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<!DOCTYPE html>
<html>
<head>
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<title>Slides slides</title>
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<h1 id="Building-a-Real-Time-Analytics-Service-with-InfluxDB">Building a Real-Time Analytics Service with InfluxDB<a class="anchor-link" href="#Building-a-Real-Time-Analytics-Service-with-InfluxDB">¶</a></h1><p>Jeremiah Malina</p>
<p>Slides and code can be found at <a href="http://github.com/jjmalina/pygotham-2015">http://github.com/jjmalina/pygotham-2015</a></p>
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<h2 id="Background">Background<a class="anchor-link" href="#Background">¶</a></h2>
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<li>I'm a data engineer at <a href="http://chatid.com"><img src="http://chatid.com/images/img_logo_chatid.png" alt=""></a></li>
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<h3 id="Our-Product">Our Product<a class="anchor-link" href="#Our-Product">¶</a></h3>
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<li>Allows brands such as Samsung, HP, Seagate, etc. to plug their existing chat system (LivePerson, Olark, etc.) into the ChatID platform via XMPP</li>
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<li>So that customers on retailers like Walmart.com, Sears.com, Newegg.com can chat with the folks at these brands</li>
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<li>We collect a lot of data to measure the impact that our product has on ecommerce metrics like conversion rate, average order value, customer satisfaction</li>
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<li><a href="https://demo.chatid.com/chatbar/retailer/index.html">Here's a product demo on a mock retailer site</a></li>
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<h2 id="Overview-of-this-talk">Overview of this talk<a class="anchor-link" href="#Overview-of-this-talk">¶</a></h2>
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<p>1 - Real-Time Analytics</p>
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<li>Exploring a problem</li>
<li>Paradigms</li>
<li>Tools</li>
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<p>2 - Dive into InfluxDB</p>
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<li>Features</li>
<li>Modeling data</li>
<li>Issues to watch out for</li>
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<p>3 - Building our Real-Time Analytics Service</p>
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<li>live coding :)</li>
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<h2 id="Real-Time-Analytics">Real-Time Analytics<a class="anchor-link" href="#Real-Time-Analytics">¶</a></h2>
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<h3 id="If-you-manage-a-website-you-might-find-yourself-asking">If you manage a website you might find yourself asking<a class="anchor-link" href="#If-you-manage-a-website-you-might-find-yourself-asking">¶</a></h3><blockquote><p>How many came users to my site from referral campaign Z in the last X minutes/hours/days/months</p>
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<h3 id="Let's-assume-that-we-don't-have-Google-Analytics-or-a-similar-tool">Let's assume that we don't have Google Analytics or a similar tool<a class="anchor-link" href="#Let's-assume-that-we-don't-have-Google-Analytics-or-a-similar-tool">¶</a></h3>
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<h3 id="Some-approaches-to-tackling-this-problem">Some approaches to tackling this problem<a class="anchor-link" href="#Some-approaches-to-tackling-this-problem">¶</a></h3>
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<p>1 - Write down every visit to your site with the referral campaign ID into a database, and then run a query to get a metric</p>
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<p>2 - Feed the visit events as a stream into a process that computes the metrics in real-time</p>
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<h4 id="Problems-with-#1">Problems with #1<a class="anchor-link" href="#Problems-with-#1">¶</a></h4>
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<li>You have to scale your database to handle the write throughput<ul>
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<li>You need to index the referral campaign ID and probably other fields, which slows write throughput</li>
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<h4 id="Problems-with-#2">Problems with #2<a class="anchor-link" href="#Problems-with-#2">¶</a></h4>
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<li>You need a counter for every combination of fields and time periods you want to index by (i.e. campaign)</li>
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<li>Parallelizing the counting is a tricky problem</li>
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<li>You need to persist the counter state somewhere</li>
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<li>You need to build an API to fetch your counts and perhaps aggregate them</li>
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<h2 id="Lambda-Architecture">Lambda Architecture<a class="anchor-link" href="#Lambda-Architecture">¶</a></h2><p>Invented by Nathan Marz, the author of Storm</p>
<blockquote><p>The LA aims to satisfy the needs for a robust system that is fault-tolerant, both against hardware failures and human mistakes, being able to serve a wide range of workloads and use cases, and in which low-latency reads and updates are required. The resulting system should be linearly scalable, and it should scale out rather than up.</p>
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<p><a href="http://lambda-architecture.net/">http://lambda-architecture.net/</a></p>
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<p>1 - All data entering the system is dispatched to both the batch layer and the speed layer for processing.</p>
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<p>2 - The batch layer has two functions:</p>
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<li>to pre-compute the batch views.</li>
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<p>3 - The serving layer indexes the batch views so that they can be queried in low-latency, ad-hoc way.</p>
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<p>4 - The speed layer compensates for the high latency of updates to the serving layer and deals with recent data only.</p>
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<p>5 - Any incoming query can be answered by merging results from batch views and real-time view</p>
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<h3 id="That's-a-lot-of-components">That's a lot of components<a class="anchor-link" href="#That's-a-lot-of-components">¶</a></h3>
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<h3 id="There's-this-idea-that-real-time-layer-is-more-prone-to-failure">There's this idea that real-time layer is more prone to failure<a class="anchor-link" href="#There's-this-idea-that-real-time-layer-is-more-prone-to-failure">¶</a></h3>
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<h3 id="Reasons">Reasons<a class="anchor-link" href="#Reasons">¶</a></h3><ul>
<li>The computations happen in memory</li>
<li>Anything that leads to a crash will erase the state of the real-time system<ul>
<li>Bad deploy</li>
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<li>Delayed upstream data will give you inaccurate metrics</li>
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<h3 id="The-batch-layer-is-there-to-correct-this">The batch layer is there to correct this<a class="anchor-link" href="#The-batch-layer-is-there-to-correct-this">¶</a></h3><blockquote><p>Since the realtime layer only compensates for the last few hours of data, everything the realtime layer computes is eventually overridden by the batch layer. So if you make a mistake or something goes wrong in the realtime layer, the batch layer will correct it.</p>
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<p>-- Nathan Marz, <a href="http://www.amazon.com/Big-Data-Principles-practices-scalable/dp/1617290343/ref=sr_1_1?ie=UTF8&qid=1439167413&sr=8-1&keywords=nathan+marz+big+data"><strong>Big Data</strong></a></p>
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<h3 id="But-component-#1-of-the-Lambda-Architecture-doesn't-really-get-addressed">But component #1 of the Lambda Architecture doesn't really get addressed<a class="anchor-link" href="#But-component-#1-of-the-Lambda-Architecture-doesn't-really-get-addressed">¶</a></h3>
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<h3 id="In-comes-Jay-Kreps-with-"The-Log"">In comes Jay Kreps with "The Log"<a class="anchor-link" href="#In-comes-Jay-Kreps-with-"The-Log"">¶</a></h3><p><a href="https://engineering.linkedin.com/distributed-systems/log-what-every-software-engineer-should-know-about-real-time-datas-unifying">The Log: What every software engineer should know about real-time data's unifying abstraction</a></p>
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<h3 id="Turn-this">Turn this<a class="anchor-link" href="#Turn-this">¶</a></h3><p><img src="https://engineering.linkedin.com/sites/default/files/datapipeline_complex.png" alt=""></p>
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<h3 id="Into-this">Into this<a class="anchor-link" href="#Into-this">¶</a></h3><p><img src="https://engineering.linkedin.com/sites/default/files/datapipeline_simple.png" alt=""></p>
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<h3 id="Lambda-Architecture-Stack">Lambda Architecture Stack<a class="anchor-link" href="#Lambda-Architecture-Stack">¶</a></h3><p><img src="http://lambda-architecture.net/img/la-overview_small.png" alt=""></p>
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<h3 id="1.-Unified-Log">1. Unified Log<a class="anchor-link" href="#1.-Unified-Log">¶</a></h3><ul>
<li>Apache Kafka</li>
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<h3 id="2.-Batch-Layer">2. Batch Layer<a class="anchor-link" href="#2.-Batch-Layer">¶</a></h3><ul>
<li>Hadoop for storage</li>
<li>MapReduce or Spark for computation</li>
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<h3 id="3.-Serving-layer">3. Serving layer<a class="anchor-link" href="#3.-Serving-layer">¶</a></h3><ul>
<li>Cassandra, or any other KV, SQL-like datastore</li>
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<h3 id="4.-Real-time-layer">4. Real-time layer<a class="anchor-link" href="#4.-Real-time-layer">¶</a></h3><ul>
<li>Apache Storm or Spark Streaming</li>
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<h3 id="Unfortunately-all-run-on-the-JVM-and-Python-support-isn't-the-best">Unfortunately all run on the JVM and Python support isn't the best<a class="anchor-link" href="#Unfortunately-all-run-on-the-JVM-and-Python-support-isn't-the-best">¶</a></h3>
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<h1 id="Real-Time-Computation-Systems">Real-Time Computation Systems<a class="anchor-link" href="#Real-Time-Computation-Systems">¶</a></h1>
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<h2 id="Apache-Storm">Apache Storm<a class="anchor-link" href="#Apache-Storm">¶</a></h2><blockquote><p>Storm makes it easy to reliably process unbounded streams of data, doing for realtime processing what Hadoop did for batch processing.</p>
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<p><a href="https://storm.apache.org">https://storm.apache.org</a></p>
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<p>There are just three abstractions in Storm: <strong>spouts</strong>, <strong>bolts</strong>, and <strong>topologies</strong>.</p>
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<p>A <strong>spout</strong> is a source of streams in a computation.</p>
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<p>A <strong>bolt</strong> processes any number of input streams and produces any number of new output streams.</p>
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<p>A <strong>topology</strong> is a network of spouts and bolts, with each edge in the network representing a bolt subscribing to the output stream of some other <strong>spout</strong> or <strong>bolt</strong>.</p>
<p><img src="https://storm.apache.org/images/topology.png" alt=""></p>
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<h3 id="Using-Streamparse">Using Streamparse<a class="anchor-link" href="#Using-Streamparse">¶</a></h3><p><a href="https://github.com/Parsely/streamparse">https://github.com/Parsely/streamparse</a></p>
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<div class=" highlight hl-ipython3"><pre><span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">datetime</span>
<span class="kn">from</span> <span class="nn">collections</span> <span class="k">import</span> <span class="n">Counter</span>
<span class="kn">from</span> <span class="nn">streamparse.bolt</span> <span class="k">import</span> <span class="n">BatchingBolt</span>
<span class="k">class</span> <span class="nc">VistCounterBolt</span><span class="p">(</span><span class="n">BatchingBolt</span><span class="p">):</span>
<span class="k">def</span> <span class="nf">initialize</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">conf</span><span class="p">,</span> <span class="n">ctx</span><span class="p">):</span>
<span class="bp">self</span><span class="o">.</span><span class="n">counts</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">()</span>
<span class="k">def</span> <span class="nf">group_key</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tup</span><span class="p">):</span>
<span class="sd">"""Groups user visit tuples by campaign and minute"""</span>
<span class="n">timestamp</span><span class="p">,</span> <span class="n">campaign</span> <span class="o">=</span> <span class="n">tup</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s">'</span><span class="se">\t</span><span class="s">'</span><span class="p">)</span>
<span class="n">hour</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">utcfromtimestamp</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">timestamp</span><span class="p">))</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s">"%Y-%m-%dT%H:%M"</span><span class="p">)</span>
<span class="k">return</span> <span class="p">(</span><span class="n">hour</span><span class="p">,</span> <span class="n">campaign</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">process_batch</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">tups</span><span class="p">):</span>
<span class="bp">self</span><span class="o">.</span><span class="n">counts</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">tups</span><span class="p">)</span>
<span class="c"># some downstream bolt would persist our counts</span>
<span class="bp">self</span><span class="o">.</span><span class="n">emit</span><span class="p">([</span><span class="n">key</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">counts</span><span class="p">[</span><span class="n">key</span><span class="p">]])</span>
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<h3 id="Storm-Summary">Storm Summary<a class="anchor-link" href="#Storm-Summary">¶</a></h3>
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<h3 id="The-Good">The Good<a class="anchor-link" href="#The-Good">¶</a></h3><ul>
<li>Simple but flexible programming model<ul>
<li>Thank you Parse.ly!</li>
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<li>Scalable and fault tolerant</li>
<li>Supports many inputs</li>
<li>Very stable and mature</li>
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<h3 id="The-Bad">The Bad<a class="anchor-link" href="#The-Bad">¶</a></h3><ul>
<li>No built in libraries or APIs for analytical computation<ul>
<li>i.e. grouping, counting, distinct counting</li>
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<li>Still need another service to store your metrics</li>
<li>In Streamparse you have to set up topologies with Clojure</li>
<li><a href="https://storm.apache.org/documentation/Setting-up-a-Storm-cluster.html">"Easy to deploy"</a> despite needing a ZooKeeper cluster</li>
<li><a href="http://www.alexgallego.org/storm/streaming/production/operations/2015/02/22/storm-missmatched-expectations.html">"Productionizing Storm is Difficult"</a><ul>
<li>tl;dr; wanted to consume from a different Kafka node, had to restart the whole topology, there is no graceful transition</li>
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</li>
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<h2 id="Spark-Streaming">Spark Streaming<a class="anchor-link" href="#Spark-Streaming">¶</a></h2><blockquote><p>Spark Streaming makes it easy to build scalable fault-tolerant streaming applications.</p>
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<p><a href="http://spark.apache.org/streaming/">http://spark.apache.org/streaming/</a></p>
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<blockquote><p>Spark Streaming provides a high-level abstraction called discretized stream or DStream, which represents a continuous stream of data. DStreams can be created either from input data streams from sources such as Kafka, Flume, and Kinesis, or by applying high-level operations on other DStreams. Internally, a DStream is represented as a sequence of RDDs.</p>
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<p><img src="http://spark.apache.org/docs/latest/img/streaming-flow.png" alt=""></p>
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