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		<title>DataStax Support Forums &#187; Topic: Denormalize to Optimize data model [Document]</title>
		<link>http://www.datastax.com/support-forums/topic/denormalize-to-optimize-data-model-document</link>
		<description>Software, Support, and Training for Apache Cassandra</description>
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		<pubDate>Mon, 20 May 2013 07:07:50 +0000</pubDate>
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			<title>Anonymous on "Denormalize to Optimize data model [Document]"</title>
			<link>http://www.datastax.com/support-forums/topic/denormalize-to-optimize-data-model-document#post-1114</link>
			<pubDate>Thu, 09 Feb 2012 18:51:24 +0000</pubDate>
			<dc:creator>Anonymous</dc:creator>
			<guid isPermaLink="false">1114@http://www.datastax.com/support-forums/</guid>
			<description>&#60;p&#62;Howdy,&#60;/p&#62;
&#60;p&#62;I have some concerns about Denormalize to Optimize.&#60;br /&#62;
&#60;a href=&#34;http://www.datastax.com/docs/1.0/ddl/data_model_planning#denormalize-to-optimize&#34; rel=&#34;nofollow&#34;&#62;http://www.datastax.com/docs/1.0/ddl/data_model_planning#denormalize-to-optimize&#60;/a&#62;&#60;/p&#62;
&#60;p&#62;&#34;a single column family are used to answer each query. This sacrifices disk space (one of the cheapest resources for a server) in order to reduce the number of disk seeks and the amount of network traffic.&#34;&#60;/p&#62;
&#60;p&#62;First, it will NOT reduce the amount of network traffic, compared with Normalized data when you get same number of columns and rows.&#60;br /&#62;
2nd, for the number of disk seeks, it depends. some times Normalized data increase the cache hit ratio with smaller memory footprint and reduce the number of disk seeks.&#60;/p&#62;
&#60;p&#62;And last, could you add some data model examples to explain how to Denormalize to Optimize? it help us to learn and understand the data modeling in Cassandra.&#60;/p&#62;
&#60;p&#62;Thanks,&#60;br /&#62;
Charlie &#124; DBA
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