diff --git a/controllers/incarnation.go b/controllers/incarnation.go
index 07bcfa72..7e90b9aa 100644
--- a/controllers/incarnation.go
+++ b/controllers/incarnation.go
@@ -479,48 +479,6 @@ func (i *Incarnation) deleteCanaryRules(ctx context.Context) error {
 	})
 }
 
-func (i *Incarnation) syncTaggedServiceLevels(ctx context.Context) error {
-	if i.picchuConfig.ServiceLevelsNamespace != "" {
-		// Account for a fleet other than Delivery (old way of configuring SLOs) and Production (the only other place we ideally want SLOs to go)
-		err := i.controller.applyPlan(
-			ctx,
-			"Ensure Service Levels Namespace",
-			&rmplan.EnsureNamespace{Name: i.picchuConfig.ServiceLevelsNamespace},
-		)
-		if err != nil {
-			return err
-		}
-		return i.controller.applyPlan(ctx, "Sync Tagged Service Levels", &rmplan.SyncTaggedServiceLevels{
-			App:                         i.appName(),
-			Target:                      i.targetName(),
-			Namespace:                   i.picchuConfig.ServiceLevelsNamespace,
-			Tag:                         i.tag,
-			Labels:                      i.defaultLabels(),
-			ServiceLevelObjectiveLabels: i.target().ServiceLevelObjectiveLabels,
-			ServiceLevelObjectives:      i.target().SlothServiceLevelObjectives,
-		})
-	}
-	i.log.Info("service-levels-fleet and service-levels-namespace not set, skipping SyncTaggedServiceLevels")
-	return nil
-}
-
-func (i *Incarnation) deleteTaggedServiceLevels(ctx context.Context) error {
-	if i.picchuConfig.ServiceLevelsNamespace != "" {
-		return i.controller.applyPlan(
-			ctx,
-			"Delete Tagged Service Levels",
-			&rmplan.DeleteTaggedServiceLevels{
-				App:       i.appName(),
-				Target:    i.targetName(),
-				Namespace: i.picchuConfig.ServiceLevelsNamespace,
-				Tag:       i.tag,
-			},
-		)
-	}
-	i.log.Info("service-levels-fleet and service-levels-namespace not set, skipping DeleteTaggedServiceLevels")
-	return nil
-}
-
 func (i *Incarnation) genScalePlan(ctx context.Context) *rmplan.ScaleRevision {
 	requestsRateTarget, err := i.target().Scale.TargetRequestsRateQuantity()
 	if err != nil {
diff --git a/controllers/plan/deleteTaggedServiceLevels.go b/controllers/plan/deleteTaggedServiceLevels.go
deleted file mode 100644
index dafa0cb3..00000000
--- a/controllers/plan/deleteTaggedServiceLevels.go
+++ /dev/null
@@ -1,51 +0,0 @@
-package plan
-
-import (
-	"context"
-
-	"github.com/go-logr/logr"
-	slov1alpha1 "github.com/slok/sloth/pkg/kubernetes/api/sloth/v1"
-	picchuv1alpha1 "go.medium.engineering/picchu/api/v1alpha1"
-	"go.medium.engineering/picchu/plan"
-	"k8s.io/apimachinery/pkg/api/errors"
-	"k8s.io/apimachinery/pkg/labels"
-	"sigs.k8s.io/controller-runtime/pkg/client"
-)
-
-type DeleteTaggedServiceLevels struct {
-	App       string
-	Target    string
-	Namespace string
-	Tag       string
-}
-
-func (p *DeleteTaggedServiceLevels) Apply(ctx context.Context, cli client.Client, cluster *picchuv1alpha1.Cluster, log logr.Logger) error {
-	sllist := &slov1alpha1.PrometheusServiceLevelList{}
-
-	opts := &client.ListOptions{
-		Namespace: p.Namespace,
-		LabelSelector: labels.SelectorFromSet(map[string]string{
-			picchuv1alpha1.LabelApp:    p.App,
-			picchuv1alpha1.LabelTarget: p.Target,
-			picchuv1alpha1.LabelTag:    p.Tag,
-		}),
-	}
-
-	if err := cli.List(ctx, sllist, opts); err != nil {
-		log.Error(err, "Failed to delete tagged Service Levels")
-		return err
-	}
-
-	for _, sl := range sllist.Items {
-		err := cli.Delete(ctx, &sl)
-		if err != nil && !errors.IsNotFound(err) {
-			plan.LogSync(log, "deleted", err, &sl)
-			return err
-		}
-		if err == nil {
-			plan.LogSync(log, "deleted", err, &sl)
-		}
-	}
-
-	return nil
-}
diff --git a/controllers/plan/deleteTaggedServiceLevels_test.go b/controllers/plan/deleteTaggedServiceLevels_test.go
deleted file mode 100644
index 8e4940a5..00000000
--- a/controllers/plan/deleteTaggedServiceLevels_test.go
+++ /dev/null
@@ -1,43 +0,0 @@
-package plan
-
-import (
-	"context"
-	_ "runtime"
-	"testing"
-
-	ktest "go.medium.engineering/kubernetes/pkg/test"
-
-	slo "github.com/slok/sloth/pkg/kubernetes/api/sloth/v1"
-	testify "github.com/stretchr/testify/assert"
-	picchu "go.medium.engineering/picchu/api/v1alpha1"
-	"go.medium.engineering/picchu/test"
-	meta "k8s.io/apimachinery/pkg/apis/meta/v1"
-)
-
-func TestDeleteTaggedServiceLevels(t *testing.T) {
-	ctx, cancel := context.WithTimeout(context.Background(), timeout)
-	defer cancel()
-	assert := testify.New(t)
-	log := test.MustNewLogger()
-	deleteTaggedServiceLevels := &DeleteTaggedServiceLevels{
-		App:       "testapp",
-		Namespace: "testnamespace",
-		Target:    "target",
-		Tag:       "v1",
-	}
-	sl := &slo.PrometheusServiceLevel{
-		ObjectMeta: meta.ObjectMeta{
-			Name:      "test",
-			Namespace: "testnamespace",
-			Labels: map[string]string{
-				picchu.LabelApp:    deleteTaggedServiceLevels.App,
-				picchu.LabelTag:    deleteTaggedServiceLevels.Tag,
-				picchu.LabelTarget: deleteTaggedServiceLevels.Target,
-			},
-		},
-	}
-	cli := fakeClient(sl)
-
-	assert.NoError(deleteTaggedServiceLevels.Apply(ctx, cli, cluster, log), "Shouldn't return error.")
-	ktest.AssertNotFound(ctx, t, cli, sl)
-}
diff --git a/controllers/plan/syncTaggedServiceLevels.go b/controllers/plan/syncTaggedServiceLevels.go
deleted file mode 100644
index 8eba310e..00000000
--- a/controllers/plan/syncTaggedServiceLevels.go
+++ /dev/null
@@ -1,90 +0,0 @@
-package plan
-
-import (
-	"context"
-	"fmt"
-
-	"github.com/go-logr/logr"
-	slov1alpha1 "github.com/slok/sloth/pkg/kubernetes/api/sloth/v1"
-	picchuv1alpha1 "go.medium.engineering/picchu/api/v1alpha1"
-	"go.medium.engineering/picchu/plan"
-	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
-
-	"sigs.k8s.io/controller-runtime/pkg/client"
-)
-
-type SyncTaggedServiceLevels struct {
-	App                         string
-	Target                      string
-	Namespace                   string
-	Tag                         string
-	Labels                      map[string]string
-	ServiceLevelObjectiveLabels picchuv1alpha1.ServiceLevelObjectiveLabels
-	ServiceLevelObjectives      []*picchuv1alpha1.SlothServiceLevelObjective
-}
-
-func (p *SyncTaggedServiceLevels) Apply(ctx context.Context, cli client.Client, cluster *picchuv1alpha1.Cluster, log logr.Logger) error {
-	serviceLevels, err := p.serviceLevels(log)
-	if err != nil {
-		return err
-	}
-	if len(serviceLevels.Items) > 0 {
-		for i := range serviceLevels.Items {
-			if err := plan.CreateOrUpdate(ctx, log, cli, &serviceLevels.Items[i]); err != nil {
-				return err
-			}
-		}
-	}
-
-	return nil
-}
-
-func (p *SyncTaggedServiceLevels) serviceLevels(log logr.Logger) (*slov1alpha1.PrometheusServiceLevelList, error) {
-	sll := &slov1alpha1.PrometheusServiceLevelList{}
-	var sl []slov1alpha1.PrometheusServiceLevel
-	var slos []slov1alpha1.SLO
-
-	for i := range p.ServiceLevelObjectives {
-		if p.ServiceLevelObjectives[i].Enabled {
-			config := SLOConfig{
-				SLO:    p.ServiceLevelObjectives[i],
-				App:    p.App,
-				Name:   sanitizeName(p.ServiceLevelObjectives[i].Name),
-				Tag:    p.Tag,
-				Labels: p.ServiceLevelObjectiveLabels,
-			}
-			serviceLevelObjective := config.serviceLevelObjective(log)
-
-			// if a grpc slo
-			if _, ok := p.ServiceLevelObjectives[i].ServiceLevelObjectiveLabels.ServiceLevelLabels["is_grpc"]; ok {
-				serviceLevelObjective.SLI.Events = config.taggedSLISourceGRPC()
-			} else {
-				serviceLevelObjective.SLI.Events = config.taggedSLISource()
-			}
-
-			slos = append(slos, *serviceLevelObjective)
-		}
-	}
-
-	if len(slos) > 0 {
-		serviceLevel := &slov1alpha1.PrometheusServiceLevel{
-			ObjectMeta: metav1.ObjectMeta{
-				Name:      p.taggedServiceLevelName(),
-				Namespace: p.Namespace,
-				Labels:    p.Labels,
-			},
-			Spec: slov1alpha1.PrometheusServiceLevelSpec{
-				Service: p.App,
-				SLOs:    slos,
-			},
-		}
-		sl = append(sl, *serviceLevel)
-	}
-
-	sll.Items = sl
-	return sll, nil
-}
-
-func (p *SyncTaggedServiceLevels) taggedServiceLevelName() string {
-	return fmt.Sprintf("%s-%s-%s-servicelevels", p.App, p.Target, p.Tag)
-}
diff --git a/controllers/plan/syncTaggedServiceLevels_test.go b/controllers/plan/syncTaggedServiceLevels_test.go
deleted file mode 100644
index 364f5a1b..00000000
--- a/controllers/plan/syncTaggedServiceLevels_test.go
+++ /dev/null
@@ -1,176 +0,0 @@
-package plan
-
-import (
-	"context"
-	_ "runtime"
-	"testing"
-
-	picchuv1alpha1 "go.medium.engineering/picchu/api/v1alpha1"
-	"go.medium.engineering/picchu/mocks"
-	common "go.medium.engineering/picchu/plan/test"
-	"go.medium.engineering/picchu/test"
-	"sigs.k8s.io/controller-runtime/pkg/client"
-
-	slov1alpha1 "github.com/slok/sloth/pkg/kubernetes/api/sloth/v1"
-	"github.com/stretchr/testify/assert"
-	"go.uber.org/mock/gomock"
-	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
-	"k8s.io/apimachinery/pkg/runtime"
-)
-
-var (
-	sltaggedplan = &SyncTaggedServiceLevels{
-		App:       "test-app",
-		Target:    "production",
-		Namespace: "testnamespace",
-		Tag:       "v1",
-		Labels: map[string]string{
-			picchuv1alpha1.LabelApp:        "test-app",
-			picchuv1alpha1.LabelTag:        "v1",
-			picchuv1alpha1.LabelK8sName:    "test-app",
-			picchuv1alpha1.LabelK8sVersion: "v1",
-		},
-		ServiceLevelObjectiveLabels: picchuv1alpha1.ServiceLevelObjectiveLabels{
-			ServiceLevelLabels: map[string]string{
-				"severity": "test",
-			},
-		},
-		ServiceLevelObjectives: []*picchuv1alpha1.SlothServiceLevelObjective{
-			{
-				Enabled:     true,
-				Name:        "test-app-availability",
-				Description: "test desc",
-				Objective:   "99.999",
-				ServiceLevelIndicator: picchuv1alpha1.ServiceLevelIndicator{
-					Canary: picchuv1alpha1.SLICanaryConfig{
-						Enabled:          true,
-						AllowancePercent: 1,
-						FailAfter:        "1m",
-					},
-					TagKey:     "destination_workload",
-					AlertAfter: "1m",
-					ErrorQuery: "sum(rate(test_metric{job=\"test\"}[2m])) by (destination_workload)",
-					TotalQuery: "sum(rate(test_metric2{job=\"test\"}[2m])) by (destination_workload)",
-				},
-				ServiceLevelObjectiveLabels: picchuv1alpha1.ServiceLevelObjectiveLabels{
-					ServiceLevelLabels: map[string]string{
-						"team": "test",
-					},
-				},
-			},
-			{
-				Enabled:     true,
-				Name:        "test-app-availability-GRPC",
-				Description: "test desc",
-				Objective:   "99.999",
-				ServiceLevelIndicator: picchuv1alpha1.ServiceLevelIndicator{
-					Canary: picchuv1alpha1.SLICanaryConfig{
-						Enabled:          true,
-						AllowancePercent: 1,
-						FailAfter:        "1m",
-					},
-					TagKey:     "destination_workload",
-					AlertAfter: "1m",
-					ErrorQuery: "sum(rate(test_metric{job=\"test\"}[2m])) by (destination_workload)",
-					TotalQuery: "sum(rate(test_metric2{job=\"test\"}[2m])) by (destination_workload)",
-				},
-				ServiceLevelObjectiveLabels: picchuv1alpha1.ServiceLevelObjectiveLabels{
-					ServiceLevelLabels: map[string]string{
-						"team": "test",
-						// new label
-						"is_grpc": "true",
-					},
-				},
-			},
-		},
-	}
-
-	sltaggedexpected = &slov1alpha1.PrometheusServiceLevelList{
-		Items: []slov1alpha1.PrometheusServiceLevel{
-			{
-				ObjectMeta: metav1.ObjectMeta{
-					Name:      "test-app-production-v1-servicelevels",
-					Namespace: "testnamespace",
-					Labels: map[string]string{
-						picchuv1alpha1.LabelApp:        "test-app",
-						picchuv1alpha1.LabelTag:        "v1",
-						picchuv1alpha1.LabelK8sName:    "test-app",
-						picchuv1alpha1.LabelK8sVersion: "v1",
-					},
-				},
-				Spec: slov1alpha1.PrometheusServiceLevelSpec{
-					Service: "test-app",
-					SLOs: []slov1alpha1.SLO{
-						{
-							Name:        "test_app_availability",
-							Objective:   99.999,
-							Description: "test desc",
-							Labels: map[string]string{
-								"severity": "test",
-								"team":     "test",
-								"tag":      "v1",
-							},
-							SLI: slov1alpha1.SLI{
-								Events: &slov1alpha1.SLIEvents{
-									ErrorQuery: "sum(rate(test_app:test_app_availability:errors{destination_workload=\"v1\"}[{{.window}}]))",
-									TotalQuery: "sum(rate(test_app:test_app_availability:total{destination_workload=\"v1\"}[{{.window}}]))",
-								},
-							},
-						},
-						{
-							Name:        "test_app_availability_grpc",
-							Objective:   99.999,
-							Description: "test desc",
-							Labels: map[string]string{
-								"severity": "test",
-								"team":     "test",
-								"tag":      "v1",
-								"is_grpc":  "true",
-							},
-							SLI: slov1alpha1.SLI{
-								Events: &slov1alpha1.SLIEvents{
-									ErrorQuery: "sum by (grpc_method) (rate(test_app:test_app_availability_grpc:errors{destination_workload=\"v1\"}[{{.window}}]))",
-									TotalQuery: "sum by (grpc_method) (rate(test_app:test_app_availability_grpc:total{destination_workload=\"v1\"}[{{.window}}]))",
-								},
-							},
-						},
-					},
-				},
-			},
-		},
-	}
-)
-
-func TestTaggedServiceLevels(t *testing.T) {
-	log := test.MustNewLogger()
-	ctrl := gomock.NewController(t)
-	m := mocks.NewMockClient(ctrl)
-	defer ctrl.Finish()
-
-	tests := []client.ObjectKey{
-		{Name: "test-app-production-v1-servicelevels", Namespace: "testnamespace"},
-	}
-	ctx := context.TODO()
-
-	for i := range tests {
-		m.
-			EXPECT().
-			Get(ctx, mocks.ObjectKey(tests[i]), gomock.Any()).
-			Return(common.NotFoundError).
-			Times(1)
-	}
-
-	for i := range sltaggedexpected.Items {
-		for _, obj := range []runtime.Object{
-			&sltaggedexpected.Items[i],
-		} {
-			m.
-				EXPECT().
-				Create(ctx, common.K8sEqual(obj)).
-				Return(nil).
-				AnyTimes()
-		}
-	}
-
-	assert.NoError(t, sltaggedplan.Apply(ctx, m, cluster, log), "Shouldn't return error.")
-}
diff --git a/controllers/state.go b/controllers/state.go
index 5ffff665..e5db2745 100644
--- a/controllers/state.go
+++ b/controllers/state.go
@@ -76,8 +76,6 @@ type Deployment interface {
 	del(context.Context) error
 	syncCanaryRules(context.Context) error
 	deleteCanaryRules(context.Context) error
-	syncTaggedServiceLevels(context.Context) error
-	deleteTaggedServiceLevels(context.Context) error
 	hasRevision() bool
 	schedulePermitsRelease() bool
 	markedAsFailed() bool
@@ -360,9 +358,6 @@ func Releasing(ctx context.Context, deployment Deployment, lastUpdated *time.Tim
 	if err := deployment.sync(ctx); err != nil {
 		return releasing, err
 	}
-	if err := deployment.syncTaggedServiceLevels(ctx); err != nil {
-		return releasing, err
-	}
 	if deployment.peakPercent() >= 100 {
 		return released, nil
 	}
@@ -386,9 +381,6 @@ func Retiring(ctx context.Context, deployment Deployment, lastUpdated *time.Time
 	if deployment.isReleaseEligible() {
 		return deploying, nil
 	}
-	if err := deployment.deleteTaggedServiceLevels(ctx); err != nil {
-		return retiring, err
-	}
 	if deployment.currentPercent() <= 0 {
 		return retired, deployment.retire(ctx)
 	}
@@ -420,10 +412,6 @@ func Deleting(ctx context.Context, deployment Deployment, lastUpdated *time.Time
 		return deleting, err
 	}
 
-	if err := deployment.deleteTaggedServiceLevels(ctx); err != nil {
-		return deleting, err
-	}
-
 	if deployment.currentPercent() <= 0 {
 		return deleted, deployment.del(ctx)
 	}
@@ -454,9 +442,6 @@ func Failing(ctx context.Context, deployment Deployment, lastUpdated *time.Time)
 	if err := deployment.deleteCanaryRules(ctx); err != nil {
 		return failing, err
 	}
-	if err := deployment.deleteTaggedServiceLevels(ctx); err != nil {
-		return failing, err
-	}
 	if deployment.currentPercent() <= 0 {
 		return failed, deployment.retire(ctx)
 	}
@@ -483,9 +468,6 @@ func Canarying(ctx context.Context, deployment Deployment, lastUpdated *time.Tim
 	if err := deployment.syncCanaryRules(ctx); err != nil {
 		return canarying, err
 	}
-	if err := deployment.syncTaggedServiceLevels(ctx); err != nil {
-		return canarying, err
-	}
 
 	if err := deployment.sync(ctx); err != nil {
 		return canarying, err
diff --git a/controllers/state_test.go b/controllers/state_test.go
index e3b79aee..bcae7184 100644
--- a/controllers/state_test.go
+++ b/controllers/state_test.go
@@ -533,8 +533,8 @@ func TestCanarying(t *tt.T) {
 	testcase(deleting, m(false, false, true))
 	testcase(deleting, m(false, true, false))
 	testcase(deleting, m(false, true, true))
-	testcase(canaried, expectSync(expectSyncTaggedServiceLevels(expectSyncCanaryRules(m(true, false, false)))))
-	testcase(canarying, expectSync(expectSyncTaggedServiceLevels(expectSyncCanaryRules(m(true, false, true)))))
+	testcase(canaried, expectSync(expectSyncCanaryRules(m(true, false, false))))
+	testcase(canarying, expectSync(expectSyncCanaryRules(m(true, false, true))))
 	testcase(failing, m(true, true, false))
 	testcase(failing, m(true, true, true))
 }
@@ -770,7 +770,7 @@ func TestRetiring(t *tt.T) {
 	testcase(retiring, m(true, true, false, 1))
 	testcase(retiring, m(true, true, true, 1))
 
-	testcase(retired, expectRetire(expectDeleteTaggedServiceLevels(m(true, false, false, 0))))
+	testcase(retired, expectRetire(m(true, false, false, 0)))
 	testcase(retiring, m(true, false, false, 1))
 	testcase(retiring, m(true, false, false, 100))
 
@@ -826,7 +826,7 @@ func TestDeleting(t *tt.T) {
 
 	testcase(deleting, m(false, 100))
 	testcase(deleting, m(false, 1))
-	testcase(deleted, expectDeleteCanaryRules(expectDeleteTaggedServiceLevels(expectDelete(m(false, 0)))))
+	testcase(deleted, expectDeleteCanaryRules(expectDelete(m(false, 0))))
 	testcase(deploying, m(true, 0))
 	testcase(deleting, m(true, 100))
 	testcase(deleting, m(true, 1))
@@ -883,10 +883,10 @@ func TestFailing(t *tt.T) {
 	testcase(deploying, m(true, false, ExternalTestSucceeded, 0))
 	testcase(failing, m(true, false, ExternalTestSucceeded, 100))
 
-	testcase(failed, expectDeleteCanaryRules(expectDeleteTaggedServiceLevels(expectRetire(m(true, true, ExternalTestDisabled, 0)))))
+	testcase(failed, expectDeleteCanaryRules(expectRetire(m(true, true, ExternalTestDisabled, 0))))
 	testcase(failing, m(true, true, ExternalTestDisabled, 1))
 	testcase(failing, m(true, true, ExternalTestDisabled, 100))
-	testcase(failed, expectDeleteCanaryRules(expectDeleteTaggedServiceLevels(expectRetire(m(true, false, ExternalTestFailed, 0)))))
+	testcase(failed, expectDeleteCanaryRules(expectRetire(m(true, false, ExternalTestFailed, 0))))
 	testcase(failing, m(true, false, ExternalTestFailed, 1))
 	testcase(failing, m(true, false, ExternalTestFailed, 100))
 }
@@ -949,22 +949,20 @@ func testHandler(ctx context.Context, t *tt.T, handler string, expected State, m
 }
 
 type responses struct {
-	hasRevision               bool
-	markedAsFailed            bool
-	isReleaseEligible         bool
-	externalTestStatus        ExternalTestStatus
-	isCanaryPending           bool
-	datadogMonitoring         bool
-	isDeployed                bool
-	schedulePermitsRelease    bool
-	currentPercent            uint32
-	peakPercent               uint32
-	syncCanaryRules           error
-	deleteCanaryRules         error
-	syncTaggedServiceLevels   error
-	deleteTaggedServiceLevels error
-	isTimingOut               bool
-	isExpired                 bool
+	hasRevision            bool
+	markedAsFailed         bool
+	isReleaseEligible      bool
+	externalTestStatus     ExternalTestStatus
+	isCanaryPending        bool
+	datadogMonitoring      bool
+	isDeployed             bool
+	schedulePermitsRelease bool
+	currentPercent         uint32
+	peakPercent            uint32
+	syncCanaryRules        error
+	deleteCanaryRules      error
+	isTimingOut            bool
+	isExpired              bool
 }
 
 func createMockDeployment(ctrl *gomock.Controller, r responses) *MockDeployment {
@@ -1083,21 +1081,3 @@ func expectDeleteCanaryRules(mock *MockDeployment) *MockDeployment {
 		Times(1)
 	return mock
 }
-
-func expectSyncTaggedServiceLevels(mock *MockDeployment) *MockDeployment {
-	mock.
-		EXPECT().
-		syncTaggedServiceLevels(gomock.Any()).
-		Return(nil).
-		Times(1)
-	return mock
-}
-
-func expectDeleteTaggedServiceLevels(mock *MockDeployment) *MockDeployment {
-	mock.
-		EXPECT().
-		deleteTaggedServiceLevels(gomock.Any()).
-		Return(nil).
-		Times(1)
-	return mock
-}