diff --git a/bake/compose.go b/bake/compose.go
index 8a8f3b7c24c..720df547113 100644
--- a/bake/compose.go
+++ b/bake/compose.go
@@ -5,6 +5,7 @@ import (
 	"fmt"
 	"os"
 	"path/filepath"
+	"sort"
 	"strings"
 
 	"github.com/compose-spec/compose-go/v2/dotenv"
@@ -107,6 +108,13 @@ func ParseCompose(cfgs []composetypes.ConfigFile, envs map[string]string) (*Conf
 				}
 			}
 
+			var ssh []string
+			for _, bkey := range s.Build.SSH {
+				sshkey := composeToBuildkitSSH(bkey)
+				ssh = append(ssh, sshkey)
+			}
+			sort.Strings(ssh)
+
 			var secrets []string
 			for _, bs := range s.Build.Secrets {
 				secret, err := composeToBuildkitSecret(bs, cfg.Secrets[bs.Source])
@@ -142,6 +150,7 @@ func ParseCompose(cfgs []composetypes.ConfigFile, envs map[string]string) (*Conf
 				CacheFrom:   s.Build.CacheFrom,
 				CacheTo:     s.Build.CacheTo,
 				NetworkMode: &s.Build.Network,
+				SSH:         ssh,
 				Secrets:     secrets,
 				ShmSize:     shmSize,
 				Ulimits:     ulimits,
@@ -325,6 +334,7 @@ func (t *Target) composeExtTarget(exts map[string]interface{}) error {
 	}
 	if len(xb.SSH) > 0 {
 		t.SSH = dedupSlice(append(t.SSH, xb.SSH...))
+		sort.Strings(t.SSH)
 	}
 	if len(xb.Platforms) > 0 {
 		t.Platforms = dedupSlice(append(t.Platforms, xb.Platforms...))
@@ -368,3 +378,17 @@ func composeToBuildkitSecret(inp composetypes.ServiceSecretConfig, psecret compo
 
 	return strings.Join(bkattrs, ","), nil
 }
+
+// composeToBuildkitSSH converts secret from compose format to buildkit's
+// csv format.
+func composeToBuildkitSSH(sshKey composetypes.SSHKey) string {
+	var bkattrs []string
+
+	bkattrs = append(bkattrs, sshKey.ID)
+
+	if sshKey.Path != "" {
+		bkattrs = append(bkattrs, sshKey.Path)
+	}
+
+	return strings.Join(bkattrs, "=")
+}
diff --git a/bake/compose_test.go b/bake/compose_test.go
index be458be17c8..e60a13f6512 100644
--- a/bake/compose_test.go
+++ b/bake/compose_test.go
@@ -32,6 +32,9 @@ services:
         - type=local,src=path/to/cache
       cache_to:
         - type=local,dest=path/to/cache
+      ssh:
+        - key=path/to/key
+        - default
       secrets:
         - token
         - aws
@@ -74,6 +77,7 @@ secrets:
 	require.Equal(t, []string{"type=local,src=path/to/cache"}, c.Targets[1].CacheFrom)
 	require.Equal(t, []string{"type=local,dest=path/to/cache"}, c.Targets[1].CacheTo)
 	require.Equal(t, "none", *c.Targets[1].NetworkMode)
+	require.Equal(t, []string{"default", "key=path/to/key"}, c.Targets[1].SSH)
 	require.Equal(t, []string{
 		"id=token,env=ENV_TOKEN",
 		"id=aws,src=/root/.aws/credentials",
@@ -278,6 +282,8 @@ services:
         - user/app:cache
       tags:
         - ct-addon:baz
+      ssh:
+        key: path/to/key
       args:
         CT_ECR: foo
         CT_TAG: bar
@@ -287,6 +293,9 @@ services:
         tags:
           - ct-addon:foo
           - ct-addon:alp
+        ssh:
+          - default
+          - other=path/to/otherkey
         platforms:
           - linux/amd64
           - linux/arm64
@@ -329,6 +338,7 @@ services:
 	require.Equal(t, []string{"linux/amd64", "linux/arm64"}, c.Targets[0].Platforms)
 	require.Equal(t, []string{"user/app:cache", "type=local,src=path/to/cache"}, c.Targets[0].CacheFrom)
 	require.Equal(t, []string{"user/app:cache", "type=local,dest=path/to/cache"}, c.Targets[0].CacheTo)
+	require.Equal(t, []string{"default", "key=path/to/key", "other=path/to/otherkey"}, c.Targets[0].SSH)
 	require.Equal(t, newBool(true), c.Targets[0].Pull)
 	require.Equal(t, map[string]string{"alpine": "docker-image://alpine:3.13"}, c.Targets[0].Contexts)
 	require.Equal(t, []string{"ct-fake-aws:bar"}, c.Targets[1].Tags)
@@ -353,6 +363,8 @@ services:
         - user/app:cache
       tags:
         - ct-addon:foo
+      ssh:
+        - default
       x-bake:
         tags:
           - ct-addon:foo
@@ -362,6 +374,9 @@ services:
           - type=local,src=path/to/cache
         cache-to:
           - type=local,dest=path/to/cache
+        ssh:
+          - default
+          - key=path/to/key
 `)
 
 	c, err := ParseCompose([]composetypes.ConfigFile{{Content: dt}}, nil)
@@ -370,6 +385,7 @@ services:
 	require.Equal(t, []string{"ct-addon:foo", "ct-addon:baz"}, c.Targets[0].Tags)
 	require.Equal(t, []string{"user/app:cache", "type=local,src=path/to/cache"}, c.Targets[0].CacheFrom)
 	require.Equal(t, []string{"user/app:cache", "type=local,dest=path/to/cache"}, c.Targets[0].CacheTo)
+	require.Equal(t, []string{"default", "key=path/to/key"}, c.Targets[0].SSH)
 }
 
 func TestEnv(t *testing.T) {