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Capacity planning for web sites
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Promoting a web site Thoughts on increasing web site traffic but… Two possible scenarios…
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Scenario 1: sudden traffic increase Web site causes its own surge – new marketing New link to another popular site Site mentioned by popular index – slashdot effect Site hosts a web application used by other applications
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Scenario 2: cumulative increase Occurs as site becomes more widely known Introduction of new technologies e.g. XML increases load Network effect – increase in connections to a site from other sites
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Result Web server inundated with requests Resulting processes cause memory overload Web server slows then crashes
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Performance issues Speed is first problem Components of web systems –possible bottlenecks Content – one web page = many files Increased web services- increased no of hits Web traffic – randomness of accesses User’s perception of performance
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Solution – capacity planning Estimates space, hardware, software, infrastructure needed over future period Takes into account projected growth in site usage “Just in time” – add the capacity just before it is needed – no unused resources
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Answers the questions Future needs? “What if..” scenarios e.g. is bandwidth adequate? e.g. can system handle load spikes? Will performance be scalable? What monitoring tools are available? How can more capacity be provided?
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Why is capacity planning important? Ensure positive user experience Maximise productivity Avoid financial surprises Maintain stability and availability Arrange for emergency capacity Assess performance of new applications/architectures Tittel (2002) “Why plan web capacity?”
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“Because capacity problems can’t be solved instantaneously…” (Menasce & Almeida (2001))
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Planning capacity Some definitions Clarifying requirements Planning activities –Monitoring –Predicting –Estimating Action and review
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www.simac.be/solutions/ management/3.htmwww.simac.be/solutions/ management/3.htm, accessed 27.4.05
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Some definitions Relating to server –Service level –Service time –Waiting time Relating to network –Latency –Throughput –Bandwidth –Utilization –Quality of service Relating to web site –Hits per second –Errors per second –Time-out rate
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Clarifying requirements What is the purpose of the site? How available should it be? How tolerant are the users? Have you analysed log files? How many HTTP operations per unit time expected? What is the average transfer size going to be? Will you provide any streaming media? Will the web server spawn additional processes? What other processes need to be run on the web server or over the network? What sort of scalability do you need? What is your budget? Can you force suppliers to compete? Future traffic and usage growth – spare capacity levels? Killelea (2002)
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Planning activities Understand environment Workload characteristics Performance prediction Cost/performance analysis Workload prediction Monitor performance Cost model Workload model Performance model Plans Adapted from Menasce & Almeida (2001)
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Workload prediction Differentiate between types of workload Characteristics, e.g. –“Burstyness” –Large transfers Analysis –Capacity trending –Analytical modelling
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Measuring and predicting performance Which are the critical web site IT resources Average & “under-load” response times Web server performance benchmarks and monitoring tools Scenario data sets Load testing and modelling
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Plan for… How much bandwidth? –Hits/second x average size of hit in bits = bits/second How fast a server? –Load balancing –Load clustering –Mirror servers How much memory? –Memory-using components of server: –Operating system, web server configuration, web content, server- side programs
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And… Establish upgrade process for resources Scalability – capacity interdependencies between infrastructure components Monitor actual traffic growth and resource usage Revise plan when any component changes (kit, traffic or market)
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Ways of providing capacity/improving performance Reconfigure network Rewrite critical applications Reduce content load Proxy, caching and mirror servers Test using your performance model
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What influence can you have as a web administrator? –Can’t directly influence Internet –May not be able to influence resource decisions Write down capacity requirement Monitor performance, keep records Alter server configuration – performance and content Plan for future scalability
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