diff --git a/cli/options.go b/cli/options.go
index 69ea5654..a8ba9cc5 100644
--- a/cli/options.go
+++ b/cli/options.go
@@ -18,13 +18,14 @@ package cli
 
 import (
 	"context"
+	"fmt"
 	"io"
+	"log/slog"
 	"os"
 	"path/filepath"
 	"strconv"
 	"strings"
 
-	"github.com/sirupsen/logrus"
 	"go.yaml.in/yaml/v4"
 
 	"github.com/compose-spec/compose-go/v2/consts"
@@ -165,16 +166,16 @@ func WithDefaultConfigPath(o *ProjectOptions) error {
 		if len(candidates) > 0 {
 			winner := candidates[0]
 			if len(candidates) > 1 {
-				logrus.Warnf("Found multiple config files with supported names: %s", strings.Join(candidates, ", "))
-				logrus.Warnf("Using %s", winner)
+				slog.Warn(fmt.Sprintf("Found multiple config files with supported names: %s", strings.Join(candidates, ", ")))
+				slog.Warn(fmt.Sprintf("Using %s", winner))
 			}
 			o.ConfigPaths = append(o.ConfigPaths, winner)
 
 			overrides := findFiles(DefaultOverrideFileNames, pwd)
 			if len(overrides) > 0 {
 				if len(overrides) > 1 {
-					logrus.Warnf("Found multiple override files with supported names: %s", strings.Join(overrides, ", "))
-					logrus.Warnf("Using %s", overrides[0])
+					slog.Warn(fmt.Sprintf("Found multiple override files with supported names: %s", strings.Join(overrides, ", ")))
+					slog.Warn(fmt.Sprintf("Using %s", overrides[0]))
 				}
 				o.ConfigPaths = append(o.ConfigPaths, overrides[0])
 			}
@@ -533,7 +534,7 @@ func withNamePrecedenceLoad(absWorkingDir string, namedInYaml bool, options *Pro
 			dirname := filepath.Base(absWorkingDir)
 			symlink, err := filepath.EvalSymlinks(absWorkingDir)
 			if err == nil && filepath.Base(symlink) != dirname {
-				logrus.Warnf("project has been loaded without an explicit name from a symlink. Using name %q", dirname)
+				slog.Warn(fmt.Sprintf("project has been loaded without an explicit name from a symlink. Using name %q", dirname))
 			}
 			opts.SetProjectName(
 				loader.NormalizeProjectName(dirname),
diff --git a/go.mod b/go.mod
index 80abf2c8..ab51328c 100644
--- a/go.mod
+++ b/go.mod
@@ -11,7 +11,6 @@ require (
 	github.com/mattn/go-shellwords v1.0.12
 	github.com/opencontainers/go-digest v1.0.0
 	github.com/santhosh-tekuri/jsonschema/v6 v6.0.1
-	github.com/sirupsen/logrus v1.9.0
 	github.com/stretchr/testify v1.8.4
 	github.com/xhit/go-str2duration/v2 v2.1.0
 	go.yaml.in/yaml/v4 v4.0.0-rc.4
@@ -23,6 +22,5 @@ require (
 require (
 	github.com/davecgh/go-spew v1.1.1 // indirect
 	github.com/pmezard/go-difflib v1.0.0 // indirect
-	golang.org/x/sys v0.5.0 // indirect
 	gopkg.in/yaml.v3 v3.0.1 // indirect
 )
diff --git a/go.sum b/go.sum
index b921dc5f..a877567b 100644
--- a/go.sum
+++ b/go.sum
@@ -1,4 +1,3 @@
-github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
 github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/distribution/reference v0.5.0 h1:/FUIFXtfc/x2gpa5/VGfiGLuOIdYa1t65IKK2OFGvA0=
@@ -22,10 +21,6 @@ github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZb
 github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
 github.com/santhosh-tekuri/jsonschema/v6 v6.0.1 h1:PKK9DyHxif4LZo+uQSgXNqs0jj5+xZwwfKHgph2lxBw=
 github.com/santhosh-tekuri/jsonschema/v6 v6.0.1/go.mod h1:JXeL+ps8p7/KNMjDQk3TCwPpBy0wYklyWTfbkIzdIFU=
-github.com/sirupsen/logrus v1.9.0 h1:trlNQbNUG3OdDrDil03MCb1H2o9nJ1x4/5LYw7byDE0=
-github.com/sirupsen/logrus v1.9.0/go.mod h1:naHLuLoDiP4jHNo9R0sCBMtWGeIprob74mVsIT4qYEQ=
-github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
-github.com/stretchr/testify v1.7.0/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
 github.com/stretchr/testify v1.8.4 h1:CcVxjf3Q8PM0mHUKJCdn+eZZtm5yQwehR5yeSVQQcUk=
 github.com/stretchr/testify v1.8.4/go.mod h1:sz/lmYIOXD/1dqDmKjjqLyZ2RngseejIcXlSw2iwfAo=
 github.com/xhit/go-str2duration/v2 v2.1.0 h1:lxklc02Drh6ynqX+DdPyp5pCKLUQpRT8bp8Ydu2Bstc=
@@ -48,9 +43,6 @@ golang.org/x/sys v0.0.0-20190215142949-d0b11bdaac8a/go.mod h1:STP8DvDyc/dI5b8T5h
 golang.org/x/sys v0.0.0-20190412213103-97732733099d/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20200930185726-fdedc70b468f/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20210119212857-b64e53b001e4/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
-golang.org/x/sys v0.0.0-20220715151400-c0bba94af5f8/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.5.0 h1:MUK/U/4lj1t1oPg0HfuXDN/Z1wv31ZJ/YcPiGccS4DU=
-golang.org/x/sys v0.5.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.14.0 h1:ScX5w1eTa3QqT8oi6+ziP7dTV1S2+ALU0bI+0zXKWiQ=
@@ -64,7 +56,6 @@ golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8T
 golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405 h1:yhCVgyC4o1eVCa2tZl7eS0r+SDo693bJlVdllGtEeKM=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
-gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
 gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gotest.tools/v3 v3.4.0 h1:ZazjZUfuVeZGLAmlKKuyv3IKP5orXcwtOwDQH6YVr6o=
diff --git a/loader/interpolate.go b/loader/interpolate.go
index dc8dc735..01794f32 100644
--- a/loader/interpolate.go
+++ b/loader/interpolate.go
@@ -18,12 +18,12 @@ package loader
 
 import (
 	"fmt"
+	"log/slog"
 	"strconv"
 	"strings"
 
 	interp "github.com/compose-spec/compose-go/v2/interpolation"
 	"github.com/compose-spec/compose-go/v2/tree"
-	"github.com/sirupsen/logrus"
 )
 
 var interpolateTypeCastMapping = map[tree.Path]interp.Cast{
@@ -107,10 +107,10 @@ func toBoolean(value string) (interface{}, error) {
 	case "false":
 		return false, nil
 	case "y", "yes", "on":
-		logrus.Warnf("%q for boolean is not supported by YAML 1.2, please use `true`", value)
+		slog.Warn(fmt.Sprintf("%q for boolean is not supported by YAML 1.2, please use `true`", value))
 		return true, nil
 	case "n", "no", "off":
-		logrus.Warnf("%q for boolean is not supported by YAML 1.2, please use `false`", value)
+		slog.Warn(fmt.Sprintf("%q for boolean is not supported by YAML 1.2, please use `false`", value))
 		return false, nil
 	default:
 		return nil, fmt.Errorf("invalid boolean: %s", value)
diff --git a/loader/loader.go b/loader/loader.go
index 1baa57b9..2fc0c204 100644
--- a/loader/loader.go
+++ b/loader/loader.go
@@ -42,7 +42,8 @@ import (
 	"github.com/compose-spec/compose-go/v2/types"
 	"github.com/compose-spec/compose-go/v2/validation"
 	"github.com/go-viper/mapstructure/v2"
-	"github.com/sirupsen/logrus"
+	"log/slog"
+
 	"go.yaml.in/yaml/v4"
 )
 
@@ -90,7 +91,7 @@ var versionWarning []string
 
 func (o *Options) warnObsoleteVersion(file string) {
 	if !slices.Contains(versionWarning, file) {
-		logrus.Warning(fmt.Sprintf("%s: the attribute `version` is obsolete, it will be ignored, please remove it to avoid potential confusion", file))
+		slog.Warn(fmt.Sprintf("%s: the attribute `version` is obsolete, it will be ignored, please remove it to avoid potential confusion", file))
 	}
 	versionWarning = append(versionWarning, file)
 }
@@ -120,7 +121,7 @@ func (o Options) RemoteResourceLoaders() []ResourceLoader {
 	for i, loader := range o.ResourceLoaders {
 		if _, ok := loader.(localResourceLoader); ok {
 			if i != len(o.ResourceLoaders)-1 {
-				logrus.Warning("misconfiguration of ResourceLoaders: localResourceLoader should be last")
+				slog.Warn("misconfiguration of ResourceLoaders: localResourceLoader should be last")
 			}
 			continue
 		}
diff --git a/loader/loader_test.go b/loader/loader_test.go
index 3c7a83c5..cd142982 100644
--- a/loader/loader_test.go
+++ b/loader/loader_test.go
@@ -20,6 +20,7 @@ import (
 	"bytes"
 	"context"
 	"fmt"
+	"log/slog"
 	"os"
 	"path/filepath"
 	"strings"
@@ -27,7 +28,6 @@ import (
 	"time"
 
 	"github.com/google/go-cmp/cmp/cmpopts"
-	"github.com/sirupsen/logrus"
 	"gotest.tools/v3/assert"
 	is "gotest.tools/v3/assert/cmp"
 
@@ -1453,7 +1453,7 @@ services:
 }
 
 func TestLoadVolumesWarnOnDeprecatedExternalName(t *testing.T) {
-	buf, cleanup := patchLogrus()
+	buf, cleanup := patchSlog()
 	defer cleanup()
 
 	project, err := loadYAML(`
@@ -1474,11 +1474,12 @@ volumes:
 	assert.Check(t, is.Contains(buf.String(), "volumes.foo: external.name is deprecated. Please set name and external: true"))
 }
 
-func patchLogrus() (*bytes.Buffer, func()) {
+func patchSlog() (*bytes.Buffer, func()) {
 	buf := new(bytes.Buffer)
-	out := logrus.StandardLogger().Out
-	logrus.SetOutput(buf)
-	return buf, func() { logrus.SetOutput(out) }
+	handler := slog.NewTextHandler(buf, &slog.HandlerOptions{Level: slog.LevelWarn})
+	old := slog.Default()
+	slog.SetDefault(slog.New(handler))
+	return buf, func() { slog.SetDefault(old) }
 }
 
 func TestLoadInvalidIsolation(t *testing.T) {
@@ -1512,7 +1513,7 @@ secrets:
 }
 
 func TestLoadSecretsWarnOnDeprecatedExternalName(t *testing.T) {
-	buf, cleanup := patchLogrus()
+	buf, cleanup := patchSlog()
 	defer cleanup()
 
 	project, err := loadYAML(`
@@ -1534,7 +1535,7 @@ secrets:
 }
 
 func TestLoadNetworksWarnOnDeprecatedExternalName(t *testing.T) {
-	buf, cleanup := patchLogrus()
+	buf, cleanup := patchSlog()
 	defer cleanup()
 
 	project, err := loadYAML(`
diff --git a/paths/home.go b/paths/home.go
index a5579262..9769539f 100644
--- a/paths/home.go
+++ b/paths/home.go
@@ -17,18 +17,17 @@
 package paths
 
 import (
+	"log/slog"
 	"os"
 	"path/filepath"
 	"strings"
-
-	"github.com/sirupsen/logrus"
 )
 
 func ExpandUser(p string) string {
 	if strings.HasPrefix(p, "~") {
 		home, err := os.UserHomeDir()
 		if err != nil {
-			logrus.Warn("cannot expand '~', because the environment lacks HOME")
+			slog.Warn("cannot expand '~', because the environment lacks HOME")
 			return p
 		}
 		return filepath.Join(home, p[1:])
diff --git a/template/template.go b/template/template.go
index beb61ed8..aa05e69e 100644
--- a/template/template.go
+++ b/template/template.go
@@ -19,11 +19,10 @@ package template
 import (
 	"errors"
 	"fmt"
+	"log/slog"
 	"regexp"
 	"sort"
 	"strings"
-
-	"github.com/sirupsen/logrus"
 )
 
 const (
@@ -206,7 +205,7 @@ func DefaultReplacementAppliedFunc(substring string, mapping Mapping, cfg *Confi
 
 	value, ok := mapping(substitution)
 	if !ok && cfg.logging {
-		logrus.Warnf("The %q variable is not set. Defaulting to a blank string.", substitution)
+		slog.Warn(fmt.Sprintf("The %q variable is not set. Defaulting to a blank string.", substitution))
 	}
 
 	return value, ok, nil
diff --git a/template/template_test.go b/template/template_test.go
index 6d6243a4..2bde3db7 100644
--- a/template/template_test.go
+++ b/template/template_test.go
@@ -17,13 +17,13 @@
 package template
 
 import (
+	"context"
 	"fmt"
-	"io"
+	"log/slog"
 	"reflect"
+	"sync"
 	"testing"
 
-	"github.com/sirupsen/logrus"
-	logrustest "github.com/sirupsen/logrus/hooks/test"
 	"gotest.tools/v3/assert"
 	is "gotest.tools/v3/assert/cmp"
 )
@@ -568,20 +568,30 @@ func TestValueWithCurlyBracesDefault(t *testing.T) {
 	}
 }
 
-func captureWarnings(t *testing.T) (*logrustest.Hook, func()) {
+type logCapture struct {
+	mu      sync.Mutex
+	entries []slog.Record
+}
+
+func (c *logCapture) Enabled(_ context.Context, _ slog.Level) bool { return true }
+func (c *logCapture) Handle(_ context.Context, r slog.Record) error {
+	c.mu.Lock()
+	c.entries = append(c.entries, r)
+	c.mu.Unlock()
+	return nil
+}
+func (c *logCapture) WithAttrs(_ []slog.Attr) slog.Handler { return c }
+func (c *logCapture) WithGroup(_ string) slog.Handler      { return c }
+func (c *logCapture) AllEntries() []slog.Record {
+	c.mu.Lock()
+	defer c.mu.Unlock()
+	return c.entries
+}
+
+func captureWarnings(t *testing.T) (*logCapture, func()) {
 	t.Helper()
-	logger := logrus.StandardLogger()
-	oldLevel := logger.Level
-	oldOut := logger.Out
-	oldHooks := logger.ReplaceHooks(make(logrus.LevelHooks))
-
-	logger.SetLevel(logrus.WarnLevel)
-	logger.SetOutput(io.Discard)
-
-	hook := logrustest.NewGlobal()
-	return hook, func() {
-		logger.ReplaceHooks(oldHooks)
-		logger.SetOutput(oldOut)
-		logger.SetLevel(oldLevel)
-	}
+	capture := &logCapture{}
+	old := slog.Default()
+	slog.SetDefault(slog.New(capture))
+	return capture, func() { slog.SetDefault(old) }
 }
diff --git a/transform/external.go b/transform/external.go
index be718f03..6ed9adcf 100644
--- a/transform/external.go
+++ b/transform/external.go
@@ -18,9 +18,9 @@ package transform
 
 import (
 	"fmt"
+	"log/slog"
 
 	"github.com/compose-spec/compose-go/v2/tree"
-	"github.com/sirupsen/logrus"
 )
 
 func transformMaybeExternal(data any, p tree.Path, ignoreParseError bool) (any, error) {
@@ -37,7 +37,7 @@ func transformMaybeExternal(data any, p tree.Path, ignoreParseError bool) (any,
 		if external, ok := ext.(map[string]any); ok {
 			resource["external"] = true
 			if extname, extNamed := external["name"]; extNamed {
-				logrus.Warnf("%s: external.name is deprecated. Please set name and external: true", p)
+				slog.Warn(fmt.Sprintf("%s: external.name is deprecated. Please set name and external: true", p))
 				if named && extname != name {
 					return nil, fmt.Errorf("%s: name and external.name conflict; only use name", p)
 				}