diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6f7d06a3e..8276b4c1c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,7 @@ BUG FIXES:
 
 * core: Don't change background color on CLI anymore, making things look
   a tad nicer in some terminals.
+* core: multiple ISO URLs works properly in all builders. [GH-683]
 * builder/amazon/chroot: Block when obtaining file lock to allow
   parallel builds. [GH-689]
 * builder/vmware: Cleanup of VMX keys works properly so cd-rom won't
diff --git a/common/config.go b/common/config.go
index 460eeabc7..a0204eed2 100644
--- a/common/config.go
+++ b/common/config.go
@@ -105,21 +105,21 @@ func DownloadableURL(original string) (string, error) {
 			url.Path = strings.Replace(url.Path, `\`, `/`, -1)
 		}
 
-		if _, err := os.Stat(url.Path); err != nil {
-			return "", err
-		}
+		// Only do the filepath transformations if the file appears
+		// to actually exist.
+		if _, err := os.Stat(url.Path); err == nil {
+			url.Path, err = filepath.Abs(url.Path)
+			if err != nil {
+				return "", err
+			}
 
-		url.Path, err = filepath.Abs(url.Path)
-		if err != nil {
-			return "", err
-		}
+			url.Path, err = filepath.EvalSymlinks(url.Path)
+			if err != nil {
+				return "", err
+			}
 
-		url.Path, err = filepath.EvalSymlinks(url.Path)
-		if err != nil {
-			return "", err
+			url.Path = filepath.Clean(url.Path)
 		}
-
-		url.Path = filepath.Clean(url.Path)
 	}
 
 	// Make sure it is lowercased