diff --git a/bundle/deploy/metadata/annotate_jobs.go b/bundle/deploy/metadata/annotate_jobs.go
index 2b03a59b..f42d4693 100644
--- a/bundle/deploy/metadata/annotate_jobs.go
+++ b/bundle/deploy/metadata/annotate_jobs.go
@@ -2,7 +2,6 @@ package metadata
 
 import (
 	"context"
-	"path"
 
 	"github.com/databricks/cli/bundle"
 	"github.com/databricks/cli/libs/diag"
@@ -27,7 +26,7 @@ func (m *annotateJobs) Apply(_ context.Context, b *bundle.Bundle) diag.Diagnosti
 
 		job.JobSettings.Deployment = &jobs.JobDeployment{
 			Kind:             jobs.JobDeploymentKindBundle,
-			MetadataFilePath: path.Join(b.Config.Workspace.StatePath, MetadataFileName),
+			MetadataFilePath: metadataFilePath(b),
 		}
 		job.JobSettings.EditMode = jobs.JobEditModeUiLocked
 		job.JobSettings.Format = jobs.FormatMultiTask
diff --git a/bundle/deploy/metadata/annotate_pipelines.go b/bundle/deploy/metadata/annotate_pipelines.go
new file mode 100644
index 00000000..990f4890
--- /dev/null
+++ b/bundle/deploy/metadata/annotate_pipelines.go
@@ -0,0 +1,34 @@
+package metadata
+
+import (
+	"context"
+
+	"github.com/databricks/cli/bundle"
+	"github.com/databricks/cli/libs/diag"
+	"github.com/databricks/databricks-sdk-go/service/pipelines"
+)
+
+type annotatePipelines struct{}
+
+func AnnotatePipelines() bundle.Mutator {
+	return &annotatePipelines{}
+}
+
+func (m *annotatePipelines) Name() string {
+	return "metadata.AnnotatePipelines"
+}
+
+func (m *annotatePipelines) Apply(_ context.Context, b *bundle.Bundle) diag.Diagnostics {
+	for _, pipeline := range b.Config.Resources.Pipelines {
+		if pipeline.PipelineSpec == nil {
+			continue
+		}
+
+		pipeline.PipelineSpec.Deployment = &pipelines.PipelineDeployment{
+			Kind:             pipelines.DeploymentKindBundle,
+			MetadataFilePath: metadataFilePath(b),
+		}
+	}
+
+	return nil
+}
diff --git a/bundle/deploy/metadata/annotate_pipelines_test.go b/bundle/deploy/metadata/annotate_pipelines_test.go
new file mode 100644
index 00000000..448a022d
--- /dev/null
+++ b/bundle/deploy/metadata/annotate_pipelines_test.go
@@ -0,0 +1,72 @@
+package metadata
+
+import (
+	"context"
+	"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/pipelines"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestAnnotatePipelinesMutator(t *testing.T) {
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Workspace: config.Workspace{
+				StatePath: "/a/b/c",
+			},
+			Resources: config.Resources{
+				Pipelines: map[string]*resources.Pipeline{
+					"my-pipeline-1": {
+						PipelineSpec: &pipelines.PipelineSpec{
+							Name: "My Pipeline One",
+						},
+					},
+					"my-pipeline-2": {
+						PipelineSpec: &pipelines.PipelineSpec{
+							Name: "My Pipeline Two",
+						},
+					},
+				},
+			},
+		},
+	}
+
+	diags := bundle.Apply(context.Background(), b, AnnotatePipelines())
+	require.NoError(t, diags.Error())
+
+	assert.Equal(t,
+		&pipelines.PipelineDeployment{
+			Kind:             pipelines.DeploymentKindBundle,
+			MetadataFilePath: "/a/b/c/metadata.json",
+		},
+		b.Config.Resources.Pipelines["my-pipeline-1"].PipelineSpec.Deployment)
+
+	assert.Equal(t,
+		&pipelines.PipelineDeployment{
+			Kind:             pipelines.DeploymentKindBundle,
+			MetadataFilePath: "/a/b/c/metadata.json",
+		},
+		b.Config.Resources.Pipelines["my-pipeline-2"].PipelineSpec.Deployment)
+}
+
+func TestAnnotatePipelinesMutatorPipelineWithoutASpec(t *testing.T) {
+	b := &bundle.Bundle{
+		Config: config.Root{
+			Workspace: config.Workspace{
+				StatePath: "/a/b/c",
+			},
+			Resources: config.Resources{
+				Pipelines: map[string]*resources.Pipeline{
+					"my-pipeline-1": {},
+				},
+			},
+		},
+	}
+
+	diags := bundle.Apply(context.Background(), b, AnnotatePipelines())
+	require.NoError(t, diags.Error())
+}
diff --git a/bundle/deploy/metadata/upload.go b/bundle/deploy/metadata/upload.go
index a040a0ae..ee87816d 100644
--- a/bundle/deploy/metadata/upload.go
+++ b/bundle/deploy/metadata/upload.go
@@ -4,13 +4,18 @@ import (
 	"bytes"
 	"context"
 	"encoding/json"
+	"path"
 
 	"github.com/databricks/cli/bundle"
 	"github.com/databricks/cli/libs/diag"
 	"github.com/databricks/cli/libs/filer"
 )
 
-const MetadataFileName = "metadata.json"
+const metadataFileName = "metadata.json"
+
+func metadataFilePath(b *bundle.Bundle) string {
+	return path.Join(b.Config.Workspace.StatePath, metadataFileName)
+}
 
 type upload struct{}
 
@@ -33,5 +38,5 @@ func (m *upload) Apply(ctx context.Context, b *bundle.Bundle) diag.Diagnostics {
 		return diag.FromErr(err)
 	}
 
-	return diag.FromErr(f.Write(ctx, MetadataFileName, bytes.NewReader(metadata), filer.CreateParentDirectories, filer.OverwriteIfExists))
+	return diag.FromErr(f.Write(ctx, metadataFileName, bytes.NewReader(metadata), filer.CreateParentDirectories, filer.OverwriteIfExists))
 }
diff --git a/bundle/phases/initialize.go b/bundle/phases/initialize.go
index 2f5eab30..ded2e198 100644
--- a/bundle/phases/initialize.go
+++ b/bundle/phases/initialize.go
@@ -45,6 +45,7 @@ func Initialize() bundle.Mutator {
 			permissions.ApplyBundlePermissions(),
 			permissions.FilterCurrentUser(),
 			metadata.AnnotateJobs(),
+			metadata.AnnotatePipelines(),
 			terraform.Initialize(),
 			scripts.Execute(config.ScriptPostInit),
 		},