diff --git a/info/__init__.py b/info/__init__.py
index 04adfdf..a97b1ab 100644
--- a/info/__init__.py
+++ b/info/__init__.py
@@ -1,6 +1,6 @@
 __app_name__  = 'data-transport'
 __author__ = 'The Phi Technology'
-__version__= '2.2.2'
+__version__= '2.2.4'
 __email__  = "info@the-phi.com"
 __license__=f"""
 Copyright 2010 - 2024, Steve L. Nyemba
diff --git a/notebooks/plugins.ipynb b/notebooks/plugins.ipynb
new file mode 100644
index 0000000..a5f7abb
--- /dev/null
+++ b/notebooks/plugins.ipynb
@@ -0,0 +1,149 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Writing data-transport plugins\n",
+    "\n",
+    "The data-transport plugins are designed to automate pre/post processing i.e\n",
+    "\n",
+    "    - Read -> Post processing\n",
+    "    - Write-> Pre processing\n",
+    "    \n",
+    "In this example we will assume, data and write both pre/post processing to any supported infrastructure. We will equally show how to specify the plugins within a configuration file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#\n",
+    "# Writing to Google Bigquery database\n",
+    "#\n",
+    "import transport\n",
+    "from transport import providers\n",
+    "import pandas as pd\n",
+    "import os\n",
+    "import shutil\n",
+    "#\n",
+    "#\n",
+    "\n",
+    "DATABASE = '/home/steve/tmp/demo.db3'\n",
+    "if os.path.exists(DATABASE) :\n",
+    "    os.remove(DATABASE)\n",
+    "#\n",
+    "#    \n",
+    "_data = pd.DataFrame({\"name\":['James Bond','Steve Rogers','Steve Nyemba'],'age':[55,150,44]})\n",
+    "litew = transport.get.writer(provider=providers.SQLITE,database=DATABASE)\n",
+    "litew.write(_data,table='friends')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Reading from SQLite\n",
+    "\n",
+    "The cell below reads the data that has been written by the cell above and computes the average age from a plugin function we will write. \n",
+    "\n",
+    "- Basic read of the designated table (friends) created above\n",
+    "- Read with pipeline functions defined in code\n",
+    "\n",
+    "**NOTE**\n",
+    "\n",
+    "It is possible to use **transport.factory.instance** or **transport.instance** or **transport.get.<[reader|writer]>** they are the same. It allows the maintainers to know that we used a factory design pattern."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "           name  age\n",
+      "0    James Bond   55\n",
+      "1  Steve Rogers  150\n",
+      "2  Steve Nyemba   44\n",
+      "\n",
+      "\n",
+      "           name   age  autoinc\n",
+      "0    James Bond   5.5        0\n",
+      "1  Steve Rogers  15.0        1\n",
+      "2  Steve Nyemba   4.4        2\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "import transport\n",
+    "from transport import providers\n",
+    "import os\n",
+    "import numpy as np\n",
+    "def _autoincrement (_data,**kwargs) :\n",
+    "    \"\"\"\n",
+    "    This function will add an autoincrement field to the table\n",
+    "    \"\"\"\n",
+    "    _data['autoinc'] = np.arange(_data.shape[0])\n",
+    "    \n",
+    "    return _data\n",
+    "def reduce(_data,**_args) :\n",
+    "    \"\"\"\n",
+    "    This function will reduce the age of the data frame\n",
+    "    \"\"\"\n",
+    "    _data.age /= 10\n",
+    "    return _data\n",
+    "reader = transport.get.reader(provider=providers.SQLITE,database=DATABASE,table='friends')\n",
+    "#\n",
+    "# basic read of the data created in the first cell\n",
+    "_df = reader.read()\n",
+    "print (_df)\n",
+    "print ()\n",
+    "print()\n",
+    "#\n",
+    "# read of the data with pipeline function provided to alter the database\n",
+    "print (reader.read(pipeline=[_autoincrement,reduce]))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The parameters for instianciating a transport object (reader or writer) can be found at [data-transport home](https://healthcareio.the-phi.com/data-transport)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/transport/duck.py b/transport/duck.py
new file mode 100644
index 0000000..7d580c9
--- /dev/null
+++ b/transport/duck.py
@@ -0,0 +1,19 @@
+"""
+This file will be intended to handle duckdb database
+"""
+
+import duckdb
+from transport.common import Reader,Writer
+
+class Duck(Reader):
+    def __init__(self,**_args):
+        super().__init__(**_args)
+        self._path = None if 'path' not in _args else _args['path']
+        self._handler = duckdb.connect() if not self._path else duckdb.connect(self._path)
+
+
+class DuckReader(Duck) :
+    def __init__(self,**_args):
+        super().__init__(**_args)
+    def read(self,**_args) :
+        pass
\ No newline at end of file