<?xml version="1.0" encoding="UTF-8"?>
<rss version="2.0"
	xmlns:content="http://purl.org/rss/1.0/modules/content/"
	xmlns:wfw="http://wellformedweb.org/CommentAPI/"
	xmlns:dc="http://purl.org/dc/elements/1.1/"
	xmlns:atom="http://www.w3.org/2005/Atom"
	xmlns:sy="http://purl.org/rss/1.0/modules/syndication/"
	xmlns:slash="http://purl.org/rss/1.0/modules/slash/"
	>

<channel>
	<title>Blog:  Enterprise Storage Sense &#187; IOPs</title>
	<atom:link href="http://blog.enterprisestoragesense.com/category/iops/feed/" rel="self" type="application/rss+xml" />
	<link>http://blog.enterprisestoragesense.com</link>
	<description>Insight, analysis and commentary on data storage industry trends and technologies.</description>
	<lastBuildDate>Fri, 23 Jul 2010 17:30:47 +0000</lastBuildDate>
	<language>en</language>
	<sy:updatePeriod>hourly</sy:updatePeriod>
	<sy:updateFrequency>1</sy:updateFrequency>
	<generator>http://wordpress.org/?v=3.0</generator>
		<item>
		<title>Scalable Performance, Part II – Managing Response Times</title>
		<link>http://blog.enterprisestoragesense.com/2010/06/21/scalable-performance-part-ii-%e2%80%93-managing-response-times/</link>
		<comments>http://blog.enterprisestoragesense.com/2010/06/21/scalable-performance-part-ii-%e2%80%93-managing-response-times/#comments</comments>
		<pubDate>Mon, 21 Jun 2010 21:18:03 +0000</pubDate>
		<dc:creator>admin</dc:creator>
				<category><![CDATA[Enterprise Flash Drive]]></category>
		<category><![CDATA[HDD]]></category>
		<category><![CDATA[I/O performance]]></category>
		<category><![CDATA[IOPs]]></category>
		<category><![CDATA[SSD]]></category>
		<category><![CDATA[scalable performance]]></category>
		<category><![CDATA[Enterprise Flash Drives]]></category>
		<category><![CDATA[enterprise storage]]></category>
		<category><![CDATA[Pliant]]></category>

		<guid isPermaLink="false">http://blog.enterprisestoragesense.com/?p=137</guid>
		<description><![CDATA[Previously I wrote about the importance of “scalable performance” when it comes enterprise storage. My point: Enterprise-class SSDs must have sufficient back-end horsepower to scale I/O performance to meet increasing workloads for today’s data-throughput intensive applications. Pliant recently ran a series of performance tests on several storage devices, and the results were eye opening. For [...]]]></description>
			<content:encoded><![CDATA[<p>Previously I wrote about the importance of “scalable performance” when it comes enterprise storage.  My point: Enterprise-class SSDs must have sufficient back-end horsepower to scale I/O performance to meet increasing workloads for today’s data-throughput intensive applications.</p>
<p>Pliant recently ran a series of performance tests on several storage devices, and the results were eye opening.  For baseline reference, see what happens to a typical enterprise 15K RPM hard drive as the workload increases:</p>
<p>Once the HDD reaches 400 IOPS, the response time starts to increase considerably to more than 75,000 microseconds (μs).  And, as it reaches 500 IOPS, the response time nearly doubles, reaching more than 137,000 μs.  This is the expected behavior for a mechanical device, limited by a single actuator.</p>
<p style="text-align: left;">Generally speaking, SSDs offer better raw I/O performance than HDDs, but when it comes to scalability and managing response time, the results are startling:</p>
<p style="text-align: center;"><a href="http://blog.enterprisestoragesense.com/wp-content/uploads/2010/06/Saturation-Chart_time-vs.-bandwidth.png"><img class="size-full wp-image-140  aligncenter" title="Saturation Chart_time vs. bandwidth" src="http://blog.enterprisestoragesense.com/wp-content/uploads/2010/06/Saturation-Chart_time-vs.-bandwidth.png" alt="" width="529" height="317" /></a></p>
<p style="text-align: left;">The chart above compares the STEC ZeusIOPS SAS SSD against the Pliant Lightning™ LS 300S EFD using the same saturation plot.  As the workload increased, the STEC SSD’s response time increased dramatically, reaching as high as &gt;10,000 microseconds, without significant scaling of I/O bandwidth.  In contrast, the Pliant LS 300S was able keep response time below 2,000 microseconds and continued to scale I/O bandwidth to more than 32,000 IOPS.</p>
<p>This is the reason we designed Pliant’s Lightning Enterprise Flash Drive (EFD) to provide steady, predictable performance over time regardless of workload:</p>
<p style="text-align: center;"><a href="http://blog.enterprisestoragesense.com/wp-content/uploads/2010/06/Saturation-Chart_time-vs.-bandwidth-2.png"><img class="aligncenter size-full wp-image-141" title="Saturation Chart_time vs. bandwidth 2" src="http://blog.enterprisestoragesense.com/wp-content/uploads/2010/06/Saturation-Chart_time-vs.-bandwidth-2.png" alt="" width="529" height="317" /></a></p>
<p>Data center I/O demands are dynamic and unpredictable by nature.  As such, enterprise storage devices must have the power and flexibility to scale on-the-fly to provide a high level of performance at all times and under all workloads.</p>
<p>C.T. Chu</p>
<p><script src="http://w.sharethis.com/button/sharethis.js#publisher=6fb13b80-4589-4a64-8ef6-9b8178d565fd&amp;type=mce-website" type="text/javascript"></script></p>
]]></content:encoded>
			<wfw:commentRss>http://blog.enterprisestoragesense.com/2010/06/21/scalable-performance-part-ii-%e2%80%93-managing-response-times/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>Settling the SSD ‘High-Cost’ Debate</title>
		<link>http://blog.enterprisestoragesense.com/2009/06/08/settling-the-ssd-%e2%80%98high-cost%e2%80%99-debate/</link>
		<comments>http://blog.enterprisestoragesense.com/2009/06/08/settling-the-ssd-%e2%80%98high-cost%e2%80%99-debate/#comments</comments>
		<pubDate>Mon, 08 Jun 2009 19:27:31 +0000</pubDate>
		<dc:creator>admin</dc:creator>
				<category><![CDATA[Enterprise Flash Drive]]></category>
		<category><![CDATA[Flash Technology]]></category>
		<category><![CDATA[Green IT]]></category>
		<category><![CDATA[HDD]]></category>
		<category><![CDATA[Hard Disk Drives]]></category>
		<category><![CDATA[I/O performance]]></category>
		<category><![CDATA[IOPs]]></category>
		<category><![CDATA[SSD]]></category>
		<category><![CDATA[Solid State Drives]]></category>
		<category><![CDATA[Uncategorized]]></category>
		<category><![CDATA[data center storage]]></category>
		<category><![CDATA[energy consumption]]></category>
		<category><![CDATA[enterprise storage]]></category>
		<category><![CDATA[storage reliability]]></category>
		<category><![CDATA[data centers]]></category>
		<category><![CDATA[energy efficiency]]></category>
		<category><![CDATA[Enterprise Flash Drives]]></category>
		<category><![CDATA[Flash]]></category>
		<category><![CDATA[hard drive]]></category>
		<category><![CDATA[TCO]]></category>

		<guid isPermaLink="false">http://blog.enterprisestoragesense.com/?p=81</guid>
		<description><![CDATA[A criticism I often hear from industry insiders and ‘experts’ is that the higher cost and TCO (Total Cost of Ownership) of SSD technology is a significant barrier to rapid and widespread enterprise adoption. Nothing could be further from the truth. I believe that this stems from the fact that the industry is stuck on [...]]]></description>
			<content:encoded><![CDATA[<p>A criticism I often hear from industry insiders and ‘experts’ is that the higher cost and TCO (Total Cost of Ownership) of SSD technology is a significant barrier to rapid and widespread enterprise adoption.</p>
<p>Nothing could be further from the truth.</p>
<p>I believe that this stems from the fact that the industry is stuck on using the HDD metric of $/GB and single drive cost as the primary measures of the cost. As I wrote in a previous post, “<a href="http://blog.enterprisestoragesense.com/2009/04/17/storage-managers-getting-wise-to-prevailing-ssd-limitations/" target="_blank">Storage managers getting wise to prevailing SSD limitations</a>”, looking at historical or single drive cost metrics doesn’t accurately measure solution-level costs. So let’s try this again.</p>
<p>Yes, individual enterprise-class solid state drives (Enterprise Flash Drives) cost more than individual enterprise hard drives. So having stated this fact, let’s also be sure to state the fact that EFDs offer tremendous performance boosts (&gt;100X), and can replace many 15K RPM HDDs. Budget constraints require that enterprises and data centers focus on maximizing both performance and efficiency, so <em><strong>transaction cost </strong></em>($/IOPS) is also a key metric.</p>
<p>The goal is to provide a storage solution that optimizes for both $/GB and $/IOPS.</p>
<p>Let’s look at a typical data warehousing application from the <a href="http://www.tpc.org/tpcc/results/tpcc_perf_results.asp" target="_blank">TPC-C benchmarks</a> (<a href="http://www.tpc.org/tpcc/results/tpcc_perf_results.asp" target="_blank">http://www.tpc.org/tpcc/results/tpcc_perf_results.asp</a>). The storage solution must provide 640,000 transactions/minute (320,000 IOPS) for 18 TB of data. With a typical all-HDD solution, this requires:</p>
<ul>
<li> 1000 15K 2.5-inch HDDs (short stroked to 18GB)</li>
<li>40 rack mounted shelves</li>
<li>8000 watts to operate and (<span style="text-decoration: underline;">an additional</span>) 8000 watts to cool</li>
<li>Price tag = $ 450,000</li>
</ul>
<p>Now, let’s look at how a ‘hybrid’ approach combining EFDs and existing HDDs can not only provide a lower transaction cost, but also a <span style="text-decoration: underline;">lower cost/GB</span> and a <span style="text-decoration: underline;">lower total cost</span>. This hybrid solution would be configured as outlined below:</p>
<p><a href="http://blog.enterprisestoragesense.com/wp-content/uploads/2009/06/ssd-cost-comparison-chart.png"><img class="aligncenter size-full wp-image-84" title="ssd-cost-comparison-chart" src="http://blog.enterprisestoragesense.com/wp-content/uploads/2009/06/ssd-cost-comparison-chart.png" alt="" width="500" height="318" /></a></p>
<p>Not only does the hybrid approach offer a much lower $/GB and $/IOP (and requires 34 fewer shelves), but the total cost is <span style="text-decoration: underline;">one-half</span> that of the HDD-only configuration.</p>
<p>Did you catch that?  <span style="text-decoration: underline;"><em><strong>One-half</strong></em></span> the total cost.</p>
<p>At the end of the day, the numbers don’t lie. The value proposition of EFDs is simple, it provides ‘more for less’ – more performance for less cost, less power and floor space, and more reliability. And, EFDs can be managed with existing software.</p>
<p>What will IT managers do with all the savings?</p>
<p>Amyl Ahola</p>
<p><script src="http://w.sharethis.com/button/sharethis.js#publisher=6fb13b80-4589-4a64-8ef6-9b8178d565fd&amp;type=website" type="text/javascript"></script></p>
]]></content:encoded>
			<wfw:commentRss>http://blog.enterprisestoragesense.com/2009/06/08/settling-the-ssd-%e2%80%98high-cost%e2%80%99-debate/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>Storage managers getting wise to prevailing SSD limitations</title>
		<link>http://blog.enterprisestoragesense.com/2009/04/17/storage-managers-getting-wise-to-prevailing-ssd-limitations/</link>
		<comments>http://blog.enterprisestoragesense.com/2009/04/17/storage-managers-getting-wise-to-prevailing-ssd-limitations/#comments</comments>
		<pubDate>Fri, 17 Apr 2009 21:20:55 +0000</pubDate>
		<dc:creator>admin</dc:creator>
				<category><![CDATA[Enterprise Flash Drive]]></category>
		<category><![CDATA[Flash Technology]]></category>
		<category><![CDATA[HDD]]></category>
		<category><![CDATA[Hard Disk Drives]]></category>
		<category><![CDATA[IOPs]]></category>
		<category><![CDATA[SSD]]></category>
		<category><![CDATA[data center storage]]></category>
		<category><![CDATA[enterprise storage]]></category>
		<category><![CDATA[storage reliability]]></category>
		<category><![CDATA[Enterprise Flash Drives]]></category>
		<category><![CDATA[Solid State Drives]]></category>
		<category><![CDATA[storage performance]]></category>

		<guid isPermaLink="false">http://blog.enterprisestoragesense.com/?p=68</guid>
		<description><![CDATA[The industry is catching on to what I’ve been talking about for some time: flash technology offers tremendous value for the enterprise, yet adoption hinges on addressing the prevailing limitations of existing SSDs first. This ‘revelation’ appeared in a SearchStorage.com article by Beth Pariseau, “Storage admins mull SSDs at SNW.”  The article quotes multiple storage [...]]]></description>
			<content:encoded><![CDATA[<p>The industry is catching on to what I’ve been talking about for some time: flash technology offers tremendous value for the enterprise, yet adoption hinges on addressing the prevailing limitations of existing <a href="http://en.wikipedia.org/wiki/Solid-state_drive" target="_blank">SSD</a>s first.</p>
<p>This ‘revelation’ appeared in a <a href="http://www.searchstorage.com" target="_blank">SearchStorage.com</a> article by Beth Pariseau, “<a href="http://searchstorage.techtarget.com/news/article/0,289142,sid5_gci1353007,00.html?track=NL-52&amp;ad=698619&amp;asrc=EM_NLN_6518606&amp;uid=8206148" target="_blank">Storage admins mull SSDs at SNW</a>.”  The article quotes multiple storage administrators who all basically believe in the benefits of SSD, but stop short of saying that the technology is ready for prime time.</p>
<p>Here are their top concerns: predictable performance, data integrity, the lack of consistent, industry-accepted SSD benchmarks, and cost.</p>
<p>Let’s quickly look at each of these:</p>
<ol>
<li> <strong>Predictable performance </strong>– I covered this recently in my “<a href="http://blog.enterprisestoragesense.com/2008/11/05/%E2%80%9Cpredictable-performance%E2%80%9D-for-changing-business-dynamics/" target="_blank">’Predictable performance’ for changing business dynamics</a>” post. This area has traditionally been a challenge for SSDs in enterprise applications because workloads are random and indeterminate. Predictability requires consistent performance, independent of whether reading or writing data, because enterprise applications typically vary the read-to-write ratio between 60/40 and 90/10. Enterprise SSDs should be able to maintain performance across this range.</li>
<li><strong>Data integrity</strong> – I couldn’t agree more that data integrity features are critical if flash technology is to perform at enterprise levels, and the <a href="http://en.wikipedia.org/wiki/Data_Integrity_Field" target="_blank">Data Integrity Field (DIF)</a> standard is an important step in this direction. Yet, today so few storage devices support the DIF standard. Pliant began mapping toward the DIF standard early on, recognizing how important it was for enterprise-class storage systems.</li>
<li><strong>Standardized benchmarks</strong> – In my post, “<a href="http://blog.enterprisestoragesense.com/2009/03/05/ssd-jargon-and-the-need-for-standards/" target="_blank">SSD jargon and the need for standards</a>,” I listed a number of pivotal questions that must be addressed if the industry is ever to develop more accurate, relevant – and yes, consistent – SSD benchmarks. These include making sure that real performance is measured and that product lifecycle benchmarks are based on true, 100% duty cycle operation. If product life metrics are contingent on usage limitations – e.g., based on a maximum number of writes or writes per day due to limited error management capability – then the benchmarks are virtually useless.</li>
<li><strong>Cost</strong> – Transaction cost (IOPS per $) is the key SSD metric to consider, not the old HDD industry metric of $/GB. This metric is an irrelevant measure of SSD value as a performance solution, and we expect EFDs (Enterprise Flash Drives) to complement high capacity HDDs to optimize for both $/IOP and $/GB.</li>
</ol>
<p>With most existing vendors either falling short on a number of these points, or masking the limitations of their devices behind carefully crafted marketing spin, it’s no wonder why some storage admins are still skeptical.</p>
<p>This is why I continue to extol the values of EFDs, a new class of solid state storage devices designed with key enterprise considerations in mind. By definition, EFDs are designed to address all of the above issues.</p>
<p>And, as we prepare to announce availability of our first products shortly, my hope is that our approach will help turn the heads and change the minds of the remaining nay-sayers in the industry.</p>
<p>Amyl Ahola</p>
<p><script src="http://w.sharethis.com/widget/?tabs=web%2Cpost%2Cemail&amp;charset=utf-8&amp;style=default&amp;publisher=6fb13b80-4589-4a64-8ef6-9b8178d565fd" type="text/javascript"></script></p>
]]></content:encoded>
			<wfw:commentRss>http://blog.enterprisestoragesense.com/2009/04/17/storage-managers-getting-wise-to-prevailing-ssd-limitations/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>“Predictable performance” for changing business dynamics</title>
		<link>http://blog.enterprisestoragesense.com/2008/11/05/%e2%80%9cpredictable-performance%e2%80%9d-for-changing-business-dynamics/</link>
		<comments>http://blog.enterprisestoragesense.com/2008/11/05/%e2%80%9cpredictable-performance%e2%80%9d-for-changing-business-dynamics/#comments</comments>
		<pubDate>Thu, 06 Nov 2008 00:30:19 +0000</pubDate>
		<dc:creator>admin</dc:creator>
				<category><![CDATA[Enterprise Flash Drive]]></category>
		<category><![CDATA[HDD]]></category>
		<category><![CDATA[I/O performance]]></category>
		<category><![CDATA[IOPs]]></category>
		<category><![CDATA[Pliant Technology]]></category>
		<category><![CDATA[SSD]]></category>
		<category><![CDATA[Solid State Drives]]></category>
		<category><![CDATA[Uncategorized]]></category>
		<category><![CDATA[enterprise storage]]></category>
		<category><![CDATA[IOmeter]]></category>

		<guid isPermaLink="false">http://blog.enterprisestoragesense.com/?p=21</guid>
		<description><![CDATA[In a previous blog, I suggested that performance, reliability, IOPS per watt, and IOPS per $ are key storage metrics for enterprises. However, satisfying demanding enterprise needs goes far beyond the attainment of just these metrics. I/O-intensive enterprise IT applications require IOPS and bandwidth levels to be predictable and sustainable across a variety of workload [...]]]></description>
			<content:encoded><![CDATA[<p>In a previous blog, I suggested that performance, reliability, <a href="http://en.wikipedia.org/wiki/IOPS" target="_blank">IOPS</a> per watt, and IOPS per $ are key storage metrics for enterprises. However, satisfying demanding enterprise needs goes far beyond the attainment of just these metrics. <a href="http://en.wikipedia.org/wiki/Input/output" target="_blank">I/O</a>-intensive enterprise IT applications require IOPS and bandwidth levels to be predictable and sustainable across a variety of workload requirements.</p>
<p>Predictable performance has traditionally been a challenge for <a href="http://en.wikipedia.org/wiki/Solid-state_drive" target="_blank">SSDs</a> in enterprise applications because workloads are random and indeterminate. This means that predictability requires consistent performance, independent of whether reading or writing data, as enterprise applications typically vary the read-to-write ratio between 60/40 and 90/10.  Ensuring that predictable performance is maintained while the workload changes is another example of how an <a href="http://blog.enterprisestoragesense.com/2008/07/14/enterprise-flash-drives-a-definition/" target="_blank">Enterprise Flash Drive</a> (EFD) offers differentiation from traditional SSDs. </p>
<p>A performance comparison (<a href="http://en.wikipedia.org/wiki/Iometer" target="_blank">IOmeter</a>-based) between a well-publicized ‘enterprise’ SSD and the new Pliant EFD illustrates this difference.  From the chart, you can see how the ‘enterprise’ SSD(I) performance drops by over 80% as the read/write ratio changes. The Pliant EFD maintains its performance across the range from 100% reads to a 50/50 read/write ratio. This is because the Pliant EFD can read and write simultaneously to the drive and therefore offer substantially better and predictable performance for these demanding applications. Traditional SSDs and <a href="http://en.wikipedia.org/wiki/Hard_disk_drive" target="_blank">HDDs</a> can only perform one read or write at a time. </p>
<p style="text-align: center;"><a href="http://blog.enterprisestoragesense.com/wp-content/uploads/2008/11/iops-comparison-chart.jpg"><img class="size-medium wp-image-24   aligncenter" title="iops-comparison-chart" src="http://blog.enterprisestoragesense.com/wp-content/uploads/2008/11/iops-comparison-chart-300x198.jpg" alt="" width="300" height="198" /></a></p>
<p>The bottom line: EFDs enable enterprises to achieve higher I/O performance, maintain performance predictability with changing workloads, offer higher levels of service quality, and dynamically address changing business requirements without adding additional hardware.   </p>
<p>I’m curious to hear what you think, so please feel free to comment.</p>
<p>Amyl</p>
<p><script type="text/javascript" src="http://w.sharethis.com/widget/?tabs=web%2Cpost%2Cemail&amp;charset=utf-8&amp;style=default&amp;publisher=6fb13b80-4589-4a64-8ef6-9b8178d565fd"></script> </p>
]]></content:encoded>
			<wfw:commentRss>http://blog.enterprisestoragesense.com/2008/11/05/%e2%80%9cpredictable-performance%e2%80%9d-for-changing-business-dynamics/feed/</wfw:commentRss>
		<slash:comments>2</slash:comments>
		</item>
	</channel>
</rss>
