diff --git a/bake/bake.go b/bake/bake.go
index edef8c1e6d5..8b99bb0a5ae 100644
--- a/bake/bake.go
+++ b/bake/bake.go
@@ -435,6 +435,7 @@ type Target struct {
 	Outputs          []string          `json:"output,omitempty" hcl:"output,optional"`
 	Pull             *bool             `json:"pull,omitempty" hcl:"pull,optional"`
 	NoCache          *bool             `json:"no-cache,omitempty" hcl:"no-cache,optional"`
+	NetworkMode      *string
 
 	// IMPORTANT: if you add more fields here, do not forget to update newOverrides and README.
 }
@@ -501,6 +502,9 @@ func (t *Target) Merge(t2 *Target) {
 	if t2.NoCache != nil {
 		t.NoCache = t2.NoCache
 	}
+	if t2.NetworkMode != nil {
+		t.NetworkMode = t2.NetworkMode
+	}
 	t.Inherits = append(t.Inherits, t2.Inherits...)
 }
 
@@ -641,6 +645,10 @@ func toBuildOpt(t *Target, inp *Input) (*build.Options, error) {
 	if t.Pull != nil {
 		pull = *t.Pull
 	}
+	networkMode := ""
+	if t.NetworkMode != nil {
+		networkMode = *t.NetworkMode
+	}
 
 	bi := build.Inputs{
 		ContextPath:    contextPath,
@@ -657,12 +665,13 @@ func toBuildOpt(t *Target, inp *Input) (*build.Options, error) {
 	t.Context = &bi.ContextPath
 
 	bo := &build.Options{
-		Inputs:    bi,
-		Tags:      t.Tags,
-		BuildArgs: t.Args,
-		Labels:    t.Labels,
-		NoCache:   noCache,
-		Pull:      pull,
+		Inputs:      bi,
+		Tags:        t.Tags,
+		BuildArgs:   t.Args,
+		Labels:      t.Labels,
+		NoCache:     noCache,
+		Pull:        pull,
+		NetworkMode: networkMode,
 	}
 
 	platforms, err := platformutil.Parse(t.Platforms)
diff --git a/bake/compose.go b/bake/compose.go
index 48c71dbe24e..2ea8885054a 100644
--- a/bake/compose.go
+++ b/bake/compose.go
@@ -79,7 +79,8 @@ func ParseCompose(dt []byte) (*Config, error) {
 					val, ok := cfg.Environment[val]
 					return val, ok
 				})),
-				CacheFrom: s.Build.CacheFrom,
+				CacheFrom:   s.Build.CacheFrom,
+				NetworkMode: &s.Build.Network,
 			}
 			if err = t.composeExtTarget(s.Build.Extensions); err != nil {
 				return nil, err
diff --git a/bake/compose_test.go b/bake/compose_test.go
index daa5f661ea4..d9a4eb1a961 100644
--- a/bake/compose_test.go
+++ b/bake/compose_test.go
@@ -19,6 +19,8 @@ services:
     build:
       context: ./dir
       dockerfile: Dockerfile-alternate
+      network:
+        none
       args:
         buildno: 123
 `)
@@ -43,6 +45,7 @@ services:
 	require.Equal(t, "Dockerfile-alternate", *c.Targets[1].Dockerfile)
 	require.Equal(t, 1, len(c.Targets[1].Args))
 	require.Equal(t, "123", c.Targets[1].Args["buildno"])
+	require.Equal(t, "none", *c.Targets[1].NetworkMode)
 }
 
 func TestNoBuildOutOfTreeService(t *testing.T) {