diff --git a/README.md b/README.md
index d95077d..d32696d 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,68 @@
 # sql
 
+*author: junjie.jiang*
+
+
+<br />
+
+
+## Desription
+
+Read data from sqlite or mysql.
+
+<br />
+
+
+## Code Example
+
+### Example
+
+```python
+from towhee import DataLoader, pipe, ops
+p = (
+    pipe.input('image_path')
+    .map('image_path', 'image', ops.image_decode.cv2())
+    .map('image', 'vec', ops.image_embedding.timm(model_name='resnet50'))
+    .output('vec')
+
+)
+
+for data in DataLoader(ops.data_source.sql('sqlite:///./sqlite.db')):
+    print(p(data).to_list(kv_format=True))
+
+# batch
+for data in DataLoader(ops.data_source.glob('sqlite:///./sqlite.db'), batch_size=10):
+    p.batch(data)
+```
+
+**Parameters:**
+
+
+***sql_url:*** *str*
+
+the url of the sql database for cache, such as '<db_type>+<db_driver>://<username>:<password>@<host>:<port>/<database>'
+
+sqlite: sqlite:///./sqlite.db
+
+mysql: mysql+pymysql://root:123456@127.0.0.1:3306/mysql
+
+
+***table_name:*** *str*
+
+table name
+
+***cols:*** *str*
+
+The columns to be queried, default to *, indicating all columns
+
+If you want to query specific columns, use the column names and separate them with `,`, such as 'id,image_path,label'
+
+
+***where:*** *str*
+
+Where conditional statement, for example: id > 100
+
+***limit:* *int*
+
+The default value is 500. If set to None, all data will be returned.
+
diff --git a/__init__.py b/__init__.py
new file mode 100644
index 0000000..9b7fd94
--- /dev/null
+++ b/__init__.py
@@ -0,0 +1,4 @@
+from .sql_storage import SqlStorage
+
+def sql(*args, **kwargs):
+    return SqlStorage(*args, **kwargs)
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..39fb2be
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1 @@
+sqlalchemy
diff --git a/sql_storage.py b/sql_storage.py
new file mode 100644
index 0000000..c217d73
--- /dev/null
+++ b/sql_storage.py
@@ -0,0 +1,34 @@
+
+from sqlalchemy import create_engine
+
+from towhee.operator import PyOperator
+
+
+class SqlStorage(PyOperator):
+    """
+    Using sqlalchemy to manage SQLite, PostgreSQL, MySQL, MariaDB, SQL Server and Oracle.
+
+    Args:
+    sql_url: the url of the sql database for cache, such as '<db_type>+<db_driver>://<username>:<password>@<host>:<port>/<database>',
+            'sqlite:///./sqlite.db' for 'sqlite',
+            'mysql+pymysql://root:123456@127.0.0.1:3306/mysql' for 'mysql',
+    table_name: the table name for sql database.
+    cols: list of cols.
+    """
+
+    def __init__(self, sql_url: str, table_name:str, cols: str = '*', where: str = None, limit: int = 500):
+        self._sql_url = sql_url
+        self._sql = "SELECT {} FROM {}".format(cols, table_name)
+        if where:
+            self._sql = "{} WHERE {}".format(self._sql, where)
+        if limit:
+            self._sql = "{} LIMIT {}".format(self._sql, limit)
+
+    def __call__(self):
+        engine = create_engine(self._sql_url)
+        with engine.connect() as connection:
+            result = connection.execute(self._sql)
+            yield from result
+
+
+