diff --git a/dinky-admin/src/main/java/org/dinky/Dinky.java b/dinky-admin/src/main/java/org/dinky/Dinky.java
index 643aea15f3..eda8a91997 100644
--- a/dinky-admin/src/main/java/org/dinky/Dinky.java
+++ b/dinky-admin/src/main/java/org/dinky/Dinky.java
@@ -25,6 +25,8 @@
 import org.springframework.cache.annotation.EnableCaching;
 import org.springframework.transaction.annotation.EnableTransactionManagement;
 
+import com.alibaba.druid.proxy.DruidDriver;
+
 import lombok.SneakyThrows;
 
 /**
@@ -43,6 +45,11 @@ public class Dinky {
 
     @SneakyThrows
     public static void main(String[] args) {
+        // Initialize the JDBC Driver, because the number of packages is very large, so it needs to be executed
+        // asynchronously and loaded in advance
+        // chinese: 初始化JDBC Driver，因为包的数量特别庞大，所以这里需要异步执行，并提前加载Driver
+        new Thread(DruidDriver::getInstance).start();
+
         SpringApplication app = new SpringApplication(Dinky.class);
         app.run(args);
     }
diff --git a/dinky-metadata/dinky-metadata-clickhouse/src/main/java/org/dinky/metadata/visitor/Clickhouse20ExportParameterVisitor.java b/dinky-metadata/dinky-metadata-clickhouse/src/main/java/org/dinky/metadata/visitor/Clickhouse20ExportParameterVisitor.java
index 8c2684c5ea..cab97ed0e2 100644
--- a/dinky-metadata/dinky-metadata-clickhouse/src/main/java/org/dinky/metadata/visitor/Clickhouse20ExportParameterVisitor.java
+++ b/dinky-metadata/dinky-metadata-clickhouse/src/main/java/org/dinky/metadata/visitor/Clickhouse20ExportParameterVisitor.java
@@ -38,7 +38,7 @@ public class Clickhouse20ExportParameterVisitor extends Clickhouse20OutputVisito
     private final boolean requireParameterizedOutput;
 
     public Clickhouse20ExportParameterVisitor(
-            final List<Object> parameters, final Appendable appender, final boolean wantParameterizedOutput) {
+            final List<Object> parameters, final StringBuilder appender, final boolean wantParameterizedOutput) {
         super(appender, true);
         this.parameters = parameters;
         this.requireParameterizedOutput = wantParameterizedOutput;
@@ -52,7 +52,7 @@ public Clickhouse20ExportParameterVisitor(final List<Object> parameters) {
         this(parameters, new StringBuilder(), false);
     }
 
-    public Clickhouse20ExportParameterVisitor(final Appendable appender) {
+    public Clickhouse20ExportParameterVisitor(final StringBuilder appender) {
         this(new ArrayList<Object>(), appender, true);
     }
 
diff --git a/dinky-metadata/dinky-metadata-clickhouse/src/main/java/org/dinky/metadata/visitor/Clickhouse20OutputVisitor.java b/dinky-metadata/dinky-metadata-clickhouse/src/main/java/org/dinky/metadata/visitor/Clickhouse20OutputVisitor.java
index 4c16816e5c..70e02ad2d7 100644
--- a/dinky-metadata/dinky-metadata-clickhouse/src/main/java/org/dinky/metadata/visitor/Clickhouse20OutputVisitor.java
+++ b/dinky-metadata/dinky-metadata-clickhouse/src/main/java/org/dinky/metadata/visitor/Clickhouse20OutputVisitor.java
@@ -38,15 +38,15 @@
 
 public class Clickhouse20OutputVisitor extends SQLASTOutputVisitor implements Clickhouse20Visitor {
 
-    public Clickhouse20OutputVisitor(Appendable appender) {
+    public Clickhouse20OutputVisitor(StringBuilder appender) {
         super(appender, DbType.clickhouse);
     }
 
-    public Clickhouse20OutputVisitor(Appendable appender, DbType dbType) {
+    public Clickhouse20OutputVisitor(StringBuilder appender, DbType dbType) {
         super(appender, dbType);
     }
 
-    public Clickhouse20OutputVisitor(Appendable appender, boolean parameterized) {
+    public Clickhouse20OutputVisitor(StringBuilder appender, boolean parameterized) {
         super(appender, parameterized);
     }
 
diff --git a/pom.xml b/pom.xml
index f9429ac611..97f26fb1d7 100644
--- a/pom.xml
+++ b/pom.xml
@@ -59,7 +59,7 @@
         <commons-lang3.version>3.3.2</commons-lang3.version>
         <dinky.flink.version>1.18</dinky.flink.version>
         <docker.java.version>3.2.14</docker.java.version>
-        <druid-starter>1.2.15</druid-starter>
+        <druid-starter>1.2.23</druid-starter>
         <easy.rules.version>4.1.0</easy.rules.version>
         <fastjson2.version>2.0.41</fastjson2.version>
         <flink.version>1.18.1</flink.version>
@@ -69,7 +69,7 @@
         <hamcrest.version>1.3</hamcrest.version>
         <hibernate-validator.version>6.2.0.Final</hibernate-validator.version>
         <httpclient.version>4.5.13</httpclient.version>
-        <hutool.version>5.8.27</hutool.version>
+        <hutool.version>5.8.31</hutool.version>
         <jackson.version>2.14.1</jackson.version>
         <jakarta.ws.rs-api.version>2.1.6</jakarta.ws.rs-api.version>
         <jasypt.version>1.9.3</jasypt.version>