diff --git a/aiomysql/sa/connection.py b/aiomysql/sa/connection.py
index d9597aef..f6cabab0 100644
--- a/aiomysql/sa/connection.py
+++ b/aiomysql/sa/connection.py
@@ -13,6 +13,10 @@
 from ..utils import _TransactionContextManager, _SAConnectionContextManager
 
 
+def noop(k):
+    return k
+
+
 class SAConnection:
 
     def __init__(self, connection, engine, compiled_cache=None):
@@ -64,16 +68,79 @@ def execute(self, query, *multiparams, **params):
         coro = self._execute(query, *multiparams, **params)
         return _SAConnectionContextManager(coro)
 
+    def _base_params(self, query, dp, compiled, is_update):
+        """
+        handle params
+        """
+        if dp and isinstance(dp, (list, tuple)):
+            if is_update:
+                dp = {c.key: pval for c, pval in zip(query.table.c, dp)}
+            else:
+                raise exc.ArgumentError(
+                    "Don't mix sqlalchemy SELECT "
+                    "clause with positional "
+                    "parameters"
+                )
+        compiled_params = compiled.construct_params(dp)
+        processors = compiled._bind_processors
+        params = [{
+            key: processors.get(key, noop)(compiled_params[key])
+            for key in compiled_params
+        }]
+        post_processed_params = self._dialect.execute_sequence_format(params)
+        return post_processed_params[0]
+
+    async def _executemany(self, query, dps, cursor):
+        """
+        executemany
+        """
+        result_map = None
+        if isinstance(query, str):
+            await cursor.executemany(query, dps)
+        elif isinstance(query, DDLElement):
+            raise exc.ArgumentError(
+                    "Don't mix sqlalchemy DDL clause "
+                    "and execution with parameters"
+                )
+        elif isinstance(query, ClauseElement):
+            compiled = query.compile(dialect=self._dialect)
+            params = []
+            is_update = isinstance(query, UpdateBase)
+            for dp in dps:
+                params.append(
+                    self._base_params(
+                        query,
+                        dp,
+                        compiled,
+                        is_update,
+                    )
+                )
+            await cursor.executemany(str(compiled), params)
+            result_map = compiled._result_columns
+        else:
+            raise exc.ArgumentError(
+                "sql statement should be str or "
+                "SQLAlchemy data "
+                "selection/modification clause"
+            )
+        ret = await create_result_proxy(
+            self,
+            cursor,
+            self._dialect,
+            result_map
+        )
+        self._weak_results.add(ret)
+        return ret
+
     async def _execute(self, query, *multiparams, **params):
         cursor = await self._connection.cursor()
         dp = _distill_params(multiparams, params)
         if len(dp) > 1:
-            raise exc.ArgumentError("aiomysql doesn't support executemany")
+            return await self._executemany(query, dp, cursor)
         elif dp:
             dp = dp[0]
 
         result_map = None
-
         if isinstance(query, str):
             await cursor.execute(query, dp or None)
         elif isinstance(query, ClauseElement):
@@ -90,35 +157,20 @@ async def _execute(self, query, *multiparams, **params):
                 compiled = query.compile(dialect=self._dialect)
 
             if not isinstance(query, DDLElement):
-                if dp and isinstance(dp, (list, tuple)):
-                    if isinstance(query, UpdateBase):
-                        dp = {c.key: pval
-                              for c, pval in zip(query.table.c, dp)}
-                    else:
-                        raise exc.ArgumentError("Don't mix sqlalchemy SELECT "
-                                                "clause with positional "
-                                                "parameters")
-                compiled_parameters = [compiled.construct_params(
-                    dp)]
-                processed_parameters = []
-                processors = compiled._bind_processors
-                for compiled_params in compiled_parameters:
-                    params = {key: (processors[key](compiled_params[key])
-                                    if key in processors
-                                    else compiled_params[key])
-                              for key in compiled_params}
-                    processed_parameters.append(params)
-                post_processed_params = self._dialect.execute_sequence_format(
-                    processed_parameters)
+                post_processed_params = self._base_params(
+                    query,
+                    dp,
+                    compiled,
+                    isinstance(query, UpdateBase)
+                )
                 result_map = compiled._result_columns
-
             else:
                 if dp:
                     raise exc.ArgumentError("Don't mix sqlalchemy DDL clause "
                                             "and execution with parameters")
-                post_processed_params = [compiled.construct_params()]
+                post_processed_params = compiled.construct_params()
                 result_map = None
-            await cursor.execute(str(compiled), post_processed_params[0])
+            await cursor.execute(str(compiled), post_processed_params)
         else:
             raise exc.ArgumentError("sql statement should be str or "
                                     "SQLAlchemy data "
diff --git a/tests/sa/test_sa_connection.py b/tests/sa/test_sa_connection.py
index dce50c59..37b823d6 100644
--- a/tests/sa/test_sa_connection.py
+++ b/tests/sa/test_sa_connection.py
@@ -8,6 +8,7 @@
 
 from sqlalchemy import MetaData, Table, Column, Integer, String
 from sqlalchemy.schema import DropTable, CreateTable
+from sqlalchemy.sql.expression import bindparam
 
 
 meta = MetaData()
@@ -269,10 +270,31 @@ async def go():
     def test_raw_insert_with_executemany(self):
         async def go():
             conn = await self.connect()
+            # with self.assertRaises(sa.ArgumentError):
+            await conn.execute(
+                "INSERT INTO sa_tbl (id, name) VALUES (%(id)s, %(name)s)",
+                [{"id": 2, "name": 'third'}, {"id": 3, "name": 'forth'}])
+            await conn.execute(
+                tbl.update().where(
+                    tbl.c.id == bindparam("id")
+                ).values(
+                    {"name": bindparam("name")}
+                ),
+                [
+                    {"id": 2, "name": "t2"},
+                    {"id": 3, "name": "t3"}
+                ]
+            )
+            with self.assertRaises(sa.ArgumentError):
+                await conn.execute(
+                    DropTable(tbl),
+                    [{}, {}]
+                )
             with self.assertRaises(sa.ArgumentError):
                 await conn.execute(
-                    "INSERT INTO sa_tbl (id, name) VALUES (%(id)s, %(name)s)",
-                    [(2, 'third'), (3, 'forth')])
+                    {},
+                    [{}, {}]
+                )
         self.loop.run_until_complete(go())
 
     def test_raw_select_with_wildcard(self):