diff --git a/bundle/python/warning.go b/bundle/python/warning.go
index 9a718ae758..443b8fd27c 100644
--- a/bundle/python/warning.go
+++ b/bundle/python/warning.go
@@ -2,11 +2,13 @@ package python
 
 import (
 	"context"
+	"fmt"
 	"strings"
 
 	"github.com/databricks/cli/bundle"
 	"github.com/databricks/cli/bundle/libraries"
-	"github.com/databricks/cli/libs/cmdio"
+	"github.com/databricks/cli/libs/log"
+	"github.com/databricks/databricks-sdk-go"
 	"golang.org/x/mod/semver"
 )
 
@@ -19,7 +21,7 @@ func WrapperWarning() bundle.Mutator {
 
 func (m *wrapperWarning) Apply(ctx context.Context, b *bundle.Bundle) error {
 	if hasIncompatibleWheelTasks(ctx, b) {
-		cmdio.LogString(ctx, "Python wheel tasks with local libraries require compute with DBR 13.1+. Please change your cluster configuration or set experimental 'python_wheel_wrapper' setting to 'true'")
+		return fmt.Errorf("python wheel tasks with local libraries require compute with DBR 13.1+. Please change your cluster configuration or set experimental 'python_wheel_wrapper' setting to 'true'")
 	}
 	return nil
 }
@@ -44,6 +46,20 @@ func hasIncompatibleWheelTasks(ctx context.Context, b *bundle.Bundle) bool {
 				}
 			}
 		}
+
+		if task.ExistingClusterId != "" {
+			version, err := getSparkVersionForCluster(ctx, b.WorkspaceClient(), task.ExistingClusterId)
+
+			// If there's error getting spark version for cluster, do not mark it as incompatible
+			if err != nil {
+				log.Warnf(ctx, "unable to get spark version for cluster %s, err: %s", task.ExistingClusterId, err.Error())
+				return false
+			}
+
+			if lowerThanExpectedVersion(ctx, version) {
+				return true
+			}
+		}
 	}
 
 	return false
@@ -63,3 +79,12 @@ func lowerThanExpectedVersion(ctx context.Context, sparkVersion string) bool {
 func (m *wrapperWarning) Name() string {
 	return "PythonWrapperWarning"
 }
+
+func getSparkVersionForCluster(ctx context.Context, w *databricks.WorkspaceClient, clusterId string) (string, error) {
+	details, err := w.Clusters.GetByClusterId(ctx, clusterId)
+	if err != nil {
+		return "", err
+	}
+
+	return details.SparkVersion, nil
+}
diff --git a/bundle/python/warning_test.go b/bundle/python/warning_test.go
index 46bbd6562d..83bc142f1f 100644
--- a/bundle/python/warning_test.go
+++ b/bundle/python/warning_test.go
@@ -12,6 +12,117 @@ import (
 	"github.com/stretchr/testify/require"
 )
 
+type MockClusterService struct{}
+
+// ChangeOwner implements compute.ClustersService.
+func (MockClusterService) ChangeOwner(ctx context.Context, request compute.ChangeClusterOwner) error {
+	panic("unimplemented")
+}
+
+// Create implements compute.ClustersService.
+func (MockClusterService) Create(ctx context.Context, request compute.CreateCluster) (*compute.CreateClusterResponse, error) {
+	panic("unimplemented")
+}
+
+// Delete implements compute.ClustersService.
+func (MockClusterService) Delete(ctx context.Context, request compute.DeleteCluster) error {
+	panic("unimplemented")
+}
+
+// Edit implements compute.ClustersService.
+func (MockClusterService) Edit(ctx context.Context, request compute.EditCluster) error {
+	panic("unimplemented")
+}
+
+// Events implements compute.ClustersService.
+func (MockClusterService) Events(ctx context.Context, request compute.GetEvents) (*compute.GetEventsResponse, error) {
+	panic("unimplemented")
+}
+
+// Get implements compute.ClustersService.
+func (MockClusterService) Get(ctx context.Context, request compute.GetClusterRequest) (*compute.ClusterDetails, error) {
+	clusterDetails := map[string]*compute.ClusterDetails{
+		"test-key-1": {
+			SparkVersion: "12.2.x-scala2.12",
+		},
+		"test-key-2": {
+			SparkVersion: "13.2.x-scala2.12",
+		},
+	}
+
+	return clusterDetails[request.ClusterId], nil
+}
+
+// GetPermissionLevels implements compute.ClustersService.
+func (MockClusterService) GetPermissionLevels(ctx context.Context, request compute.GetClusterPermissionLevelsRequest) (*compute.GetClusterPermissionLevelsResponse, error) {
+	panic("unimplemented")
+}
+
+// GetPermissions implements compute.ClustersService.
+func (MockClusterService) GetPermissions(ctx context.Context, request compute.GetClusterPermissionsRequest) (*compute.ClusterPermissions, error) {
+	panic("unimplemented")
+}
+
+// List implements compute.ClustersService.
+func (MockClusterService) List(ctx context.Context, request compute.ListClustersRequest) (*compute.ListClustersResponse, error) {
+	panic("unimplemented")
+}
+
+// ListNodeTypes implements compute.ClustersService.
+func (MockClusterService) ListNodeTypes(ctx context.Context) (*compute.ListNodeTypesResponse, error) {
+	panic("unimplemented")
+}
+
+// ListZones implements compute.ClustersService.
+func (MockClusterService) ListZones(ctx context.Context) (*compute.ListAvailableZonesResponse, error) {
+	panic("unimplemented")
+}
+
+// PermanentDelete implements compute.ClustersService.
+func (MockClusterService) PermanentDelete(ctx context.Context, request compute.PermanentDeleteCluster) error {
+	panic("unimplemented")
+}
+
+// Pin implements compute.ClustersService.
+func (MockClusterService) Pin(ctx context.Context, request compute.PinCluster) error {
+	panic("unimplemented")
+}
+
+// Resize implements compute.ClustersService.
+func (MockClusterService) Resize(ctx context.Context, request compute.ResizeCluster) error {
+	panic("unimplemented")
+}
+
+// Restart implements compute.ClustersService.
+func (MockClusterService) Restart(ctx context.Context, request compute.RestartCluster) error {
+	panic("unimplemented")
+}
+
+// SetPermissions implements compute.ClustersService.
+func (MockClusterService) SetPermissions(ctx context.Context, request compute.ClusterPermissionsRequest) (*compute.ClusterPermissions, error) {
+	panic("unimplemented")
+}
+
+// SparkVersions implements compute.ClustersService.
+func (MockClusterService) SparkVersions(ctx context.Context) (*compute.GetSparkVersionsResponse, error) {
+	panic("unimplemented")
+}
+
+// Start implements compute.ClustersService.
+func (MockClusterService) Start(ctx context.Context, request compute.StartCluster) error {
+	panic("unimplemented")
+}
+
+// Unpin implements compute.ClustersService.
+func (MockClusterService) Unpin(ctx context.Context, request compute.UnpinCluster) error {
+	panic("unimplemented")
+}
+
+// UpdatePermissions implements compute.ClustersService.
+func (MockClusterService) UpdatePermissions(ctx context.Context, request compute.ClusterPermissionsRequest) (*compute.ClusterPermissions, error) {
+	panic("unimplemented")
+}
+
 func TestIncompatibleWheelTasksWithNewCluster(t *testing.T) {
 	b := &bundle.Bundle{
 		Config: config.Root{
@@ -100,6 +211,43 @@ func TestIncompatibleWheelTasksWithJobClusterKey(t *testing.T) {
 	require.True(t, hasIncompatibleWheelTasks(context.Background(), b))
 }
 
+func TestIncompatibleWheelTasksWithExistingClusterId(t *testing.T) {
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Resources: config.Resources{
+				Jobs: map[string]*resources.Job{
+					"job1": {
+						JobSettings: &jobs.JobSettings{
+							Tasks: []jobs.Task{
+								{
+									TaskKey:           "key1",
+									PythonWheelTask:   &jobs.PythonWheelTask{},
+									ExistingClusterId: "test-key-1",
+									Libraries: []compute.Library{
+										{Whl: "./dist/test.whl"},
+									},
+								},
+								{
+									TaskKey:           "key2",
+									PythonWheelTask:   &jobs.PythonWheelTask{},
+									ExistingClusterId: "test-key-2",
+									Libraries: []compute.Library{
+										{Whl: "./dist/test.whl"},
+									},
+								},
+							},
+						},
+					},
+				},
+			},
+		},
+	}
+
+	b.WorkspaceClient().Clusters.WithImpl(MockClusterService{})
+
+	require.True(t, hasIncompatibleWheelTasks(context.Background(), b))
+}
+
 func TestNoIncompatibleWheelTasks(t *testing.T) {
 	b := &bundle.Bundle{
 		Config: config.Root{
@@ -168,6 +316,14 @@ func TestNoIncompatibleWheelTasks(t *testing.T) {
 										{Whl: "./dist/test.whl"},
 									},
 								},
+								{
+									TaskKey:           "key6",
+									PythonWheelTask:   &jobs.PythonWheelTask{},
+									ExistingClusterId: "test-key-2",
+									Libraries: []compute.Library{
+										{Whl: "./dist/test.whl"},
+									},
+								},
 							},
 						},
 					},
@@ -176,6 +332,8 @@ func TestNoIncompatibleWheelTasks(t *testing.T) {
 		},
 	}
 
+	b.WorkspaceClient().Clusters.WithImpl(MockClusterService{})
+
 	require.False(t, hasIncompatibleWheelTasks(context.Background(), b))
 }