diff --git a/content/pages/01-introduction/04-python-2-or-3.markdown b/content/pages/01-introduction/04-python-2-or-3.markdown
index eaf166982..0bb6c6b59 100644
--- a/content/pages/01-introduction/04-python-2-or-3.markdown
+++ b/content/pages/01-introduction/04-python-2-or-3.markdown
@@ -172,3 +172,7 @@ should upgrade as soon as possible.
   is a great slideshow with code snippets that show useful new features
   of Python 3 that are not available in 2.x such as keyword-only
   arguments, chained exceptions and the `yield from` keyword.
+
+* [Python 2 vs 3, what's different?](https://python-commandments.org/python-2-vs-3/) 
+  goes over some of the differences between Python 2 and Python 3
+  
diff --git a/content/pages/04-web-development/03-flask.markdown b/content/pages/04-web-development/03-flask.markdown
index 5991ada50..7bb3268d7 100644
--- a/content/pages/04-web-development/03-flask.markdown
+++ b/content/pages/04-web-development/03-flask.markdown
@@ -154,6 +154,7 @@ for getting started.
 
 * [Developing a Single Page App with Flask and Vue.js](https://testdriven.io/developing-a-single-page-app-with-flask-and-vuejs) step-by-step walkthrough of how to set up a basic CRUD app with Vue and Flask.
 
+* [Create a Flask Web App with Python](https://pythonspot.com/flask-web-app-with-python/) step-by-step walkthrough to create a Flask app with templates and routes
 
 ### Intermediate to advanced Flask resources
 Once you move past the beginner tutorials and have created a few Flask
@@ -260,6 +261,9 @@ combined with the example real-world projects listed in the next section.
 
 * [Dynamic Secret Generation with Vault and Flask](https://testdriven.io/dynamic-secret-generation-with-vault-and-flask) looks at how to use Hashicorp's Vault and Consul to create dynamic Postgres credentials for a Flask web app.
 
+* [Flask docker tutorial](https://pythonprogramminglanguage.com/python-flask-docker/) setting up docker with flask
+
+* [Deploy Flask app on PythonAnywhere](https://pythonbasics.org/python-to-web/) teaches you how to setup Flask app on the web
 
 ### Open source Flask example projects
 Flask's lack of standard boilerplate via a commandline interface for