diff --git a/errors.toml b/errors.toml
index 77e74567dae..8726dc63a35 100755
--- a/errors.toml
+++ b/errors.toml
@@ -143,7 +143,7 @@ changefeed update error: %s
 
 ["CDC:ErrCheckClusterVersionFromPD"]
 error = '''
-failed to request PD
+failed to request PD %s, please try again later
 '''
 
 ["CDC:ErrCheckDataDirSatisfied"]
diff --git a/pkg/errors/errors.go b/pkg/errors/errors.go
index 6b97fb1f893..5acab118024 100644
--- a/pkg/errors/errors.go
+++ b/pkg/errors/errors.go
@@ -117,7 +117,7 @@ var (
 
 	// utilities related errors
 	ErrToTLSConfigFailed         = errors.Normalize("generate tls config failed", errors.RFCCodeText("CDC:ErrToTLSConfigFailed"))
-	ErrCheckClusterVersionFromPD = errors.Normalize("failed to request PD", errors.RFCCodeText("CDC:ErrCheckClusterVersionFromPD"))
+	ErrCheckClusterVersionFromPD = errors.Normalize("failed to request PD %s, please try again later", errors.RFCCodeText("CDC:ErrCheckClusterVersionFromPD"))
 	ErrNewSemVersion             = errors.Normalize("create sem version", errors.RFCCodeText("CDC:ErrNewSemVersion"))
 	ErrCheckDirWritable          = errors.Normalize("check dir writable failed", errors.RFCCodeText("CDC:ErrCheckDirWritable"))
 	ErrCheckDirReadable          = errors.Normalize("check dir readable failed", errors.RFCCodeText("CDC:ErrCheckDirReadable"))
diff --git a/pkg/version/check.go b/pkg/version/check.go
index ccc5d064fb0..436e6306927 100644
--- a/pkg/version/check.go
+++ b/pkg/version/check.go
@@ -110,28 +110,29 @@ func CheckPDVersion(ctx context.Context, pdAddr string, credential *security.Cre
 	req, err := http.NewRequestWithContext(
 		ctx, http.MethodGet, fmt.Sprintf("%s/pd/api/v1/version", pdAddr), nil)
 	if err != nil {
-		return cerror.WrapError(cerror.ErrCheckClusterVersionFromPD, err)
+		return cerror.ErrCheckClusterVersionFromPD.GenWithStackByArgs(err)
 	}
 
 	resp, err := httpClient.Do(req)
 	if err != nil {
-		return cerror.WrapError(cerror.ErrCheckClusterVersionFromPD, err)
+		return cerror.ErrCheckClusterVersionFromPD.GenWithStackByArgs(err)
 	}
 	defer resp.Body.Close()
 
-	if resp.StatusCode < 200 || resp.StatusCode >= 300 {
-		arg := fmt.Sprintf("response status: %s", resp.Status)
-		return cerror.ErrCheckClusterVersionFromPD.GenWithStackByArgs(arg)
-	}
-
 	content, err := io.ReadAll(resp.Body)
-	if err != nil {
-		return cerror.WrapError(cerror.ErrCheckClusterVersionFromPD, err)
+	if err != nil || resp.StatusCode < 200 || resp.StatusCode >= 300 {
+		var arg string
+		if err != nil {
+			arg = fmt.Sprintf("%s %s %s", resp.Status, content, err)
+		} else {
+			arg = fmt.Sprintf("%s %s", resp.Status, content)
+		}
+		return cerror.ErrCheckClusterVersionFromPD.GenWithStackByArgs(arg)
 	}
 
 	err = json.Unmarshal(content, &pdVer)
 	if err != nil {
-		return cerror.WrapError(cerror.ErrCheckClusterVersionFromPD, err)
+		return cerror.ErrCheckClusterVersionFromPD.GenWithStackByArgs(err)
 	}
 
 	ver, err := semver.NewVersion(removeVAndHash(pdVer.Version))
diff --git a/pkg/version/check_test.go b/pkg/version/check_test.go
index 38118c49ca2..99878761e32 100644
--- a/pkg/version/check_test.go
+++ b/pkg/version/check_test.go
@@ -17,6 +17,7 @@ import (
 	"context"
 	"fmt"
 	"net/http"
+	"net/http/httptest"
 	"net/url"
 	"testing"
 	"time"
@@ -171,7 +172,7 @@ func TestCheckClusterVersion(t *testing.T) {
 		}
 
 		err := CheckClusterVersion(context.Background(), &mock, pdAddrs, nil, false)
-		require.Regexp(t, ".*response status: .*", err)
+		require.Regexp(t, ".*400 Bad Request.*", err)
 	}
 }
 
@@ -361,3 +362,20 @@ func TestCheckTiCDCClusterVersion(t *testing.T) {
 		}
 	}
 }
+
+func TestCheckPDVersionError(t *testing.T) {
+	t.Parallel()
+
+	var resp func(w http.ResponseWriter, r *http.Request)
+	ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		resp(w, r)
+	}))
+	defer ts.Close()
+
+	resp = func(w http.ResponseWriter, _ *http.Request) {
+		w.WriteHeader(http.StatusInternalServerError)
+	}
+	require.Contains(t, CheckPDVersion(context.TODO(), ts.URL, nil).Error(),
+		"[CDC:ErrCheckClusterVersionFromPD]failed to request PD 500 Internal Server Error , please try again later",
+	)
+}
diff --git a/tools/check/check-errdoc.sh b/tools/check/check-errdoc.sh
index 3ebf7269eca..5d77180a65f 100755
--- a/tools/check/check-errdoc.sh
+++ b/tools/check/check-errdoc.sh
@@ -17,5 +17,5 @@ set -euo pipefail
 cd -P .
 
 cp errors.toml /tmp/errors.toml.before
-./tools/bin/errdoc-gen --source . --module github.com/pingcap/tiflow --output errors.toml --ignore proto,dm
+./tools/bin/errdoc-gen --source . --module github.com/pingcap/tiflow --output errors.toml --ignore proto,dm,deployments
 diff -q errors.toml /tmp/errors.toml.before