diff --git a/manager/allocator/allocator.go b/manager/allocator/allocator.go
index a6f0289a02..db3163e2f4 100644
--- a/manager/allocator/allocator.go
+++ b/manager/allocator/allocator.go
@@ -1,7 +1,6 @@
 package allocator
 
 import (
-	"net"
 	"sync"
 
 	"github.com/docker/docker/pkg/plugingetter"
@@ -34,12 +33,8 @@ type Allocator struct {
 	// pluginGetter provides access to docker's plugin inventory.
 	pluginGetter plugingetter.PluginGetter
 
-	// DefaultAddrPool specifies default subnet pool for global scope networks
-	defaultAddrPool []*net.IPNet
-
-	// SubnetSize specifies the subnet size of the networks created from
-	// the default subnet pool
-	subnetSize int
+	// networkConfig stores network related config for the cluster
+	networkConfig *NetworkConfig
 }
 
 // taskBallot controls how the voting for task allocation is
@@ -73,17 +68,16 @@ type allocActor struct {
 
 // New returns a new instance of Allocator for use during allocation
 // stage of the manager.
-func New(store *store.MemoryStore, pg plugingetter.PluginGetter, defaultAddrPool []*net.IPNet, subnetSize int) (*Allocator, error) {
+func New(store *store.MemoryStore, pg plugingetter.PluginGetter, netConfig *NetworkConfig) (*Allocator, error) {
 	a := &Allocator{
 		store: store,
 		taskBallot: &taskBallot{
 			votes: make(map[string][]string),
 		},
-		stopChan:        make(chan struct{}),
-		doneChan:        make(chan struct{}),
-		pluginGetter:    pg,
-		defaultAddrPool: defaultAddrPool,
-		subnetSize:      subnetSize,
+		stopChan:      make(chan struct{}),
+		doneChan:      make(chan struct{}),
+		pluginGetter:  pg,
+		networkConfig: netConfig,
 	}
 
 	return a, nil
diff --git a/manager/allocator/allocator_linux_test.go b/manager/allocator/allocator_linux_test.go
index 9c4894ca3e..b64832eba1 100644
--- a/manager/allocator/allocator_linux_test.go
+++ b/manager/allocator/allocator_linux_test.go
@@ -16,7 +16,7 @@ func TestIPAMNotNil(t *testing.T) {
 	assert.NotNil(t, s)
 	defer s.Close()
 
-	a, err := New(s, nil, nil, 0)
+	a, err := New(s, nil, nil)
 	assert.NoError(t, err)
 	assert.NotNil(t, a)
 
diff --git a/manager/allocator/allocator_test.go b/manager/allocator/allocator_test.go
index ac90550fa8..585885f860 100644
--- a/manager/allocator/allocator_test.go
+++ b/manager/allocator/allocator_test.go
@@ -27,7 +27,7 @@ func TestAllocator(t *testing.T) {
 	assert.NotNil(t, s)
 	defer s.Close()
 
-	a, err := New(s, nil, nil, 0)
+	a, err := New(s, nil, nil)
 	assert.NoError(t, err)
 	assert.NotNil(t, a)
 
@@ -668,7 +668,7 @@ func TestNoDuplicateIPs(t *testing.T) {
 
 			return nil
 		}))
-		a, err := New(s, nil, nil, 0)
+		a, err := New(s, nil, nil)
 		assert.NoError(t, err)
 		assert.NotNil(t, a)
 
@@ -800,7 +800,7 @@ func TestAllocatorRestoreForDuplicateIPs(t *testing.T) {
 		return true
 	}
 
-	a, err := New(s, nil, nil, 0)
+	a, err := New(s, nil, nil)
 	assert.NoError(t, err)
 	assert.NotNil(t, a)
 	// Start allocator
@@ -950,7 +950,7 @@ func TestAllocatorRestartNoEndpointSpec(t *testing.T) {
 		return true
 	}
 
-	a, err := New(s, nil, nil, 0)
+	a, err := New(s, nil, nil)
 	assert.NoError(t, err)
 	assert.NotNil(t, a)
 	// Start allocator
@@ -1154,7 +1154,7 @@ func TestAllocatorRestoreForUnallocatedNetwork(t *testing.T) {
 		return true
 	}
 
-	a, err := New(s, nil, nil, 0)
+	a, err := New(s, nil, nil)
 	assert.NoError(t, err)
 	assert.NotNil(t, a)
 	// Start allocator
@@ -1181,7 +1181,7 @@ func TestNodeAllocator(t *testing.T) {
 	assert.NotNil(t, s)
 	defer s.Close()
 
-	a, err := New(s, nil, nil, 0)
+	a, err := New(s, nil, nil)
 	assert.NoError(t, err)
 	assert.NotNil(t, a)
 
diff --git a/manager/allocator/cnmallocator/drivers_ipam.go b/manager/allocator/cnmallocator/drivers_ipam.go
index d0daccc75a..39bce0615c 100644
--- a/manager/allocator/cnmallocator/drivers_ipam.go
+++ b/manager/allocator/cnmallocator/drivers_ipam.go
@@ -1,7 +1,6 @@
 package cnmallocator
 
 import (
-	"net"
 	"strconv"
 	"strings"
 
@@ -14,7 +13,7 @@ import (
 	"github.com/sirupsen/logrus"
 )
 
-func initIPAMDrivers(r *drvregistry.DrvRegistry, defaultAddrPool []*net.IPNet, subnetSize int) error {
+func initIPAMDrivers(r *drvregistry.DrvRegistry, netConfig *NetworkConfig) error {
 	var addressPool []*ipamutils.NetworkToSplit
 	var str strings.Builder
 	str.WriteString("Subnetlist - ")
@@ -22,16 +21,16 @@ func initIPAMDrivers(r *drvregistry.DrvRegistry, defaultAddrPool []*net.IPNet, s
 	// from the info. We will be using it to call Libnetwork API
 	// We also need to log new address pool info whenever swarm init
 	// happens with default address pool option
-	if defaultAddrPool != nil {
-		for _, p := range defaultAddrPool {
+	if netConfig != nil {
+		for _, p := range netConfig.DefaultAddrPool {
 			addressPool = append(addressPool, &ipamutils.NetworkToSplit{
-				Base: p.String(),
-				Size: subnetSize,
+				Base: p,
+				Size: int(netConfig.SubnetSize),
 			})
-			str.WriteString(p.String() + ",")
+			str.WriteString(p + ",")
 		}
 		str.WriteString(": Size ")
-		str.WriteString(strconv.Itoa(subnetSize))
+		str.WriteString(strconv.Itoa(int(netConfig.SubnetSize)))
 	}
 	if err := ipamutils.ConfigGlobalScopeDefaultNetworks(addressPool); err != nil {
 		return err
diff --git a/manager/allocator/cnmallocator/networkallocator.go b/manager/allocator/cnmallocator/networkallocator.go
index 22229d5095..7a786406e1 100644
--- a/manager/allocator/cnmallocator/networkallocator.go
+++ b/manager/allocator/cnmallocator/networkallocator.go
@@ -86,8 +86,18 @@ type initializer struct {
 	ntype string
 }
 
+// NetworkConfig is used to store network related cluster config in the Manager.
+type NetworkConfig struct {
+	// DefaultAddrPool specifies default subnet pool for global scope networks
+	DefaultAddrPool []string
+
+	// SubnetSize specifies the subnet size of the networks created from
+	// the default subnet pool
+	SubnetSize uint32
+}
+
 // New returns a new NetworkAllocator handle
-func New(pg plugingetter.PluginGetter, defaultAddrPool []*net.IPNet, subnetSize int) (networkallocator.NetworkAllocator, error) {
+func New(pg plugingetter.PluginGetter, netConfig *NetworkConfig) (networkallocator.NetworkAllocator, error) {
 	na := &cnmNetworkAllocator{
 		networks: make(map[string]*network),
 		services: make(map[string]struct{}),
@@ -106,7 +116,7 @@ func New(pg plugingetter.PluginGetter, defaultAddrPool []*net.IPNet, subnetSize
 		return nil, err
 	}
 
-	if err = initIPAMDrivers(reg, defaultAddrPool, subnetSize); err != nil {
+	if err = initIPAMDrivers(reg, netConfig); err != nil {
 		return nil, err
 	}
 
diff --git a/manager/allocator/cnmallocator/networkallocator_test.go b/manager/allocator/cnmallocator/networkallocator_test.go
index 17d87af74f..00d2e47f8d 100644
--- a/manager/allocator/cnmallocator/networkallocator_test.go
+++ b/manager/allocator/cnmallocator/networkallocator_test.go
@@ -13,7 +13,7 @@ import (
 )
 
 func newNetworkAllocator(t *testing.T) networkallocator.NetworkAllocator {
-	na, err := New(nil, nil, 0)
+	na, err := New(nil, nil)
 	assert.NoError(t, err)
 	assert.NotNil(t, na)
 	return na
diff --git a/manager/allocator/network.go b/manager/allocator/network.go
index f264c78951..d6e550fe8e 100644
--- a/manager/allocator/network.go
+++ b/manager/allocator/network.go
@@ -67,8 +67,22 @@ type networkContext struct {
 	somethingWasDeallocated bool
 }
 
+// NetworkConfig is used to store network related cluster config in the Manager.
+type NetworkConfig struct {
+	// DefaultAddrPool specifies default subnet pool for global scope networks
+	DefaultAddrPool []string
+
+	// SubnetSize specifies the subnet size of the networks created from
+	// the default subnet pool
+	SubnetSize uint32
+}
+
 func (a *Allocator) doNetworkInit(ctx context.Context) (err error) {
-	na, err := cnmallocator.New(a.pluginGetter, a.defaultAddrPool, a.subnetSize)
+	netConfig := &cnmallocator.NetworkConfig{
+		DefaultAddrPool: a.networkConfig.DefaultAddrPool,
+		SubnetSize:      a.networkConfig.SubnetSize,
+	}
+	na, err := cnmallocator.New(a.pluginGetter, netConfig)
 	if err != nil {
 		return err
 	}
diff --git a/manager/manager.go b/manager/manager.go
index c8bafb77aa..de367844f6 100644
--- a/manager/manager.go
+++ b/manager/manager.go
@@ -127,12 +127,8 @@ type Config struct {
 	// FIPS setting.
 	FIPS bool
 
-	// DefaultAddrPool specifies default subnet pool for global scope networks
-	DefaultAddrPool []*net.IPNet
-
-	// SubnetSize specifies the subnet size of the networks created from
-	// the default subnet pool
-	SubnetSize int
+	// NetworkConfig stores network related config for the cluster
+	NetworkConfig *allocator.NetworkConfig
 }
 
 // Manager is the cluster manager for Swarm.
@@ -947,14 +943,10 @@ func (m *Manager) becomeLeader(ctx context.Context) {
 			nil,
 			0)
 
-		var defaultAddrPool []string
-		for _, p := range m.config.DefaultAddrPool {
-			defaultAddrPool = append(defaultAddrPool, p.String())
-		}
 		// If defaultAddrPool is valid we update cluster object with new value
-		if defaultAddrPool != nil {
-			clusterObj.DefaultAddressPool = defaultAddrPool
-			clusterObj.SubnetSize = uint32(m.config.SubnetSize)
+		if m.config.NetworkConfig != nil && m.config.NetworkConfig.DefaultAddrPool != nil {
+			clusterObj.DefaultAddressPool = m.config.NetworkConfig.DefaultAddrPool
+			clusterObj.SubnetSize = m.config.NetworkConfig.SubnetSize
 		}
 
 		err := store.CreateCluster(tx, clusterObj)
@@ -1003,24 +995,20 @@ func (m *Manager) becomeLeader(ctx context.Context) {
 
 	// If DefaultAddrPool is null, Read from store and check if
 	// DefaultAddrPool info is stored in cluster object
-	if m.config.DefaultAddrPool == nil {
+	if m.config.NetworkConfig == nil {
 		var cluster *api.Cluster
 		s.View(func(tx store.ReadTx) {
 			cluster = store.GetCluster(tx, clusterID)
 		})
 		if cluster.DefaultAddressPool != nil {
 			for _, address := range cluster.DefaultAddressPool {
-				_, b, err := net.ParseCIDR(address)
-				if err != nil {
-					log.G(ctx).WithError(err).Error("Default Address Pool reading failed for cluster object  %s", address)
-				}
-				m.config.DefaultAddrPool = append(m.config.DefaultAddrPool, b)
+				m.config.NetworkConfig.DefaultAddrPool = append(m.config.NetworkConfig.DefaultAddrPool, address)
 			}
+			m.config.NetworkConfig.SubnetSize = cluster.SubnetSize
 		}
-		m.config.SubnetSize = int(cluster.SubnetSize)
 	}
 
-	m.allocator, err = allocator.New(s, m.config.PluginGetter, m.config.DefaultAddrPool, m.config.SubnetSize)
+	m.allocator, err = allocator.New(s, m.config.PluginGetter, m.config.NetworkConfig)
 	if err != nil {
 		log.G(ctx).WithError(err).Error("failed to create allocator")
 		// TODO(stevvooe): It doesn't seem correct here to fail
@@ -1144,7 +1132,7 @@ func defaultClusterObject(
 	rootCA *ca.RootCA,
 	fips bool,
 	defaultAddressPool []string,
-	subnetSize int) *api.Cluster {
+	subnetSize uint32) *api.Cluster {
 	var caKey []byte
 	if rcaSigner, err := rootCA.Signer(); err == nil {
 		caKey = rcaSigner.Key
@@ -1178,7 +1166,7 @@ func defaultClusterObject(
 		UnlockKeys:         initialUnlockKeys,
 		FIPS:               fips,
 		DefaultAddressPool: defaultAddressPool,
-		SubnetSize:         uint32(subnetSize),
+		SubnetSize:         subnetSize,
 	}
 }
 
diff --git a/node/node.go b/node/node.go
index 843c738995..734e6c7dc2 100644
--- a/node/node.go
+++ b/node/node.go
@@ -28,6 +28,7 @@ import (
 	"github.com/docker/swarmkit/ioutils"
 	"github.com/docker/swarmkit/log"
 	"github.com/docker/swarmkit/manager"
+	"github.com/docker/swarmkit/manager/allocator"
 	"github.com/docker/swarmkit/manager/encryption"
 	"github.com/docker/swarmkit/remotes"
 	"github.com/docker/swarmkit/xnet"
@@ -105,12 +106,8 @@ type Config struct {
 	// for connections to the remote API (including the raft service).
 	AdvertiseRemoteAPI string
 
-	// DefaultAddrPool specifies default subnet pool for global scope networks
-	DefaultAddrPool []*net.IPNet
-
-	// SubnetSize specifies the subnet size of the networks created from
-	// the default subnet pool
-	SubnetSize int
+	// NetworkConfig stores network related config for the cluster
+	NetworkConfig *allocator.NetworkConfig
 
 	// Executor specifies the executor to use for the agent.
 	Executor exec.Executor
@@ -1002,8 +999,7 @@ func (n *Node) runManager(ctx context.Context, securityConfig *ca.SecurityConfig
 		PluginGetter:     n.config.PluginGetter,
 		RootCAPaths:      rootPaths,
 		FIPS:             n.config.FIPS,
-		DefaultAddrPool:  n.config.DefaultAddrPool,
-		SubnetSize:       n.config.SubnetSize,
+		NetworkConfig:    n.config.NetworkConfig,
 	})
 	if err != nil {
 		return false, err