diff --git a/openstack/utils/choose_version.go b/openstack/utils/choose_version.go
index 402a870..753f8f8 100644
--- a/openstack/utils/choose_version.go
+++ b/openstack/utils/choose_version.go
@@ -2,7 +2,6 @@
 
 import (
 	"fmt"
-	"net/url"
 	"strings"
 
 	"github.com/racker/perigee"
@@ -11,6 +10,7 @@
 // Version is a supported API version, corresponding to a vN package within the appropriate service.
 type Version struct {
 	ID       string
+	Suffix   string
 	Priority int
 }
 
@@ -23,7 +23,7 @@
 // ChooseVersion queries the base endpoint of a API to choose the most recent non-experimental alternative from a service's
 // published versions.
 // It returns the highest-Priority Version among the alternatives that are provided, as well as its corresponding endpoint.
-func ChooseVersion(identityEndpoint string, recognized []*Version) (*Version, string, error) {
+func ChooseVersion(identityBase string, identityEndpoint string, recognized []*Version) (*Version, string, error) {
 	type linkResp struct {
 		Href string `json:"href"`
 		Rel  string `json:"rel"`
@@ -43,16 +43,23 @@
 		Versions versionsResp `json:"versions"`
 	}
 
-	// Normalize the identity endpoint that's provided by trimming any path, query or fragment from the URL.
-	u, err := url.Parse(identityEndpoint)
-	if err != nil {
-		return nil, "", err
+	normalize := func(endpoint string) string {
+		if !strings.HasSuffix(endpoint, "/") {
+			return endpoint + "/"
+		}
+		return endpoint
 	}
-	u.Path, u.RawQuery, u.Fragment = "", "", ""
-	normalized := u.String()
+	identityEndpoint = normalize(identityEndpoint)
+
+	// If a full endpoint is specified, check version suffixes for a match first.
+	for _, v := range recognized {
+		if strings.HasSuffix(identityEndpoint, v.Suffix) {
+			return v, identityEndpoint, nil
+		}
+	}
 
 	var resp response
-	_, err = perigee.Request("GET", normalized, perigee.Options{
+	_, err := perigee.Request("GET", identityBase, perigee.Options{
 		Results: &resp,
 		OkCodes: []int{200, 300},
 	})
@@ -69,14 +76,6 @@
 	var highest *Version
 	var endpoint string
 
-	normalize := func(endpoint string) string {
-		if !strings.HasSuffix(endpoint, "/") {
-			return endpoint + "/"
-		}
-		return endpoint
-	}
-	normalizedGiven := normalize(identityEndpoint)
-
 	for _, value := range resp.Versions.Values {
 		href := ""
 		for _, link := range value.Links {
@@ -87,9 +86,9 @@
 
 		if matching, ok := byID[value.ID]; ok {
 			// Prefer a version that exactly matches the provided endpoint.
-			if href == normalizedGiven {
+			if href == identityEndpoint {
 				if href == "" {
-					return nil, "", fmt.Errorf("Endpoint missing in version %s response from %s", value.ID, normalized)
+					return nil, "", fmt.Errorf("Endpoint missing in version %s response from %s", value.ID, identityBase)
 				}
 				return matching, href, nil
 			}
@@ -105,10 +104,10 @@
 	}
 
 	if highest == nil {
-		return nil, "", fmt.Errorf("No supported version available from endpoint %s", normalized)
+		return nil, "", fmt.Errorf("No supported version available from endpoint %s", identityBase)
 	}
 	if endpoint == "" {
-		return nil, "", fmt.Errorf("Endpoint missing in version %s response from %s", highest.ID, normalized)
+		return nil, "", fmt.Errorf("Endpoint missing in version %s response from %s", highest.ID, identityBase)
 	}
 
 	return highest, endpoint, nil
diff --git a/openstack/utils/choose_version_test.go b/openstack/utils/choose_version_test.go
index b724ee8..9552696 100644
--- a/openstack/utils/choose_version_test.go
+++ b/openstack/utils/choose_version_test.go
@@ -40,10 +40,10 @@
 	defer testhelper.TeardownHTTP()
 	setupVersionHandler()
 
-	v2 := &Version{ID: "v2.0", Priority: 2}
-	v3 := &Version{ID: "v3.0", Priority: 3}
+	v2 := &Version{ID: "v2.0", Priority: 2, Suffix: "blarg"}
+	v3 := &Version{ID: "v3.0", Priority: 3, Suffix: "hargl"}
 
-	v, endpoint, err := ChooseVersion(testhelper.Endpoint(), []*Version{v2, v3})
+	v, endpoint, err := ChooseVersion(testhelper.Endpoint(), "", []*Version{v2, v3})
 
 	if err != nil {
 		t.Fatalf("Unexpected error from ChooseVersion: %v", err)
@@ -64,10 +64,32 @@
 	defer testhelper.TeardownHTTP()
 	setupVersionHandler()
 
-	v2 := &Version{ID: "v2.0", Priority: 2}
-	v3 := &Version{ID: "v3.0", Priority: 3}
+	v2 := &Version{ID: "v2.0", Priority: 2, Suffix: "nope"}
+	v3 := &Version{ID: "v3.0", Priority: 3, Suffix: "northis"}
 
-	v, endpoint, err := ChooseVersion(testhelper.Endpoint()+"v2.0/", []*Version{v2, v3})
+	v, endpoint, err := ChooseVersion(testhelper.Endpoint(), testhelper.Endpoint()+"v2.0/", []*Version{v2, v3})
+	if err != nil {
+		t.Fatalf("Unexpected error from ChooseVersion: %v", err)
+	}
+
+	if v != v2 {
+		t.Errorf("Expected %#v to win, but %#v did instead", v2, v)
+	}
+
+	expected := testhelper.Endpoint() + "v2.0/"
+	if endpoint != expected {
+		t.Errorf("Expected endpoint [%s], but was [%s] instead", expected, endpoint)
+	}
+}
+
+func TestChooseVersionFromSuffix(t *testing.T) {
+	testhelper.SetupHTTP()
+	defer testhelper.TeardownHTTP()
+
+	v2 := &Version{ID: "v2.0", Priority: 2, Suffix: "/v2.0/"}
+	v3 := &Version{ID: "v3.0", Priority: 3, Suffix: "/v3.0/"}
+
+	v, endpoint, err := ChooseVersion(testhelper.Endpoint(), testhelper.Endpoint()+"v2.0/", []*Version{v2, v3})
 	if err != nil {
 		t.Fatalf("Unexpected error from ChooseVersion: %v", err)
 	}
diff --git a/openstack/utils/client.go b/openstack/utils/client.go
index 7e3aa12..f8a6c57 100644
--- a/openstack/utils/client.go
+++ b/openstack/utils/client.go
@@ -47,7 +47,7 @@
 		Options: ao,
 	}
 
-	c := &gophercloud.ServiceClient{Endpoint: ao.IdentityEndpoint}
+	c := &gophercloud.ServiceClient{Endpoint: ao.IdentityEndpoint + "/"}
 	ar, err := identity.Authenticate(c, ao)
 	if err != nil {
 		return client, err