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<!DOCTYPE html>
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<title>Monitoring - Full Stack Python</title>
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<h1>Monitoring</h1>
<p>Monitoring tools capture, analyze and display information for a web
application's execution. Every application has issues arise throughout
all levels of the web stack. Monitoring tools provide transparency so
developers and operations teams can respond and fix problems.</p>
<h2>Why is monitoring necessary?</h2>
<p>Capturing and analyzing data about your production environment is critical
to proactively deal with stability, performance, and errors in a web
application.</p>
<h2>Difference between monitoring and logging</h2>
<p>Monitoring and logging are very similar in their purpose of helping to
diagnose issues with an application and aid the debugging process. One way
to think about the difference is that logging happens based on explicit events
while monitoring is a passive background collection of data. </p>
<p>For example, when an error occurs, that event is explicitly logged through
code in an exception handler. Meanwhile, a monitoring agent instruments the
code and gathers data not only about the logged exception but also the
performance of the functions.</p>
<p>This distinction between logging and monitoring is vague and not necessarily
the only way to look at it. Pragmatically, both are useful for maintaining a
production web application.</p>
<h2>Monitoring layers</h2>
<p>There are several important resources to monitor on the operating system
and network level of a web stack.</p>
<ol>
<li>CPU utilization</li>
<li>Memory utilization</li>
<li>Persistence storage consumed versus free</li>
<li>Network bandwidth and latency</li>
</ol>
<p>Application level monitoring encompasses several aspects. The amount of time
and resources dedicated to each aspect will vary based on whether an
application is read-heavy, write-heavy, or subject to rapid swings in traffic.</p>
<ol>
<li>Application warnings and errors (500-level HTTP errors)</li>
<li>Application code performance</li>
<li>Template rendering time</li>
<li>Browser rendering time for the application</li>
<li>Database querying performance</li>
</ol>
<h2>Open source monitoring projects</h2>
<ul>
<li>
<p><a href="https://github.com/etsy/statsd/">statsd</a> is a node.js network daemon that
listens for metrics and aggregates them for transfer into another service
such as Graphite.</p>
</li>
<li>
<p><a href="https://graphite.readthedocs.org/en/latest/overview.html">Graphite</a> stores
time-series data and displays them in graphs through a Django web application.</p>
</li>
<li>
<p><a href="http://github.hubspot.com/bucky/">Bucky</a> measures the performance of a
web application from end user's browsers and sends that data back to the
server for collection.</p>
</li>
<li>
<p><a href="http://sensuapp.org/">Sensu</a> is an open source monitoring framework
written in Ruby but applicable to any programming language web application.</p>
</li>
<li>
<p><a href="http://vimeo.github.io/graph-explorer/">Graph Explorer</a> by Vimeo is a
Graphite-based dashboard with added features and a slick design.</p>
</li>
<li>
<p><a href="http://packetbeat.com/">PacketBeat</a> sniffs protocol packets. Elasticsearch
then allows developers to search the collected data and visualize what's
happening inside their web application using the Kibana user interface.</p>
</li>
<li>
<p><a href="http://munin-monitoring.org/">Munin</a> is a client plugin-based monitoring
system that sends monitoring traffic to the Munin node where the data can
be analyzed and visualized. Note this project is written in Perl so Perl 5
must be installed on the node collecting the data.</p>
</li>
</ul>
<h2>Hosted monitoring services</h2>
<ul>
<li>
<p><a href="http://newrelic.com/">New Relic</a>. Application and database monitoring as
well as plug ins for capturing and analyzing additional data about tools in
your stack.</p>
</li>
<li>
<p><a href="http://copperegg.com/">CopperEgg</a> is lower-level monitoring on server and
infrastructure. It's popular with DevOps shops that are making changes to
their production environments and want immediate feedback on the results
of those modifications.</p>
</li>
<li>
<p><a href="http://status.io/">Status.io</a> focuses on uptime and response metrics
transparency for web applications.</p>
</li>
<li>
<p><a href="https://www.statuspage.io/">StatusPage.io</a> (yes, there's both a Status and
StatusPage.io) provides easy set up status pages for monitoring application
up time.</p>
</li>
<li>
<p><a href="http://www.pagerduty.com/">PagerDuty</a> alerts a designated person or group
if there are stability, performance, or uptime issues with an application.</p>
</li>
<li>
<p><a href="https://appenlight.com/">App Enlight</a> provides performance, exception and
error monitoring and is currently specific to Python web applications.</p>
</li>
</ul>
<h2>Monitoring resources</h2>
<ul>
<li>
<p><a href="http://www.paperplanes.de/2011/1/5/the_virtues_of_monitoring.html">The Virtues of Monitoring</a></p>
</li>
<li>
<p><a href="http://blog.docker.io/2013/07/effortless-monitoring-with-collectd-graphite-and-docker/">Effortless Monitoring with collectd, Graphite, and Docker</a></p>
</li>
<li>
<p><a href="http://matt.aimonetti.net/posts/2013/06/26/practical-guide-to-graphite-monitoring/">Practical Guide to StatsD/Graphite Monitoring</a>
is a detailed guide with code examples for monitoring infrastructure.</p>
</li>
<li>
<p>Bit.ly describes the
"<a href="http://word.bitly.com/post/74839060954/ten-things-to-monitor">10 Things They Forgot to Monitor</a>"
beyond the standard metrics such as disk & memory usage.</p>
</li>
<li>
<p><a href="http://aarvik.dk/four-linux-server-monitoring-and-management-tools/">Four Linux server monitoring tools</a></p>
</li>
<li>
<p><a href="https://blog.serverdensity.com/how-to-design-useful-monitoring-graphs-and-visualizations/">How to design useful monitoring and graphing visualizations</a></p>
</li>
<li>
<p><a href="https://speakerdeck.com/auxesis/5-years-of-metrics-and-monitoring">5 years of metrics and monitoring</a>
is a great presentation highlighting that visualization so humans can
understand measurements is a hard problem. Line graphs are often not
the best solution and they are overused.</p>
</li>
<li>
<p>The Collector Highlight Series has an article on <a href="http://blog.librato.com/posts/statsd">StatsD</a>
that explains how to install it and how it works.</p>
</li>
<li>
<p>This <a href="http://kartar.net/2014/11/monitoring-survey---tools/">survey on monitoring tools</a>
has some nice data and graphs on what developers and operations folks use
in their environments.</p>
</li>
</ul>
<h2>Monitoring learning checklist</h2>
<p><i class="fa fa-check-square-o"></i>
Review the software-as-a-service and open source monitoring tools below. Third
party services tend to be easier to set up and host the data for you. Open
source projects give you more control but you'll need to have additional
servers ready for the monitoring.</p>
<p><i class="fa fa-check-square-o"></i>
My recommendation is to install <a href="http://newrelic.com/">New Relic</a>'s free
option with the trial period to see how it works with your app. It'll give you
a good idea of the capabilities for application-level monitoring tools.</p>
<p><i class="fa fa-check-square-o"></i>
As your app scales take a look at setting up one of the the open source
monitoring projects such as StatsD with Graphite. The combination of those
two projects will give you fine-grained control over the system metrics
you're collecting and visualizing.</p>
<h3>What topic do you want to learn next?</h3>
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<div class="panel-heading">
<h3 class="panel-head">Table of Contents</h3>
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<a href="/introduction.html" class="list-group-item smaller-item ">Introduction</a>
<a href="/web-frameworks.html" class="list-group-item smaller-item ">Web Frameworks</a>
<a href="/django.html" class="list-group-item smaller-item ">Django</a>
<a href="/flask.html" class="list-group-item smaller-item ">Flask</a>
<a href="/bottle.html" class="list-group-item smaller-item ">Bottle</a>
<a href="/other-web-frameworks.html" class="list-group-item smaller-item ">Other Web Frameworks</a>
<a href="/deployment.html" class="list-group-item smaller-item ">Deployment</a>
<a href="/servers.html" class="list-group-item smaller-item ">Servers</a>
<a href="/platform-as-a-service.html" class="list-group-item smaller-item ">Platform-as-a-service</a>
<a href="/operating-systems.html" class="list-group-item smaller-item ">Operating Systems</a>
<a href="/web-servers.html" class="list-group-item smaller-item ">Web Servers</a>
<a href="/wsgi-servers.html" class="list-group-item smaller-item ">WSGI Servers</a>
<a href="/source-control.html" class="list-group-item smaller-item ">Source Control</a>
<a href="/application-dependencies.html" class="list-group-item smaller-item ">Application Dependencies</a>
<a href="/databases.html" class="list-group-item smaller-item ">Databases</a>
<a href="/no-sql-datastore.html" class="list-group-item smaller-item ">NoSQL Data Stores</a>
<a href="/web-design.html" class="list-group-item smaller-item ">Web Design</a>
<a href="/cascading-style-sheets.html" class="list-group-item smaller-item ">Cascading Style Sheets</a>
<a href="/javascript.html" class="list-group-item smaller-item ">JavaScript</a>
<a href="/continuous-integration.html" class="list-group-item smaller-item ">Continuous Integration</a>
<a href="/code-metrics.html" class="list-group-item smaller-item ">Code Metrics</a>
<a href="/configuration-management.html" class="list-group-item smaller-item ">Configuration Management</a>
<a href="/static-content.html" class="list-group-item smaller-item ">Static Content</a>
<a href="/caching.html" class="list-group-item smaller-item ">Caching</a>
<a href="/task-queues.html" class="list-group-item smaller-item ">Task Queues</a>
<a href="/application-programming-interfaces.html" class="list-group-item smaller-item ">Application Programming Interfaces</a>
<a href="/api-integration.html" class="list-group-item smaller-item ">API Integration</a>
<a href="/api-creation.html" class="list-group-item smaller-item ">API Creation</a>
<a href="/logging.html" class="list-group-item smaller-item ">Logging</a>
<a href="/monitoring.html" class="list-group-item smaller-item active">Monitoring</a>
<a href="/web-analytics.html" class="list-group-item smaller-item ">Web Analytics</a>
<a href="/web-application-security.html" class="list-group-item smaller-item ">Web Application Security</a>
<a href="/best-python-resources.html" class="list-group-item smaller-item ">Best Python Resources</a>
<a href="/development-environments.html" class="list-group-item smaller-item ">Development Environments</a>
<a href="/about-author.html" class="list-group-item smaller-item ">About the Author</a>
<a href="/change-log.html" class="list-group-item smaller-item ">Change Log</a>
<a href="/future-directions.html" class="list-group-item smaller-item ">Future Directions</a>
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<a href="http://www.mattmakai.com/" class="underline">Matt Makai</a>
2014
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