The South -- several times -- came quite close to winning the Civil War. Jubal Early, for instance, was once within minutes of capturing Washington D.C. after leading a lightning calvary expedition up the Shenandoah Valley.
Lincoln also had to go through about seven commanding generals before he placed those most competent for war -- Sherman and Grant -- in charge.