diff --git a/storage/kubernetes/storage.go b/storage/kubernetes/storage.go
index c0d6eb91..04c59171 100644
--- a/storage/kubernetes/storage.go
+++ b/storage/kubernetes/storage.go
@@ -4,6 +4,7 @@ import (
 	"context"
 	"errors"
 	"fmt"
+	"math/rand"
 	"net/http"
 	"strings"
 	"time"
@@ -439,19 +440,21 @@ func (cli *client) DeleteConnector(id string) error {
 }
 
 func (cli *client) UpdateRefreshToken(id string, updater func(old storage.RefreshToken) (storage.RefreshToken, error)) error {
-	r, err := cli.getRefreshToken(id)
-	if err != nil {
-		return err
-	}
-	updated, err := updater(toStorageRefreshToken(r))
-	if err != nil {
-		return err
-	}
-	updated.ID = id
+	return retryOnConflict(context.TODO(), func() error {
+		r, err := cli.getRefreshToken(id)
+		if err != nil {
+			return err
+		}
+		updated, err := updater(toStorageRefreshToken(r))
+		if err != nil {
+			return err
+		}
+		updated.ID = id
 
-	newToken := cli.fromStorageRefreshToken(updated)
-	newToken.ObjectMeta = r.ObjectMeta
-	return cli.put(resourceRefreshToken, r.ObjectMeta.Name, newToken)
+		newToken := cli.fromStorageRefreshToken(updated)
+		newToken.ObjectMeta = r.ObjectMeta
+		return cli.put(resourceRefreshToken, r.ObjectMeta.Name, newToken)
+	})
 }
 
 func (cli *client) UpdateClient(id string, updater func(old storage.Client) (storage.Client, error)) error {
@@ -489,19 +492,21 @@ func (cli *client) UpdatePassword(email string, updater func(old storage.Passwor
 }
 
 func (cli *client) UpdateOfflineSessions(userID string, connID string, updater func(old storage.OfflineSessions) (storage.OfflineSessions, error)) error {
-	o, err := cli.getOfflineSessions(userID, connID)
-	if err != nil {
-		return err
-	}
+	return retryOnConflict(context.TODO(), func() error {
+		o, err := cli.getOfflineSessions(userID, connID)
+		if err != nil {
+			return err
+		}
 
-	updated, err := updater(toStorageOfflineSessions(o))
-	if err != nil {
-		return err
-	}
+		updated, err := updater(toStorageOfflineSessions(o))
+		if err != nil {
+			return err
+		}
 
-	newOfflineSessions := cli.fromStorageOfflineSessions(updated)
-	newOfflineSessions.ObjectMeta = o.ObjectMeta
-	return cli.put(resourceOfflineSessions, o.ObjectMeta.Name, newOfflineSessions)
+		newOfflineSessions := cli.fromStorageOfflineSessions(updated)
+		newOfflineSessions.ObjectMeta = o.ObjectMeta
+		return cli.put(resourceOfflineSessions, o.ObjectMeta.Name, newOfflineSessions)
+	})
 }
 
 func (cli *client) UpdateKeys(updater func(old storage.Keys) (storage.Keys, error)) error {
@@ -539,13 +544,11 @@ func (cli *client) UpdateKeys(updater func(old storage.Keys) (storage.Keys, erro
 	newKeys.ObjectMeta = keys.ObjectMeta
 
 	err = cli.put(resourceKeys, keysName, newKeys)
-	if httpErr, ok := err.(httpError); ok {
+	if isKubernetesAPIConflictError(err) {
 		// We need to tolerate conflicts here in case of HA mode.
 		// Dex instances run keys rotation at the same time because they use SigningKey.nextRotation CR field as a trigger.
-		if httpErr.StatusCode() == http.StatusConflict {
-			cli.logger.Debugf("Keys rotation failed: %v. It is possible that keys have already been rotated by another dex instance.", err)
-			return errors.New("keys already rotated by another server instance")
-		}
+		cli.logger.Debugf("Keys rotation failed: %v. It is possible that keys have already been rotated by another dex instance.", err)
+		return errors.New("keys already rotated by another server instance")
 	}
 
 	return err
@@ -569,20 +572,22 @@ func (cli *client) UpdateAuthRequest(id string, updater func(a storage.AuthReque
 }
 
 func (cli *client) UpdateConnector(id string, updater func(a storage.Connector) (storage.Connector, error)) error {
-	var c Connector
-	err := cli.get(resourceConnector, id, &c)
-	if err != nil {
-		return err
-	}
+	return retryOnConflict(context.TODO(), func() error {
+		var c Connector
+		err := cli.get(resourceConnector, id, &c)
+		if err != nil {
+			return err
+		}
 
-	updated, err := updater(toStorageConnector(c))
-	if err != nil {
-		return err
-	}
+		updated, err := updater(toStorageConnector(c))
+		if err != nil {
+			return err
+		}
 
-	newConn := cli.fromStorageConnector(updated)
-	newConn.ObjectMeta = c.ObjectMeta
-	return cli.put(resourceConnector, id, newConn)
+		newConn := cli.fromStorageConnector(updated)
+		newConn.ObjectMeta = c.ObjectMeta
+		return cli.put(resourceConnector, id, newConn)
+	})
 }
 
 func (cli *client) GarbageCollect(now time.Time) (result storage.GCResult, err error) {
@@ -686,17 +691,58 @@ func (cli *client) getDeviceToken(deviceCode string) (t DeviceToken, err error)
 }
 
 func (cli *client) UpdateDeviceToken(deviceCode string, updater func(old storage.DeviceToken) (storage.DeviceToken, error)) error {
-	r, err := cli.getDeviceToken(deviceCode)
-	if err != nil {
-		return err
-	}
-	updated, err := updater(toStorageDeviceToken(r))
-	if err != nil {
-		return err
-	}
-	updated.DeviceCode = deviceCode
+	return retryOnConflict(context.TODO(), func() error {
+		r, err := cli.getDeviceToken(deviceCode)
+		if err != nil {
+			return err
+		}
+		updated, err := updater(toStorageDeviceToken(r))
+		if err != nil {
+			return err
+		}
+		updated.DeviceCode = deviceCode
 
-	newToken := cli.fromStorageDeviceToken(updated)
-	newToken.ObjectMeta = r.ObjectMeta
-	return cli.put(resourceDeviceToken, r.ObjectMeta.Name, newToken)
+		newToken := cli.fromStorageDeviceToken(updated)
+		newToken.ObjectMeta = r.ObjectMeta
+		return cli.put(resourceDeviceToken, r.ObjectMeta.Name, newToken)
+	})
+}
+
+func isKubernetesAPIConflictError(err error) bool {
+	if httpErr, ok := err.(httpError); ok {
+		if httpErr.StatusCode() == http.StatusConflict {
+			return true
+		}
+	}
+	return false
+}
+
+func retryOnConflict(ctx context.Context, action func() error) error {
+	policy := []int{10, 20, 100, 300, 600}
+
+	attempts := 0
+	getNextStep := func() time.Duration {
+		step := policy[attempts]
+		return time.Duration(step*5+rand.Intn(step)) * time.Microsecond
+	}
+
+	if err := action(); err == nil || !isKubernetesAPIConflictError(err) {
+		return err
+	}
+
+	for {
+		select {
+		case <-time.After(getNextStep()):
+			if err := action(); err == nil || !isKubernetesAPIConflictError(err) {
+				return err
+			}
+
+			attempts++
+			if attempts >= 4 {
+				return errors.New("maximum timeout reached while retrying a conflicted request")
+			}
+		case <-ctx.Done():
+			return errors.New("canceled")
+		}
+	}
 }
diff --git a/storage/kubernetes/storage_test.go b/storage/kubernetes/storage_test.go
index e2c77a62..42ba19a4 100644
--- a/storage/kubernetes/storage_test.go
+++ b/storage/kubernetes/storage_test.go
@@ -1,6 +1,7 @@
 package kubernetes
 
 import (
+	"context"
 	"crypto/tls"
 	"errors"
 	"fmt"
@@ -12,6 +13,7 @@ import (
 	"testing"
 
 	"github.com/sirupsen/logrus"
+	"github.com/stretchr/testify/require"
 	"github.com/stretchr/testify/suite"
 	"sigs.k8s.io/testing_frameworks/integration"
 
@@ -272,3 +274,43 @@ func newStatusCodesResponseTestClient(getResponseCode, actionResponseCode int) *
 		},
 	}
 }
+
+func TestRetryOnConflict(t *testing.T) {
+	tests := []struct {
+		name     string
+		action   func() error
+		exactErr string
+	}{
+		{
+			"Timeout reached",
+			func() error { err := httpErr{status: 409}; return error(&err) },
+			"maximum timeout reached while retrying a conflicted request",
+		},
+		{
+			"HTTP Error",
+			func() error { err := httpErr{status: 500}; return error(&err) },
+			"  Internal Server Error: response from server \"\"",
+		},
+		{
+			"Error",
+			func() error { return errors.New("test") },
+			"test",
+		},
+		{
+			"OK",
+			func() error { return nil },
+			"",
+		},
+	}
+
+	for _, testCase := range tests {
+		t.Run(testCase.name, func(t *testing.T) {
+			err := retryOnConflict(context.TODO(), testCase.action)
+			if testCase.exactErr != "" {
+				require.EqualError(t, err, testCase.exactErr)
+			} else {
+				require.NoError(t, err)
+			}
+		})
+	}
+}