diff --git a/pkg/ruler/ruler.go b/pkg/ruler/ruler.go
index 9c05c23aad..d6916e372a 100644
--- a/pkg/ruler/ruler.go
+++ b/pkg/ruler/ruler.go
@@ -541,9 +541,8 @@ type generatorURLTemplateData struct {
 
 // executeGeneratorURLTemplate executes a Go text/template to produce a generator URL.
 // We intentionally use text/template instead of html/template because the output is a URL,
-// not HTML. HTML-escaping would corrupt URL characters (e.g., & → &). The template is
-// configured per-tenant by the operator via runtime config, so the risk is limited to
-// self-harm (a tenant operator misconfiguring their own alert links).
+// not HTML. HTML-escaping would corrupt URL characters (e.g., & → &). The output is
+// validated to ensure it uses http/https scheme to prevent javascript: or data: injection.
 func executeGeneratorURLTemplate(tmplStr, externalURL, expr string) (string, error) {
 	tmpl, err := template.New("generator_url").Parse(tmplStr)
 	if err != nil {
@@ -556,7 +555,30 @@ func executeGeneratorURLTemplate(tmplStr, externalURL, expr string) (string, err
 	}); err != nil {
 		return "", err
 	}
-	return buf.String(), nil
+	result := buf.String()
+	if err := validateGeneratorURL(result); err != nil {
+		return "", err
+	}
+	return result, nil
+}
+
+// validateGeneratorURL checks that the URL is well-formed, uses http or https scheme,
+// and does not contain HTML in the fragment.
+func validateGeneratorURL(rawURL string) error {
+	u, err := url.Parse(rawURL)
+	if err != nil {
+		return fmt.Errorf("invalid generator URL: %w", err)
+	}
+	if u.Scheme != "http" && u.Scheme != "https" {
+		return fmt.Errorf("generator URL has unsupported scheme %q, must be http or https", u.Scheme)
+	}
+	if u.Host == "" {
+		return fmt.Errorf("generator URL is missing host")
+	}
+	if strings.ContainsAny(u.Fragment, "<>") {
+		return fmt.Errorf("generator URL fragment contains invalid characters")
+	}
+	return nil
 }
 
 func ruleGroupDisabled(ruleGroup *rulespb.RuleGroupDesc, disabledRuleGroupsForUser validation.DisabledRuleGroups) bool {
diff --git a/pkg/ruler/ruler_test.go b/pkg/ruler/ruler_test.go
index a305a8ec39..5562f7ee40 100644
--- a/pkg/ruler/ruler_test.go
+++ b/pkg/ruler/ruler_test.go
@@ -2838,6 +2838,41 @@ func TestExecuteGeneratorURLTemplate(t *testing.T) {
 			expr:        "up",
 			expected:    "http://grafana:3000/explore?left=%7B%22queries%22:%5B%7B%22expr%22:%22up%22%7D%5D%7D",
 		},
+		{
+			name:        "javascript URI scheme is rejected",
+			tmplStr:     "javascript://alert('xss')",
+			externalURL: "http://localhost:3000",
+			expr:        "up",
+			expectErr:   true,
+		},
+		{
+			name:        "data URI scheme is rejected",
+			tmplStr:     "data:text/html,<script>alert('xss')</script>",
+			externalURL: "http://localhost:3000",
+			expr:        "up",
+			expectErr:   true,
+		},
+		{
+			name:        "fragment with script tag is rejected",
+			tmplStr:     "{{ .ExternalURL }}/explore#<script>alert('xss')</script>",
+			externalURL: "http://localhost:3000",
+			expr:        "up",
+			expectErr:   true,
+		},
+		{
+			name:        "missing host is rejected",
+			tmplStr:     "http:///path",
+			externalURL: "http://localhost:3000",
+			expr:        "up",
+			expectErr:   true,
+		},
+		{
+			name:        "valid URL with fragment is allowed",
+			tmplStr:     "{{ .ExternalURL }}/explore#tab=graph",
+			externalURL: "http://localhost:3000",
+			expr:        "up",
+			expected:    "http://localhost:3000/explore#tab=graph",
+		},
 	}
 
 	for _, tc := range testCases {