diff --git a/doc/82-Changelog.md b/doc/82-Changelog.md
index 8eea7b27..15589e57 100644
--- a/doc/82-Changelog.md
+++ b/doc/82-Changelog.md
@@ -22,6 +22,7 @@ before switching to a new version.
 * FIX: Commands snapshots now carry fields in your Basket (#1747)
 * FIX: Cloning services from one Set to another one no longer fails (#1758)
 * FIX: Blacklisting a Service from a Set on a Host Template is now possible (#1707)
+* FIX: Services from a Set assigned to a single Host can be blacklisted (#1616)
 * FEATURE: Add TimePeriod support to Configuration Baskets (#1735)
 * FEATURE: RO users could want to see where a configured service originated (#1785)
 
diff --git a/library/Director/Objects/IcingaServiceSet.php b/library/Director/Objects/IcingaServiceSet.php
index d8f3793b..ddc1d6c0 100644
--- a/library/Director/Objects/IcingaServiceSet.php
+++ b/library/Director/Objects/IcingaServiceSet.php
@@ -5,9 +5,11 @@ namespace Icinga\Module\Director\Objects;
 use Exception;
 use Icinga\Data\Filter\Filter;
 use Icinga\Module\Director\Db;
+use Icinga\Module\Director\Db\Cache\PrefetchCache;
 use Icinga\Module\Director\DirectorObject\Automation\ExportInterface;
 use Icinga\Module\Director\Exception\DuplicateKeyException;
 use Icinga\Module\Director\IcingaConfig\IcingaConfig;
+use Icinga\Module\Director\Resolver\HostServiceBlacklist;
 use InvalidArgumentException;
 use RuntimeException;
 
@@ -289,8 +291,10 @@ class IcingaServiceSet extends IcingaObject implements ExportInterface
                 $service->set('object_type', 'apply');
                 $service->set('assign_filter', $filter);
             } elseif ($hostId = $this->get('host_id')) {
-                $service->set('object_type', 'object');
-                $service->set('use_var_overrides', 'y');
+                $host = $this->getRelatedObject('host', $hostId)->getObjectName();
+                if (in_array($host, $this->getBlacklistedHostnames($service))) {
+                    continue;
+                }
                 $service->set('host_id', $this->get('host_id'));
             } else {
                 // Service set template without assign filter or host
@@ -302,6 +306,23 @@ class IcingaServiceSet extends IcingaObject implements ExportInterface
         }
     }
 
+    /**
+     * @return array
+     */
+    public function getBlacklistedHostnames($service)
+    {
+        // Hint: if ($this->isApplyRule()) would be nice, but apply rules are
+        // not enough, one might want to blacklist single services from Sets
+        // assigned to single Hosts.
+        if (PrefetchCache::shouldBeUsed()) {
+            $lookup = PrefetchCache::instance()->hostServiceBlacklist();
+        } else {
+            $lookup = new HostServiceBlacklist($this->getConnection());
+        }
+
+        return $lookup->getBlacklistedHostnamesForService($service);
+    }
+
     protected function getConfigFileWithHeader(IcingaConfig $config)
     {
         $file = $config->configFile(