diff --git a/cmd/compose/up.go b/cmd/compose/up.go
index 9eb25485533..2b0810950f1 100644
--- a/cmd/compose/up.go
+++ b/cmd/compose/up.go
@@ -21,9 +21,8 @@ import (
 	"fmt"
 	"time"
 
-	"github.com/docker/compose/v2/cmd/formatter"
-
 	"github.com/compose-spec/compose-go/types"
+	"github.com/docker/compose/v2/cmd/formatter"
 	"github.com/spf13/cobra"
 
 	"github.com/docker/compose/v2/pkg/api"
@@ -164,15 +163,29 @@ func runUp(ctx context.Context, streams api.Streams, backend api.Service, create
 		consumer = formatter.NewLogConsumer(ctx, streams.Out(), streams.Err(), !upOptions.noColor, !upOptions.noPrefix, upOptions.timestamp)
 	}
 
-	attachTo := services
+	var attachTo []string
 	if len(upOptions.attach) > 0 {
 		attachTo = upOptions.attach
 	}
 	if upOptions.attachDependencies {
-		attachTo = project.ServiceNames()
+		if err = project.WithServices(attachTo, func(s types.ServiceConfig) error {
+			if s.Attach == nil || *s.Attach {
+				attachTo = append(attachTo, s.Name)
+			}
+			return nil
+		}); err != nil {
+			return err
+		}
 	}
 	if len(attachTo) == 0 {
-		attachTo = project.ServiceNames()
+		if err = project.WithServices(services, func(s types.ServiceConfig) error {
+			if s.Attach == nil || *s.Attach {
+				attachTo = append(attachTo, s.Name)
+			}
+			return nil
+		}); err != nil {
+			return err
+		}
 	}
 	attachTo = utils.Remove(attachTo, upOptions.noAttach...)
 
diff --git a/go.mod b/go.mod
index d23085172ff..26029827391 100644
--- a/go.mod
+++ b/go.mod
@@ -99,7 +99,7 @@ require (
 	github.com/hashicorp/go-memdb v1.3.2 // indirect
 	github.com/hashicorp/golang-lru v0.5.4 // indirect
 	github.com/hashicorp/hcl v1.0.0 // indirect
-	github.com/imdario/mergo v0.3.15 // indirect
+	github.com/imdario/mergo v0.3.16 // indirect
 	github.com/inconshreveable/mousetrap v1.1.0 // indirect
 	github.com/jinzhu/gorm v1.9.11 // indirect
 	github.com/json-iterator/go v1.1.12 // indirect
@@ -177,6 +177,8 @@ require (
 )
 
 replace (
+	github.com/compose-spec/compose-go => github.com/ndeloof/compose-go v1.2.4-0.20230613093636-c5056633935d
+
 	// Override for e2e tests
 	github.com/cucumber/godog => github.com/laurazard/godog v0.0.0-20220922095256-4c4b17abdae7
 
diff --git a/go.sum b/go.sum
index b369cd62698..fe74bab5672 100644
--- a/go.sum
+++ b/go.sum
@@ -159,8 +159,6 @@ github.com/cncf/xds/go v0.0.0-20210805033703-aa0b78936158/go.mod h1:eXthEFrGJvWH
 github.com/cncf/xds/go v0.0.0-20210922020428-25de7278fc84/go.mod h1:eXthEFrGJvWHgFFCl3hGmgk+/aYT6PnTQLykKQRLhEs=
 github.com/cncf/xds/go v0.0.0-20211001041855-01bcc9b48dfe/go.mod h1:eXthEFrGJvWHgFFCl3hGmgk+/aYT6PnTQLykKQRLhEs=
 github.com/cncf/xds/go v0.0.0-20211011173535-cb28da3451f1/go.mod h1:eXthEFrGJvWHgFFCl3hGmgk+/aYT6PnTQLykKQRLhEs=
-github.com/compose-spec/compose-go v1.14.0 h1:/+tQxBEPIrfsi87Qh7/VjMzcJN3BRNER/RO71ku+u6E=
-github.com/compose-spec/compose-go v1.14.0/go.mod h1:m0o4G6MQDHjjz9rY7No9FpnNi+9sKic262rzrwuCqic=
 github.com/containerd/cgroups v1.0.4 h1:jN/mbWBEaz+T1pi5OFtnkQ+8qnmEbAr1Oo1FRm5B0dA=
 github.com/containerd/console v1.0.3 h1:lIr7SlA5PxZyMV30bDW0MGbiOPXwc63yRuCP0ARubLw=
 github.com/containerd/console v1.0.3/go.mod h1:7LqA/THxQ86k76b8c/EMSiaJ3h1eZkMkXar0TQ1gf3U=
@@ -439,8 +437,8 @@ github.com/hpcloud/tail v1.0.0/go.mod h1:ab1qPbhIpdTxEkNHXyeSf5vhxWSCs/tWer42PpO
 github.com/ianlancetaylor/demangle v0.0.0-20181102032728-5e5cf60278f6/go.mod h1:aSSvb/t6k1mPoxDqO4vJh6VOCGPwU4O0C2/Eqndh1Sc=
 github.com/ianlancetaylor/demangle v0.0.0-20200824232613-28f6c0f3b639/go.mod h1:aSSvb/t6k1mPoxDqO4vJh6VOCGPwU4O0C2/Eqndh1Sc=
 github.com/imdario/mergo v0.3.5/go.mod h1:2EnlNZ0deacrJVfApfmtdGgDfMuh/nq6Ok1EcJh5FfA=
-github.com/imdario/mergo v0.3.15 h1:M8XP7IuFNsqUx6VPK2P9OSmsYsI/YFaGil0uD21V3dM=
-github.com/imdario/mergo v0.3.15/go.mod h1:WBLT9ZmE3lPoWsEzCh9LPo3TiwVN+ZKEjmz+hD27ysY=
+github.com/imdario/mergo v0.3.16 h1:wwQJbIsHYGMUyLSPrEq1CT16AhnhNJQ51+4fdHUnCl4=
+github.com/imdario/mergo v0.3.16/go.mod h1:WBLT9ZmE3lPoWsEzCh9LPo3TiwVN+ZKEjmz+hD27ysY=
 github.com/in-toto/in-toto-golang v0.5.0 h1:hb8bgwr0M2hGdDsLjkJ3ZqJ8JFLL/tgYdAxF/XEFBbY=
 github.com/inconshreveable/mousetrap v1.0.0/go.mod h1:PxqpIevigyE2G7u3NXJIT2ANytuPF1OarO4DADm73n8=
 github.com/inconshreveable/mousetrap v1.1.0 h1:wN+x4NVGpMsO7ErUn/mUI3vEoE6Jt13X2s0bqwp9tc8=
@@ -560,6 +558,8 @@ github.com/munnerz/goautoneg v0.0.0-20120707110453-a547fc61f48d/go.mod h1:+n7T8m
 github.com/mwitkow/go-conntrack v0.0.0-20161129095857-cc309e4a2223/go.mod h1:qRWi+5nqEBWmkhHvq77mSJWrCKwh8bxhgT7d/eI7P4U=
 github.com/mwitkow/go-conntrack v0.0.0-20190716064945-2f068394615f/go.mod h1:qRWi+5nqEBWmkhHvq77mSJWrCKwh8bxhgT7d/eI7P4U=
 github.com/mxk/go-flowrate v0.0.0-20140419014527-cca7078d478f/go.mod h1:ZdcZmHo+o7JKHSa8/e818NopupXU1YMK5fe1lsApnBw=
+github.com/ndeloof/compose-go v1.2.4-0.20230613093636-c5056633935d h1:uSlBk/j+hVAjK5fxbaj5o3sNaUjrXZ2s65ZxB6ZW/5s=
+github.com/ndeloof/compose-go v1.2.4-0.20230613093636-c5056633935d/go.mod h1:lPCPZqX4eyq6f+6U9z08YslKtlPowrcUwh1EJOYpmQE=
 github.com/niemeyer/pretty v0.0.0-20200227124842-a10e7caefd8e/go.mod h1:zD1mROLANZcx1PVRCS0qkT7pwLkGfwJo4zjcN/Tysno=
 github.com/nxadm/tail v1.4.4/go.mod h1:kenIhsEOeOJmVchQTgglprH7qJGnHDVpk1VPCcaMI8A=
 github.com/onsi/ginkgo v0.0.0-20170829012221-11459a886d9c/go.mod h1:lLunBs/Ym6LB5Z9jYTR76FiuTmxDTDusOGeTQH+WWjE=