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+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta http-equiv="X-UA-Compatible" content="IE=edge">
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+    <!-- The above 3 meta tags *must* come first in the head; any other head 
content must come *after* these tags -->
+    <title>Apache Flink: Improving the Website</title>
+    <link rel="shortcut icon" href="/favicon.ico" type="image/x-icon">
+    <link rel="icon" href="/favicon.ico" type="image/x-icon">
+
+    <!-- Bootstrap -->
+    <link rel="stylesheet" 
href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.4/css/bootstrap.min.css";>
+    <link rel="stylesheet" href="/css/flink.css">
+    <link rel="stylesheet" href="/css/syntax.css">
+
+    <!-- Blog RSS feed -->
+    <link href="/blog/feed.xml" rel="alternate" type="application/rss+xml" 
title="Apache Flink Blog: RSS feed" />
+
+    <!-- jQuery (necessary for Bootstrap's JavaScript plugins) -->
+    <!-- We need to load Jquery in the header for custom google analytics 
event tracking-->
+    <script 
src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.2/jquery.min.js";></script>
+
+    <!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media 
queries -->
+    <!-- WARNING: Respond.js doesn't work if you view the page via file:// -->
+    <!--[if lt IE 9]>
+      <script 
src="https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js";></script>
+      <script 
src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js";></script>
+    <![endif]-->
+  </head>
+  <body>  
+    
+
+    <!-- Main content. -->
+    <div class="container">
+    <div class="row">
+
+      
+     <div id="sidebar" class="col-sm-3">
+          <!-- Top navbar. -->
+    <nav class="navbar navbar-default">
+        <!-- The logo. -->
+        <div class="navbar-header">
+          <button type="button" class="navbar-toggle collapsed" 
data-toggle="collapse" data-target="#bs-example-navbar-collapse-1">
+            <span class="icon-bar"></span>
+            <span class="icon-bar"></span>
+            <span class="icon-bar"></span>
+          </button>
+          <div class="navbar-logo">
+            <a href="/">
+              <img alt="Apache Flink" src="/img/navbar-brand-logo.png" 
width="147px" height="73px">
+            </a>
+          </div>
+        </div><!-- /.navbar-header -->
+
+        <!-- The navigation links. -->
+        <div class="collapse navbar-collapse" 
id="bs-example-navbar-collapse-1">
+          <ul class="nav navbar-nav navbar-main">
+
+            <!-- Downloads -->
+            <li class=""><a class="btn btn-info" 
href="/downloads.html">Download Flink</a></li>
+
+            <!-- Overview -->
+            <li><a href="/index.html">Home</a></li>
+
+            <!-- Intro -->
+            <li><a href="/introduction.html">Introduction to Flink</a></li>
+
+            <!-- Use cases -->
+            <li><a href="/usecases.html">Flink Use Cases</a></li>
+
+            <!-- Powered by -->
+            <li><a href="/poweredby.html">Powered by Flink</a></li>
+
+            <!-- Ecosystem -->
+            <li><a href="/ecosystem.html">Ecosystem</a></li>
+
+            <!-- Community -->
+            <li><a href="/community.html">Community &amp; Project Info</a></li>
+
+            <!-- Contribute -->
+            <li><a href="/how-to-contribute.html">How to Contribute</a></li>
+
+            <!-- Blog -->
+            <li class=" hidden-md hidden-sm"><a href="/blog/"><b>Flink 
Blog</b></a></li>
+
+            <hr />
+
+
+
+            <!-- Documentation -->
+            <!-- <li>
+              <a 
href="http://ci.apache.org/projects/flink/flink-docs-release-1.1"; 
target="_blank">Documentation <small><span class="glyphicon 
glyphicon-new-window"></span></small></a>
+            </li> -->
+            <li class="dropdown">
+              <a class="dropdown-toggle" data-toggle="dropdown" 
href="#">Documentation
+                <span class="caret"></span></a>
+                <ul class="dropdown-menu">
+                  <li><a 
href="http://ci.apache.org/projects/flink/flink-docs-release-1.1"; 
target="_blank">1.1 (Latest stable release) <small><span class="glyphicon 
glyphicon-new-window"></span></small></a></li>
+                  <li><a 
href="http://ci.apache.org/projects/flink/flink-docs-release-1.2"; 
target="_blank">1.2 (Snapshot) <small><span class="glyphicon 
glyphicon-new-window"></span></small></a></li>
+                </ul>
+              </li>
+
+            <!-- Quickstart -->
+            <li>
+              <a 
href="http://ci.apache.org/projects/flink/flink-docs-release-1.1/quickstart/setup_quickstart.html";
 target="_blank">Quickstart <small><span class="glyphicon 
glyphicon-new-window"></span></small></a>
+            </li>
+
+            <!-- GitHub -->
+            <li>
+              <a href="https://github.com/apache/flink"; target="_blank">Flink 
on GitHub <small><span class="glyphicon 
glyphicon-new-window"></span></small></a>
+            </li>
+
+
+
+
+
+
+          </ul>
+
+
+
+          <ul class="nav navbar-nav navbar-bottom">
+          <hr />
+
+            <!-- FAQ -->
+            <li ><a href="/faq.html">Project FAQ</a></li>
+
+            <!-- Twitter -->
+            <li><a href="https://twitter.com/apacheflink"; 
target="_blank">@ApacheFlink <small><span class="glyphicon 
glyphicon-new-window"></span></small></a></li>
+
+            <!-- Visualizer -->
+            <li class=" hidden-md hidden-sm"><a href="/visualizer/" 
target="_blank">Plan Visualizer <small><span class="glyphicon 
glyphicon-new-window"></span></small></a></li>
+
+          </ul>
+        </div><!-- /.navbar-collapse -->
+    </nav>
+
+      </div>
+      <div class="col-sm-9">
+      <div class="row-fluid">
+  <div class="col-sm-12">
+    <h1>Improving the Website</h1>
+
+       <p>The <a href="http://flink.apache.org";>Apache Flink website</a> 
presents Apache Flink and its community. It serves several purposes 
including:</p>
+
+<ul>
+  <li>Informing visitors about Apache Flink and its features.</li>
+  <li>Encouraging visitors to download and use Flink.</li>
+  <li>Encouraging visitors to engage with the community.</li>
+</ul>
+
+<p>We welcome any contribution to improve our website. This document contains 
all information that is necessary to improve Flink’s website.</p>
+
+<div class="page-toc">
+<ul id="markdown-toc">
+  <li><a href="#obtain-the-website-sources" 
id="markdown-toc-obtain-the-website-sources">Obtain the website sources</a></li>
+  <li><a href="#directory-structure-and-files" 
id="markdown-toc-directory-structure-and-files">Directory structure and 
files</a></li>
+  <li><a href="#update-or-extend-the-documentation" 
id="markdown-toc-update-or-extend-the-documentation">Update or extend the 
documentation</a></li>
+  <li><a href="#submit-your-contribution" 
id="markdown-toc-submit-your-contribution">Submit your contribution</a></li>
+  <li><a href="#committer-section" 
id="markdown-toc-committer-section">Committer section</a></li>
+</ul>
+
+</div>
+
+<h2 id="obtain-the-website-sources">Obtain the website sources</h2>
+
+<p>The website of Apache Flink is hosted in a dedicated <a 
href="http://git-scm.com/";>git</a> repository which is mirrored to Github at <a 
href="https://github.com/apache/flink-web";>https://github.com/apache/flink-web</a>.</p>
+
+<p>The easiest way to contribute website updates is to fork <a 
href="https://github.com/apache/flink-web";>the mirrored website repository on 
Github</a> into your own Github account by clicking on the fork button at the 
top right. If you have no Github account, you can create one for free.</p>
+
+<p>Next, clone your fork to your local machine.</p>
+
+<div class="highlight"><pre><code>git clone 
https://github.com/&lt;your-user-name&gt;/flink-web.git
+</code></pre></div>
+
+<p>The <code>flink-web</code> directory contains the cloned repository. The 
website resides in the <code>asf-site</code> branch of the repository. Run the 
following commands to enter the directory and switch to the 
<code>asf-site</code> branch.</p>
+
+<div class="highlight"><pre><code>cd flink-web
+git checkout asf-site
+</code></pre></div>
+
+<h2 id="directory-structure-and-files">Directory structure and files</h2>
+
+<p>Flink’s website is written in <a 
href="http://daringfireball.net/projects/markdown/";>Markdown</a>. Markdown is a 
lightweight markup language which can be translated to HTML. We use <a 
href="http://jekyllrb.com/";>Jekyll</a> to generate static HTML files from 
Markdown.</p>
+
+<p>The files and directories in the website git repository have the following 
roles:</p>
+
+<ul>
+  <li>All files ending with <code>.md</code> are Markdown files. These files 
are translated into static HTML files.</li>
+  <li>Regular directories (not starting with an underscore (<code>_</code>)) 
contain also <code>.md</code> files. The directory structure is reflected in 
the generated HTML files and the published website.</li>
+  <li>The <code>_posts</code> directory contains blog posts. Each blog post is 
written as one Markdown file. To contribute a post, add a new file there.</li>
+  <li>The <code>_includes/</code> directory contains includeable files such as 
the navigation bar or the footer.</li>
+  <li>The <code>docs/</code> directory contains copies of the documentation of 
Flink for different releases. There is a directory inside <code>docs/</code> 
for each stable release and the latest SNAPSHOT version. The build script is 
taking care of the maintenance of this directory.</li>
+  <li>The <code>content/</code> directory contains the generated HTML files 
from Jekyll. It is important to place the files in this directory since the 
Apache Infrastructure to host the Flink website is pulling the HTML content 
from his directory. (For committers: When pushing changes to the website git, 
push also the updates in the <code>content/</code> directory!)</li>
+</ul>
+
+<h2 id="update-or-extend-the-documentation">Update or extend the 
documentation</h2>
+
+<p>You can update and extend the website by modifying or adding Markdown files 
or any other resources such as CSS files. To verify your changes start the 
build script in preview mode.</p>
+
+<div class="highlight"><pre><code>./build.sh -p
+</code></pre></div>
+
+<p>The script compiles the Markdown files into HTML and starts a local 
webserver. Open your browser at <code>http://localhost:4000</code> to view the 
website including your changes. The served website is automatically re-compiled 
and updated when you modify and save any file and refresh your browser.</p>
+
+<p>Please feel free to ask any questions you have on the developer mailing 
list.</p>
+
+<h2 id="submit-your-contribution">Submit your contribution</h2>
+
+<p>The Flink project accepts website contributions through the <a 
href="https://github.com/apache/flink-web";>GitHub Mirror</a> as <a 
href="https://help.github.com/articles/using-pull-requests";>Pull Requests</a>. 
Pull requests are a simple way of offering a patch by providing a pointer to a 
code branch that contains the changes.</p>
+
+<p>To prepare and submit a pull request follow these steps.</p>
+
+<ol>
+  <li>
+    <p>Commit your changes to your local git repository. <strong>Please Make 
sure that your commit does not include translated files (any files in the 
<code>content/</code> directory).</strong> Unless your contribution is a major 
rework of the website, please squash it into a single commit.</p>
+  </li>
+  <li>
+    <p>Push the commit to a dedicated branch of your fork of the Flink 
repository at Github.</p>
+
+    <p><code>
+ git push origin myBranch
+</code></p>
+  </li>
+  <li>
+    <p>Go the website of your repository fork 
(<code>https://github.com/&lt;your-user-name&gt;/flink-web</code>) and use the 
“Create Pull Request” button to start creating a pull request. Make sure 
that the base fork is <code>apache/flink-web asf-site</code> and the head fork 
selects the branch with your changes. Give the pull request a meaningful 
description and submit it.</p>
+  </li>
+</ol>
+
+<h2 id="committer-section">Committer section</h2>
+
+<p><strong>This section is only relevant for committers.</strong></p>
+
+<h3 class="no_toc" id="asf-website-git-repositories">ASF website git 
repositories</h3>
+
+<p><strong>ASF writable</strong>: 
https://git-wip-us.apache.org/repos/asf/flink-web.git</p>
+
+<p><strong>ASF read-only</strong>: 
git://git.apache.org/repos/asf/flink-web.git</p>
+
+<p>Details on how to set the credentials for the ASF git repository are <a 
href="https://git-wip-us.apache.org/";>linked here</a>.</p>
+
+<h3 class="no_toc" id="merging-a-pull-request">Merging a pull request</h3>
+
+<p>Contributions are expected to be done on the source files only (no 
modifications on the compiled files in the <code>content/</code> directory.). 
Before pushing a website change, please run the build script</p>
+
+<div class="highlight"><pre><code>./build.sh
+</code></pre></div>
+
+<p>add the changes to the <code>content/</code> directory as an additional 
commit and push the changes to the ASF base repository.</p>
+
+<h3 class="no_toc" id="updating-the-documentation-directory">Updating the 
documentation directory</h3>
+
+<p>The build script does also take care of maintaining the <code>docs/</code> 
directory. Set the <code>-u</code> flag to update documentation. This includes 
fetching the Flink git repository and copying different versions of the 
documentation.</p>
+
+
+  </div>
+</div>
+
+      </div>
+    </div>
+
+    <hr />
+
+    <div class="row">
+      <div class="footer text-center col-sm-12">
+        <p>Copyright © 2014-2016 <a href="http://apache.org";>The Apache 
Software Foundation</a>. All Rights Reserved.</p>
+        <p>Apache Flink, Apache, and the Apache feather logo are either 
registered trademarks or trademarks of The Apache Software Foundation.</p>
+        <p><a href="/privacy-policy.html">Privacy Policy</a> &middot; <a 
href="/blog/feed.xml">RSS feed</a></p>
+      </div>
+    </div>
+    </div><!-- /.container -->
+
+    <!-- Include all compiled plugins (below), or include individual files as 
needed -->
+    <script 
src="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.4/js/bootstrap.min.js";></script>
+    <script src="/js/codetabs.js"></script>
+    <script src="/js/stickysidebar.js"></script>
+
+
+    <!-- Google Analytics -->
+    <script>
+      
(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
+      (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new 
Date();a=s.createElement(o),
+      
m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
+      
})(window,document,'script','//www.google-analytics.com/analytics.js','ga');
+
+      ga('create', 'UA-52545728-1', 'auto');
+      ga('send', 'pageview');
+    </script>
+  </body>
+</html>

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+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta http-equiv="X-UA-Compatible" content="IE=edge">
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+    <!-- The above 3 meta tags *must* come first in the head; any other head 
content must come *after* these tags -->
+    <title>Apache Flink: Scalable Stream and Batch Data Processing</title>
+    <link rel="shortcut icon" href="/favicon.ico" type="image/x-icon">
+    <link rel="icon" href="/favicon.ico" type="image/x-icon">
+
+    <!-- Bootstrap -->
+    <link rel="stylesheet" 
href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.4/css/bootstrap.min.css";>
+    <link rel="stylesheet" href="/css/flink.css">
+    <link rel="stylesheet" href="/css/syntax.css">
+
+    <!-- Blog RSS feed -->
+    <link href="/blog/feed.xml" rel="alternate" type="application/rss+xml" 
title="Apache Flink Blog: RSS feed" />
+
+    <!-- jQuery (necessary for Bootstrap's JavaScript plugins) -->
+    <!-- We need to load Jquery in the header for custom google analytics 
event tracking-->
+    <script 
src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.2/jquery.min.js";></script>
+
+    <!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media 
queries -->
+    <!-- WARNING: Respond.js doesn't work if you view the page via file:// -->
+    <!--[if lt IE 9]>
+      <script 
src="https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js";></script>
+      <script 
src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js";></script>
+    <![endif]-->
+  </head>
+  <body>  
+    
+
+    <!-- Main content. -->
+    <div class="container">
+    <div class="row">
+
+      
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+  <div class="col-sm-10 col-sm-offset-1 homecontent">
+    <p class="lead">Apache Flink® is an open-source stream processing 
framework for <strong>distributed, high-performing, always-available,</strong> 
and <strong>accurate</strong> data streaming applications.</p>
+    <a href="/introduction.html" class="btn btn-default 
btn-intro">Introduction to Flink</a>
+  </div>
+
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+  <hr />
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+
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+  <img src="/img/flink-front-graphic-update.png" width="599px" height="305px" 
/>
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+
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+
+  <h2>Latest Blog Posts</h2>
+
+</div>
+
+<div class="col-sm-9">
+
+  <dl>
+      
+        <dt> <a href="/news/2016/12/21/release-1.1.4.html">Apache Flink 1.1.4 
Released</a></dt>
+        <dd><p>The Apache Flink community released the next bugfix version of 
the Apache Flink 1.1 series.</p>
+
+</dd>
+      
+        <dt> <a href="/news/2016/12/19/2016-year-in-review.html">Apache Flink 
in 2016: Year in Review</a></dt>
+        <dd><p>As 2016 comes to a close, let's take a moment to look back on 
the Flink community's great work during the past year.</p></dd>
+      
+        <dt> <a href="/news/2016/10/12/release-1.1.3.html">Apache Flink 1.1.3 
Released</a></dt>
+        <dd><p>The Apache Flink community released the next bugfix version of 
the Apache Flink 1.1. series.</p>
+
+</dd>
+      
+        <dt> <a href="/news/2016/09/05/release-1.1.2.html">Apache Flink 1.1.2 
Released</a></dt>
+        <dd><p>The Apache Flink community released another bugfix version of 
the Apache Flink 1.1. series.</p>
+
+</dd>
+      
+        <dt> <a href="/news/2016/08/24/ff16-keynotes-panels.html">Flink 
Forward 2016: Announcing Schedule, Keynotes, and Panel Discussion</a></dt>
+        <dd><p>An update for the Flink community: the <a 
href="http://flink-forward.org/kb_day/day-1/";>Flink Forward 2016 schedule</a> 
is now available online. This year's event will include 2 days of talks from 
stream processing experts at Google, MapR, Alibaba, Netflix, Cloudera, and 
more. Following the talks is a full day of hands-on Flink training.</p>
+
+</dd>
+    
+  </dl>
+
+</div>
+
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alt="Alibaba" /></div>
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+
+        </li>
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+        <li>
+          <div><img src="/img/poweredby/capital-one-logo.png" width="175" 
alt="Capital One" /></div>
+          <!-- <span>Capital One uses Flink for anomaly detection.</span> -->
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+        <li>
+          <div><img src="/img/poweredby/ericsson-logo.png" width="175" 
alt="Ericsson" /></div>
+          <!-- <span>Ericsson uses Flink for .</span> -->
+        </li>
+        <li>
+          <div><img src="/img/poweredby/king-logo.png" width="175" alt="King" 
/></div>
+          <!-- <span>King uses Flink to power real-time game analytics.</span> 
-->
+        </li>
+        <li>
+          <div><img src="/img/poweredby/otto-group-logo.png" width="175" 
alt="Otto Group" /></div>
+          <!-- <span>Otto Group uses Flink for.</span> -->
+        </li>
+        <li>
+          <div><img src="/img/poweredby/researchgate-logo.png" width="175" 
alt="ResearchGate" /></div>
+          <!-- <span>ResearchGate uses Flink for.</span>        -->
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+        <li>
+          <div><img src="/img/poweredby/zalando-logo.jpg" width="175" 
alt="Zalando" /></div>
+          <!-- <span>Zalando goes big with Flink.</span> -->
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http://git-wip-us.apache.org/repos/asf/flink-web/blob/9ec0a879/content/introduction.html
----------------------------------------------------------------------
diff --git a/content/introduction.html b/content/introduction.html
new file mode 100644
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--- /dev/null
+++ b/content/introduction.html
@@ -0,0 +1,343 @@
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta http-equiv="X-UA-Compatible" content="IE=edge">
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+    <!-- The above 3 meta tags *must* come first in the head; any other head 
content must come *after* these tags -->
+    <title>Apache Flink: Introduction to Apache Flink®</title>
+    <link rel="shortcut icon" href="/favicon.ico" type="image/x-icon">
+    <link rel="icon" href="/favicon.ico" type="image/x-icon">
+
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+    <link rel="stylesheet" href="/css/flink.css">
+    <link rel="stylesheet" href="/css/syntax.css">
+
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title="Apache Flink Blog: RSS feed" />
+
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+
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+
+            <!-- Downloads -->
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+
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+
+            <!-- Intro -->
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+
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+
+
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+                  <li><a 
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+                </ul>
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+            </li>
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+
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+
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+          <hr />
+
+            <!-- FAQ -->
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+
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+            <li><a href="https://twitter.com/apacheflink"; 
target="_blank">@ApacheFlink <small><span class="glyphicon 
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+
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target="_blank">Plan Visualizer <small><span class="glyphicon 
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+        </div><!-- /.navbar-collapse -->
+    </nav>
+
+      </div>
+      <div class="col-sm-9">
+      <div class="row-fluid">
+  <div class="col-sm-12">
+    <h1>Introduction to Apache Flink®</h1>
+
+       <p><br />
+Below is a high-level overview of Apache Flink and stream processing. For a 
more technical introduction, we recommend the <a 
href="https://ci.apache.org/projects/flink/flink-docs-release-1.1/concepts/concepts.html";
 target="_blank">“Concepts” page</a> in the Flink documentation.
+<br /></p>
+<div class="page-toc">
+<ul id="markdown-toc">
+  <li><a href="#continuous-processing-for-unbounded-datasets" 
id="markdown-toc-continuous-processing-for-unbounded-datasets">Continuous 
Processing for Unbounded Datasets</a></li>
+  <li><a href="#features-why-flink" 
id="markdown-toc-features-why-flink">Features: Why Flink?</a></li>
+  <li><a href="#flink-the-streaming-model-and-bounded-datasets" 
id="markdown-toc-flink-the-streaming-model-and-bounded-datasets">Flink, the 
streaming model, and bounded datasets</a></li>
+  <li><a href="#the-what-flink-from-the-bottom-up" 
id="markdown-toc-the-what-flink-from-the-bottom-up">The “What”: Flink from 
the bottom-up</a>    <ul>
+      <li><a href="#deployment-modes" 
id="markdown-toc-deployment-modes">Deployment modes</a></li>
+      <li><a href="#runtime" id="markdown-toc-runtime">Runtime</a></li>
+      <li><a href="#apis" id="markdown-toc-apis">APIs</a></li>
+      <li><a href="#libraries" id="markdown-toc-libraries">Libraries</a></li>
+    </ul>
+  </li>
+  <li><a href="#flink-and-other-frameworks" 
id="markdown-toc-flink-and-other-frameworks">Flink and other frameworks</a></li>
+  <li><a href="#key-takeaways-and-next-steps" 
id="markdown-toc-key-takeaways-and-next-steps">Key Takeaways and Next 
Steps</a></li>
+</ul>
+
+</div>
+
+<h2 id="continuous-processing-for-unbounded-datasets">Continuous Processing 
for Unbounded Datasets</h2>
+<p>Before we go into detail about Flink, let’s review at a higher level the 
<em>types of datasets</em> you’re likely to encounter when processing data as 
well as <em>types of execution models</em> you can choose for processing. These 
two ideas are often conflated, and it’s useful to clearly separate them.</p>
+
+<p><strong>First, 2 types of datasets</strong></p>
+
+<ul>
+  <li>Unbounded: Infinite datasets that are appended to continuously</li>
+  <li>Bounded: Finite, unchanging datasets</li>
+</ul>
+
+<p>Many real-word data sets that are traditionally thought of as bounded or 
“batch” data are in reality unbounded datasets. This is true whether the 
data is stored in a sequence of directories on HDFS or in a log-based system 
like Apache Kafka.</p>
+
+<p>Examples of unbounded datasets include but are not limited to:</p>
+
+<ul>
+  <li>End users interacting with mobile or web applications</li>
+  <li>Physical sensors providing measurements</li>
+  <li>Financial markets</li>
+  <li>Machine log data</li>
+</ul>
+
+<p><strong>Second, 2 types of execution models</strong></p>
+
+<ul>
+  <li>Streaming: Processing that executes continuously as long as data is 
being produced</li>
+  <li>Batch: Processing that is executed and runs to completeness in a finite 
amount of time, releasing computing resources when finished</li>
+</ul>
+
+<p>It’s possible, though not necessarily optimal, to process either type of 
dataset with either type of execution model. For instance, batch execution has 
long been applied to unbounded datasets despite potential problems with 
windowing, state management, and out-of-order data.</p>
+
+<p>Flink relies on a <em>streaming execution model</em>, which is an intuitive 
fit for processing unbounded datasets: streaming execution is continuous 
processing on data that is continuously produced. And alignment between the 
type of dataset and the type of execution model offers many advantages with 
regard to accuracy and performance.</p>
+
+<h2 id="features-why-flink">Features: Why Flink?</h2>
+
+<p>Flink is an open-source framework for distributed stream processing 
that:</p>
+
+<ul>
+  <li>Provides results that are <strong>accurate</strong>, even in the case of 
out-of-order or late-arriving data</li>
+  <li>Is <strong>stateful and fault-tolerant</strong> and can seamlessly 
recover from failures while maintaining exactly-once application state</li>
+  <li>Performs at <strong>large scale</strong>, running on thousands of nodes 
with very good throughput and latency characteristics</li>
+</ul>
+
+<p>Earlier, we discussed aligning the type of dataset (bounded vs. unbounded) 
with the type of execution model (batch vs. streaming). Many of the Flink 
features listed below–state management, handling of out-of-order data, 
flexible windowing–are essential for computing accurate results on unbounded 
datasets and are enabled by Flink’s streaming execution model.</p>
+
+<ul>
+  <li>Flink guarantees <strong>exactly-once semantics for stateful 
computations</strong>. ‘Stateful’ means that applications can maintain an 
aggregation or summary of data that has been processed over time, and Flink’s 
checkpointing mechanism ensures exactly-once semantics for an application’s 
state in the event of a failure.</li>
+</ul>
+
+<p><img class="illu" src="/img/exactly_once_state.png" alt="Exactly Once 
State" width="389px" height="193px" /></p>
+
+<ul>
+  <li>Flink supports stream processing and windowing with <strong>event time 
semantics</strong>. Event time makes it easy to compute accurate results over 
streams where events arrive out of order and where events may arrive 
delayed.</li>
+</ul>
+
+<p><img class="illu" src="/img/out_of_order_stream.png" alt="Out Of Order 
Stream" width="520px" height="130px" /></p>
+
+<ul>
+  <li>Flink supports <strong>flexible windowing</strong> based on time, count, 
or sessions in addition to data-driven windows. Windows can be customized with 
flexible triggering conditions to support sophisticated streaming patterns. 
Flink’s windowing makes it possible to model the reality of the environment 
in which data is created.</li>
+</ul>
+
+<p><img class="illu" src="/img/windows.png" alt="Windows" width="520px" 
height="134px" /></p>
+
+<ul>
+  <li>Flink’s <strong>fault tolerance is lightweight</strong> and allows the 
system to maintain high throughput rates and provide exactly-once consistency 
guarantees at the same time. Flink recovers from failures with zero data loss 
while the tradeoff between reliability and latency is negligible.</li>
+</ul>
+
+<p><img class="illu" src="/img/distributed_snapshots.png" alt="Snapshots" 
width="260px" height="306px" /></p>
+
+<ul>
+  <li>Flink is capable of <strong>high throughput and low latency</strong> 
(processing lots of data quickly). The charts below show the performance of 
Apache Flink and Apache Storm completing a distributed item counting task that 
requires streaming data shuffles.</li>
+</ul>
+
+<p><img class="illu" src="/img/streaming_performance.png" alt="Performance" 
width="650px" height="232px" /></p>
+
+<ul>
+  <li>Flink’s <strong>savepoints provide a state versioning 
mechanism</strong>, making it possible to update applications or reprocess 
historic data with no lost state and minimal downtime.</li>
+</ul>
+
+<p><img class="illu" src="/img/savepoints.png" alt="Savepoints" width="450px" 
height="300px" /></p>
+
+<ul>
+  <li>Flink is designed to run on <strong>large-scale clusters</strong> with 
many thousands of nodes, and in addition to a standalone cluster mode, Flink 
provides support for YARN and Mesos.</li>
+</ul>
+
+<p><img class="illu" src="/img/parallel_dataflows.png" alt="Parallel" 
width="695px" height="459px" /></p>
+
+<h2 id="flink-the-streaming-model-and-bounded-datasets">Flink, the streaming 
model, and bounded datasets</h2>
+
+<p>If you’ve reviewed Flink’s documentation, you might have noticed both a 
DataStream API for working with unbounded data as well as a DataSet API for 
working with bounded data.</p>
+
+<p>Earlier in this write-up, we introduced the streaming execution model 
(“processing that executes continuously, an event-at-a-time”) as an 
intuitive fit for unbounded datasets. So how do bounded datasets relate to the 
stream processing paradigm?</p>
+
+<p>In Flink’s case, the relationship is quite natural. A bounded dataset can 
simply be treated as a special case of an unbounded one, so it’s possible to 
apply all of the same streaming concepts that we’ve laid out above to finite 
data.</p>
+
+<p>This is exactly how Flink’s DataSet API behaves. A bounded dataset is 
handled inside of Flink as a “finite stream”, with only a few minor 
differences in how Flink manages bounded vs. unbounded datasets.</p>
+
+<p>And so it’s possible to use Flink to process both bounded and unbounded 
data, with both APIs running on the same distributed streaming execution 
engine–a simple yet powerful architecture.</p>
+
+<h2 id="the-what-flink-from-the-bottom-up">The “What”: Flink from the 
bottom-up</h2>
+
+<p><img class="illu" src="/img/flink-stack-frontpage.png" alt="Source" 
width="596px" height="110px" /></p>
+
+<h3 id="deployment-modes">Deployment modes</h3>
+<p>Flink can run in the cloud or on premise and on a standalone cluster or on 
a cluster managed by YARN or Mesos.</p>
+
+<h3 id="runtime">Runtime</h3>
+<p>Flink’s core is a distributed streaming dataflow engine, meaning that 
data is processed an event-at-a-time rather than as a series of batches–an 
important distinction, as this is what enables many of Flink’s resilience and 
performance features that are detailed above.</p>
+
+<h3 id="apis">APIs</h3>
+
+<ul>
+  <li>Flink’s <a 
href="https://ci.apache.org/projects/flink/flink-docs-release-1.1/apis/streaming/index.html";
 target="_blank">DataStream API</a> is for programs that implement 
transformations on data streams (e.g., filtering, updating state, defining 
windows, aggregating).</li>
+  <li>The <a 
href="https://ci.apache.org/projects/flink/flink-docs-release-1.1/apis/batch/index.html";
 target="_blank">DataSet API</a> is for programs that implement transformations 
on data sets (e.g., filtering, mapping, joining, grouping).</li>
+  <li>The <a 
href="https://ci.apache.org/projects/flink/flink-docs-release-1.1/apis/table.html";
 target="_blank">Table API</a> is a SQL-like expression language for relational 
stream and batch processing that can be easily embedded in Flink’s DataSet 
and DataStream APIs (Java and Scala).</li>
+  <li><a 
href="https://ci.apache.org/projects/flink/flink-docs-release-1.1/apis/table.html#sql";
 target="_blank">Streaming SQL</a> enables SQL queries to be executed on 
streaming and batch tables. The syntax is based on <a 
href="https://calcite.apache.org/docs/stream.html"; target="_blank">Apache 
Calcite™</a>.</li>
+</ul>
+
+<h3 id="libraries">Libraries</h3>
+<p>Flink also includes special-purpose libraries for <a 
href="https://ci.apache.org/projects/flink/flink-docs-release-1.1/apis/streaming/libs/cep.html";
 target="_blank">complex event processing</a>, <a 
href="https://ci.apache.org/projects/flink/flink-docs-release-1.1/apis/batch/libs/ml/index.html";
 target="_blank">machine learning</a>, <a 
href="https://ci.apache.org/projects/flink/flink-docs-release-1.1/apis/batch/libs/gelly.html";
 target="_blank">graph processing</a>, and <a 
href="https://ci.apache.org/projects/flink/flink-docs-release-1.2/dev/libs/storm_compatibility.html";
 target="_blank">Apache Storm compatibility</a>.</p>
+
+<h2 id="flink-and-other-frameworks">Flink and other frameworks</h2>
+
+<p>At the most basic level, a Flink program is made up of:</p>
+
+<ul>
+  <li><strong>Data source:</strong> Incoming data that Flink processes</li>
+  <li><strong>Transformations:</strong> The processing step, when Flink 
modifies incoming data</li>
+  <li><strong>Data sink:</strong> Where Flink sends data after processing</li>
+</ul>
+
+<p><img class="illu" src="/img/source-transform-sink-update.png" alt="Source" 
width="1000px" height="232px" /></p>
+
+<p>A well-developed ecosystem is necessary for the efficient movement of data 
in and out of a Flink program, and Flink supports a wide range of connectors to 
third-party systems for data sources and sinks.</p>
+
+<p>If you’re interested in learning more, we’ve collected <a 
href="/ecosystem.html">information about the Flink ecosystem here</a>.</p>
+
+<h2 id="key-takeaways-and-next-steps">Key Takeaways and Next Steps</h2>
+
+<p>In summary, Apache Flink is an open-source stream processing framework that 
eliminates the “performance vs. reliability” tradeoff often associated with 
open-source streaming engines and performs consistently in both categories. 
Following this introduction, we recommend you try our <a 
href="https://ci.apache.org/projects/flink/flink-docs-release-1.1/quickstart/setup_quickstart.html";
 target="_blank">quickstart</a>, <a href="/downloads.html">download</a> the 
most recent stable version of Flink, or review the <a 
href="https://ci.apache.org/projects/flink/flink-docs-release-1.1/"; 
target="_blank">documentation</a>.</p>
+
+<p>And we encourage you to join the Flink user mailing list and to share your 
questions with the community. We’re here to help you get the most out of 
Flink.</p>
+
+
+  </div>
+</div>
+
+      </div>
+    </div>
+
+    <hr />
+
+    <div class="row">
+      <div class="footer text-center col-sm-12">
+        <p>Copyright © 2014-2016 <a href="http://apache.org";>The Apache 
Software Foundation</a>. All Rights Reserved.</p>
+        <p>Apache Flink, Apache, and the Apache feather logo are either 
registered trademarks or trademarks of The Apache Software Foundation.</p>
+        <p><a href="/privacy-policy.html">Privacy Policy</a> &middot; <a 
href="/blog/feed.xml">RSS feed</a></p>
+      </div>
+    </div>
+    </div><!-- /.container -->
+
+    <!-- Include all compiled plugins (below), or include individual files as 
needed -->
+    <script 
src="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.4/js/bootstrap.min.js";></script>
+    <script src="/js/codetabs.js"></script>
+    <script src="/js/stickysidebar.js"></script>
+
+
+    <!-- Google Analytics -->
+    <script>
+      
(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
+      (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new 
Date();a=s.createElement(o),
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+      
})(window,document,'script','//www.google-analytics.com/analytics.js','ga');
+
+      ga('create', 'UA-52545728-1', 'auto');
+      ga('send', 'pageview');
+    </script>
+  </body>
+</html>

http://git-wip-us.apache.org/repos/asf/flink-web/blob/9ec0a879/content/js/codetabs.js
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diff --git a/content/js/codetabs.js b/content/js/codetabs.js
new file mode 100755
index 0000000..878aa32
--- /dev/null
+++ b/content/js/codetabs.js
@@ -0,0 +1,121 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/* Note: This file is originally from the Apache Spark project. */
+
+/* Custom JavaScript code in the MarkDown docs */
+
+// Enable language-specific code tabs
+function codeTabs() {
+  var counter = 0;
+  var langImages = {
+    "scala": "img/scala-sm.png",
+    "python": "img/python-sm.png",
+    "java": "img/java-sm.png"
+  };
+  $("div.codetabs").each(function() {
+    $(this).addClass("tab-content");
+
+    // Insert the tab bar
+    var tabBar = $('<ul class="nav nav-tabs" data-tabs="tabs"></ul>');
+    $(this).before(tabBar);
+
+    // Add each code sample to the tab bar:
+    var codeSamples = $(this).children("div");
+    codeSamples.each(function() {
+      $(this).addClass("tab-pane");
+      var lang = $(this).data("lang");
+      var image = $(this).data("image");
+      var notabs = $(this).data("notabs");
+      var capitalizedLang = lang.substr(0, 1).toUpperCase() + lang.substr(1);
+      var id = "tab_" + lang + "_" + counter;
+      $(this).attr("id", id);
+      if (image != null && langImages[lang]) {
+        var buttonLabel = "<img src='" +langImages[lang] + "' alt='" + 
capitalizedLang + "' />";
+      } else if (notabs == null) {
+        var buttonLabel = "<b>" + capitalizedLang + "</b>";
+      } else {
+        var buttonLabel = ""
+      }
+      tabBar.append(
+        '<li><a class="tab_' + lang + '" href="#' + id + '">' + buttonLabel + 
'</a></li>'
+      );
+    });
+
+    codeSamples.first().addClass("active");
+    tabBar.children("li").first().addClass("active");
+    counter++;
+  });
+  $("ul.nav-tabs a").click(function (e) {
+    // Toggling a tab should switch all tabs corresponding to the same language
+    // while retaining the scroll position
+    e.preventDefault();
+    var scrollOffset = $(this).offset().top - $(document).scrollTop();
+    $("." + $(this).attr('class')).tab('show');
+    $(document).scrollTop($(this).offset().top - scrollOffset);
+  });
+}
+
+function makeCollapsable(elt, accordionClass, accordionBodyId, title) {
+  $(elt).addClass("accordion-inner");
+  $(elt).wrap('<div class="accordion ' + accordionClass + '"></div>')
+  $(elt).wrap('<div class="accordion-group"></div>')
+  $(elt).wrap('<div id="' + accordionBodyId + '" class="accordion-body 
collapse"></div>')
+  $(elt).parent().before(
+    '<div class="accordion-heading">' +
+      '<a class="accordion-toggle" data-toggle="collapse" href="#' + 
accordionBodyId + '">' +
+             title +
+      '</a>' +
+    '</div>'
+  );
+}
+
+// Enable "view solution" sections (for exercises)
+function viewSolution() {
+  var counter = 0
+  $("div.solution").each(function() {
+    var id = "solution_" + counter
+    makeCollapsable(this, "", id,
+      '<i class="icon-ok-sign" style="text-decoration: none; color: #0088cc">' 
+
+      '</i>' + "View Solution");
+    counter++;
+  });
+}
+
+// A script to fix internal hash links because we have an overlapping top bar.
+// Based on 
https://github.com/twitter/bootstrap/issues/193#issuecomment-2281510
+function maybeScrollToHash() {
+  console.log("HERE");
+  if (window.location.hash && $(window.location.hash).length) {
+    console.log("HERE2", $(window.location.hash), 
$(window.location.hash).offset().top);
+    var newTop = $(window.location.hash).offset().top - 57;
+    $(window).scrollTop(newTop);
+  }
+}
+
+$(function() {
+  codeTabs();
+  viewSolution();
+
+  $(window).bind('hashchange', function() {
+    maybeScrollToHash();
+  });
+
+  // Scroll now too in case we had opened the page on a hash, but wait a bit 
because some browsers
+  // will try to do *their* initial scroll after running the onReady handler.
+  $(window).load(function() { setTimeout(function() { maybeScrollToHash(); }, 
25); }); 
+});

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