diff --git a/fe/fe-core/src/main/java/org/apache/doris/qe/MysqlConnectProcessor.java b/fe/fe-core/src/main/java/org/apache/doris/qe/MysqlConnectProcessor.java
index b772da388db249..165767c8611859 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/qe/MysqlConnectProcessor.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/qe/MysqlConnectProcessor.java
@@ -136,18 +136,26 @@ private void handleExecute(PrepareStmt prepareStmt, long stmtId) {
             executor = new StmtExecutor(ctx, executeStmt);
             ctx.setExecutor(executor);
             executor.execute();
-            PrepareStmtContext preparedStmtContext = ConnectContext.get().getPreparedStmt(String.valueOf(stmtId));
-            if (preparedStmtContext != null) {
-                stmtStr = executeStmt.toSql();
+            //For the `insert into` statements during group commit load via JDBC.
+            //Printing audit logs can severely impact performance.
+            //Therefore, we have introduced a session variable to control whether to print audit logs.
+            //It is recommended to turn off audit logs only during group commit load via JDBC.
+            if (ctx.getSessionVariable().isEnablePreparedStmtAuditLog()) {
+                PrepareStmtContext preparedStmtContext = ConnectContext.get().getPreparedStmt(String.valueOf(stmtId));
+                if (preparedStmtContext != null) {
+                    stmtStr = executeStmt.toSql();
+                }
             }
-        } catch (Throwable e)  {
+        } catch (Throwable e) {
             // Catch all throwable.
             // If reach here, maybe doris bug.
             LOG.warn("Process one query failed because unknown reason: ", e);
             ctx.getState().setError(ErrorCode.ERR_UNKNOWN_ERROR,
                     e.getClass().getSimpleName() + ", msg: " + e.getMessage());
         }
-        auditAfterExec(stmtStr, executor.getParsedStmt(), executor.getQueryStatisticsForAuditLog(), true);
+        if (ctx.getSessionVariable().isEnablePreparedStmtAuditLog()) {
+            auditAfterExec(stmtStr, executor.getParsedStmt(), executor.getQueryStatisticsForAuditLog(), true);
+        }
     }
 
     private void handleExecute(PrepareCommand prepareCommand, long stmtId, PreparedStatementContext prepCtx) {
@@ -199,15 +207,19 @@ private void handleExecute(PrepareCommand prepareCommand, long stmtId, PreparedS
             executor = new StmtExecutor(ctx, stmt);
             ctx.setExecutor(executor);
             executor.execute();
-            stmtStr = executeStmt.toSql();
-        } catch (Throwable e)  {
+            if (ctx.getSessionVariable().isEnablePreparedStmtAuditLog()) {
+                stmtStr = executeStmt.toSql();
+            }
+        } catch (Throwable e) {
             // Catch all throwable.
             // If reach here, maybe doris bug.
             LOG.warn("Process one query failed because unknown reason: ", e);
             ctx.getState().setError(ErrorCode.ERR_UNKNOWN_ERROR,
                     e.getClass().getSimpleName() + ", msg: " + e.getMessage());
         }
-        auditAfterExec(stmtStr, executor.getParsedStmt(), executor.getQueryStatisticsForAuditLog(), true);
+        if (ctx.getSessionVariable().isEnablePreparedStmtAuditLog()) {
+            auditAfterExec(stmtStr, executor.getParsedStmt(), executor.getQueryStatisticsForAuditLog(), true);
+        }
     }
 
     // process COM_EXECUTE, parse binary row data
diff --git a/fe/fe-core/src/main/java/org/apache/doris/qe/SessionVariable.java b/fe/fe-core/src/main/java/org/apache/doris/qe/SessionVariable.java
index 46fb386fc30edc..692abbcd82fff4 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/qe/SessionVariable.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/qe/SessionVariable.java
@@ -473,8 +473,11 @@ public class SessionVariable implements Serializable, Writable {
     public static final String EXTERNAL_TABLE_ANALYZE_PART_NUM = "external_table_analyze_part_num";
 
     public static final String ENABLE_STRONG_CONSISTENCY = "enable_strong_consistency_read";
+
     public static final String GROUP_COMMIT = "group_commit";
 
+    public static final String ENABLE_PREPARED_STMT_AUDIT_LOG = "enable_prepared_stmt_audit_log";
+
     public static final String PARALLEL_SYNC_ANALYZE_TASK_NUM = "parallel_sync_analyze_task_num";
 
     public static final String TRUNCATE_CHAR_OR_VARCHAR_COLUMNS = "truncate_char_or_varchar_columns";
@@ -1679,6 +1682,9 @@ public void setEnableLeftZigZag(boolean enableLeftZigZag) {
     @VariableMgr.VarAttr(name = GROUP_COMMIT, needForward = true)
     public String groupCommit = "off_mode";
 
+    @VariableMgr.VarAttr(name = ENABLE_PREPARED_STMT_AUDIT_LOG, needForward = true)
+    public boolean enablePreparedStmtAuditLog = true;
+
     @VariableMgr.VarAttr(name = INVERTED_INDEX_CONJUNCTION_OPT_THRESHOLD,
             description = {"在match_all中求取多个倒排索引的交集时,如果最大的倒排索引中的总数是最小倒排索引中的总数的整数倍,"
                     + "则使用跳表来优化交集操作。",
@@ -4132,6 +4138,10 @@ public String getGroupCommit() {
         return groupCommit;
     }
 
+    public boolean isEnablePreparedStmtAuditLog() {
+        return enablePreparedStmtAuditLog;
+    }
+
     public boolean isEnableMaterializedViewRewrite() {
         return enableMaterializedViewRewrite;
     }