diff --git a/docs/pages/user-guide/swan/img/swan_session.png b/docs/pages/user-guide/swan/img/swan_session.png
index 6b2157414b59e4022745e5472a05d36851e38b28..d1fc6fc661a154adb9907a1afe026c7d5d21bd25 100644
Binary files a/docs/pages/user-guide/swan/img/swan_session.png and b/docs/pages/user-guide/swan/img/swan_session.png differ
diff --git a/docs/pages/user-guide/swan/notebook-examples.md b/docs/pages/user-guide/swan/notebook-examples.md
index 2f81463eb08a975d25a801774341ba6b1a36a64f..ed8b1400fc19c7fdb1e5c4ac67a4eccfb6f5c7fa 100644
--- a/docs/pages/user-guide/swan/notebook-examples.md
+++ b/docs/pages/user-guide/swan/notebook-examples.md
@@ -1,4 +1,8 @@
-There is a number notebooks related to NXCALS project with some basic examples.
+There is a number notebooks related to NXCALS project with some basic examples:
+
+- NXCALS-Demo (from presentaion given during one of BE-CO technical meetings)
+- NXCALS-Example (data retrieval using NXCALS builders, chart creation using matplotlib)
+- Pandas-example (simple data manipulations using Pandas instead of Spark DataFrames)
 
 They can be directly downloaded from [CERNBox](https://cernbox.cern.ch/index.php/s/OW7ixsqfzV7Rtdr)
 and uploaded to SWAN projects:
diff --git a/docs/pages/user-guide/swan/swan-session.md b/docs/pages/user-guide/swan/swan-session.md
index f1c64e4a970282922816dd4d6ee4e4ad926c3d49..79c0b4791eccd91dd26f327a2c7b7ce336171a4f 100644
--- a/docs/pages/user-guide/swan/swan-session.md
+++ b/docs/pages/user-guide/swan/swan-session.md
@@ -12,7 +12,7 @@ Creation of SWAN session for NXCALS
 1. Log in with your CERN NICE credentials.
 2. Provide the following information
 
-    - **Software stack**: Development Bleeding Edge Python3
+    - **Software stack**: NXCals (to ensure the latest NXCALS libraries)
     - **Platform**: use proposed value proposed
     - **Number of cores**: select required
     - **Memory**: select required