diff --git a/images/br-federation-manager/Dockerfile b/images/br-federation-manager/Dockerfile
index 9ae82b78b2..7f65cb87ee 100644
--- a/images/br-federation-manager/Dockerfile
+++ b/images/br-federation-manager/Dockerfile
@@ -1,5 +1,4 @@
-FROM alpine:3.14
-
+FROM pingcap/pingcap-base:v1
 ARG TARGETARCH
-RUN apk add tzdata bind-tools --no-cache
+RUN dnf install -y bind-utils tzdata && dnf clean all
 ADD bin/${TARGETARCH}/br-federation-manager /usr/local/bin/br-federation-manager
diff --git a/images/br-federation-manager/Dockerfile.e2e b/images/br-federation-manager/Dockerfile.e2e
index 3bc5cb9756..626b24ef04 100644
--- a/images/br-federation-manager/Dockerfile.e2e
+++ b/images/br-federation-manager/Dockerfile.e2e
@@ -1,5 +1,5 @@
-FROM alpine:3.14
+FROM pingcap/pingcap-base:v1
 
 ARG TARGETARCH
-RUN apk add tzdata bind-tools --no-cache
+RUN dnf install -y tzdata bind-utils && dnf clean all
 ADD bin/br-federation-manager /usr/local/bin/br-federation-manager
diff --git a/images/tidb-backup-manager/Dockerfile b/images/tidb-backup-manager/Dockerfile
index ec760df198..e80e8176fb 100644
--- a/images/tidb-backup-manager/Dockerfile
+++ b/images/tidb-backup-manager/Dockerfile
@@ -1,4 +1,4 @@
-FROM rockylinux:9.1.20230215
+FROM pingcap/pingcap-base:v1
 ARG TARGETARCH
 ARG RCLONE_VERSION=v1.57.0
 ARG SHUSH_VERSION=v1.4.0
diff --git a/images/tidb-backup-manager/Dockerfile.e2e b/images/tidb-backup-manager/Dockerfile.e2e
index 7cca9963de..c77c3fccba 100644
--- a/images/tidb-backup-manager/Dockerfile.e2e
+++ b/images/tidb-backup-manager/Dockerfile.e2e
@@ -1,4 +1,4 @@
-FROM rockylinux:9.1.20230215
+FROM pingcap/pingcap-base:v1
 ARG TARGETARCH=amd64
 ARG RCLONE_VERSION=v1.57.0
 ARG SHUSH_VERSION=v1.4.0
diff --git a/images/tidb-operator/Dockerfile b/images/tidb-operator/Dockerfile
index 006f8ea3a4..d4b0495c65 100644
--- a/images/tidb-operator/Dockerfile
+++ b/images/tidb-operator/Dockerfile
@@ -1,7 +1,7 @@
-FROM alpine:3.14
+FROM pingcap/pingcap-base:v1
 
 ARG TARGETARCH
-RUN apk add tzdata bind-tools --no-cache
+RUN dnf install -y tzdata bind-utils && dnf clean all
 ADD bin/${TARGETARCH}/tidb-scheduler /usr/local/bin/tidb-scheduler
 ADD bin/${TARGETARCH}/tidb-discovery /usr/local/bin/tidb-discovery
 ADD bin/${TARGETARCH}/tidb-controller-manager /usr/local/bin/tidb-controller-manager
diff --git a/images/tidb-operator/Dockerfile.e2e b/images/tidb-operator/Dockerfile.e2e
index 8f3ed24bc9..7d1b9a7938 100644
--- a/images/tidb-operator/Dockerfile.e2e
+++ b/images/tidb-operator/Dockerfile.e2e
@@ -1,6 +1,6 @@
-FROM alpine:3.14
+FROM pingcap/pingcap-base:v1
 
-RUN apk add tzdata bash bind-tools --no-cache
+RUN dnf install -y tzdata bash bind-utils && dnf clean all
 
 ADD bin/tidb-scheduler /usr/local/bin/tidb-scheduler
 ADD bin/tidb-discovery /usr/local/bin/tidb-discovery