file", Line: 1, Column: 1}}), vout)
-}
-
-func TestNormalizeSliceToAny(t *testing.T) {
+func TestNormalizeAnyFromSlice(t *testing.T) {
 	var typ any
 	v1 := dyn.NewValue(1, []dyn.Location{{File: "file", Line: 1, Column: 1}})
 	v2 := dyn.NewValue(2, []dyn.Location{{File: "file", Line: 1, Column: 1}})
@@ -883,3 +867,35 @@ func TestNormalizeSliceToAny(t *testing.T) {
 	assert.Len(t, err, 0)
 	assert.Equal(t, dyn.NewValue([]dyn.Value{v1, v2}, []dyn.Location{{File: "file", Line: 1, Column: 1}}), vout)
 }
+
+func TestNormalizeAnyFromString(t *testing.T) {
+	var typ any
+	vin := dyn.NewValue("string", []dyn.Location{{File: "file", Line: 1, Column: 1}})
+	vout, err := Normalize(&typ, vin)
+	assert.Len(t, err, 0)
+	assert.Equal(t, dyn.NewValue("string", []dyn.Location{{File: "file", Line: 1, Column: 1}}), vout)
+}
+
+func TestNormalizeAnyFromBool(t *testing.T) {
+	var typ any
+	vin := dyn.NewValue(false, []dyn.Location{{File: "file", Line: 1, Column: 1}})
+	vout, err := Normalize(&typ, vin)
+	assert.Len(t, err, 0)
+	assert.Equal(t, dyn.NewValue(false, []dyn.Location{{File: "file", Line: 1, Column: 1}}), vout)
+}
+
+func TestNormalizeAnyFromInt(t *testing.T) {
+	var typ any
+	vin := dyn.NewValue(10, []dyn.Location{{File: "file", Line: 1, Column: 1}})
+	vout, err := Normalize(&typ, vin)
+	assert.Len(t, err, 0)
+	assert.Equal(t, dyn.NewValue(10, []dyn.Location{{File: "file", Line: 1, Column: 1}}), vout)
+}
+
+func TestNormalizeAnyFromTime(t *testing.T) {
+	var typ any
+	vin := dyn.NewValue(dyn.MustTime("2024-08-29"), []dyn.Location{{File: "file", Line: 1, Column: 1}})
+	vout, err := Normalize(&typ, vin)
+	assert.Empty(t, err)
+	assert.Equal(t, dyn.NewValue("2024-08-29", vin.Locations()), vout)
+}
diff --git a/libs/dyn/dynassert/dump.go b/libs/dyn/dynassert/dump.go
new file mode 100644
index 000000000..be0c72425
--- /dev/null
+++ b/libs/dyn/dynassert/dump.go
@@ -0,0 +1,60 @@
+package dynassert
+
+import (
+	"fmt"
+	"strings"
+
+	"github.com/databricks/cli/libs/dyn"
+)
+
+// Dump returns the Go code to recreate the given value.
+func Dump(v dyn.Value) string {
+	var sb strings.Builder
+	dump(v, &sb)
+	return sb.String()
+}
+
+func dump(v dyn.Value, sb *strings.Builder) {
+	sb.WriteString("dyn.NewValue(\n")
+
+	switch v.Kind() {
+	case dyn.KindMap:
+		sb.WriteString("map[string]dyn.Value{")
+		m := v.MustMap()
+		for _, p := range m.Pairs() {
+			sb.WriteString(fmt.Sprintf("\n%q: ", p.Key.MustString()))
+			dump(p.Value, sb)
+			sb.WriteByte(',')
+		}
+		sb.WriteString("\n},\n")
+	case dyn.KindSequence:
+		sb.WriteString("[]dyn.Value{\n")
+		for _, e := range v.MustSequence() {
+			dump(e, sb)
+			sb.WriteByte(',')
+		}
+		sb.WriteString("},\n")
+	case dyn.KindString:
+		sb.WriteString(fmt.Sprintf("%q,\n", v.MustString()))
+	case dyn.KindBool:
+		sb.WriteString(fmt.Sprintf("%t,\n", v.MustBool()))
+	case dyn.KindInt:
+		sb.WriteString(fmt.Sprintf("%d,\n", v.MustInt()))
+	case dyn.KindFloat:
+		sb.WriteString(fmt.Sprintf("%f,\n", v.MustFloat()))
+	case dyn.KindTime:
+		sb.WriteString(fmt.Sprintf("dyn.NewTime(%q),\n", v.MustTime().String()))
+	case dyn.KindNil:
+		sb.WriteString("nil,\n")
+	default:
+		panic(fmt.Sprintf("unhandled kind: %v", v.Kind()))
+	}
+
+	// Add location
+	sb.WriteString("[]dyn.Location{")
+	for _, l := range v.Locations() {
+		sb.WriteString(fmt.Sprintf("{File: %q, Line: %d, Column: %d},", l.File, l.Line, l.Column))
+	}
+	sb.WriteString("},\n")
+	sb.WriteString(")")
+}
diff --git a/libs/dyn/yamlloader/loader.go b/libs/dyn/yamlloader/loader.go
index c3e8d0810..b4aaf0a74 100644
--- a/libs/dyn/yamlloader/loader.go
+++ b/libs/dyn/yamlloader/loader.go
@@ -105,6 +105,9 @@ func (d *loader) loadMapping(node *yaml.Node, loc dyn.Location) (dyn.Value, erro
 		switch st {
 		case "!!str":
 			// OK
+		case "!!null":
+			// A literal unquoted "null" is treated as a null value by the YAML parser.
+			// However, when used as a key, it is treated as the string "null".
 		case "!!merge":
 			if merge != nil {
 				panic("merge node already set")
@@ -115,10 +118,11 @@ func (d *loader) loadMapping(node *yaml.Node, loc dyn.Location) (dyn.Value, erro
 			return dyn.InvalidValue, errorf(loc, "invalid key tag: %v", st)
 		}
 
-		k, err := d.load(key)
-		if err != nil {
-			return dyn.InvalidValue, err
-		}
+		k := dyn.NewValue(key.Value, []dyn.Location{{
+			File:   d.path,
+			Line:   key.Line,
+			Column: key.Column,
+		}})
 
 		v, err := d.load(val)
 		if err != nil {
@@ -173,6 +177,14 @@ func (d *loader) loadMapping(node *yaml.Node, loc dyn.Location) (dyn.Value, erro
 	return dyn.NewValue(out, []dyn.Location{loc}), nil
 }
 
+func newIntValue(i64 int64, loc dyn.Location) dyn.Value {
+	// Use regular int type instead of int64 if possible.
+	if i64 >= math.MinInt32 && i64 <= math.MaxInt32 {
+		return dyn.NewValue(int(i64), []dyn.Location{loc})
+	}
+	return dyn.NewValue(i64, []dyn.Location{loc})
+}
+
 func (d *loader) loadScalar(node *yaml.Node, loc dyn.Location) (dyn.Value, error) {
 	st := node.ShortTag()
 	switch st {
@@ -188,18 +200,44 @@ func (d *loader) loadScalar(node *yaml.Node, loc dyn.Location) (dyn.Value, error
 			return dyn.InvalidValue, errorf(loc, "invalid bool value: %v", node.Value)
 		}
 	case "!!int":
-		i64, err := strconv.ParseInt(node.Value, 10, 64)
-		if err != nil {
-			return dyn.InvalidValue, errorf(loc, "invalid int value: %v", node.Value)
+		// Try to parse the an integer value in base 10.
+		// We trim leading zeros to avoid octal parsing of the "0" prefix.
+		// See "testdata/spec_example_2.19.yml" for background.
+		i64, err := strconv.ParseInt(strings.TrimLeft(node.Value, "0"), 10, 64)
+		if err == nil {
+			return newIntValue(i64, loc), nil
 		}
-		// Use regular int type instead of int64 if possible.
-		if i64 >= math.MinInt32 && i64 <= math.MaxInt32 {
-			return dyn.NewValue(int(i64), []dyn.Location{loc}), nil
+		// Let the [ParseInt] function figure out the base.
+		i64, err = strconv.ParseInt(node.Value, 0, 64)
+		if err == nil {
+			return newIntValue(i64, loc), nil
 		}
-		return dyn.NewValue(i64, []dyn.Location{loc}), nil
+		return dyn.InvalidValue, errorf(loc, "invalid int value: %v", node.Value)
 	case "!!float":
 		f64, err := strconv.ParseFloat(node.Value, 64)
 		if err != nil {
+			// Deal with infinity prefixes.
+			v := strings.ToLower(node.Value)
+			switch {
+			case strings.HasPrefix(v, "+"):
+				v = strings.TrimPrefix(v, "+")
+				f64 = math.Inf(1)
+			case strings.HasPrefix(v, "-"):
+				v = strings.TrimPrefix(v, "-")
+				f64 = math.Inf(-1)
+			default:
+				// No prefix.
+				f64 = math.Inf(1)
+			}
+
+			// Deal with infinity and NaN values.
+			switch v {
+			case ".inf":
+				return dyn.NewValue(f64, []dyn.Location{loc}), nil
+			case ".nan":
+				return dyn.NewValue(math.NaN(), []dyn.Location{loc}), nil
+			}
+
 			return dyn.InvalidValue, errorf(loc, "invalid float value: %v", node.Value)
 		}
 		return dyn.NewValue(f64, []dyn.Location{loc}), nil
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.1.yml b/libs/dyn/yamlloader/testdata/spec_example_2.1.yml
new file mode 100644
index 000000000..c9e26274c
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.1.yml
@@ -0,0 +1,5 @@
+# Example 2.1 Sequence of Scalars (ball players)
+
+- Mark McGwire
+- Sammy Sosa
+- Ken Griffey
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.10.yml b/libs/dyn/yamlloader/testdata/spec_example_2.10.yml
new file mode 100644
index 000000000..a3459dedf
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.10.yml
@@ -0,0 +1,10 @@
+# Example 2.10 Node for “Sammy Sosa” appears twice in this document
+
+---
+hr:
+- Mark McGwire
+# Following node labeled SS
+- &SS Sammy Sosa
+rbi:
+- *SS # Subsequent occurrence
+- Ken Griffey
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.11.yml b/libs/dyn/yamlloader/testdata/spec_example_2.11.yml
new file mode 100644
index 000000000..e3c5c115e
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.11.yml
@@ -0,0 +1,10 @@
+# Example 2.11 Mapping between Sequences
+
+? - Detroit Tigers
+  - Chicago cubs
+: - 2001-07-23
+
+? [ New York Yankees,
+    Atlanta Braves ]
+: [ 2001-07-02, 2001-08-12,
+    2001-08-14 ]
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.12.yml b/libs/dyn/yamlloader/testdata/spec_example_2.12.yml
new file mode 100644
index 000000000..eb4a526f6
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.12.yml
@@ -0,0 +1,10 @@
+# Example 2.12 Compact Nested Mapping
+
+---
+# Products purchased
+- item    : Super Hoop
+  quantity: 1
+- item    : Basketball
+  quantity: 4
+- item    : Big Shoes
+  quantity: 1
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.13.yml b/libs/dyn/yamlloader/testdata/spec_example_2.13.yml
new file mode 100644
index 000000000..e55abff10
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.13.yml
@@ -0,0 +1,6 @@
+# Example 2.13 In literals, newlines are preserved
+
+# ASCII Art
+--- |
+  \//||\/||
+  // ||  ||__
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.14.yml b/libs/dyn/yamlloader/testdata/spec_example_2.14.yml
new file mode 100644
index 000000000..439fca30c
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.14.yml
@@ -0,0 +1,6 @@
+# Example 2.14 In the folded scalars, newlines become spaces
+
+--- >
+  Mark McGwire's
+  year was crippled
+  by a knee injury.
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.15.yml b/libs/dyn/yamlloader/testdata/spec_example_2.15.yml
new file mode 100644
index 000000000..266e7ce47
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.15.yml
@@ -0,0 +1,10 @@
+# Example 2.15 Folded newlines are preserved for “more indented” and blank lines
+
+--- >
+ Sammy Sosa completed another
+ fine season with great stats.
+
+   63 Home Runs
+   0.288 Batting Average
+
+ What a year!
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.16.yml b/libs/dyn/yamlloader/testdata/spec_example_2.16.yml
new file mode 100644
index 000000000..6db6b0878
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.16.yml
@@ -0,0 +1,9 @@
+# Example 2.16 Indentation determines scope
+
+name: Mark McGwire
+accomplishment: >
+  Mark set a major league
+  home run record in 1998.
+stats: |
+  65 Home Runs
+  0.278 Batting Average
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.17.yml b/libs/dyn/yamlloader/testdata/spec_example_2.17.yml
new file mode 100644
index 000000000..af0777aba
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.17.yml
@@ -0,0 +1,9 @@
+# Example 2.17 Quoted Scalars
+
+unicode: "Sosa did fine.\u263A"
+control: "\b1998\t1999\t2000\n"
+hex esc: "\x0d\x0a is \r\n"
+
+single: '"Howdy!" he cried.'
+quoted: ' # Not a ''comment''.'
+tie-fighter: '|\-*-/|'
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.18.yml b/libs/dyn/yamlloader/testdata/spec_example_2.18.yml
new file mode 100644
index 000000000..741bcd8c0
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.18.yml
@@ -0,0 +1,8 @@
+# Example 2.18 Multi-line Flow Scalars
+
+plain:
+  This unquoted scalar
+  spans many lines.
+
+quoted: "So does this
+  quoted scalar.\n"
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.19.yml b/libs/dyn/yamlloader/testdata/spec_example_2.19.yml
new file mode 100644
index 000000000..6ed95e092
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.19.yml
@@ -0,0 +1,15 @@
+# Example 2.19 Integers
+
+canonical: 12345
+decimal: +12345
+octal: 0o14
+hexadecimal: 0xC
+
+# Note: this example is not part of the spec but added for completeness.
+#
+# Octal numbers:
+#   - YAML 1.1: prefix is "0"
+#   - YAML 1.2: prefix is "0o"
+# The "gopkg.in/yaml.v3" package accepts both for backwards compat.
+# We accept only the YAML 1.2 prefix "0o".
+octal11: 012345
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.2.yml b/libs/dyn/yamlloader/testdata/spec_example_2.2.yml
new file mode 100644
index 000000000..29c16105e
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.2.yml
@@ -0,0 +1,5 @@
+# Example 2.2 Mapping Scalars to Scalars (player statistics)
+
+hr:  65    # Home runs
+avg: 0.278 # Batting average
+rbi: 147   # Runs Batted In
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.20.yml b/libs/dyn/yamlloader/testdata/spec_example_2.20.yml
new file mode 100644
index 000000000..77a79a0c3
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.20.yml
@@ -0,0 +1,7 @@
+# Example 2.20 Floating Point
+
+canonical: 1.23015e+3
+exponential: 12.3015e+02
+fixed: 1230.15
+negative infinity: -.inf
+not a number: .nan
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.21.yml b/libs/dyn/yamlloader/testdata/spec_example_2.21.yml
new file mode 100644
index 000000000..cdb423c56
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.21.yml
@@ -0,0 +1,5 @@
+# Example 2.21 Miscellaneous
+
+null:
+booleans: [ true, false ]
+string: '012345'
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.22.yml b/libs/dyn/yamlloader/testdata/spec_example_2.22.yml
new file mode 100644
index 000000000..bef2addfa
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.22.yml
@@ -0,0 +1,6 @@
+# Example 2.22 Timestamps
+
+canonical: 2001-12-15T02:59:43.1Z
+iso8601: 2001-12-14t21:59:43.10-05:00
+spaced: 2001-12-14 21:59:43.10 -5
+date: 2002-12-14
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.23.yml b/libs/dyn/yamlloader/testdata/spec_example_2.23.yml
new file mode 100644
index 000000000..56e9898e2
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.23.yml
@@ -0,0 +1,15 @@
+# Example 2.23 Various Explicit Tags
+
+---
+not-date: !!str 2002-04-28
+
+picture: !!binary |
+ R0lGODlhDAAMAIQAAP//9/X
+ 17unp5WZmZgAAAOfn515eXv
+ Pz7Y6OjuDg4J+fn5OTk6enp
+ 56enmleECcgggoBADs=
+
+application specific tag: !something |
+ The semantics of the tag
+ above may be different for
+ different documents.
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.24.yml b/libs/dyn/yamlloader/testdata/spec_example_2.24.yml
new file mode 100644
index 000000000..f7c11d0fb
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.24.yml
@@ -0,0 +1,16 @@
+# Example 2.24 Global Tags
+
+%TAG ! tag:clarkevans.com,2002:
+--- !shape
+  # Use the ! handle for presenting
+  # tag:clarkevans.com,2002:circle
+- !circle
+  center: &ORIGIN {x: 73, y: 129}
+  radius: 7
+- !line
+  start: *ORIGIN
+  finish: { x: 89, y: 102 }
+- !label
+  start: *ORIGIN
+  color: 0xFFEEBB
+  text: Pretty vector drawing.
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.25.yml b/libs/dyn/yamlloader/testdata/spec_example_2.25.yml
new file mode 100644
index 000000000..73bac8627
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.25.yml
@@ -0,0 +1,9 @@
+# Example 2.25 Unordered Sets
+
+# Sets are represented as a
+# Mapping where each key is
+# associated with a null value
+--- !!set
+? Mark McGwire
+? Sammy Sosa
+? Ken Griffey
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.26.yml b/libs/dyn/yamlloader/testdata/spec_example_2.26.yml
new file mode 100644
index 000000000..00863a6b8
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.26.yml
@@ -0,0 +1,9 @@
+# Example 2.26 Ordered Mappings
+
+# Ordered maps are represented as
+# A sequence of mappings, with
+# each mapping having one key
+--- !!omap
+- Mark McGwire: 65
+- Sammy Sosa: 63
+- Ken Griffey: 58
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.27.yml b/libs/dyn/yamlloader/testdata/spec_example_2.27.yml
new file mode 100644
index 000000000..fc9b460c2
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.27.yml
@@ -0,0 +1,31 @@
+# Example 2.27 Invoice
+
+--- !<tag:clarkevans.com,2002:invoice>
+invoice: 34843
+date   : 2001-01-23
+bill-to: &id001
+  given  : Chris
+  family : Dumars
+  address:
+    lines: |
+      458 Walkman Dr.
+      Suite #292
+    city    : Royal Oak
+    state   : MI
+    postal  : 48046
+ship-to: *id001
+product:
+- sku         : BL394D
+  quantity    : 4
+  description : Basketball
+  price       : 450.00
+- sku         : BL4438H
+  quantity    : 1
+  description : Super Hoop
+  price       : 2392.00
+tax  : 251.42
+total: 4443.52
+comments:
+  Late afternoon is best.
+  Backup contact is Nancy
+  Billsmer @ 338-4338.
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.28.yml b/libs/dyn/yamlloader/testdata/spec_example_2.28.yml
new file mode 100644
index 000000000..353694729
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.28.yml
@@ -0,0 +1,28 @@
+# Example 2.28 Log File
+
+---
+Time: 2001-11-23 15:01:42 -5
+User: ed
+Warning:
+  This is an error message
+  for the log file
+---
+Time: 2001-11-23 15:02:31 -5
+User: ed
+Warning:
+  A slightly different error
+  message.
+---
+Date: 2001-11-23 15:03:17 -5
+User: ed
+Fatal:
+  Unknown variable "bar"
+Stack:
+- file: TopClass.py
+  line: 23
+  code: |
+    x = MoreObject("345\n")
+- file: MoreClass.py
+  line: 58
+  code: |-
+    foo = bar
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.3.yml b/libs/dyn/yamlloader/testdata/spec_example_2.3.yml
new file mode 100644
index 000000000..70cbe07d3
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.3.yml
@@ -0,0 +1,10 @@
+# Example 2.3 Mapping Scalars to Sequences (ball clubs in each league)
+
+american:
+- Boston Red Sox
+- Detroit Tigers
+- New York Yankees
+national:
+- New York Mets
+- Chicago Cubs
+- Atlanta Braves
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.4.yml b/libs/dyn/yamlloader/testdata/spec_example_2.4.yml
new file mode 100644
index 000000000..cce28625f
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.4.yml
@@ -0,0 +1,10 @@
+# Example 2.4 Sequence of Mappings (players’ statistics)
+
+-
+  name: Mark McGwire
+  hr:   65
+  avg:  0.278
+-
+  name: Sammy Sosa
+  hr:   63
+  avg:  0.288
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.5.yml b/libs/dyn/yamlloader/testdata/spec_example_2.5.yml
new file mode 100644
index 000000000..a585faee7
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.5.yml
@@ -0,0 +1,5 @@
+# Example 2.5 Sequence of Sequences
+
+- [name        , hr, avg  ]
+- [Mark McGwire, 65, 0.278]
+- [Sammy Sosa  , 63, 0.288]
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.6.yml b/libs/dyn/yamlloader/testdata/spec_example_2.6.yml
new file mode 100644
index 000000000..cc137e5d5
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.6.yml
@@ -0,0 +1,7 @@
+# Example 2.6 Mapping of Mappings
+
+Mark McGwire: {hr: 65, avg: 0.278}
+Sammy Sosa: {
+    hr: 63,
+    avg: 0.288,
+ }
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.7.yml b/libs/dyn/yamlloader/testdata/spec_example_2.7.yml
new file mode 100644
index 000000000..35c2541d6
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.7.yml
@@ -0,0 +1,12 @@
+# Example 2.7 Two Documents in a Stream (each with a leading comment)
+
+# Ranking of 1998 home runs
+---
+- Mark McGwire
+- Sammy Sosa
+- Ken Griffey
+
+# Team ranking
+---
+- Chicago Cubs
+- St Louis Cardinals
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.8.yml b/libs/dyn/yamlloader/testdata/spec_example_2.8.yml
new file mode 100644
index 000000000..ae6e8bf27
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.8.yml
@@ -0,0 +1,12 @@
+# Example 2.8 Play by Play Feed from a Game
+
+---
+time: 20:03:20
+player: Sammy Sosa
+action: strike (miss)
+...
+---
+time: 20:03:47
+player: Sammy Sosa
+action: grand slam
+...
diff --git a/libs/dyn/yamlloader/testdata/spec_example_2.9.yml b/libs/dyn/yamlloader/testdata/spec_example_2.9.yml
new file mode 100644
index 000000000..75217b25e
--- /dev/null
+++ b/libs/dyn/yamlloader/testdata/spec_example_2.9.yml
@@ -0,0 +1,10 @@
+# Example 2.9 Single Document with Two Comments
+
+---
+hr: # 1998 hr ranking
+- Mark McGwire
+- Sammy Sosa
+# 1998 rbi ranking
+rbi:
+- Sammy Sosa
+- Ken Griffey
diff --git a/libs/dyn/yamlloader/yaml_spec_test.go b/libs/dyn/yamlloader/yaml_spec_test.go
new file mode 100644
index 000000000..2a5ae817f
--- /dev/null
+++ b/libs/dyn/yamlloader/yaml_spec_test.go
@@ -0,0 +1,821 @@
+package yamlloader_test
+
+import (
+	"bytes"
+	"math"
+	"os"
+	"testing"
+
+	"github.com/databricks/cli/libs/dyn"
+	assert "github.com/databricks/cli/libs/dyn/dynassert"
+	"github.com/databricks/cli/libs/dyn/yamlloader"
+	"github.com/stretchr/testify/require"
+)
+
+const NL = "\n"
+
+func loadExample(t *testing.T, file string) dyn.Value {
+	input, err := os.ReadFile(file)
+	require.NoError(t, err)
+	self, err := yamlloader.LoadYAML(file, bytes.NewBuffer(input))
+	require.NoError(t, err)
+	return self
+}
+
+func TestYAMLSpecExample_2_1(t *testing.T) {
+	file := "testdata/spec_example_2.1.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		[]dyn.Value{
+			dyn.NewValue("Mark McGwire", []dyn.Location{{File: file, Line: 3, Column: 3}}),
+			dyn.NewValue("Sammy Sosa", []dyn.Location{{File: file, Line: 4, Column: 3}}),
+			dyn.NewValue("Ken Griffey", []dyn.Location{{File: file, Line: 5, Column: 3}}),
+		},
+		[]dyn.Location{{File: file, Line: 3, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_2(t *testing.T) {
+	file := "testdata/spec_example_2.2.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		map[string]dyn.Value{
+			"hr":  dyn.NewValue(65, []dyn.Location{{File: file, Line: 3, Column: 6}}),
+			"avg": dyn.NewValue(0.278, []dyn.Location{{File: file, Line: 4, Column: 6}}),
+			"rbi": dyn.NewValue(147, []dyn.Location{{File: file, Line: 5, Column: 6}}),
+		},
+		[]dyn.Location{{File: file, Line: 3, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_3(t *testing.T) {
+	file := "testdata/spec_example_2.3.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		map[string]dyn.Value{
+			"american": dyn.NewValue(
+				[]dyn.Value{
+					dyn.NewValue("Boston Red Sox", []dyn.Location{{File: file, Line: 4, Column: 3}}),
+					dyn.NewValue("Detroit Tigers", []dyn.Location{{File: file, Line: 5, Column: 3}}),
+					dyn.NewValue("New York Yankees", []dyn.Location{{File: file, Line: 6, Column: 3}}),
+				},
+				[]dyn.Location{{File: file, Line: 4, Column: 1}},
+			),
+			"national": dyn.NewValue(
+				[]dyn.Value{
+					dyn.NewValue("New York Mets", []dyn.Location{{File: file, Line: 8, Column: 3}}),
+					dyn.NewValue("Chicago Cubs", []dyn.Location{{File: file, Line: 9, Column: 3}}),
+					dyn.NewValue("Atlanta Braves", []dyn.Location{{File: file, Line: 10, Column: 3}}),
+				},
+				[]dyn.Location{{File: file, Line: 8, Column: 1}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 3, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_4(t *testing.T) {
+	file := "testdata/spec_example_2.4.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		[]dyn.Value{
+			dyn.NewValue(
+				map[string]dyn.Value{
+					"name": dyn.NewValue("Mark McGwire", []dyn.Location{{File: file, Line: 4, Column: 9}}),
+					"hr":   dyn.NewValue(65, []dyn.Location{{File: file, Line: 5, Column: 9}}),
+					"avg":  dyn.NewValue(0.278, []dyn.Location{{File: file, Line: 6, Column: 9}}),
+				},
+				[]dyn.Location{{File: file, Line: 4, Column: 3}},
+			),
+			dyn.NewValue(
+				map[string]dyn.Value{
+					"name": dyn.NewValue("Sammy Sosa", []dyn.Location{{File: file, Line: 8, Column: 9}}),
+					"hr":   dyn.NewValue(63, []dyn.Location{{File: file, Line: 9, Column: 9}}),
+					"avg":  dyn.NewValue(0.288, []dyn.Location{{File: file, Line: 10, Column: 9}}),
+				},
+				[]dyn.Location{{File: file, Line: 8, Column: 3}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 3, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_5(t *testing.T) {
+	file := "testdata/spec_example_2.5.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		[]dyn.Value{
+			dyn.NewValue(
+				[]dyn.Value{
+					dyn.NewValue("name", []dyn.Location{{File: file, Line: 3, Column: 4}}),
+					dyn.NewValue("hr", []dyn.Location{{File: file, Line: 3, Column: 18}}),
+					dyn.NewValue("avg", []dyn.Location{{File: file, Line: 3, Column: 22}}),
+				},
+				[]dyn.Location{{File: file, Line: 3, Column: 3}},
+			),
+			dyn.NewValue(
+				[]dyn.Value{
+					dyn.NewValue("Mark McGwire", []dyn.Location{{File: file, Line: 4, Column: 4}}),
+					dyn.NewValue(65, []dyn.Location{{File: file, Line: 4, Column: 18}}),
+					dyn.NewValue(0.278, []dyn.Location{{File: file, Line: 4, Column: 22}}),
+				},
+				[]dyn.Location{{File: file, Line: 4, Column: 3}},
+			),
+			dyn.NewValue(
+				[]dyn.Value{
+					dyn.NewValue("Sammy Sosa", []dyn.Location{{File: file, Line: 5, Column: 4}}),
+					dyn.NewValue(63, []dyn.Location{{File: file, Line: 5, Column: 18}}),
+					dyn.NewValue(0.288, []dyn.Location{{File: file, Line: 5, Column: 22}}),
+				},
+				[]dyn.Location{{File: file, Line: 5, Column: 3}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 3, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_6(t *testing.T) {
+	file := "testdata/spec_example_2.6.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		map[string]dyn.Value{
+			"Mark McGwire": dyn.NewValue(
+				map[string]dyn.Value{
+					"hr":  dyn.NewValue(65, []dyn.Location{{File: file, Line: 3, Column: 20}}),
+					"avg": dyn.NewValue(0.278, []dyn.Location{{File: file, Line: 3, Column: 29}}),
+				},
+				[]dyn.Location{{File: file, Line: 3, Column: 15}},
+			),
+			"Sammy Sosa": dyn.NewValue(
+				map[string]dyn.Value{
+					"hr":  dyn.NewValue(63, []dyn.Location{{File: file, Line: 5, Column: 9}}),
+					"avg": dyn.NewValue(0.288, []dyn.Location{{File: file, Line: 6, Column: 10}}),
+				},
+				[]dyn.Location{{File: file, Line: 4, Column: 13}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 3, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_7(t *testing.T) {
+	file := "testdata/spec_example_2.7.yml"
+	self := loadExample(t, file)
+
+	// Note: we do not support multiple documents in a single YAML file.
+
+	assert.Equal(t, dyn.NewValue(
+		[]dyn.Value{
+			dyn.NewValue(
+				"Mark McGwire",
+				[]dyn.Location{{File: file, Line: 5, Column: 3}},
+			),
+			dyn.NewValue(
+				"Sammy Sosa",
+				[]dyn.Location{{File: file, Line: 6, Column: 3}},
+			),
+			dyn.NewValue(
+				"Ken Griffey",
+				[]dyn.Location{{File: file, Line: 7, Column: 3}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 5, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_8(t *testing.T) {
+	file := "testdata/spec_example_2.8.yml"
+	self := loadExample(t, file)
+
+	// Note: we do not support multiple documents in a single YAML file.
+
+	assert.Equal(t, dyn.NewValue(
+		map[string]dyn.Value{
+			"time":   dyn.NewValue("20:03:20", []dyn.Location{{File: file, Line: 4, Column: 7}}),
+			"player": dyn.NewValue("Sammy Sosa", []dyn.Location{{File: file, Line: 5, Column: 9}}),
+			"action": dyn.NewValue("strike (miss)", []dyn.Location{{File: file, Line: 6, Column: 9}}),
+		},
+		[]dyn.Location{{File: file, Line: 4, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_9(t *testing.T) {
+	file := "testdata/spec_example_2.9.yml"
+	self := loadExample(t, file)
+
+	// Note: we do not support multiple documents in a single YAML file.
+
+	assert.Equal(t, dyn.NewValue(
+		map[string]dyn.Value{
+			"hr": dyn.NewValue(
+				[]dyn.Value{
+					dyn.NewValue("Mark McGwire", []dyn.Location{{File: file, Line: 5, Column: 3}}),
+					dyn.NewValue("Sammy Sosa", []dyn.Location{{File: file, Line: 6, Column: 3}}),
+				},
+				[]dyn.Location{{File: file, Line: 5, Column: 1}},
+			),
+			"rbi": dyn.NewValue(
+				[]dyn.Value{
+					dyn.NewValue("Sammy Sosa", []dyn.Location{{File: file, Line: 9, Column: 3}}),
+					dyn.NewValue("Ken Griffey", []dyn.Location{{File: file, Line: 10, Column: 3}}),
+				},
+				[]dyn.Location{{File: file, Line: 9, Column: 1}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 4, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_10(t *testing.T) {
+	file := "testdata/spec_example_2.10.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		map[string]dyn.Value{
+			"hr": dyn.NewValue(
+				[]dyn.Value{
+					dyn.NewValue("Mark McGwire", []dyn.Location{{File: file, Line: 5, Column: 3}}),
+					dyn.NewValue("Sammy Sosa", []dyn.Location{{File: file, Line: 7, Column: 3}}),
+				},
+				[]dyn.Location{{File: file, Line: 5, Column: 1}},
+			),
+			"rbi": dyn.NewValue(
+				[]dyn.Value{
+					// The location for an anchored value refers to the anchor, not the reference.
+					// This is the same location as the anchor that appears in the "hr" mapping.
+					dyn.NewValue("Sammy Sosa", []dyn.Location{{File: file, Line: 7, Column: 3}}),
+					dyn.NewValue("Ken Griffey", []dyn.Location{{File: file, Line: 10, Column: 3}}),
+				},
+				[]dyn.Location{{File: file, Line: 9, Column: 1}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 4, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_11(t *testing.T) {
+	file := "testdata/spec_example_2.11.yml"
+	input, err := os.ReadFile(file)
+	require.NoError(t, err)
+
+	// Note: non-string mapping keys are not supported by "gopkg.in/yaml.v3".
+	_, err = yamlloader.LoadYAML(file, bytes.NewBuffer(input))
+	assert.ErrorContains(t, err, `: key is not a scalar`)
+}
+
+func TestYAMLSpecExample_2_12(t *testing.T) {
+	file := "testdata/spec_example_2.12.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		[]dyn.Value{
+			dyn.NewValue(
+				map[string]dyn.Value{
+					"item":     dyn.NewValue("Super Hoop", []dyn.Location{{File: file, Line: 5, Column: 13}}),
+					"quantity": dyn.NewValue(1, []dyn.Location{{File: file, Line: 6, Column: 13}}),
+				},
+				[]dyn.Location{{File: file, Line: 5, Column: 3}},
+			),
+			dyn.NewValue(
+				map[string]dyn.Value{
+					"item":     dyn.NewValue("Basketball", []dyn.Location{{File: file, Line: 7, Column: 13}}),
+					"quantity": dyn.NewValue(4, []dyn.Location{{File: file, Line: 8, Column: 13}}),
+				},
+				[]dyn.Location{{File: file, Line: 7, Column: 3}},
+			),
+			dyn.NewValue(
+				map[string]dyn.Value{
+					"item":     dyn.NewValue("Big Shoes", []dyn.Location{{File: file, Line: 9, Column: 13}}),
+					"quantity": dyn.NewValue(1, []dyn.Location{{File: file, Line: 10, Column: 13}}),
+				},
+				[]dyn.Location{{File: file, Line: 9, Column: 3}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 5, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_13(t *testing.T) {
+	file := "testdata/spec_example_2.13.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		``+
+			`\//||\/||`+NL+
+			"// ||  ||__"+NL,
+		[]dyn.Location{{File: file, Line: 4, Column: 5}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_14(t *testing.T) {
+	file := "testdata/spec_example_2.14.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		`Mark McGwire's year was crippled by a knee injury.`+NL,
+		[]dyn.Location{{File: file, Line: 3, Column: 5}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_15(t *testing.T) {
+	file := "testdata/spec_example_2.15.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		``+
+			`Sammy Sosa completed another fine season with great stats.`+NL+
+			NL+
+			`  63 Home Runs`+NL+
+			`  0.288 Batting Average`+NL+
+			NL+
+			`What a year!`+NL,
+		[]dyn.Location{{File: file, Line: 3, Column: 5}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_16(t *testing.T) {
+	file := "testdata/spec_example_2.16.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		map[string]dyn.Value{
+			"name": dyn.NewValue(
+				"Mark McGwire",
+				[]dyn.Location{{File: file, Line: 3, Column: 7}},
+			),
+			"accomplishment": dyn.NewValue(
+				`Mark set a major league home run record in 1998.`+NL,
+				[]dyn.Location{{File: file, Line: 4, Column: 17}},
+			),
+			"stats": dyn.NewValue(
+				``+
+					`65 Home Runs`+NL+
+					`0.278 Batting Average`+NL,
+				[]dyn.Location{{File: file, Line: 7, Column: 8}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 3, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_17(t *testing.T) {
+	file := "testdata/spec_example_2.17.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		map[string]dyn.Value{
+			"unicode": dyn.NewValue(
+				`Sosa did fine.`+"\u263A",
+				[]dyn.Location{{File: file, Line: 3, Column: 10}},
+			),
+			"control": dyn.NewValue(
+				"\b1998\t1999\t2000\n",
+				[]dyn.Location{{File: file, Line: 4, Column: 10}},
+			),
+			"hex esc": dyn.NewValue(
+				"\x0d\x0a is \r\n",
+				[]dyn.Location{{File: file, Line: 5, Column: 10}},
+			),
+			"single": dyn.NewValue(
+				`"Howdy!" he cried.`,
+				[]dyn.Location{{File: file, Line: 7, Column: 9}},
+			),
+			"quoted": dyn.NewValue(
+				` # Not a 'comment'.`,
+				[]dyn.Location{{File: file, Line: 8, Column: 9}},
+			),
+			"tie-fighter": dyn.NewValue(
+				`|\-*-/|`,
+				[]dyn.Location{{File: file, Line: 9, Column: 14}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 3, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_18(t *testing.T) {
+	file := "testdata/spec_example_2.18.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		map[string]dyn.Value{
+			"plain": dyn.NewValue(
+				`This unquoted scalar spans many lines.`,
+				[]dyn.Location{{File: file, Line: 4, Column: 3}},
+			),
+			"quoted": dyn.NewValue(
+				`So does this quoted scalar.`+NL,
+				[]dyn.Location{{File: file, Line: 7, Column: 9}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 3, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_19(t *testing.T) {
+	file := "testdata/spec_example_2.19.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		map[string]dyn.Value{
+			"canonical": dyn.NewValue(
+				12345,
+				[]dyn.Location{{File: file, Line: 3, Column: 12}},
+			),
+			"decimal": dyn.NewValue(
+				12345,
+				[]dyn.Location{{File: file, Line: 4, Column: 10}},
+			),
+			"octal": dyn.NewValue(
+				12,
+				[]dyn.Location{{File: file, Line: 5, Column: 8}},
+			),
+			"hexadecimal": dyn.NewValue(
+				12,
+				[]dyn.Location{{File: file, Line: 6, Column: 14}},
+			),
+			"octal11": dyn.NewValue(
+				12345,
+				[]dyn.Location{{File: file, Line: 15, Column: 10}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 3, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_20(t *testing.T) {
+	file := "testdata/spec_example_2.20.yml"
+	self := loadExample(t, file)
+
+	// Equality assertion doesn't work with NaNs.
+	// See https://github.com/stretchr/testify/issues/624.
+	//
+	// Remove the NaN entry.
+	self, _ = dyn.Walk(self, func(p dyn.Path, v dyn.Value) (dyn.Value, error) {
+		if f, ok := v.AsFloat(); ok && math.IsNaN(f) {
+			return dyn.InvalidValue, dyn.ErrDrop
+		}
+		return v, nil
+	})
+
+	assert.Equal(t, dyn.NewValue(
+		map[string]dyn.Value{
+			"canonical": dyn.NewValue(
+				1230.15,
+				[]dyn.Location{{File: file, Line: 3, Column: 12}},
+			),
+			"exponential": dyn.NewValue(
+				1230.15,
+				[]dyn.Location{{File: file, Line: 4, Column: 14}},
+			),
+			"fixed": dyn.NewValue(
+				1230.15,
+				[]dyn.Location{{File: file, Line: 5, Column: 8}},
+			),
+			"negative infinity": dyn.NewValue(
+				math.Inf(-1),
+				[]dyn.Location{{File: file, Line: 6, Column: 20}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 3, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_21(t *testing.T) {
+	file := "testdata/spec_example_2.21.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		map[string]dyn.Value{
+			"null": dyn.NewValue(
+				nil,
+				[]dyn.Location{{File: file, Line: 3, Column: 6}},
+			),
+			"booleans": dyn.NewValue(
+				[]dyn.Value{
+					dyn.NewValue(true, []dyn.Location{{File: file, Line: 4, Column: 13}}),
+					dyn.NewValue(false, []dyn.Location{{File: file, Line: 4, Column: 19}}),
+				},
+				[]dyn.Location{{File: file, Line: 4, Column: 11}},
+			),
+			"string": dyn.NewValue(
+				"012345",
+				[]dyn.Location{{File: file, Line: 5, Column: 9}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 3, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_22(t *testing.T) {
+	file := "testdata/spec_example_2.22.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		map[string]dyn.Value{
+			"canonical": dyn.NewValue(
+				dyn.MustTime("2001-12-15T02:59:43.1Z"),
+				[]dyn.Location{{File: file, Line: 3, Column: 12}},
+			),
+			"iso8601": dyn.NewValue(
+				dyn.MustTime("2001-12-14t21:59:43.10-05:00"),
+				[]dyn.Location{{File: file, Line: 4, Column: 10}},
+			),
+			"spaced": dyn.NewValue(
+				// This is parsed as a string, not a timestamp,
+				// both by "gopkg.in/yaml.v3" and by our implementation.
+				"2001-12-14 21:59:43.10 -5",
+				[]dyn.Location{{File: file, Line: 5, Column: 9}},
+			),
+			"date": dyn.NewValue(
+				dyn.MustTime("2002-12-14"),
+				[]dyn.Location{{File: file, Line: 6, Column: 7}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 3, Column: 1}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_23(t *testing.T) {
+	file := "testdata/spec_example_2.23.yml"
+	input, err := os.ReadFile(file)
+	require.NoError(t, err)
+
+	// Note: the !!binary tag is not supported by us.
+
+	_, err = yamlloader.LoadYAML(file, bytes.NewBuffer(input))
+	assert.ErrorContains(t, err, `: unknown tag: !!binary`)
+}
+
+func TestYAMLSpecExample_2_24(t *testing.T) {
+	file := "testdata/spec_example_2.24.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		[]dyn.Value{
+			dyn.NewValue(
+				map[string]dyn.Value{
+					"center": dyn.NewValue(
+						map[string]dyn.Value{
+							"x": dyn.NewValue(73, []dyn.Location{{File: file, Line: 8, Column: 23}}),
+							"y": dyn.NewValue(129, []dyn.Location{{File: file, Line: 8, Column: 30}}),
+						},
+						[]dyn.Location{{File: file, Line: 8, Column: 11}},
+					),
+					"radius": dyn.NewValue(7, []dyn.Location{{File: file, Line: 9, Column: 11}}),
+				},
+				[]dyn.Location{{File: file, Line: 7, Column: 3}},
+			),
+			dyn.NewValue(
+				map[string]dyn.Value{
+					"start": dyn.NewValue(
+						map[string]dyn.Value{
+							"x": dyn.NewValue(73, []dyn.Location{{File: file, Line: 8, Column: 23}}),
+							"y": dyn.NewValue(129, []dyn.Location{{File: file, Line: 8, Column: 30}}),
+						},
+						[]dyn.Location{{File: file, Line: 8, Column: 11}},
+					),
+					"finish": dyn.NewValue(
+						map[string]dyn.Value{
+							"x": dyn.NewValue(89, []dyn.Location{{File: file, Line: 12, Column: 16}}),
+							"y": dyn.NewValue(102, []dyn.Location{{File: file, Line: 12, Column: 23}}),
+						},
+						[]dyn.Location{{File: file, Line: 12, Column: 11}},
+					),
+				},
+				[]dyn.Location{{File: file, Line: 10, Column: 3}},
+			),
+			dyn.NewValue(
+				map[string]dyn.Value{
+					"start": dyn.NewValue(
+						map[string]dyn.Value{
+							"x": dyn.NewValue(73, []dyn.Location{{File: file, Line: 8, Column: 23}}),
+							"y": dyn.NewValue(129, []dyn.Location{{File: file, Line: 8, Column: 30}}),
+						},
+						[]dyn.Location{{File: file, Line: 8, Column: 11}},
+					),
+					"color": dyn.NewValue(16772795, []dyn.Location{{File: file, Line: 15, Column: 10}}),
+					"text":  dyn.NewValue("Pretty vector drawing.", []dyn.Location{{File: file, Line: 16, Column: 9}}),
+				},
+				[]dyn.Location{{File: file, Line: 13, Column: 3}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 4, Column: 5}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_25(t *testing.T) {
+	file := "testdata/spec_example_2.25.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		map[string]dyn.Value{
+			"Mark McGwire": dyn.NewValue(nil, []dyn.Location{{File: file, Line: 8, Column: 1}}),
+			"Sammy Sosa":   dyn.NewValue(nil, []dyn.Location{{File: file, Line: 9, Column: 1}}),
+			"Ken Griffey":  dyn.NewValue(nil, []dyn.Location{{File: file, Line: 10, Column: 1}}),
+		},
+		[]dyn.Location{{File: file, Line: 6, Column: 5}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_26(t *testing.T) {
+	file := "testdata/spec_example_2.26.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		[]dyn.Value{
+			dyn.NewValue(
+				map[string]dyn.Value{
+					"Mark McGwire": dyn.NewValue(65, []dyn.Location{{File: file, Line: 7, Column: 17}}),
+				},
+				[]dyn.Location{{File: file, Line: 7, Column: 3}},
+			),
+			dyn.NewValue(
+				map[string]dyn.Value{
+					"Sammy Sosa": dyn.NewValue(63, []dyn.Location{{File: file, Line: 8, Column: 15}}),
+				},
+				[]dyn.Location{{File: file, Line: 8, Column: 3}},
+			),
+			dyn.NewValue(
+				map[string]dyn.Value{
+					"Ken Griffey": dyn.NewValue(58, []dyn.Location{{File: file, Line: 9, Column: 16}}),
+				},
+				[]dyn.Location{{File: file, Line: 9, Column: 3}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 6, Column: 5}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_27(t *testing.T) {
+	file := "testdata/spec_example_2.27.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		map[string]dyn.Value{
+			"invoice": dyn.NewValue(
+				34843,
+				[]dyn.Location{{File: file, Line: 4, Column: 10}},
+			),
+			"date": dyn.NewValue(
+				dyn.MustTime("2001-01-23"),
+				[]dyn.Location{{File: file, Line: 5, Column: 10}},
+			),
+			"bill-to": dyn.NewValue(
+				map[string]dyn.Value{
+					"given": dyn.NewValue(
+						"Chris",
+						[]dyn.Location{{File: file, Line: 7, Column: 12}},
+					),
+					"family": dyn.NewValue(
+						"Dumars",
+						[]dyn.Location{{File: file, Line: 8, Column: 12}},
+					),
+					"address": dyn.NewValue(
+						map[string]dyn.Value{
+							"lines": dyn.NewValue(
+								"458 Walkman Dr.\nSuite #292\n",
+								[]dyn.Location{{File: file, Line: 10, Column: 12}},
+							),
+							"city": dyn.NewValue(
+								"Royal Oak",
+								[]dyn.Location{{File: file, Line: 13, Column: 15}},
+							),
+							"state": dyn.NewValue(
+								"MI",
+								[]dyn.Location{{File: file, Line: 14, Column: 15}},
+							),
+							"postal": dyn.NewValue(
+								48046,
+								[]dyn.Location{{File: file, Line: 15, Column: 15}},
+							),
+						},
+						[]dyn.Location{{File: file, Line: 10, Column: 5}},
+					),
+				},
+				[]dyn.Location{{File: file, Line: 6, Column: 10}},
+			),
+			"ship-to": dyn.NewValue(
+				map[string]dyn.Value{
+					"given": dyn.NewValue(
+						"Chris",
+						[]dyn.Location{{File: file, Line: 7, Column: 12}},
+					),
+					"family": dyn.NewValue(
+						"Dumars",
+						[]dyn.Location{{File: file, Line: 8, Column: 12}},
+					),
+					"address": dyn.NewValue(
+						map[string]dyn.Value{
+							"lines": dyn.NewValue(
+								"458 Walkman Dr.\nSuite #292\n",
+								[]dyn.Location{{File: file, Line: 10, Column: 12}},
+							),
+							"city": dyn.NewValue(
+								"Royal Oak",
+								[]dyn.Location{{File: file, Line: 13, Column: 15}},
+							),
+							"state": dyn.NewValue(
+								"MI",
+								[]dyn.Location{{File: file, Line: 14, Column: 15}},
+							),
+							"postal": dyn.NewValue(
+								48046,
+								[]dyn.Location{{File: file, Line: 15, Column: 15}},
+							),
+						},
+						[]dyn.Location{{File: file, Line: 10, Column: 5}},
+					),
+				},
+				[]dyn.Location{{File: file, Line: 6, Column: 10}},
+			),
+			"product": dyn.NewValue(
+				[]dyn.Value{
+					dyn.NewValue(
+						map[string]dyn.Value{
+							"sku": dyn.NewValue(
+								"BL394D",
+								[]dyn.Location{{File: file, Line: 18, Column: 17}},
+							),
+							"quantity": dyn.NewValue(
+								4,
+								[]dyn.Location{{File: file, Line: 19, Column: 17}},
+							),
+							"description": dyn.NewValue(
+								"Basketball",
+								[]dyn.Location{{File: file, Line: 20, Column: 17}},
+							),
+							"price": dyn.NewValue(
+								450.0,
+								[]dyn.Location{{File: file, Line: 21, Column: 17}},
+							),
+						},
+						[]dyn.Location{{File: file, Line: 18, Column: 3}},
+					), dyn.NewValue(
+						map[string]dyn.Value{
+							"sku": dyn.NewValue(
+								"BL4438H",
+								[]dyn.Location{{File: file, Line: 22, Column: 17}},
+							),
+							"quantity": dyn.NewValue(
+								1,
+								[]dyn.Location{{File: file, Line: 23, Column: 17}},
+							),
+							"description": dyn.NewValue(
+								"Super Hoop",
+								[]dyn.Location{{File: file, Line: 24, Column: 17}},
+							),
+							"price": dyn.NewValue(
+								2392.0,
+								[]dyn.Location{{File: file, Line: 25, Column: 17}},
+							),
+						},
+						[]dyn.Location{{File: file, Line: 22, Column: 3}},
+					)},
+				[]dyn.Location{{File: file, Line: 18, Column: 1}},
+			),
+			"tax": dyn.NewValue(
+				251.42,
+				[]dyn.Location{{File: file, Line: 26, Column: 8}},
+			),
+			"total": dyn.NewValue(
+				4443.52,
+				[]dyn.Location{{File: file, Line: 27, Column: 8}},
+			),
+			"comments": dyn.NewValue(
+				"Late afternoon is best. Backup contact is Nancy Billsmer @ 338-4338.",
+				[]dyn.Location{{File: file, Line: 29, Column: 3}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 3, Column: 5}},
+	), self)
+}
+
+func TestYAMLSpecExample_2_28(t *testing.T) {
+	file := "testdata/spec_example_2.28.yml"
+	self := loadExample(t, file)
+
+	assert.Equal(t, dyn.NewValue(
+		map[string]dyn.Value{
+			"Time": dyn.NewValue(
+				"2001-11-23 15:01:42 -5",
+				[]dyn.Location{{File: file, Line: 4, Column: 7}},
+			),
+			"User": dyn.NewValue(
+				"ed",
+				[]dyn.Location{{File: file, Line: 5, Column: 7}},
+			),
+			"Warning": dyn.NewValue(
+				"This is an error message for the log file",
+				[]dyn.Location{{File: file, Line: 7, Column: 3}},
+			),
+		},
+		[]dyn.Location{{File: file, Line: 4, Column: 1}},
+	), self)
+}
diff --git a/libs/flags/json_flag.go b/libs/flags/json_flag.go
index 0ed8be74a..0324f1145 100644
--- a/libs/flags/json_flag.go
+++ b/libs/flags/json_flag.go
@@ -4,6 +4,7 @@ import (
 	"encoding/json"
 	"fmt"
 	"os"
+	"reflect"
 
 	"github.com/databricks/cli/libs/diag"
 	"github.com/databricks/cli/libs/dyn/convert"
@@ -63,11 +64,24 @@ func (j *JsonFlag) Unmarshal(v any) diag.Diagnostics {
 		return diags.Extend(diag.FromErr(err))
 	}
 
-	// Finally unmarshal the normalized data to the output.
-	// It will fill in the ForceSendFields field if the struct contains it.
-	err = marshal.Unmarshal(data, v)
-	if err != nil {
-		return diags.Extend(diag.FromErr(err))
+	kind := reflect.ValueOf(v).Kind()
+	if kind == reflect.Ptr {
+		kind = reflect.ValueOf(v).Elem().Kind()
+	}
+
+	if kind == reflect.Struct {
+		// Finally unmarshal the normalized data to the output.
+		// It will fill in the ForceSendFields field if the struct contains it.
+		err = marshal.Unmarshal(data, v)
+		if err != nil {
+			return diags.Extend(diag.FromErr(err))
+		}
+	} else {
+		// If the output is not a struct, just unmarshal the data to the output.
+		err = json.Unmarshal(data, v)
+		if err != nil {
+			return diags.Extend(diag.FromErr(err))
+		}
 	}
 
 	return diags
diff --git a/libs/flags/json_flag_test.go b/libs/flags/json_flag_test.go
index 16769f4e1..77530086a 100644
--- a/libs/flags/json_flag_test.go
+++ b/libs/flags/json_flag_test.go
@@ -13,10 +13,6 @@ import (
 	"github.com/stretchr/testify/require"
 )
 
-type requestType struct {
-	Foo string `json:"foo"`
-}
-
 func TestJsonFlagEmpty(t *testing.T) {
 	var body JsonFlag
 
@@ -35,13 +31,13 @@ func TestJsonFlagInline(t *testing.T) {
 	err := body.Set(`{"foo": "bar"}`)
 	assert.NoError(t, err)
 
-	var request requestType
+	var request any
 	diags := body.Unmarshal(&request)
 	assert.NoError(t, diags.Error())
 	assert.Empty(t, diags)
 
 	assert.Equal(t, "JSON (14 bytes)", body.String())
-	assert.Equal(t, requestType{"bar"}, request)
+	assert.Equal(t, map[string]any{"foo": "bar"}, request)
 }
 
 func TestJsonFlagError(t *testing.T) {
@@ -50,7 +46,7 @@ func TestJsonFlagError(t *testing.T) {
 	err := body.Set(`{"foo":`)
 	assert.NoError(t, err)
 
-	var request requestType
+	var request any
 	diags := body.Unmarshal(&request)
 	assert.EqualError(t, diags.Error(), "error decoding JSON at (inline):1:8: unexpected end of JSON input")
 	assert.Equal(t, "JSON (7 bytes)", body.String())
@@ -58,7 +54,7 @@ func TestJsonFlagError(t *testing.T) {
 
 func TestJsonFlagFile(t *testing.T) {
 	var body JsonFlag
-	var request requestType
+	var request any
 
 	var fpath string
 	var payload = []byte(`{"foo": "bar"}`)
@@ -78,7 +74,7 @@ func TestJsonFlagFile(t *testing.T) {
 	assert.NoError(t, diags.Error())
 	assert.Empty(t, diags)
 
-	assert.Equal(t, requestType{"bar"}, request)
+	assert.Equal(t, map[string]any{"foo": "bar"}, request)
 }
 
 const jsonData = `