diff --git a/src/Contracts/StatisticsCollector.php b/src/Contracts/StatisticsCollector.php
index a46e757..316a83b 100644
--- a/src/Contracts/StatisticsCollector.php
+++ b/src/Contracts/StatisticsCollector.php
@@ -66,4 +66,13 @@ interface StatisticsCollector
      * @return PromiseInterface[\BeyondCode\LaravelWebSockets\Statistics\Statistic|null]
      */
     public function getAppStatistics($appId): PromiseInterface;
+
+    /**
+     * Remove all app traces from the database if no connections have been set
+     * in the meanwhile since last save.
+     *
+     * @param  string|int  $appId
+     * @return void
+     */
+    public function resetAppTraces($appId);
 }
diff --git a/src/Statistics/Collectors/MemoryCollector.php b/src/Statistics/Collectors/MemoryCollector.php
index 2394e0a..80070dc 100644
--- a/src/Statistics/Collectors/MemoryCollector.php
+++ b/src/Statistics/Collectors/MemoryCollector.php
@@ -92,6 +92,12 @@ class MemoryCollector implements StatisticsCollector
                     continue;
                 }
 
+                if ($statistic->shouldHaveTracesRemoved()) {
+                    $this->resetAppTraces($appId);
+
+                    continue;
+                }
+
                 $this->createRecord($statistic, $appId);
 
                 $this->channelManager->getGlobalConnectionsCount($appId)->then(function ($connections) use ($statistic) {
@@ -136,6 +142,18 @@ class MemoryCollector implements StatisticsCollector
         );
     }
 
+    /**
+     * Remove all app traces from the database if no connections have been set
+     * in the meanwhile since last save.
+     *
+     * @param  string|int  $appId
+     * @return void
+     */
+    public function resetAppTraces($appId)
+    {
+        unset($this->statistics[$appId]);
+    }
+
     /**
      * Find or create a defined statistic for an app.
      *
diff --git a/src/Statistics/Collectors/RedisCollector.php b/src/Statistics/Collectors/RedisCollector.php
index a7bd00f..e487a94 100644
--- a/src/Statistics/Collectors/RedisCollector.php
+++ b/src/Statistics/Collectors/RedisCollector.php
@@ -161,6 +161,10 @@ class RedisCollector extends MemoryCollector
                                 $appId, Helpers::redisListToArray($list)
                             );
 
+                            if ($statistic->shouldHaveTracesRemoved()) {
+                                return $this->resetAppTraces($appId);
+                            }
+
                             $this->createRecord($statistic, $appId);
 
                             $this->channelManager
@@ -272,6 +276,8 @@ class RedisCollector extends MemoryCollector
      */
     public function resetAppTraces($appId)
     {
+        parent::resetAppTraces($appId);
+
         $this->channelManager->getPublishClient()->hdel(
             $this->channelManager->getRedisKey($appId, null, ['stats']),
             'current_connections_count'
diff --git a/src/Statistics/Statistic.php b/src/Statistics/Statistic.php
index 5e1f05f..b31d547 100644
--- a/src/Statistics/Statistic.php
+++ b/src/Statistics/Statistic.php
@@ -183,6 +183,18 @@ class Statistic
         $this->apiMessagesCount = 0;
     }
 
+    /**
+     * Check if the current statistic entry is empty. This means
+     * that the statistic entry can be easily deleted if no activity
+     * occured for a while.
+     *
+     * @return bool
+     */
+    public function shouldHaveTracesRemoved(): bool
+    {
+        return $this->currentConnectionsCount === 0 && $this->peakConnectionsCount === 0;
+    }
+
     /**
      * Transform the statistic to array.
      *