join two pandas dataframe using a specific column

pd.concat([df1.set_index('A'),df2.set_index('A')], axis=1, join='inner')

If you wish to maintain column A as a non-index, then:

pd.concat([df1.set_index('A'),df2.set_index('A')], axis=1, join='inner').reset_index()