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	<title>Comments on: Oracle Exadata hybrid columnar compression</title>
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	<link>http://www.dbms2.com/2009/09/03/oracle-11g-exadata-hybrid-columnar-compression/</link>
	<description>Choices in data management and analysis</description>
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		<title>By: Oracle Exadata 2 capacity pricing &#124; DBMS2 -- DataBase Management System Services</title>
		<link>http://www.dbms2.com/2009/09/03/oracle-11g-exadata-hybrid-columnar-compression/#comment-142534</link>
		<dc:creator>Oracle Exadata 2 capacity pricing &#124; DBMS2 -- DataBase Management System Services</dc:creator>
		<pubDate>Mon, 05 Oct 2009 12:20:22 +0000</pubDate>
		<guid isPermaLink="false">http://www.dbms2.com/?p=873#comment-142534</guid>
		<description>[...] These figures are highly sensitive to assumptions about Oracle&#8217;s hybrid columnar compression. [...]</description>
		<content:encoded><![CDATA[<p>[...] These figures are highly sensitive to assumptions about Oracle&#8217;s hybrid columnar compression. [...]</p>
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	<item>
		<title>By: Notes on the Oracle Database 11g Release 2 white paper &#124; DBMS2 -- DataBase Management System Services</title>
		<link>http://www.dbms2.com/2009/09/03/oracle-11g-exadata-hybrid-columnar-compression/#comment-141044</link>
		<dc:creator>Notes on the Oracle Database 11g Release 2 white paper &#124; DBMS2 -- DataBase Management System Services</dc:creator>
		<pubDate>Mon, 21 Sep 2009 17:14:34 +0000</pubDate>
		<guid isPermaLink="false">http://www.dbms2.com/?p=873#comment-141044</guid>
		<description>[...] Oracle Database 11g Release 2 white paper I cited a couple of weeks ago has evidently been edited, given that a phrase I quoted last month is no longer to be found. Anyhow, [...]</description>
		<content:encoded><![CDATA[<p>[...] Oracle Database 11g Release 2 white paper I cited a couple of weeks ago has evidently been edited, given that a phrase I quoted last month is no longer to be found. Anyhow, [...]</p>
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	</item>
	<item>
		<title>By: Relational databases: are they obselete?</title>
		<link>http://www.dbms2.com/2009/09/03/oracle-11g-exadata-hybrid-columnar-compression/#comment-140522</link>
		<dc:creator>Relational databases: are they obselete?</dc:creator>
		<pubDate>Wed, 16 Sep 2009 18:04:47 +0000</pubDate>
		<guid isPermaLink="false">http://www.dbms2.com/?p=873#comment-140522</guid>
		<description>[...] frequently catching up to specialized engines. In particular, they are not limited to row stores. Curt Monash&#8217;s blog post on Oracle&#8217;s hybrid columnar approach makes this obvious. Nicolas Bruno, in Teaching an Old [...]</description>
		<content:encoded><![CDATA[<p>[...] frequently catching up to specialized engines. In particular, they are not limited to row stores. Curt Monash&#8217;s blog post on Oracle&#8217;s hybrid columnar approach makes this obvious. Nicolas Bruno, in Teaching an Old [...]</p>
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	<item>
		<title>By: Curt Monash</title>
		<link>http://www.dbms2.com/2009/09/03/oracle-11g-exadata-hybrid-columnar-compression/#comment-139042</link>
		<dc:creator>Curt Monash</dc:creator>
		<pubDate>Fri, 04 Sep 2009 17:10:17 +0000</pubDate>
		<guid isPermaLink="false">http://www.dbms2.com/?p=873#comment-139042</guid>
		<description>Ankush,

Correct.  But in the case of Netezza and Exadata you&#039;re paying for the equipment (and electricity) that does the initial I/O and filtering.

Netezza&#039;s argument is &quot;Yeah, but that&#039;s not so bad because FPGAs are cheap.&quot; Even so, it&#039;s not free.</description>
		<content:encoded><![CDATA[<p>Ankush,</p>
<p>Correct.  But in the case of Netezza and Exadata you&#8217;re paying for the equipment (and electricity) that does the initial I/O and filtering.</p>
<p>Netezza&#8217;s argument is &#8220;Yeah, but that&#8217;s not so bad because FPGAs are cheap.&#8221; Even so, it&#8217;s not free.</p>
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	<item>
		<title>By: Ankush</title>
		<link>http://www.dbms2.com/2009/09/03/oracle-11g-exadata-hybrid-columnar-compression/#comment-139040</link>
		<dc:creator>Ankush</dc:creator>
		<pubDate>Fri, 04 Sep 2009 17:02:02 +0000</pubDate>
		<guid isPermaLink="false">http://www.dbms2.com/?p=873#comment-139040</guid>
		<description>&gt;&gt; in Oracle’s case I would guess “hybrid columnar
&gt;&gt; compression” provides the compression benefits 
&gt;&gt; of column stores, but not column stores’ I/O 
&gt;&gt; benefits

I was wondering if we consider a table with 10 columns; and a query Q is interested in only 2 columns - with architectures like Netezza and Exadata, if the unnecessary 8 columns are filtered and are never sent to the DB by storage servers - (network) IO perceived by the DB should be somewhat similar to what column stores see, no?</description>
		<content:encoded><![CDATA[<p>&gt;&gt; in Oracle’s case I would guess “hybrid columnar<br />
&gt;&gt; compression” provides the compression benefits<br />
&gt;&gt; of column stores, but not column stores’ I/O<br />
&gt;&gt; benefits</p>
<p>I was wondering if we consider a table with 10 columns; and a query Q is interested in only 2 columns &#8211; with architectures like Netezza and Exadata, if the unnecessary 8 columns are filtered and are never sent to the DB by storage servers &#8211; (network) IO perceived by the DB should be somewhat similar to what column stores see, no?</p>
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	<item>
		<title>By: Curt Monash</title>
		<link>http://www.dbms2.com/2009/09/03/oracle-11g-exadata-hybrid-columnar-compression/#comment-139038</link>
		<dc:creator>Curt Monash</dc:creator>
		<pubDate>Fri, 04 Sep 2009 15:37:46 +0000</pubDate>
		<guid isPermaLink="false">http://www.dbms2.com/?p=873#comment-139038</guid>
		<description>Dan,

The idea of a PAX-like scheme is that you take a certain subset of the rows (i.e., enough to fill a block, or in the case of Oracle evidently enough to fill a number of blocks) and store them VERY much as you would in a column store. Now, do you get a better compression ratio on 10s of terabytes of data than you do on megabytes or 10s of megs? Yes. But it&#039;s my understanding that for many data sets, the difference isn&#039;t really very much.</description>
		<content:encoded><![CDATA[<p>Dan,</p>
<p>The idea of a PAX-like scheme is that you take a certain subset of the rows (i.e., enough to fill a block, or in the case of Oracle evidently enough to fill a number of blocks) and store them VERY much as you would in a column store. Now, do you get a better compression ratio on 10s of terabytes of data than you do on megabytes or 10s of megs? Yes. But it&#8217;s my understanding that for many data sets, the difference isn&#8217;t really very much.</p>
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	</item>
	<item>
		<title>By: Daniel Weinreb</title>
		<link>http://www.dbms2.com/2009/09/03/oracle-11g-exadata-hybrid-columnar-compression/#comment-139031</link>
		<dc:creator>Daniel Weinreb</dc:creator>
		<pubDate>Fri, 04 Sep 2009 13:37:39 +0000</pubDate>
		<guid isPermaLink="false">http://www.dbms2.com/?p=873#comment-139031</guid>
		<description>If I understand this correctly, then I would not precisely say that they get the compression benefits of column stores.  I&#039;d say that they get compression benefits, which column stores also get. But column stores may be able to do more effective compression because they are compressing a sequence of values drawn from the same domain of data.  I don&#039;t know how big this effect is, but it might be significant for all I know.</description>
		<content:encoded><![CDATA[<p>If I understand this correctly, then I would not precisely say that they get the compression benefits of column stores.  I&#8217;d say that they get compression benefits, which column stores also get. But column stores may be able to do more effective compression because they are compressing a sequence of values drawn from the same domain of data.  I don&#8217;t know how big this effect is, but it might be significant for all I know.</p>
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	</item>
	<item>
		<title>By: Changing your perspective: horizontal, vertical and hybrid data models</title>
		<link>http://www.dbms2.com/2009/09/03/oracle-11g-exadata-hybrid-columnar-compression/#comment-139030</link>
		<dc:creator>Changing your perspective: horizontal, vertical and hybrid data models</dc:creator>
		<pubDate>Fri, 04 Sep 2009 13:34:13 +0000</pubDate>
		<guid isPermaLink="false">http://www.dbms2.com/?p=873#comment-139030</guid>
		<description>[...] hybrids. For example, text search sometimes require full-text indexes such as suffix arrays, Oracle recently announced a row/column hybrid, and so on.  Take away message: If you are stuck, try to rotate your data model. If neither the [...]</description>
		<content:encoded><![CDATA[<p>[...] hybrids. For example, text search sometimes require full-text indexes such as suffix arrays, Oracle recently announced a row/column hybrid, and so on.  Take away message: If you are stuck, try to rotate your data model. If neither the [...]</p>
]]></content:encoded>
	</item>
	<item>
		<title>By: Daniel Abadi</title>
		<link>http://www.dbms2.com/2009/09/03/oracle-11g-exadata-hybrid-columnar-compression/#comment-138815</link>
		<dc:creator>Daniel Abadi</dc:creator>
		<pubDate>Thu, 03 Sep 2009 23:07:08 +0000</pubDate>
		<guid isPermaLink="false">http://www.dbms2.com/?p=873#comment-138815</guid>
		<description>Oracle&#039;s is the third hybrid row/column storage scheme announced in the last month. It&#039;s time for a taxonomy: http://dbmsmusings.blogspot.com/2009/09/tour-through-hybrid-columnrow-oriented.html</description>
		<content:encoded><![CDATA[<p>Oracle&#8217;s is the third hybrid row/column storage scheme announced in the last month. It&#8217;s time for a taxonomy: <a href="http://dbmsmusings.blogspot.com/2009/09/tour-through-hybrid-columnrow-oriented.html" rel="nofollow">http://dbmsmusings.blogspot.com/2009/09/tour-through-hybrid-columnrow-oriented.html</a></p>
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	</item>
	<item>
		<title>By: Curt Monash</title>
		<link>http://www.dbms2.com/2009/09/03/oracle-11g-exadata-hybrid-columnar-compression/#comment-138775</link>
		<dc:creator>Curt Monash</dc:creator>
		<pubDate>Thu, 03 Sep 2009 19:18:43 +0000</pubDate>
		<guid isPermaLink="false">http://www.dbms2.com/?p=873#comment-138775</guid>
		<description>If you&#039;re really getting close-to-columnar levels of compression, that&#039;s indeed better than Netezza&#039;s rates.</description>
		<content:encoded><![CDATA[<p>If you&#8217;re really getting close-to-columnar levels of compression, that&#8217;s indeed better than Netezza&#8217;s rates.</p>
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