diff --git a/hutool-db/src/main/java/org/dromara/hutool/db/dialect/impl/AnsiSqlDialect.java b/hutool-db/src/main/java/org/dromara/hutool/db/dialect/impl/AnsiSqlDialect.java
index 567307a31..64bb94fe2 100644
--- a/hutool-db/src/main/java/org/dromara/hutool/db/dialect/impl/AnsiSqlDialect.java
+++ b/hutool-db/src/main/java/org/dromara/hutool/db/dialect/impl/AnsiSqlDialect.java
@@ -66,7 +66,6 @@ public class AnsiSqlDialect implements Dialect {
 		}
 		// 批量，根据第一行数据结构生成SQL占位符
 		final SqlBuilder insert = SqlBuilder.of(quoteWrapper).insert(entities[0], this.dialectName());
-		final Set<String> fields = CollUtil.remove(entities[0].keySet(), StrUtil::isBlank);
 		return StatementUtil.prepareStatementForBatch(conn, insert.build(), entities);
 	}
 
@@ -100,12 +99,12 @@ public class AnsiSqlDialect implements Dialect {
 	}
 
 	@Override
-	public PreparedStatement psForFind(final Connection conn, final Query query) throws SQLException {
+	public PreparedStatement psForFind(final Connection conn, final Query query) {
 		return psForPage(conn, query);
 	}
 
 	@Override
-	public PreparedStatement psForPage(final Connection conn, final Query query) throws SQLException {
+	public PreparedStatement psForPage(final Connection conn, final Query query) {
 		Assert.notNull(query, "query must be not null !");
 		if (ArrayUtil.hasBlank(query.getTableNames())) {
 			throw new DbRuntimeException("Table name must be not empty !");
diff --git a/hutool-db/src/main/java/org/dromara/hutool/db/dialect/impl/PhoenixDialect.java b/hutool-db/src/main/java/org/dromara/hutool/db/dialect/impl/PhoenixDialect.java
index ebfa95146..0d9966ab0 100644
--- a/hutool-db/src/main/java/org/dromara/hutool/db/dialect/impl/PhoenixDialect.java
+++ b/hutool-db/src/main/java/org/dromara/hutool/db/dialect/impl/PhoenixDialect.java
@@ -29,6 +29,9 @@ import java.sql.SQLException;
 public class PhoenixDialect extends AnsiSqlDialect {
 	private static final long serialVersionUID = 1L;
 
+	/**
+	 * 构造
+	 */
 	public PhoenixDialect() {
 //		wrapper = new Wrapper('"');
 	}
diff --git a/hutool-db/src/main/java/org/dromara/hutool/db/dialect/impl/SqlServer2012Dialect.java b/hutool-db/src/main/java/org/dromara/hutool/db/dialect/impl/SqlServer2012Dialect.java
index fd98c9ebf..b879b0195 100644
--- a/hutool-db/src/main/java/org/dromara/hutool/db/dialect/impl/SqlServer2012Dialect.java
+++ b/hutool-db/src/main/java/org/dromara/hutool/db/dialect/impl/SqlServer2012Dialect.java
@@ -21,15 +21,17 @@ import org.dromara.hutool.db.sql.QuoteWrapper;
 /**
  * SQLServer2012 方言
  *
- * @author loolly
- *
+ * @author Looly
  */
 public class SqlServer2012Dialect extends AnsiSqlDialect {
 	private static final long serialVersionUID = -37598166015777797L;
 
+	/**
+	 * 构造
+	 */
 	public SqlServer2012Dialect() {
 		//双引号和中括号适用，双引号更广泛
-		 quoteWrapper = new QuoteWrapper('"');
+		quoteWrapper = new QuoteWrapper('"');
 	}
 
 	@Override
@@ -39,10 +41,10 @@ public class SqlServer2012Dialect extends AnsiSqlDialect {
 			find.append(" order by current_timestamp");
 		}
 		return find.append(" offset ")
-				.append(page.getStartPosition())//
-				.append(" row fetch next ")//row和rows同义词
-				.append(page.getPageSize())//
-				.append(" row only");//
+			.append(page.getStartPosition())//
+			.append(" row fetch next ")//row和rows同义词
+			.append(page.getPageSize())//
+			.append(" row only");//
 	}
 
 	@Override
diff --git a/hutool-db/src/main/java/org/dromara/hutool/db/dialect/impl/Sqlite3Dialect.java b/hutool-db/src/main/java/org/dromara/hutool/db/dialect/impl/Sqlite3Dialect.java
index d8209e501..fc9217b2f 100644
--- a/hutool-db/src/main/java/org/dromara/hutool/db/dialect/impl/Sqlite3Dialect.java
+++ b/hutool-db/src/main/java/org/dromara/hutool/db/dialect/impl/Sqlite3Dialect.java
@@ -17,12 +17,15 @@ import org.dromara.hutool.db.sql.QuoteWrapper;
 
 /**
  * SqlLite3方言
- * @author loolly
  *
+ * @author Looly
  */
-public class Sqlite3Dialect extends AnsiSqlDialect{
+public class Sqlite3Dialect extends AnsiSqlDialect {
 	private static final long serialVersionUID = -3527642408849291634L;
 
+	/**
+	 * 构造
+	 */
 	public Sqlite3Dialect() {
 		quoteWrapper = new QuoteWrapper('[', ']');
 	}
diff --git a/hutool-db/src/main/java/org/dromara/hutool/db/sql/StatementBuilder.java b/hutool-db/src/main/java/org/dromara/hutool/db/sql/StatementBuilder.java
index c60aa6d8d..91d6d0845 100644
--- a/hutool-db/src/main/java/org/dromara/hutool/db/sql/StatementBuilder.java
+++ b/hutool-db/src/main/java/org/dromara/hutool/db/sql/StatementBuilder.java
@@ -18,6 +18,7 @@ import org.dromara.hutool.core.collection.iter.ArrayIter;
 import org.dromara.hutool.core.convert.Convert;
 import org.dromara.hutool.core.lang.Assert;
 import org.dromara.hutool.core.lang.builder.Builder;
+import org.dromara.hutool.core.map.MapUtil;
 import org.dromara.hutool.core.text.StrUtil;
 import org.dromara.hutool.db.DbRuntimeException;
 import org.dromara.hutool.db.Entity;
@@ -27,6 +28,7 @@ import java.sql.*;
 import java.util.HashMap;
 import java.util.List;
 import java.util.Map;
+import java.util.Set;
 
 /**
  * {@link PreparedStatement}构建器，构建结果为{@link StatementWrapper}
@@ -137,6 +139,7 @@ public class StatementBuilder implements Builder<StatementWrapper> {
 		try {
 			ps = StatementWrapper.of(connection.prepareStatement(sql));
 			final Map<Integer, Integer> nullTypeMap = new HashMap<>();
+			Set<String> keys = null;
 			for (final Object params : paramsBatch) {
 				if (null == params) {
 					continue;
@@ -144,7 +147,14 @@ public class StatementBuilder implements Builder<StatementWrapper> {
 				if (ArrayUtil.isArray(params)) {
 					ps.fillParams(new ArrayIter<>(params), nullTypeMap);
 				} else if (params instanceof Entity) {
-					ps.fillParams(((Entity) params).values(), nullTypeMap);
+					final Entity entity = (Entity) params;
+					// 对于多Entity批量插入的情况，为防止数据不对齐，故按照首行提供键值对筛选。
+					if(null == keys){
+						keys = entity.keySet();
+						ps.fillParams(entity.values(), nullTypeMap);
+					} else{
+						ps.fillParams(MapUtil.valuesOfKeys(entity, keys), nullTypeMap);
+					}
 				}
 				ps.addBatch();
 			}