Yes! offcurse you can easy to erase
1. first Go to blogger template and click on "Edit HTML and find inside box Like this ]]></b:skin> and just paste below code after or above ]]></b:skin>
.quickedit{Display:none;}
For example: see here screenshot how to do......
