diff --git a/internal/acc/fixtures.go b/internal/acc/fixtures.go
new file mode 100644
index 0000000000..cd867fb3a9
--- /dev/null
+++ b/internal/acc/fixtures.go
@@ -0,0 +1,133 @@
+package acc
+
+import (
+	"fmt"
+
+	"github.com/databricks/cli/internal/testutil"
+	"github.com/databricks/databricks-sdk-go/apierr"
+	"github.com/databricks/databricks-sdk-go/service/catalog"
+	"github.com/databricks/databricks-sdk-go/service/files"
+	"github.com/databricks/databricks-sdk-go/service/workspace"
+	"github.com/stretchr/testify/require"
+)
+
+func TemporaryWorkspaceDir(t *WorkspaceT, name ...string) string {
+	ctx := t.ctx
+	me, err := t.W.CurrentUser.Me(ctx)
+	require.NoError(t, err)
+
+	// Prefix the name with "integration-test-" to make it easier to identify.
+	name = append([]string{"integration-test-"}, name...)
+	basePath := fmt.Sprintf("/Users/%s/%s", me.UserName, testutil.RandomName(name...))
+
+	t.Logf("Creating workspace directory %s", basePath)
+	err = t.W.Workspace.MkdirsByPath(ctx, basePath)
+	require.NoError(t, err)
+
+	// Remove test directory on test completion.
+	t.Cleanup(func() {
+		t.Logf("Removing workspace directory %s", basePath)
+		err := t.W.Workspace.Delete(ctx, workspace.Delete{
+			Path:      basePath,
+			Recursive: true,
+		})
+		if err == nil || apierr.IsMissing(err) {
+			return
+		}
+		t.Logf("Unable to remove temporary workspace directory %s: %#v", basePath, err)
+	})
+
+	return basePath
+}
+
+func TemporaryDbfsDir(t *WorkspaceT, name ...string) string {
+	ctx := t.ctx
+
+	// Prefix the name with "integration-test-" to make it easier to identify.
+	name = append([]string{"integration-test-"}, name...)
+	path := fmt.Sprintf("/tmp/%s", testutil.RandomName(name...))
+
+	t.Logf("Creating DBFS directory %s", path)
+	err := t.W.Dbfs.MkdirsByPath(ctx, path)
+	require.NoError(t, err)
+
+	t.Cleanup(func() {
+		t.Logf("Removing DBFS directory %s", path)
+		err := t.W.Dbfs.Delete(ctx, files.Delete{
+			Path:      path,
+			Recursive: true,
+		})
+		if err == nil || apierr.IsMissing(err) {
+			return
+		}
+		t.Logf("Unable to remove temporary DBFS directory %s: %#v", path, err)
+	})
+
+	return path
+}
+
+func TemporaryRepo(t *WorkspaceT, url string) string {
+	ctx := t.ctx
+	me, err := t.W.CurrentUser.Me(ctx)
+	require.NoError(t, err)
+
+	// Prefix the path with "integration-test-" to make it easier to identify.
+	path := fmt.Sprintf("/Repos/%s/%s", me.UserName, testutil.RandomName("integration-test-"))
+
+	t.Logf("Creating repo: %s", path)
+	resp, err := t.W.Repos.Create(ctx, workspace.CreateRepoRequest{
+		Url:      url,
+		Path:     path,
+		Provider: "gitHub",
+	})
+	require.NoError(t, err)
+
+	t.Cleanup(func() {
+		t.Logf("Removing repo: %s", path)
+		err := t.W.Repos.Delete(ctx, workspace.DeleteRepoRequest{
+			RepoId: resp.Id,
+		})
+		if err == nil || apierr.IsMissing(err) {
+			return
+		}
+		t.Logf("Unable to remove repo %s: %#v", path, err)
+	})
+
+	return path
+}
+
+// Create a new Unity Catalog volume in a catalog called "main" in the workspace.
+func TemporaryVolume(t *WorkspaceT) string {
+	ctx := t.ctx
+	w := t.W
+
+	// Create a schema
+	schema, err := w.Schemas.Create(ctx, catalog.CreateSchema{
+		CatalogName: "main",
+		Name:        testutil.RandomName("test-schema-"),
+	})
+	require.NoError(t, err)
+	t.Cleanup(func() {
+		err := w.Schemas.Delete(ctx, catalog.DeleteSchemaRequest{
+			FullName: schema.FullName,
+		})
+		require.NoError(t, err)
+	})
+
+	// Create a volume
+	volume, err := w.Volumes.Create(ctx, catalog.CreateVolumeRequestContent{
+		CatalogName: "main",
+		SchemaName:  schema.Name,
+		Name:        "my-volume",
+		VolumeType:  catalog.VolumeTypeManaged,
+	})
+	require.NoError(t, err)
+	t.Cleanup(func() {
+		err := w.Volumes.Delete(ctx, catalog.DeleteVolumeRequest{
+			Name: volume.FullName,
+		})
+		require.NoError(t, err)
+	})
+
+	return fmt.Sprintf("/Volumes/%s/%s/%s", "main", schema.Name, volume.Name)
+}
diff --git a/internal/acc/workspace.go b/internal/acc/workspace.go
index d640325b5f..2f8a5b8e7f 100644
--- a/internal/acc/workspace.go
+++ b/internal/acc/workspace.go
@@ -2,14 +2,11 @@ package acc
 
 import (
 	"context"
-	"fmt"
 	"os"
 
 	"github.com/databricks/cli/internal/testutil"
 	"github.com/databricks/databricks-sdk-go"
-	"github.com/databricks/databricks-sdk-go/apierr"
 	"github.com/databricks/databricks-sdk-go/service/compute"
-	"github.com/databricks/databricks-sdk-go/service/workspace"
 	"github.com/stretchr/testify/require"
 )
 
@@ -97,30 +94,3 @@ func (t *WorkspaceT) RunPython(code string) (string, error) {
 	require.True(t, ok, "unexpected type %T", results.Data)
 	return output, nil
 }
-
-func (t *WorkspaceT) TemporaryWorkspaceDir(name ...string) string {
-	ctx := context.Background()
-	me, err := t.W.CurrentUser.Me(ctx)
-	require.NoError(t, err)
-
-	basePath := fmt.Sprintf("/Users/%s/%s", me.UserName, testutil.RandomName(name...))
-
-	t.Logf("Creating %s", basePath)
-	err = t.W.Workspace.MkdirsByPath(ctx, basePath)
-	require.NoError(t, err)
-
-	// Remove test directory on test completion.
-	t.Cleanup(func() {
-		t.Logf("Removing %s", basePath)
-		err := t.W.Workspace.Delete(ctx, workspace.Delete{
-			Path:      basePath,
-			Recursive: true,
-		})
-		if err == nil || apierr.IsMissing(err) {
-			return
-		}
-		t.Logf("Unable to remove temporary workspace directory %s: %#v", basePath, err)
-	})
-
-	return basePath
-}
diff --git a/internal/bundle/artifacts_test.go b/internal/bundle/artifacts_test.go
index 8d4b0ae10a..7c8954a0cc 100644
--- a/internal/bundle/artifacts_test.go
+++ b/internal/bundle/artifacts_test.go
@@ -12,7 +12,6 @@ import (
 	"github.com/databricks/cli/bundle/config"
 	"github.com/databricks/cli/bundle/config/resources"
 	"github.com/databricks/cli/bundle/libraries"
-	"github.com/databricks/cli/internal"
 	"github.com/databricks/cli/internal/acc"
 	"github.com/databricks/cli/internal/testcli"
 	"github.com/databricks/cli/internal/testutil"
@@ -34,12 +33,11 @@ func touchEmptyFile(t *testing.T, path string) {
 
 func TestAccUploadArtifactFileToCorrectRemotePath(t *testing.T) {
 	ctx, wt := acc.WorkspaceTest(t)
-	w := wt.W
 	dir := t.TempDir()
 	whlPath := filepath.Join(dir, "dist", "test.whl")
 	touchEmptyFile(t, whlPath)
 
-	wsDir := internal.TemporaryWorkspaceDir(t, w)
+	wsDir := acc.TemporaryWorkspaceDir(wt, "artifact-")
 
 	b := &bundle.Bundle{
 		BundleRootPath: dir,
@@ -99,12 +97,11 @@ func TestAccUploadArtifactFileToCorrectRemotePath(t *testing.T) {
 
 func TestAccUploadArtifactFileToCorrectRemotePathWithEnvironments(t *testing.T) {
 	ctx, wt := acc.WorkspaceTest(t)
-	w := wt.W
 	dir := t.TempDir()
 	whlPath := filepath.Join(dir, "dist", "test.whl")
 	touchEmptyFile(t, whlPath)
 
-	wsDir := internal.TemporaryWorkspaceDir(t, w)
+	wsDir := acc.TemporaryWorkspaceDir(wt, "artifact-")
 
 	b := &bundle.Bundle{
 		BundleRootPath: dir,
@@ -164,13 +161,12 @@ func TestAccUploadArtifactFileToCorrectRemotePathWithEnvironments(t *testing.T)
 
 func TestAccUploadArtifactFileToCorrectRemotePathForVolumes(t *testing.T) {
 	ctx, wt := acc.WorkspaceTest(t)
-	w := wt.W
 
 	if os.Getenv("TEST_METASTORE_ID") == "" {
 		t.Skip("Skipping tests that require a UC Volume when metastore id is not set.")
 	}
 
-	volumePath := internal.TemporaryUcVolume(t, w)
+	volumePath := acc.TemporaryVolume(wt)
 
 	dir := t.TempDir()
 	whlPath := filepath.Join(dir, "dist", "test.whl")
diff --git a/internal/bundle/basic_test.go b/internal/bundle/basic_test.go
index c24ef0c054..13da6da9ba 100644
--- a/internal/bundle/basic_test.go
+++ b/internal/bundle/basic_test.go
@@ -5,9 +5,8 @@ import (
 	"path/filepath"
 	"testing"
 
-	"github.com/databricks/cli/internal"
 	"github.com/databricks/cli/internal/acc"
-	"github.com/databricks/cli/libs/env"
+	"github.com/databricks/cli/internal/testutil"
 	"github.com/google/uuid"
 	"github.com/stretchr/testify/require"
 )
@@ -15,7 +14,7 @@ import (
 func TestAccBasicBundleDeployWithFailOnActiveRuns(t *testing.T) {
 	ctx, _ := acc.WorkspaceTest(t)
 
-	nodeTypeId := internal.GetNodeTypeId(env.Get(ctx, "CLOUD_ENV"))
+	nodeTypeId := testutil.GetCloud(t).NodeTypeID()
 	uniqueId := uuid.New().String()
 	root, err := initTestTemplate(t, ctx, "basic", map[string]any{
 		"unique_id":     uniqueId,
diff --git a/internal/bundle/bind_resource_test.go b/internal/bundle/bind_resource_test.go
index 0d54587833..7f8151ee9a 100644
--- a/internal/bundle/bind_resource_test.go
+++ b/internal/bundle/bind_resource_test.go
@@ -6,7 +6,6 @@ import (
 	"path/filepath"
 	"testing"
 
-	"github.com/databricks/cli/internal"
 	"github.com/databricks/cli/internal/acc"
 	"github.com/databricks/cli/internal/testcli"
 	"github.com/databricks/cli/internal/testutil"
@@ -22,9 +21,9 @@ func TestAccBindJobToExistingJob(t *testing.T) {
 	t.Log(env)
 
 	ctx, wt := acc.WorkspaceTest(t)
-	gt := &generateJobTest{T: t, w: wt.W}
+	gt := &generateJobTest{T: wt, w: wt.W}
 
-	nodeTypeId := internal.GetNodeTypeId(env)
+	nodeTypeId := testutil.GetCloud(t).NodeTypeID()
 	uniqueId := uuid.New().String()
 	bundleRoot, err := initTestTemplate(t, ctx, "basic", map[string]any{
 		"unique_id":     uniqueId,
@@ -87,9 +86,9 @@ func TestAccAbortBind(t *testing.T) {
 	t.Log(env)
 
 	ctx, wt := acc.WorkspaceTest(t)
-	gt := &generateJobTest{T: t, w: wt.W}
+	gt := &generateJobTest{T: wt, w: wt.W}
 
-	nodeTypeId := internal.GetNodeTypeId(env)
+	nodeTypeId := testutil.GetCloud(t).NodeTypeID()
 	uniqueId := uuid.New().String()
 	bundleRoot, err := initTestTemplate(t, ctx, "basic", map[string]any{
 		"unique_id":     uniqueId,
@@ -136,7 +135,7 @@ func TestAccGenerateAndBind(t *testing.T) {
 	t.Log(env)
 
 	ctx, wt := acc.WorkspaceTest(t)
-	gt := &generateJobTest{T: t, w: wt.W}
+	gt := &generateJobTest{T: wt, w: wt.W}
 
 	uniqueId := uuid.New().String()
 	bundleRoot, err := initTestTemplate(t, ctx, "with_includes", map[string]any{
diff --git a/internal/bundle/clusters_test.go b/internal/bundle/clusters_test.go
index 8849ff3bff..d79ded0b7d 100644
--- a/internal/bundle/clusters_test.go
+++ b/internal/bundle/clusters_test.go
@@ -4,10 +4,8 @@ import (
 	"fmt"
 	"testing"
 
-	"github.com/databricks/cli/internal"
 	"github.com/databricks/cli/internal/acc"
 	"github.com/databricks/cli/internal/testutil"
-	"github.com/databricks/cli/libs/env"
 	"github.com/databricks/databricks-sdk-go/service/compute"
 	"github.com/google/uuid"
 	"github.com/stretchr/testify/require"
@@ -20,7 +18,7 @@ func TestAccDeployBundleWithCluster(t *testing.T) {
 		t.Skip("Skipping test for AWS cloud because it is not permitted to create clusters")
 	}
 
-	nodeTypeId := internal.GetNodeTypeId(env.Get(ctx, "CLOUD_ENV"))
+	nodeTypeId := testutil.GetCloud(t).NodeTypeID()
 	uniqueId := uuid.New().String()
 	root, err := initTestTemplate(t, ctx, "clusters", map[string]any{
 		"unique_id":     uniqueId,
diff --git a/internal/bundle/deploy_test.go b/internal/bundle/deploy_test.go
index 244cfecc8a..038705c37c 100644
--- a/internal/bundle/deploy_test.go
+++ b/internal/bundle/deploy_test.go
@@ -11,10 +11,9 @@ import (
 	"testing"
 
 	"github.com/databricks/cli/cmd/root"
-	"github.com/databricks/cli/internal"
 	"github.com/databricks/cli/internal/acc"
 	"github.com/databricks/cli/internal/testcli"
-	"github.com/databricks/cli/libs/env"
+	"github.com/databricks/cli/internal/testutil"
 	"github.com/databricks/databricks-sdk-go"
 	"github.com/databricks/databricks-sdk-go/apierr"
 	"github.com/databricks/databricks-sdk-go/service/catalog"
@@ -133,7 +132,7 @@ func TestAccBundlePipelineDeleteWithoutAutoApprove(t *testing.T) {
 	ctx, wt := acc.WorkspaceTest(t)
 	w := wt.W
 
-	nodeTypeId := internal.GetNodeTypeId(env.Get(ctx, "CLOUD_ENV"))
+	nodeTypeId := testutil.GetCloud(t).NodeTypeID()
 	uniqueId := uuid.New().String()
 	bundleRoot, err := initTestTemplate(t, ctx, "deploy_then_remove_resources", map[string]any{
 		"unique_id":     uniqueId,
@@ -219,7 +218,7 @@ properties such as the 'catalog' or 'storage' are changed:
 func TestAccDeployBasicBundleLogs(t *testing.T) {
 	ctx, wt := acc.WorkspaceTest(t)
 
-	nodeTypeId := internal.GetNodeTypeId(env.Get(ctx, "CLOUD_ENV"))
+	nodeTypeId := testutil.GetCloud(t).NodeTypeID()
 	uniqueId := uuid.New().String()
 	root, err := initTestTemplate(t, ctx, "basic", map[string]any{
 		"unique_id":     uniqueId,
diff --git a/internal/bundle/deploy_then_remove_resources_test.go b/internal/bundle/deploy_then_remove_resources_test.go
index 66ec5c16ad..0cc7ab92d4 100644
--- a/internal/bundle/deploy_then_remove_resources_test.go
+++ b/internal/bundle/deploy_then_remove_resources_test.go
@@ -5,9 +5,8 @@ import (
 	"path/filepath"
 	"testing"
 
-	"github.com/databricks/cli/internal"
 	"github.com/databricks/cli/internal/acc"
-	"github.com/databricks/cli/libs/env"
+	"github.com/databricks/cli/internal/testutil"
 	"github.com/google/uuid"
 	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/require"
@@ -17,7 +16,7 @@ func TestAccBundleDeployThenRemoveResources(t *testing.T) {
 	ctx, wt := acc.WorkspaceTest(t)
 	w := wt.W
 
-	nodeTypeId := internal.GetNodeTypeId(env.Get(ctx, "CLOUD_ENV"))
+	nodeTypeId := testutil.GetCloud(t).NodeTypeID()
 	uniqueId := uuid.New().String()
 	bundleRoot, err := initTestTemplate(t, ctx, "deploy_then_remove_resources", map[string]any{
 		"unique_id":     uniqueId,
diff --git a/internal/bundle/deploy_to_shared_test.go b/internal/bundle/deploy_to_shared_test.go
index 6d9209d369..7b8d570293 100644
--- a/internal/bundle/deploy_to_shared_test.go
+++ b/internal/bundle/deploy_to_shared_test.go
@@ -4,9 +4,8 @@ import (
 	"fmt"
 	"testing"
 
-	"github.com/databricks/cli/internal"
 	"github.com/databricks/cli/internal/acc"
-	"github.com/databricks/cli/libs/env"
+	"github.com/databricks/cli/internal/testutil"
 	"github.com/google/uuid"
 	"github.com/stretchr/testify/require"
 )
@@ -14,7 +13,7 @@ import (
 func TestAccDeployBasicToSharedWorkspacePath(t *testing.T) {
 	ctx, wt := acc.WorkspaceTest(t)
 
-	nodeTypeId := internal.GetNodeTypeId(env.Get(ctx, "CLOUD_ENV"))
+	nodeTypeId := testutil.GetCloud(t).NodeTypeID()
 	uniqueId := uuid.New().String()
 
 	currentUser, err := wt.W.CurrentUser.Me(ctx)
diff --git a/internal/bundle/deployment_state_test.go b/internal/bundle/deployment_state_test.go
index 5e85740095..caa72d0a23 100644
--- a/internal/bundle/deployment_state_test.go
+++ b/internal/bundle/deployment_state_test.go
@@ -7,7 +7,6 @@ import (
 	"testing"
 
 	"github.com/databricks/cli/bundle/deploy"
-	"github.com/databricks/cli/internal"
 	"github.com/databricks/cli/internal/acc"
 	"github.com/databricks/cli/internal/testutil"
 	"github.com/google/uuid"
@@ -21,7 +20,7 @@ func TestAccFilesAreSyncedCorrectlyWhenNoSnapshot(t *testing.T) {
 	ctx, wt := acc.WorkspaceTest(t)
 	w := wt.W
 
-	nodeTypeId := internal.GetNodeTypeId(env)
+	nodeTypeId := testutil.GetCloud(t).NodeTypeID()
 	uniqueId := uuid.New().String()
 	bundleRoot, err := initTestTemplate(t, ctx, "basic", map[string]any{
 		"unique_id":     uniqueId,
diff --git a/internal/bundle/destroy_test.go b/internal/bundle/destroy_test.go
index baccf4e6fe..dad9c0874e 100644
--- a/internal/bundle/destroy_test.go
+++ b/internal/bundle/destroy_test.go
@@ -6,9 +6,8 @@ import (
 	"path/filepath"
 	"testing"
 
-	"github.com/databricks/cli/internal"
 	"github.com/databricks/cli/internal/acc"
-	"github.com/databricks/cli/libs/env"
+	"github.com/databricks/cli/internal/testutil"
 	"github.com/databricks/databricks-sdk-go/apierr"
 	"github.com/google/uuid"
 	"github.com/stretchr/testify/assert"
@@ -19,7 +18,7 @@ func TestAccBundleDestroy(t *testing.T) {
 	ctx, wt := acc.WorkspaceTest(t)
 	w := wt.W
 
-	nodeTypeId := internal.GetNodeTypeId(env.Get(ctx, "CLOUD_ENV"))
+	nodeTypeId := testutil.GetCloud(t).NodeTypeID()
 	uniqueId := uuid.New().String()
 	bundleRoot, err := initTestTemplate(t, ctx, "deploy_then_remove_resources", map[string]any{
 		"unique_id":     uniqueId,
diff --git a/internal/bundle/generate_job_test.go b/internal/bundle/generate_job_test.go
index 9e2f927aab..b254dac8c8 100644
--- a/internal/bundle/generate_job_test.go
+++ b/internal/bundle/generate_job_test.go
@@ -9,7 +9,6 @@ import (
 	"strings"
 	"testing"
 
-	"github.com/databricks/cli/internal"
 	"github.com/databricks/cli/internal/acc"
 	"github.com/databricks/cli/internal/testcli"
 	"github.com/databricks/cli/internal/testutil"
@@ -23,7 +22,7 @@ import (
 
 func TestAccGenerateFromExistingJobAndDeploy(t *testing.T) {
 	ctx, wt := acc.WorkspaceTest(t)
-	gt := &generateJobTest{T: t, w: wt.W}
+	gt := &generateJobTest{T: wt, w: wt.W}
 
 	uniqueId := uuid.New().String()
 	bundleRoot, err := initTestTemplate(t, ctx, "with_includes", map[string]any{
@@ -70,7 +69,7 @@ func TestAccGenerateFromExistingJobAndDeploy(t *testing.T) {
 }
 
 type generateJobTest struct {
-	T *testing.T
+	T *acc.WorkspaceT
 	w *databricks.WorkspaceClient
 }
 
@@ -78,17 +77,7 @@ func (gt *generateJobTest) createTestJob(ctx context.Context) int64 {
 	t := gt.T
 	w := gt.w
 
-	var nodeTypeId string
-	switch testutil.GetCloud(t) {
-	case testutil.AWS:
-		nodeTypeId = "i3.xlarge"
-	case testutil.Azure:
-		nodeTypeId = "Standard_DS4_v2"
-	case testutil.GCP:
-		nodeTypeId = "n1-standard-4"
-	}
-
-	tmpdir := internal.TemporaryWorkspaceDir(t, w)
+	tmpdir := acc.TemporaryWorkspaceDir(t, "generate-job-")
 	f, err := filer.NewWorkspaceFilesClient(w, tmpdir)
 	require.NoError(t, err)
 
@@ -103,7 +92,7 @@ func (gt *generateJobTest) createTestJob(ctx context.Context) int64 {
 				NewCluster: &compute.ClusterSpec{
 					SparkVersion: "13.3.x-scala2.12",
 					NumWorkers:   1,
-					NodeTypeId:   nodeTypeId,
+					NodeTypeId:   testutil.GetCloud(t).NodeTypeID(),
 					SparkConf: map[string]string{
 						"spark.databricks.enableWsfs":                         "true",
 						"spark.databricks.hive.metastore.glueCatalog.enabled": "true",
diff --git a/internal/bundle/generate_pipeline_test.go b/internal/bundle/generate_pipeline_test.go
index 194f6d3096..96d8d28285 100644
--- a/internal/bundle/generate_pipeline_test.go
+++ b/internal/bundle/generate_pipeline_test.go
@@ -9,7 +9,6 @@ import (
 	"strings"
 	"testing"
 
-	"github.com/databricks/cli/internal"
 	"github.com/databricks/cli/internal/acc"
 	"github.com/databricks/cli/internal/testcli"
 	"github.com/databricks/cli/internal/testutil"
@@ -22,7 +21,7 @@ import (
 
 func TestAccGenerateFromExistingPipelineAndDeploy(t *testing.T) {
 	ctx, wt := acc.WorkspaceTest(t)
-	gt := &generatePipelineTest{T: t, w: wt.W}
+	gt := &generatePipelineTest{T: wt, w: wt.W}
 
 	uniqueId := uuid.New().String()
 	bundleRoot, err := initTestTemplate(t, ctx, "with_includes", map[string]any{
@@ -78,7 +77,7 @@ func TestAccGenerateFromExistingPipelineAndDeploy(t *testing.T) {
 }
 
 type generatePipelineTest struct {
-	T *testing.T
+	T *acc.WorkspaceT
 	w *databricks.WorkspaceClient
 }
 
@@ -86,7 +85,7 @@ func (gt *generatePipelineTest) createTestPipeline(ctx context.Context) (string,
 	t := gt.T
 	w := gt.w
 
-	tmpdir := internal.TemporaryWorkspaceDir(t, w)
+	tmpdir := acc.TemporaryWorkspaceDir(t, "generate-pipeline-")
 	f, err := filer.NewWorkspaceFilesClient(w, tmpdir)
 	require.NoError(t, err)
 
@@ -96,8 +95,7 @@ func (gt *generatePipelineTest) createTestPipeline(ctx context.Context) (string,
 	err = f.Write(ctx, "test.py", strings.NewReader("print('Hello!')"))
 	require.NoError(t, err)
 
-	env := testutil.GetEnvOrSkipTest(t, "CLOUD_ENV")
-	nodeTypeId := internal.GetNodeTypeId(env)
+	nodeTypeId := testutil.GetCloud(t).NodeTypeID()
 
 	name := testutil.RandomName("generated-pipeline-")
 	resp, err := w.Pipelines.Create(ctx, pipelines.CreatePipeline{
diff --git a/internal/bundle/job_metadata_test.go b/internal/bundle/job_metadata_test.go
index 21f1086ae5..de11d89a6f 100644
--- a/internal/bundle/job_metadata_test.go
+++ b/internal/bundle/job_metadata_test.go
@@ -10,9 +10,8 @@ import (
 
 	"github.com/databricks/cli/bundle/config"
 	"github.com/databricks/cli/bundle/metadata"
-	"github.com/databricks/cli/internal"
 	"github.com/databricks/cli/internal/acc"
-	"github.com/databricks/cli/libs/env"
+	"github.com/databricks/cli/internal/testutil"
 	"github.com/databricks/cli/libs/filer"
 	"github.com/google/uuid"
 	"github.com/stretchr/testify/assert"
@@ -23,7 +22,7 @@ func TestAccJobsMetadataFile(t *testing.T) {
 	ctx, wt := acc.WorkspaceTest(t)
 	w := wt.W
 
-	nodeTypeId := internal.GetNodeTypeId(env.Get(ctx, "CLOUD_ENV"))
+	nodeTypeId := testutil.GetCloud(t).NodeTypeID()
 	uniqueId := uuid.New().String()
 	bundleRoot, err := initTestTemplate(t, ctx, "job_metadata", map[string]any{
 		"unique_id":     uniqueId,
diff --git a/internal/bundle/local_state_staleness_test.go b/internal/bundle/local_state_staleness_test.go
index d11234667e..1c025b47a4 100644
--- a/internal/bundle/local_state_staleness_test.go
+++ b/internal/bundle/local_state_staleness_test.go
@@ -4,9 +4,8 @@ import (
 	"context"
 	"testing"
 
-	"github.com/databricks/cli/internal"
 	"github.com/databricks/cli/internal/acc"
-	"github.com/databricks/cli/libs/env"
+	"github.com/databricks/cli/internal/testutil"
 	"github.com/databricks/databricks-sdk-go/listing"
 	"github.com/databricks/databricks-sdk-go/service/jobs"
 	"github.com/google/uuid"
@@ -25,7 +24,7 @@ func TestAccLocalStateStaleness(t *testing.T) {
 	// Because of deploy (2), the locally cached state of bundle instance A should be stale.
 	// Then for deploy (3), it must use the remote state over the stale local state.
 
-	nodeTypeId := internal.GetNodeTypeId(env.Get(ctx, "CLOUD_ENV"))
+	nodeTypeId := testutil.GetCloud(t).NodeTypeID()
 	uniqueId := uuid.New().String()
 	initialize := func() string {
 		root, err := initTestTemplate(t, ctx, "basic", map[string]any{
diff --git a/internal/bundle/python_wheel_test.go b/internal/bundle/python_wheel_test.go
index 009417937e..1d8647396a 100644
--- a/internal/bundle/python_wheel_test.go
+++ b/internal/bundle/python_wheel_test.go
@@ -3,7 +3,6 @@ package bundle
 import (
 	"testing"
 
-	"github.com/databricks/cli/internal"
 	"github.com/databricks/cli/internal/acc"
 	"github.com/databricks/cli/internal/testutil"
 	"github.com/databricks/cli/libs/env"
@@ -14,7 +13,7 @@ import (
 func runPythonWheelTest(t *testing.T, templateName, sparkVersion string, pythonWheelWrapper bool) {
 	ctx, _ := acc.WorkspaceTest(t)
 
-	nodeTypeId := internal.GetNodeTypeId(env.Get(ctx, "CLOUD_ENV"))
+	nodeTypeId := testutil.GetCloud(t).NodeTypeID()
 	instancePoolId := env.Get(ctx, "TEST_INSTANCE_POOL_ID")
 	bundleRoot, err := initTestTemplate(t, ctx, templateName, map[string]any{
 		"node_type_id":         nodeTypeId,
diff --git a/internal/bundle/spark_jar_test.go b/internal/bundle/spark_jar_test.go
index cc67b30f2a..c2402deb60 100644
--- a/internal/bundle/spark_jar_test.go
+++ b/internal/bundle/spark_jar_test.go
@@ -4,7 +4,6 @@ import (
 	"context"
 	"testing"
 
-	"github.com/databricks/cli/internal"
 	"github.com/databricks/cli/internal/acc"
 	"github.com/databricks/cli/internal/testutil"
 	"github.com/databricks/cli/libs/env"
@@ -13,8 +12,7 @@ import (
 )
 
 func runSparkJarTestCommon(t *testing.T, ctx context.Context, sparkVersion, artifactPath string) {
-	cloudEnv := testutil.GetEnvOrSkipTest(t, "CLOUD_ENV")
-	nodeTypeId := internal.GetNodeTypeId(cloudEnv)
+	nodeTypeId := testutil.GetCloud(t).NodeTypeID()
 	tmpDir := t.TempDir()
 	instancePoolId := env.Get(ctx, "TEST_INSTANCE_POOL_ID")
 	bundleRoot, err := initTestTemplateWithBundleRoot(t, ctx, "spark_jar_task", map[string]any{
@@ -42,7 +40,7 @@ func runSparkJarTestCommon(t *testing.T, ctx context.Context, sparkVersion, arti
 
 func runSparkJarTestFromVolume(t *testing.T, sparkVersion string) {
 	ctx, wt := acc.UcWorkspaceTest(t)
-	volumePath := internal.TemporaryUcVolume(t, wt.W)
+	volumePath := acc.TemporaryVolume(wt)
 	ctx = env.Set(ctx, "DATABRICKS_BUNDLE_TARGET", "volume")
 	runSparkJarTestCommon(t, ctx, sparkVersion, volumePath)
 }
diff --git a/internal/dashboard_assumptions_test.go b/internal/dashboard_assumptions_test.go
index 1ad137b7f2..906efa7819 100644
--- a/internal/dashboard_assumptions_test.go
+++ b/internal/dashboard_assumptions_test.go
@@ -28,7 +28,7 @@ func TestAccDashboardAssumptions_WorkspaceImport(t *testing.T) {
 	dashboardPayload := []byte(`{"pages":[{"name":"2506f97a","displayName":"New Page"}]}`)
 	warehouseId := testutil.GetEnvOrSkipTest(t, "TEST_DEFAULT_WAREHOUSE_ID")
 
-	dir := wt.TemporaryWorkspaceDir("dashboard-assumptions-")
+	dir := acc.TemporaryWorkspaceDir(wt, "dashboard-assumptions-")
 
 	dashboard, err := wt.W.Lakeview.Create(ctx, dashboards.CreateDashboardRequest{
 		Dashboard: &dashboards.Dashboard{
diff --git a/internal/fs_cat_test.go b/internal/fs_cat_test.go
index 1d9a0dbe18..e14121feaf 100644
--- a/internal/fs_cat_test.go
+++ b/internal/fs_cat_test.go
@@ -7,10 +7,10 @@ import (
 	"strings"
 	"testing"
 
+	"github.com/databricks/cli/internal/acc"
 	"github.com/databricks/cli/internal/testcli"
 	"github.com/databricks/cli/internal/testutil"
 	"github.com/databricks/cli/libs/filer"
-	"github.com/databricks/databricks-sdk-go"
 	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/require"
 )
@@ -79,14 +79,10 @@ func TestAccFsCatForDbfsInvalidScheme(t *testing.T) {
 }
 
 func TestAccFsCatDoesNotSupportOutputModeJson(t *testing.T) {
-	t.Log(testutil.GetEnvOrSkipTest(t, "CLOUD_ENV"))
-
-	ctx := context.Background()
-	w, err := databricks.NewWorkspaceClient()
-	require.NoError(t, err)
-
-	tmpDir := TemporaryDbfsDir(t, w)
+	ctx, wt := acc.WorkspaceTest(t)
+	w := wt.W
 
+	tmpDir := acc.TemporaryDbfsDir(wt, "fs-cat-")
 	f, err := filer.NewDbfsClient(w, tmpDir)
 	require.NoError(t, err)
 
diff --git a/internal/helpers.go b/internal/helpers.go
index f6cb199ea0..d57e9b9c2c 100644
--- a/internal/helpers.go
+++ b/internal/helpers.go
@@ -1,220 +1,20 @@
 package internal
 
 import (
-	"context"
 	"errors"
-	"fmt"
 	"net/http"
 	"os"
 	"path"
 	"path/filepath"
-	"strings"
 
 	"github.com/databricks/cli/internal/acc"
 	"github.com/databricks/cli/internal/testutil"
 
 	"github.com/databricks/cli/libs/filer"
-	"github.com/databricks/databricks-sdk-go"
 	"github.com/databricks/databricks-sdk-go/apierr"
-	"github.com/databricks/databricks-sdk-go/service/catalog"
-	"github.com/databricks/databricks-sdk-go/service/compute"
-	"github.com/databricks/databricks-sdk-go/service/files"
-	"github.com/databricks/databricks-sdk-go/service/jobs"
-	"github.com/databricks/databricks-sdk-go/service/workspace"
 	"github.com/stretchr/testify/require"
 )
 
-func GenerateNotebookTasks(notebookPath string, versions []string, nodeTypeId string) []jobs.SubmitTask {
-	tasks := make([]jobs.SubmitTask, 0)
-	for i := 0; i < len(versions); i++ {
-		task := jobs.SubmitTask{
-			TaskKey: fmt.Sprintf("notebook_%s", strings.ReplaceAll(versions[i], ".", "_")),
-			NotebookTask: &jobs.NotebookTask{
-				NotebookPath: notebookPath,
-			},
-			NewCluster: &compute.ClusterSpec{
-				SparkVersion:     versions[i],
-				NumWorkers:       1,
-				NodeTypeId:       nodeTypeId,
-				DataSecurityMode: compute.DataSecurityModeUserIsolation,
-			},
-		}
-		tasks = append(tasks, task)
-	}
-
-	return tasks
-}
-
-func GenerateSparkPythonTasks(notebookPath string, versions []string, nodeTypeId string) []jobs.SubmitTask {
-	tasks := make([]jobs.SubmitTask, 0)
-	for i := 0; i < len(versions); i++ {
-		task := jobs.SubmitTask{
-			TaskKey: fmt.Sprintf("spark_%s", strings.ReplaceAll(versions[i], ".", "_")),
-			SparkPythonTask: &jobs.SparkPythonTask{
-				PythonFile: notebookPath,
-			},
-			NewCluster: &compute.ClusterSpec{
-				SparkVersion:     versions[i],
-				NumWorkers:       1,
-				NodeTypeId:       nodeTypeId,
-				DataSecurityMode: compute.DataSecurityModeUserIsolation,
-			},
-		}
-		tasks = append(tasks, task)
-	}
-
-	return tasks
-}
-
-func GenerateWheelTasks(wheelPath string, versions []string, nodeTypeId string) []jobs.SubmitTask {
-	tasks := make([]jobs.SubmitTask, 0)
-	for i := 0; i < len(versions); i++ {
-		task := jobs.SubmitTask{
-			TaskKey: fmt.Sprintf("whl_%s", strings.ReplaceAll(versions[i], ".", "_")),
-			PythonWheelTask: &jobs.PythonWheelTask{
-				PackageName: "my_test_code",
-				EntryPoint:  "run",
-			},
-			NewCluster: &compute.ClusterSpec{
-				SparkVersion:     versions[i],
-				NumWorkers:       1,
-				NodeTypeId:       nodeTypeId,
-				DataSecurityMode: compute.DataSecurityModeUserIsolation,
-			},
-			Libraries: []compute.Library{
-				{Whl: wheelPath},
-			},
-		}
-		tasks = append(tasks, task)
-	}
-
-	return tasks
-}
-
-func TemporaryWorkspaceDir(t testutil.TestingT, w *databricks.WorkspaceClient) string {
-	ctx := context.Background()
-	me, err := w.CurrentUser.Me(ctx)
-	require.NoError(t, err)
-
-	basePath := fmt.Sprintf("/Users/%s/%s", me.UserName, testutil.RandomName("integration-test-wsfs-"))
-
-	t.Logf("Creating %s", basePath)
-	err = w.Workspace.MkdirsByPath(ctx, basePath)
-	require.NoError(t, err)
-
-	// Remove test directory on test completion.
-	t.Cleanup(func() {
-		t.Logf("Removing %s", basePath)
-		err := w.Workspace.Delete(ctx, workspace.Delete{
-			Path:      basePath,
-			Recursive: true,
-		})
-		if err == nil || apierr.IsMissing(err) {
-			return
-		}
-		t.Logf("Unable to remove temporary workspace directory %s: %#v", basePath, err)
-	})
-
-	return basePath
-}
-
-func TemporaryDbfsDir(t testutil.TestingT, w *databricks.WorkspaceClient) string {
-	ctx := context.Background()
-	path := fmt.Sprintf("/tmp/%s", testutil.RandomName("integration-test-dbfs-"))
-
-	t.Logf("Creating DBFS folder:%s", path)
-	err := w.Dbfs.MkdirsByPath(ctx, path)
-	require.NoError(t, err)
-
-	t.Cleanup(func() {
-		t.Logf("Removing DBFS folder:%s", path)
-		err := w.Dbfs.Delete(ctx, files.Delete{
-			Path:      path,
-			Recursive: true,
-		})
-		if err == nil || apierr.IsMissing(err) {
-			return
-		}
-		t.Logf("unable to remove temporary dbfs directory %s: %#v", path, err)
-	})
-
-	return path
-}
-
-// Create a new UC volume in a catalog called "main" in the workspace.
-func TemporaryUcVolume(t testutil.TestingT, w *databricks.WorkspaceClient) string {
-	ctx := context.Background()
-
-	// Create a schema
-	schema, err := w.Schemas.Create(ctx, catalog.CreateSchema{
-		CatalogName: "main",
-		Name:        testutil.RandomName("test-schema-"),
-	})
-	require.NoError(t, err)
-	t.Cleanup(func() {
-		err := w.Schemas.Delete(ctx, catalog.DeleteSchemaRequest{
-			FullName: schema.FullName,
-		})
-		require.NoError(t, err)
-	})
-
-	// Create a volume
-	volume, err := w.Volumes.Create(ctx, catalog.CreateVolumeRequestContent{
-		CatalogName: "main",
-		SchemaName:  schema.Name,
-		Name:        "my-volume",
-		VolumeType:  catalog.VolumeTypeManaged,
-	})
-	require.NoError(t, err)
-	t.Cleanup(func() {
-		err := w.Volumes.Delete(ctx, catalog.DeleteVolumeRequest{
-			Name: volume.FullName,
-		})
-		require.NoError(t, err)
-	})
-
-	return path.Join("/Volumes", "main", schema.Name, volume.Name)
-}
-
-func TemporaryRepo(t testutil.TestingT, w *databricks.WorkspaceClient) string {
-	ctx := context.Background()
-	me, err := w.CurrentUser.Me(ctx)
-	require.NoError(t, err)
-
-	repoPath := fmt.Sprintf("/Repos/%s/%s", me.UserName, testutil.RandomName("integration-test-repo-"))
-
-	t.Logf("Creating repo:%s", repoPath)
-	repoInfo, err := w.Repos.Create(ctx, workspace.CreateRepoRequest{
-		Url:      "https://github.com/databricks/cli",
-		Provider: "github",
-		Path:     repoPath,
-	})
-	require.NoError(t, err)
-
-	t.Cleanup(func() {
-		t.Logf("Removing repo: %s", repoPath)
-		err := w.Repos.Delete(ctx, workspace.DeleteRepoRequest{
-			RepoId: repoInfo.Id,
-		})
-		if err == nil || apierr.IsMissing(err) {
-			return
-		}
-		t.Logf("unable to remove repo %s: %#v", repoPath, err)
-	})
-
-	return repoPath
-}
-
-func GetNodeTypeId(env string) string {
-	if env == "gcp" {
-		return "n1-standard-4"
-	} else if env == "aws" || env == "ucws" {
-		// aws-prod-ucws has CLOUD_ENV set to "ucws"
-		return "i3.xlarge"
-	}
-	return "Standard_DS4_v2"
-}
-
 func setupLocalFiler(t testutil.TestingT) (filer.Filer, string) {
 	t.Log(testutil.GetEnvOrSkipTest(t, "CLOUD_ENV"))
 
@@ -228,7 +28,7 @@ func setupLocalFiler(t testutil.TestingT) (filer.Filer, string) {
 func setupWsfsFiler(t testutil.TestingT) (filer.Filer, string) {
 	ctx, wt := acc.WorkspaceTest(t)
 
-	tmpdir := TemporaryWorkspaceDir(t, wt.W)
+	tmpdir := acc.TemporaryWorkspaceDir(wt)
 	f, err := filer.NewWorkspaceFilesClient(wt.W, tmpdir)
 	require.NoError(t, err)
 
@@ -245,36 +45,31 @@ func setupWsfsFiler(t testutil.TestingT) (filer.Filer, string) {
 func setupWsfsExtensionsFiler(t testutil.TestingT) (filer.Filer, string) {
 	_, wt := acc.WorkspaceTest(t)
 
-	tmpdir := TemporaryWorkspaceDir(t, wt.W)
+	tmpdir := acc.TemporaryWorkspaceDir(wt)
 	f, err := filer.NewWorkspaceFilesExtensionsClient(wt.W, tmpdir)
 	require.NoError(t, err)
-
 	return f, tmpdir
 }
 
 func setupDbfsFiler(t testutil.TestingT) (filer.Filer, string) {
 	_, wt := acc.WorkspaceTest(t)
 
-	tmpDir := TemporaryDbfsDir(t, wt.W)
-	f, err := filer.NewDbfsClient(wt.W, tmpDir)
+	tmpdir := acc.TemporaryDbfsDir(wt)
+	f, err := filer.NewDbfsClient(wt.W, tmpdir)
 	require.NoError(t, err)
-
-	return f, path.Join("dbfs:/", tmpDir)
+	return f, path.Join("dbfs:/", tmpdir)
 }
 
 func setupUcVolumesFiler(t testutil.TestingT) (filer.Filer, string) {
-	t.Log(testutil.GetEnvOrSkipTest(t, "CLOUD_ENV"))
+	_, wt := acc.WorkspaceTest(t)
 
 	if os.Getenv("TEST_METASTORE_ID") == "" {
 		t.Skip("Skipping tests that require a UC Volume when metastore id is not set.")
 	}
 
-	w, err := databricks.NewWorkspaceClient()
-	require.NoError(t, err)
-
-	tmpDir := TemporaryUcVolume(t, w)
-	f, err := filer.NewFilesClient(w, tmpDir)
+	tmpdir := acc.TemporaryVolume(wt)
+	f, err := filer.NewFilesClient(wt.W, tmpdir)
 	require.NoError(t, err)
 
-	return f, path.Join("dbfs:/", tmpDir)
+	return f, path.Join("dbfs:/", tmpdir)
 }
diff --git a/internal/locker_test.go b/internal/locker_test.go
index 3047273a06..87f74e9d85 100644
--- a/internal/locker_test.go
+++ b/internal/locker_test.go
@@ -11,6 +11,7 @@ import (
 	"testing"
 	"time"
 
+	"github.com/databricks/cli/internal/acc"
 	"github.com/databricks/cli/internal/testutil"
 	"github.com/databricks/cli/libs/filer"
 	lockpkg "github.com/databricks/cli/libs/locker"
@@ -164,14 +165,12 @@ func TestAccLock(t *testing.T) {
 	assert.True(t, lockers[indexOfAnInactiveLocker].Active)
 }
 
-func setupLockerTest(ctx context.Context, t *testing.T) (*lockpkg.Locker, filer.Filer) {
-	t.Log(testutil.GetEnvOrSkipTest(t, "CLOUD_ENV"))
-
-	w, err := databricks.NewWorkspaceClient()
-	require.NoError(t, err)
+func setupLockerTest(t *testing.T) (context.Context, *lockpkg.Locker, filer.Filer) {
+	ctx, wt := acc.WorkspaceTest(t)
+	w := wt.W
 
 	// create temp wsfs dir
-	tmpDir := TemporaryWorkspaceDir(t, w)
+	tmpDir := acc.TemporaryWorkspaceDir(wt, "locker-")
 	f, err := filer.NewWorkspaceFilesClient(w, tmpDir)
 	require.NoError(t, err)
 
@@ -179,12 +178,11 @@ func setupLockerTest(ctx context.Context, t *testing.T) (*lockpkg.Locker, filer.
 	locker, err := lockpkg.CreateLocker("redfoo@databricks.com", tmpDir, w)
 	require.NoError(t, err)
 
-	return locker, f
+	return ctx, locker, f
 }
 
 func TestAccLockUnlockWithoutAllowsLockFileNotExist(t *testing.T) {
-	ctx := context.Background()
-	locker, f := setupLockerTest(ctx, t)
+	ctx, locker, f := setupLockerTest(t)
 	var err error
 
 	// Acquire lock on tmp directory
@@ -205,8 +203,7 @@ func TestAccLockUnlockWithoutAllowsLockFileNotExist(t *testing.T) {
 }
 
 func TestAccLockUnlockWithAllowsLockFileNotExist(t *testing.T) {
-	ctx := context.Background()
-	locker, f := setupLockerTest(ctx, t)
+	ctx, locker, f := setupLockerTest(t)
 	var err error
 
 	// Acquire lock on tmp directory
diff --git a/internal/python/python_tasks_test.go b/internal/python/python_tasks_test.go
index b407973196..36efa4a1b8 100644
--- a/internal/python/python_tasks_test.go
+++ b/internal/python/python_tasks_test.go
@@ -14,10 +14,11 @@ import (
 	"time"
 
 	"github.com/databricks/cli/bundle/run/output"
-	"github.com/databricks/cli/internal"
+	"github.com/databricks/cli/internal/acc"
 	"github.com/databricks/cli/internal/testutil"
 	"github.com/databricks/cli/libs/filer"
 	"github.com/databricks/databricks-sdk-go"
+	"github.com/databricks/databricks-sdk-go/service/compute"
 	"github.com/databricks/databricks-sdk-go/service/jobs"
 	"github.com/databricks/databricks-sdk-go/service/workspace"
 	"github.com/stretchr/testify/require"
@@ -127,14 +128,14 @@ func runPythonTasks(t *testing.T, tw *testFiles, opts testOpts) {
 
 	w := tw.w
 
-	nodeTypeId := internal.GetNodeTypeId(env)
+	nodeTypeId := testutil.GetCloud(t).NodeTypeID()
 	tasks := make([]jobs.SubmitTask, 0)
 	if opts.includeNotebookTasks {
-		tasks = append(tasks, internal.GenerateNotebookTasks(tw.pyNotebookPath, sparkVersions, nodeTypeId)...)
+		tasks = append(tasks, GenerateNotebookTasks(tw.pyNotebookPath, sparkVersions, nodeTypeId)...)
 	}
 
 	if opts.includeSparkPythonTasks {
-		tasks = append(tasks, internal.GenerateSparkPythonTasks(tw.sparkPythonPath, sparkVersions, nodeTypeId)...)
+		tasks = append(tasks, GenerateSparkPythonTasks(tw.sparkPythonPath, sparkVersions, nodeTypeId)...)
 	}
 
 	if opts.includeWheelTasks {
@@ -142,7 +143,7 @@ func runPythonTasks(t *testing.T, tw *testFiles, opts testOpts) {
 		if len(opts.wheelSparkVersions) > 0 {
 			versions = opts.wheelSparkVersions
 		}
-		tasks = append(tasks, internal.GenerateWheelTasks(tw.wheelPath, versions, nodeTypeId)...)
+		tasks = append(tasks, GenerateWheelTasks(tw.wheelPath, versions, nodeTypeId)...)
 	}
 
 	ctx := context.Background()
@@ -179,13 +180,13 @@ func runPythonTasks(t *testing.T, tw *testFiles, opts testOpts) {
 }
 
 func prepareWorkspaceFiles(t *testing.T) *testFiles {
-	ctx := context.Background()
-	w, err := databricks.NewWorkspaceClient()
-	require.NoError(t, err)
+	var err error
+	ctx, wt := acc.WorkspaceTest(t)
+	w := wt.W
 
-	baseDir := internal.TemporaryWorkspaceDir(t, w)
-	pyNotebookPath := path.Join(baseDir, "test.py")
+	baseDir := acc.TemporaryWorkspaceDir(wt, "python-tasks-")
 
+	pyNotebookPath := path.Join(baseDir, "test.py")
 	err = w.Workspace.Import(ctx, workspace.Import{
 		Path:      pyNotebookPath,
 		Overwrite: true,
@@ -225,11 +226,12 @@ func prepareWorkspaceFiles(t *testing.T) *testFiles {
 }
 
 func prepareDBFSFiles(t *testing.T) *testFiles {
-	ctx := context.Background()
-	w, err := databricks.NewWorkspaceClient()
-	require.NoError(t, err)
+	var err error
+	ctx, wt := acc.WorkspaceTest(t)
+	w := wt.W
+
+	baseDir := acc.TemporaryDbfsDir(wt, "python-tasks-")
 
-	baseDir := internal.TemporaryDbfsDir(t, w)
 	f, err := filer.NewDbfsClient(w, baseDir)
 	require.NoError(t, err)
 
@@ -254,15 +256,83 @@ func prepareDBFSFiles(t *testing.T) *testFiles {
 }
 
 func prepareRepoFiles(t *testing.T) *testFiles {
-	w, err := databricks.NewWorkspaceClient()
-	require.NoError(t, err)
+	_, wt := acc.WorkspaceTest(t)
+	w := wt.W
+
+	baseDir := acc.TemporaryRepo(wt, "https://github.com/databricks/cli")
 
-	repo := internal.TemporaryRepo(t, w)
 	packagePath := "internal/python/testdata"
 	return &testFiles{
 		w:               w,
-		pyNotebookPath:  path.Join(repo, packagePath, "test"),
-		sparkPythonPath: path.Join(repo, packagePath, "spark.py"),
-		wheelPath:       path.Join(repo, packagePath, "my_test_code-0.0.1-py3-none-any.whl"),
+		pyNotebookPath:  path.Join(baseDir, packagePath, "test"),
+		sparkPythonPath: path.Join(baseDir, packagePath, "spark.py"),
+		wheelPath:       path.Join(baseDir, packagePath, "my_test_code-0.0.1-py3-none-any.whl"),
+	}
+}
+
+func GenerateNotebookTasks(notebookPath string, versions []string, nodeTypeId string) []jobs.SubmitTask {
+	tasks := make([]jobs.SubmitTask, 0)
+	for i := 0; i < len(versions); i++ {
+		task := jobs.SubmitTask{
+			TaskKey: fmt.Sprintf("notebook_%s", strings.ReplaceAll(versions[i], ".", "_")),
+			NotebookTask: &jobs.NotebookTask{
+				NotebookPath: notebookPath,
+			},
+			NewCluster: &compute.ClusterSpec{
+				SparkVersion:     versions[i],
+				NumWorkers:       1,
+				NodeTypeId:       nodeTypeId,
+				DataSecurityMode: compute.DataSecurityModeUserIsolation,
+			},
+		}
+		tasks = append(tasks, task)
 	}
+
+	return tasks
+}
+
+func GenerateSparkPythonTasks(notebookPath string, versions []string, nodeTypeId string) []jobs.SubmitTask {
+	tasks := make([]jobs.SubmitTask, 0)
+	for i := 0; i < len(versions); i++ {
+		task := jobs.SubmitTask{
+			TaskKey: fmt.Sprintf("spark_%s", strings.ReplaceAll(versions[i], ".", "_")),
+			SparkPythonTask: &jobs.SparkPythonTask{
+				PythonFile: notebookPath,
+			},
+			NewCluster: &compute.ClusterSpec{
+				SparkVersion:     versions[i],
+				NumWorkers:       1,
+				NodeTypeId:       nodeTypeId,
+				DataSecurityMode: compute.DataSecurityModeUserIsolation,
+			},
+		}
+		tasks = append(tasks, task)
+	}
+
+	return tasks
+}
+
+func GenerateWheelTasks(wheelPath string, versions []string, nodeTypeId string) []jobs.SubmitTask {
+	tasks := make([]jobs.SubmitTask, 0)
+	for i := 0; i < len(versions); i++ {
+		task := jobs.SubmitTask{
+			TaskKey: fmt.Sprintf("whl_%s", strings.ReplaceAll(versions[i], ".", "_")),
+			PythonWheelTask: &jobs.PythonWheelTask{
+				PackageName: "my_test_code",
+				EntryPoint:  "run",
+			},
+			NewCluster: &compute.ClusterSpec{
+				SparkVersion:     versions[i],
+				NumWorkers:       1,
+				NodeTypeId:       nodeTypeId,
+				DataSecurityMode: compute.DataSecurityModeUserIsolation,
+			},
+			Libraries: []compute.Library{
+				{Whl: wheelPath},
+			},
+		}
+		tasks = append(tasks, task)
+	}
+
+	return tasks
 }
diff --git a/internal/sync_test.go b/internal/sync_test.go
index 848c60ce66..9fff6055b3 100644
--- a/internal/sync_test.go
+++ b/internal/sync_test.go
@@ -15,6 +15,7 @@ import (
 	"testing"
 	"time"
 
+	"github.com/databricks/cli/internal/acc"
 	"github.com/databricks/cli/internal/testcli"
 	"github.com/databricks/cli/internal/testutil"
 	"github.com/databricks/cli/libs/filer"
@@ -72,11 +73,11 @@ type syncTest struct {
 }
 
 func setupSyncTest(t *testing.T, args ...string) *syncTest {
-	t.Log(testutil.GetEnvOrSkipTest(t, "CLOUD_ENV"))
+	_, wt := acc.WorkspaceTest(t)
+	w := wt.W
 
-	w := databricks.Must(databricks.NewWorkspaceClient())
 	localRoot := t.TempDir()
-	remoteRoot := TemporaryWorkspaceDir(t, w)
+	remoteRoot := acc.TemporaryWorkspaceDir(wt, "sync-")
 	f, err := filer.NewWorkspaceFilesClient(w, remoteRoot)
 	require.NoError(t, err)
 
diff --git a/internal/tags_test.go b/internal/tags_test.go
index 3db8527857..ea2c0db052 100644
--- a/internal/tags_test.go
+++ b/internal/tags_test.go
@@ -1,33 +1,19 @@
 package internal
 
 import (
-	"context"
 	"strings"
 	"testing"
 
+	"github.com/databricks/cli/internal/acc"
 	"github.com/databricks/cli/internal/testutil"
-	"github.com/databricks/databricks-sdk-go"
 	"github.com/databricks/databricks-sdk-go/service/compute"
 	"github.com/databricks/databricks-sdk-go/service/jobs"
 	"github.com/stretchr/testify/require"
 )
 
 func testTags(t *testing.T, tags map[string]string) error {
-	var nodeTypeId string
-	switch testutil.GetCloud(t) {
-	case testutil.AWS:
-		nodeTypeId = "i3.xlarge"
-	case testutil.Azure:
-		nodeTypeId = "Standard_DS4_v2"
-	case testutil.GCP:
-		nodeTypeId = "n1-standard-4"
-	}
-
-	w, err := databricks.NewWorkspaceClient()
-	require.NoError(t, err)
-
-	ctx := context.Background()
-	resp, err := w.Jobs.Create(ctx, jobs.CreateJob{
+	ctx, wt := acc.WorkspaceTest(t)
+	resp, err := wt.W.Jobs.Create(ctx, jobs.CreateJob{
 		Name: testutil.RandomName("test-tags-"),
 		Tasks: []jobs.Task{
 			{
@@ -35,7 +21,7 @@ func testTags(t *testing.T, tags map[string]string) error {
 				NewCluster: &compute.ClusterSpec{
 					SparkVersion: "13.3.x-scala2.12",
 					NumWorkers:   1,
-					NodeTypeId:   nodeTypeId,
+					NodeTypeId:   testutil.GetCloud(t).NodeTypeID(),
 				},
 				SparkPythonTask: &jobs.SparkPythonTask{
 					PythonFile: "/doesnt_exist.py",
@@ -47,7 +33,7 @@ func testTags(t *testing.T, tags map[string]string) error {
 
 	if resp != nil {
 		t.Cleanup(func() {
-			_ = w.Jobs.DeleteByJobId(ctx, resp.JobId)
+			_ = wt.W.Jobs.DeleteByJobId(ctx, resp.JobId)
 			// Cannot enable errchecking there, tests fail with:
 			//   Error: Received unexpected error:
 			//   Job 0 does not exist.
diff --git a/internal/testutil/cloud.go b/internal/testutil/cloud.go
index 849ac817c8..4a8a89645d 100644
--- a/internal/testutil/cloud.go
+++ b/internal/testutil/cloud.go
@@ -28,6 +28,19 @@ func (c Cloud) String() string {
 	}
 }
 
+func (c Cloud) NodeTypeID() string {
+	switch c {
+	case AWS:
+		return "i3.xlarge"
+	case Azure:
+		return "Standard_DS4_v2"
+	case GCP:
+		return "n1-standard-4"
+	default:
+		return "unknown"
+	}
+}
+
 func GetCloud(t TestingT) Cloud {
 	env := GetEnvOrSkipTest(t, "CLOUD_ENV")
 	switch env {
diff --git a/internal/workspace_test.go b/internal/workspace_test.go
index 7ff9b0bb8c..f16245aa29 100644
--- a/internal/workspace_test.go
+++ b/internal/workspace_test.go
@@ -15,7 +15,6 @@ import (
 	"github.com/databricks/cli/internal/testcli"
 	"github.com/databricks/cli/internal/testutil"
 	"github.com/databricks/cli/libs/filer"
-	"github.com/databricks/databricks-sdk-go"
 	"github.com/databricks/databricks-sdk-go/service/workspace"
 	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/require"
@@ -44,11 +43,10 @@ func TestWorkpaceGetStatusErrorWhenNoArguments(t *testing.T) {
 }
 
 func TestAccWorkpaceExportPrintsContents(t *testing.T) {
-	t.Log(testutil.GetEnvOrSkipTest(t, "CLOUD_ENV"))
+	ctx, wt := acc.WorkspaceTest(t)
+	w := wt.W
 
-	ctx := context.Background()
-	w := databricks.Must(databricks.NewWorkspaceClient())
-	tmpdir := TemporaryWorkspaceDir(t, w)
+	tmpdir := acc.TemporaryWorkspaceDir(wt, "workspace-export-")
 	f, err := filer.NewWorkspaceFilesClient(w, tmpdir)
 	require.NoError(t, err)
 
@@ -65,9 +63,10 @@ func TestAccWorkpaceExportPrintsContents(t *testing.T) {
 
 func setupWorkspaceImportExportTest(t *testing.T) (context.Context, filer.Filer, string) {
 	ctx, wt := acc.WorkspaceTest(t)
+	w := wt.W
 
-	tmpdir := TemporaryWorkspaceDir(t, wt.W)
-	f, err := filer.NewWorkspaceFilesClient(wt.W, tmpdir)
+	tmpdir := acc.TemporaryWorkspaceDir(wt, "workspace-import-")
+	f, err := filer.NewWorkspaceFilesClient(w, tmpdir)
 	require.NoError(t, err)
 
 	return ctx, f, tmpdir