diff --git a/pkg/apis/pipeline/v1beta1/pipeline_conversion.go b/pkg/apis/pipeline/v1beta1/pipeline_conversion.go
index d2630e07cb4..67680499ddd 100644
--- a/pkg/apis/pipeline/v1beta1/pipeline_conversion.go
+++ b/pkg/apis/pipeline/v1beta1/pipeline_conversion.go
@@ -21,6 +21,8 @@ import (
 	"fmt"
 
 	v1 "github.com/tektoncd/pipeline/pkg/apis/pipeline/v1"
+	"github.com/tektoncd/pipeline/pkg/apis/version"
+	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
 	"knative.dev/pkg/apis"
 )
 
@@ -34,6 +36,9 @@ func (p *Pipeline) ConvertTo(ctx context.Context, to apis.Convertible) error {
 	switch sink := to.(type) {
 	case *v1.Pipeline:
 		sink.ObjectMeta = p.ObjectMeta
+		if err := serializePipelineResources(&sink.ObjectMeta, &p.Spec); err != nil {
+			return err
+		}
 		return p.Spec.ConvertTo(ctx, &sink.Spec)
 	default:
 		return fmt.Errorf("unknown version, got: %T", sink)
@@ -79,7 +84,6 @@ func (ps *PipelineSpec) ConvertTo(ctx context.Context, sink *v1.PipelineSpec) er
 		}
 		sink.Finally = append(sink.Finally, new)
 	}
-	// TODO: Handle Resources in #4546
 	return nil
 }
 
@@ -88,6 +92,9 @@ func (p *Pipeline) ConvertFrom(ctx context.Context, from apis.Convertible) error
 	switch source := from.(type) {
 	case *v1.Pipeline:
 		p.ObjectMeta = source.ObjectMeta
+		if err := deserializePipelineResources(&p.ObjectMeta, &p.Spec); err != nil {
+			return err
+		}
 		return p.Spec.ConvertFrom(ctx, &source.Spec)
 	default:
 		return fmt.Errorf("unknown version, got: %T", p)
@@ -271,3 +278,22 @@ func (pr *PipelineResult) convertFrom(ctx context.Context, source v1.PipelineRes
 	newValue.convertFrom(ctx, source.Value)
 	pr.Value = newValue
 }
+
+func serializePipelineResources(meta *metav1.ObjectMeta, spec *PipelineSpec) error {
+	if spec.Resources == nil {
+		return nil
+	}
+	return version.SerializeToMetadata(meta, spec.Resources, resourcesAnnotationKey)
+}
+
+func deserializePipelineResources(meta *metav1.ObjectMeta, spec *PipelineSpec) error {
+	resources := &[]PipelineDeclaredResource{}
+	err := version.DeserializeFromMetadata(meta, resources, resourcesAnnotationKey)
+	if err != nil {
+		return err
+	}
+	if len(*resources) != 0 {
+		spec.Resources = *resources
+	}
+	return nil
+}
diff --git a/pkg/apis/pipeline/v1beta1/pipeline_conversion_test.go b/pkg/apis/pipeline/v1beta1/pipeline_conversion_test.go
index f1c98fe1a02..9fbb22bfaa2 100644
--- a/pkg/apis/pipeline/v1beta1/pipeline_conversion_test.go
+++ b/pkg/apis/pipeline/v1beta1/pipeline_conversion_test.go
@@ -170,7 +170,6 @@ func TestPipelineConversion(t *testing.T) {
 	}
 }
 
-// TODO handle resources and bundles in #4546
 func TestPipelineConversionFromDeprecated(t *testing.T) {
 	versions := []apis.Convertible{&v1.Pipeline{}}
 	tests := []struct {
@@ -185,18 +184,36 @@ func TestPipelineConversionFromDeprecated(t *testing.T) {
 				Namespace: "bar",
 			},
 			Spec: v1beta1.PipelineSpec{
-				Resources: []v1beta1.PipelineDeclaredResource{{
-					Name:     "pipeline resource",
-					Type:     v1beta1.PipelineResourceTypeGit,
-					Optional: true,
-				}},
+				Resources: []v1beta1.PipelineDeclaredResource{
+					{
+						Name:     "1st pipeline resource",
+						Type:     v1beta1.PipelineResourceTypeGit,
+						Optional: true,
+					}, {
+						Name:     "2nd pipeline resource",
+						Type:     v1beta1.PipelineResourceTypeGit,
+						Optional: false,
+					},
+				},
 			}},
 		want: &v1beta1.Pipeline{
 			ObjectMeta: metav1.ObjectMeta{
 				Name:      "foo",
 				Namespace: "bar",
 			},
-			Spec: v1beta1.PipelineSpec{},
+			Spec: v1beta1.PipelineSpec{
+				Resources: []v1beta1.PipelineDeclaredResource{
+					{
+						Name:     "1st pipeline resource",
+						Type:     v1beta1.PipelineResourceTypeGit,
+						Optional: true,
+					}, {
+						Name:     "2nd pipeline resource",
+						Type:     v1beta1.PipelineResourceTypeGit,
+						Optional: false,
+					},
+				},
+			},
 		},
 	}}
 
diff --git a/pkg/apis/version/conversion_test.go b/pkg/apis/version/conversion_test.go
index b2e127a5ec6..a98a72ae3f0 100644
--- a/pkg/apis/version/conversion_test.go
+++ b/pkg/apis/version/conversion_test.go
@@ -52,3 +52,28 @@ func TestSerializationRoundTrip(t *testing.T) {
 		t.Errorf("Unexpected diff after serialization/deserialization round trip: %s", d)
 	}
 }
+
+func TestSliceSerializationRoundTrip(t *testing.T) {
+	meta := metav1.ObjectMeta{}
+	source := []testStruct{{Field: "foo"}, {Field: "bar"}}
+	key := "my-key"
+	err := version.SerializeToMetadata(&meta, source, key)
+	if err != nil {
+		t.Fatalf("Serialization error: %s", err)
+	}
+
+	sink := []testStruct{}
+	err = version.DeserializeFromMetadata(&meta, &sink, key)
+	if err != nil {
+		t.Fatalf("Deserialization error: %s", err)
+	}
+
+	_, ok := meta.Annotations[key]
+	if ok {
+		t.Errorf("Expected key %s not to be present in annotations but it was", key)
+	}
+
+	if d := cmp.Diff(source, sink); d != "" {
+		t.Errorf("Unexpected diff after serialization/deserialization round trip: %s", d)
+	}
+}