diff --git a/cmd/db-manager/v1beta1/main.go b/cmd/db-manager/v1beta1/main.go
index 17f949f0690..d23def0e040 100644
--- a/cmd/db-manager/v1beta1/main.go
+++ b/cmd/db-manager/v1beta1/main.go
@@ -28,7 +28,7 @@ import (
 	api_pb "github.com/kubeflow/katib/pkg/apis/manager/v1beta1"
 	db "github.com/kubeflow/katib/pkg/db/v1beta1"
 	"github.com/kubeflow/katib/pkg/db/v1beta1/common"
-	"k8s.io/klog"
+	klog "k8s.io/klog/v2"
 
 	"google.golang.org/grpc"
 	"google.golang.org/grpc/reflection"
diff --git a/cmd/metricscollector/v1beta1/file-metricscollector/main.go b/cmd/metricscollector/v1beta1/file-metricscollector/main.go
index c91a18060bc..6e65156e9ea 100644
--- a/cmd/metricscollector/v1beta1/file-metricscollector/main.go
+++ b/cmd/metricscollector/v1beta1/file-metricscollector/main.go
@@ -53,7 +53,7 @@ import (
 	psutil "github.com/shirou/gopsutil/v3/process"
 	"google.golang.org/grpc"
 	"google.golang.org/grpc/credentials/insecure"
-	"k8s.io/klog"
+	klog "k8s.io/klog/v2"
 
 	commonv1beta1 "github.com/kubeflow/katib/pkg/apis/controller/common/v1beta1"
 	api "github.com/kubeflow/katib/pkg/apis/manager/v1beta1"
diff --git a/cmd/suggestion/goptuna/v1beta1/main.go b/cmd/suggestion/goptuna/v1beta1/main.go
index 719405d54cc..fa4d36a69f0 100644
--- a/cmd/suggestion/goptuna/v1beta1/main.go
+++ b/cmd/suggestion/goptuna/v1beta1/main.go
@@ -24,7 +24,7 @@ import (
 	api_v1_beta1 "github.com/kubeflow/katib/pkg/apis/manager/v1beta1"
 	suggestion "github.com/kubeflow/katib/pkg/suggestion/v1beta1/goptuna"
 	"google.golang.org/grpc"
-	"k8s.io/klog"
+	klog "k8s.io/klog/v2"
 )
 
 const (
diff --git a/go.mod b/go.mod
index 3219346c9f4..5cab171fab1 100644
--- a/go.mod
+++ b/go.mod
@@ -27,7 +27,7 @@ require (
 	k8s.io/apimachinery v0.29.3
 	k8s.io/client-go v0.29.3
 	k8s.io/code-generator v0.29.3
-	k8s.io/klog v1.0.0
+	k8s.io/klog/v2 v2.130.1
 	k8s.io/kube-openapi v0.0.0-20231010175941-2dd684a91f00
 	sigs.k8s.io/controller-runtime v0.17.3
 	sigs.k8s.io/structured-merge-diff/v4 v4.4.1
@@ -150,7 +150,6 @@ require (
 	k8s.io/apiextensions-apiserver v0.29.2 // indirect
 	k8s.io/component-base v0.29.2 // indirect
 	k8s.io/gengo v0.0.0-20230829151522-9cce18d56c01 // indirect
-	k8s.io/klog/v2 v2.110.1 // indirect
 	k8s.io/utils v0.0.0-20230726121419-3b25d923346b // indirect
 	sigs.k8s.io/json v0.0.0-20221116044647-bc3834ca7abd // indirect
 )
diff --git a/go.sum b/go.sum
index d8ee4e246b7..42ae156412d 100644
--- a/go.sum
+++ b/go.sum
@@ -216,9 +216,7 @@ github.com/go-kit/kit v0.8.0/go.mod h1:xBxKIO96dXMWWy0MnWVtmwkA9/13aqxPnvrjFYMA2
 github.com/go-kit/kit v0.9.0/go.mod h1:xBxKIO96dXMWWy0MnWVtmwkA9/13aqxPnvrjFYMA2as=
 github.com/go-logfmt/logfmt v0.3.0/go.mod h1:Qt1PoO58o5twSAckw1HlFXLmHsOX5/0LbT9GBnD5lWE=
 github.com/go-logfmt/logfmt v0.4.0/go.mod h1:3RMwSq7FuexP4Kalkev3ejPJsZTpXXBr9+V4qmtdjCk=
-github.com/go-logr/logr v0.1.0/go.mod h1:ixOQHD9gLJUVQQ2ZOR7zLEifBX6tGkNJF4QyIY7sIas=
 github.com/go-logr/logr v0.2.0/go.mod h1:z6/tIYblkpsD+a4lm/fGIIU9mZ+XfAiaFtq7xTgseGU=
-github.com/go-logr/logr v1.3.0/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
 github.com/go-logr/logr v1.4.1 h1:pKouT5E8xu9zeFC39JXRDukb6JFQPXM5p5I91188VAQ=
 github.com/go-logr/logr v1.4.1/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
 github.com/go-logr/zapr v1.3.0 h1:XGdV8XW8zdwFiwOA2Dryh1gj2KRQyOOoNmBy4EplIcQ=
@@ -1251,11 +1249,9 @@ k8s.io/component-base v0.29.2 h1:lpiLyuvPA9yV1aQwGLENYyK7n/8t6l3nn3zAtFTJYe8=
 k8s.io/component-base v0.29.2/go.mod h1:BfB3SLrefbZXiBfbM+2H1dlat21Uewg/5qtKOl8degM=
 k8s.io/gengo v0.0.0-20230829151522-9cce18d56c01 h1:pWEwq4Asjm4vjW7vcsmijwBhOr1/shsbSYiWXmNGlks=
 k8s.io/gengo v0.0.0-20230829151522-9cce18d56c01/go.mod h1:FiNAH4ZV3gBg2Kwh89tzAEV2be7d5xI0vBa/VySYy3E=
-k8s.io/klog v1.0.0 h1:Pt+yjF5aB1xDSVbau4VsWe+dQNzA0qv1LlXdC2dF6Q8=
-k8s.io/klog v1.0.0/go.mod h1:4Bi6QPql/J/LkTDqv7R/cd3hPo4k2DG6Ptcz060Ez5I=
 k8s.io/klog/v2 v2.2.0/go.mod h1:Od+F08eJP+W3HUb4pSrPpgp9DGU4GzlpG/TmITuYh/Y=
-k8s.io/klog/v2 v2.110.1 h1:U/Af64HJf7FcwMcXyKm2RPM22WZzyR7OSpYj5tg3cL0=
-k8s.io/klog/v2 v2.110.1/go.mod h1:YGtd1984u+GgbuZ7e08/yBuAfKLSO0+uR1Fhi6ExXjo=
+k8s.io/klog/v2 v2.130.1 h1:n9Xl7H1Xvksem4KFG4PYbdQCQxqc/tTUyrgXaOhHSzk=
+k8s.io/klog/v2 v2.130.1/go.mod h1:3Jpz1GvMt720eyJH1ckRHK1EDfpxISzJ7I9OYgaDtPE=
 k8s.io/kube-aggregator v0.28.1 h1:rvG4llYnQKHjj6YjjoBPEJxfD1uH0DJwkrJTNKGAaCs=
 k8s.io/kube-aggregator v0.28.1/go.mod h1:JaLizMe+AECSpO2OmrWVsvnG0V3dX1RpW+Wq/QHbu18=
 k8s.io/kube-openapi v0.0.0-20231010175941-2dd684a91f00 h1:aVUu9fTY98ivBPKR9Y5w/AuzbMm96cd3YHRTU83I780=
diff --git a/hack/swagger/main.go b/hack/swagger/main.go
index eda8a9689bb..f9a09747575 100644
--- a/hack/swagger/main.go
+++ b/hack/swagger/main.go
@@ -23,7 +23,7 @@ import (
 	"strings"
 
 	"github.com/kubeflow/katib/pkg/apis/v1beta1"
-	"k8s.io/klog"
+	klog "k8s.io/klog/v2"
 	"k8s.io/kube-openapi/pkg/common"
 	"k8s.io/kube-openapi/pkg/validation/spec"
 )
diff --git a/pkg/db/v1beta1/common/connection.go b/pkg/db/v1beta1/common/connection.go
index 2f65e19ce96..4dffd2bc4cb 100644
--- a/pkg/db/v1beta1/common/connection.go
+++ b/pkg/db/v1beta1/common/connection.go
@@ -21,7 +21,7 @@ import (
 	"fmt"
 	"time"
 
-	"k8s.io/klog"
+	klog "k8s.io/klog/v2"
 )
 
 func OpenSQLConn(driverName string, dataSourceName string, interval time.Duration,
diff --git a/pkg/db/v1beta1/db.go b/pkg/db/v1beta1/db.go
index d5834711023..5c061f3aa82 100644
--- a/pkg/db/v1beta1/db.go
+++ b/pkg/db/v1beta1/db.go
@@ -23,7 +23,7 @@ import (
 	"github.com/kubeflow/katib/pkg/db/v1beta1/common"
 	"github.com/kubeflow/katib/pkg/db/v1beta1/mysql"
 	"github.com/kubeflow/katib/pkg/db/v1beta1/postgres"
-	"k8s.io/klog"
+	klog "k8s.io/klog/v2"
 )
 
 func NewKatibDBInterface(dbName string, connectTimeout time.Duration) (common.KatibDBInterface, error) {
diff --git a/pkg/db/v1beta1/mysql/init.go b/pkg/db/v1beta1/mysql/init.go
index fe2a2987f0b..2d77f62f2d5 100644
--- a/pkg/db/v1beta1/mysql/init.go
+++ b/pkg/db/v1beta1/mysql/init.go
@@ -19,7 +19,7 @@ package mysql
 import (
 	"fmt"
 
-	"k8s.io/klog"
+	klog "k8s.io/klog/v2"
 
 	"github.com/kubeflow/katib/pkg/db/v1beta1/common"
 	"github.com/kubeflow/katib/pkg/util/v1beta1/env"
diff --git a/pkg/db/v1beta1/mysql/mysql.go b/pkg/db/v1beta1/mysql/mysql.go
index b17aee8705f..d03720f1857 100644
--- a/pkg/db/v1beta1/mysql/mysql.go
+++ b/pkg/db/v1beta1/mysql/mysql.go
@@ -23,7 +23,7 @@ import (
 	"time"
 
 	_ "github.com/go-sql-driver/mysql"
-	"k8s.io/klog"
+	klog "k8s.io/klog/v2"
 
 	v1beta1 "github.com/kubeflow/katib/pkg/apis/manager/v1beta1"
 	"github.com/kubeflow/katib/pkg/db/v1beta1/common"
diff --git a/pkg/db/v1beta1/postgres/init.go b/pkg/db/v1beta1/postgres/init.go
index 71c573128c2..5940aa8df9b 100644
--- a/pkg/db/v1beta1/postgres/init.go
+++ b/pkg/db/v1beta1/postgres/init.go
@@ -19,7 +19,7 @@ package postgres
 import (
 	"fmt"
 
-	"k8s.io/klog"
+	klog "k8s.io/klog/v2"
 
 	"github.com/kubeflow/katib/pkg/db/v1beta1/common"
 	"github.com/kubeflow/katib/pkg/util/v1beta1/env"
diff --git a/pkg/db/v1beta1/postgres/postgres.go b/pkg/db/v1beta1/postgres/postgres.go
index af60d0b0efc..7a4189da6fd 100644
--- a/pkg/db/v1beta1/postgres/postgres.go
+++ b/pkg/db/v1beta1/postgres/postgres.go
@@ -27,7 +27,7 @@ import (
 	v1beta1 "github.com/kubeflow/katib/pkg/apis/manager/v1beta1"
 	"github.com/kubeflow/katib/pkg/db/v1beta1/common"
 	"github.com/kubeflow/katib/pkg/util/v1beta1/env"
-	"k8s.io/klog"
+	klog "k8s.io/klog/v2"
 )
 
 const dbDriver = "postgres"
diff --git a/pkg/metricscollector/v1beta1/common/pns.go b/pkg/metricscollector/v1beta1/common/pns.go
index 66a5a3f0bb5..105d7df655e 100644
--- a/pkg/metricscollector/v1beta1/common/pns.go
+++ b/pkg/metricscollector/v1beta1/common/pns.go
@@ -25,7 +25,7 @@ import (
 	"time"
 
 	psutil "github.com/shirou/gopsutil/v3/process"
-	"k8s.io/klog"
+	klog "k8s.io/klog/v2"
 )
 
 // WaitPidsOpts is the input options for metrics collector
diff --git a/pkg/metricscollector/v1beta1/file-metricscollector/file-metricscollector.go b/pkg/metricscollector/v1beta1/file-metricscollector/file-metricscollector.go
index 27b4520c4cb..292af75c6dd 100644
--- a/pkg/metricscollector/v1beta1/file-metricscollector/file-metricscollector.go
+++ b/pkg/metricscollector/v1beta1/file-metricscollector/file-metricscollector.go
@@ -27,7 +27,7 @@ import (
 	"strings"
 	"time"
 
-	"k8s.io/klog"
+	klog "k8s.io/klog/v2"
 
 	commonv1beta1 "github.com/kubeflow/katib/pkg/apis/controller/common/v1beta1"
 	v1beta1 "github.com/kubeflow/katib/pkg/apis/manager/v1beta1"
diff --git a/pkg/suggestion/v1beta1/goptuna/service.go b/pkg/suggestion/v1beta1/goptuna/service.go
index f9f17486b6f..ce41e9e59af 100644
--- a/pkg/suggestion/v1beta1/goptuna/service.go
+++ b/pkg/suggestion/v1beta1/goptuna/service.go
@@ -24,7 +24,7 @@ import (
 	api_v1_beta1 "github.com/kubeflow/katib/pkg/apis/manager/v1beta1"
 	"google.golang.org/grpc/codes"
 	"google.golang.org/grpc/status"
-	"k8s.io/klog"
+	klog "k8s.io/klog/v2"
 )
 
 const (