diff --git "a/de/01-Design-patterns-f\303\274r-grosse-Datenmengen.ipynb" "b/de/01-Design-patterns-f\303\274r-grosse-Datenmengen.ipynb"
index f6c00731815a3b756f03421428ea938f25cf3309..8ad98b89e36e4e586335f6e95237d186a42181be 100644
--- "a/de/01-Design-patterns-f\303\274r-grosse-Datenmengen.ipynb"
+++ "b/de/01-Design-patterns-f\303\274r-grosse-Datenmengen.ipynb"
@@ -433,10 +433,50 @@
     "_Quelle: https://learn.microsoft.com/en-us/azure/architecture/patterns/sharding_"
    ]
   },
+  {
+   "attachments": {
+    "42493d13-6d3a-464e-b4c6-07129962566c.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "b7de3976-13f8-4433-b9e9-65d944c31603",
+   "metadata": {},
+   "source": [
+    "## 4. Ausblick\n",
+    "\n",
+    "In den letzten Jahren wurden mehrere Plattformen entwickelt, mit denen eine verteilte, skalierbare Analyse großer Datenmengen ermöglicht wird. Ein Beispiel ist [Apache Hadoop](https://hadoop.apache.org/docs/stable/hadoop-project-dist/). Der [Wikipedia-Eintrag](https://de.wikipedia.org/wiki/Apache_Hadoop) dazu fasst es gut zusammen:\n",
+    "\n",
+    "\"Apache Hadoop ist ein freies, in Java geschriebenes Framework für skalierbare, verteilt arbeitende Software. Es basiert auf dem MapReduce-Algorithmus von Google Inc. sowie auf Vorschlägen des Google-Dateisystems und ermöglicht es, intensive Rechenprozesse mit großen Datenmengen (Big Data, Petabyte-Bereich) auf Computerclustern durchzuführen. Hadoop wurde vom Lucene-Erfinder Doug Cutting initiiert und 2006 erstmals veröffentlicht.\\[1\\] Am 23. Januar 2008 wurde es zum Top-Level-Projekt der Apache Software Foundation. Nutzer sind unter anderem Facebook, a9.com, AOL, Baidu, IBM, ImageShack und Yahoo.\\[2\\]\"\n",
+    "\n",
+    "Die wichtigsten Elemente von Hadoop umfassen:\n",
+    "* das Hadoop Distributed File System (HDFS)\n",
+    "* das Resourchen-Managementsystem Yet Another Resource Negotiator (YARN)\n",
+    "* den von Google entwickelten MapReduce Algorithmus\n",
+    "\n",
+    "![grafik.png](attachment:42493d13-6d3a-464e-b4c6-07129962566c.png)\n",
+    "\n",
+    "_Quelle: https://hadoop.apache.org/docs/stable/hadoop-project-dist/hadoop-hdfs/HdfsDesign.html_\n",
+    "\n",
+    "Das __HDFS__ stellt sich dem Benutzer als ein großes Dateisystem dar mit Verzeichnissen und Dateien. Intern werden die Dateien in Blöcke aufgeteilt, sodass eine parallele Prozessierung möglich wird. Es gibt in jedem Hadoop System genau einen __Namenode__ und beliebig viele __Datanodes__. Der Namenode verwaltet die Metadaten und Zugriffe, es fließen jedoch keine Daten über ihn.\n",
+    "\n",
+    "Das HDFS wurde optimiert auf __WORM__ (write once, read multiple) Zugriffe und ist vor allem für Streaming performant.\n",
+    "\n",
+    "Hadoop baut auf der Prämisse auf, dass in einem großen, verteilten System immer irgend etwas nicht funktioniert. Daher gibt es diverse Sicherheitsmechanismen, um Ausfälle zu vermeiden bzw. schnell reparieren zu können. Beispielsweise werden die Datenblöcke redundant gespeichert.\n",
+    "\n",
+    "Das __MapReduce__ framework erlaubt es, mit relativ einfachen Befehlen prallele Datenprozessierung von TByte-scale Datensätzen auf einem verteilten System mit bis zu mehreren Tausend Knoten auszuführen. Vom Konzept her werden Inputdaten in Chunks aufgeteilt (siehe oben), die dann parallel berechnet werden können (\"mapping\"). Die Ergebnisse dieser Rechnungen werden anschließend im \"Reduce\" Schritt zusammengeführt.\n",
+    "\n",
+    "MapReduce beinhaltet einen Workflow-Manager, der die Ausführung der einzelnen Tasks aufsetzt und überwacht sowie abgebrochene Jobs erneut startet. Hadoop ist damit vor allem für Batch-Anwendungen ausgelegt. Die Berechnungen werden möglichst dort ausgeführt, wo die Daten liegen, so dass unnötige Datentransfers vermieden werden.\n",
+    "\n",
+    "Die Resourcenverwaltung obliegt __YARN__, das aus einem __ResourceManager__ für das Gesamtsystem, jeweils einem __NodeManager__ pro Cluster-Knoten und jeweils einem __MRAppMaster__ pro Anwendung besteht. Jede MapReduce Anwendung wird durch eine Konfigursation beschrieben, die zumindest die Input- und Outputdaten spezifiziert und die auszuführenden __map__ und __reduce__ Kommandos.\n",
+    "\n",
+    "\n"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "142b232f-5922-434e-bd47-edb67af8cb78",
+   "id": "fdb0e25c-b363-48cc-aefc-66c914cf223b",
    "metadata": {},
    "outputs": [],
    "source": []