diff --git a/BUILDING.md b/BUILDING.md
index 16663d60acc69e..005e662b992476 100644
--- a/BUILDING.md
+++ b/BUILDING.md
@@ -34,14 +34,7 @@ $ ./configure
 $ make
 ```
 
-If your Python binary is in a non-standard location or has a
-non-standard name, run the following instead:
-
-```console
-$ export PYTHON=/path/to/python
-$ $PYTHON ./configure
-$ make
-```
+Note that the above requires that `python` resolve to Python 2.6/2.7 and not a newer version.
 
 To run the tests: