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class="css-13sfqhu"><strong>127</strong> developers on StackShare have stated that they use <strong>Google Cloud Dataflow</strong>.</div></div><div class="css-12257h"><ul class="css-2fctj6"><a href="fpersyn/wishlist" title="Wishlist" class="css-npxw5s"><li class="css-5f34wd"><img src="https://img.stackshare.io/stack/22521/thumb_retina_b380c0a418cfc3e965e6cd26d6c6052e8de5447f.jpeg" alt="Wishlist" class="css-np1rfd"/><h3 class="css-l6etxv">Wishlist</h3></li></a><a href="dgirard/dgirard" title="dgirard" class="css-npxw5s"><li class="css-5f34wd"><img src="https://img.stackshare.io/stack/24081/thumb_retina_2b9e9dbb474e4a15d3568977522fa1556c2b5669.jpeg" alt="dgirard" class="css-np1rfd"/><h3 class="css-l6etxv">dgirard</h3></li></a><a href="keithguerin/my-stack" title="My Stack" class="css-npxw5s"><li class="css-5f34wd"><img src="https://img.stackshare.io/stack/36790/thumb_retina_79e4ebff8294f87d86210f996848a558f5c1893f.png" alt="My Stack" class="css-np1rfd"/><h3 class="css-l6etxv">My Stack</h3></li></a><a href="AvBrocklehurst/bubble-student" title="Bubble Student" class="css-npxw5s"><li class="css-5f34wd"><img src="https://img.stackshare.io/stack/36800/thumb_retina_0723963fc7041caaaa83c2cb31656da54a4cea2d.png" alt="Bubble Student" class="css-np1rfd"/><h3 class="css-l6etxv">Bubble Student</h3></li></a><a href="jo8937/gcp-datatech" title="gcp-datatech" class="css-npxw5s"><li class="css-5f34wd"><img src="https://img.stackshare.io/stack/50259/thumb_retina_6aa9868e04b135611df2659e5a5ad7c6480beac4.jpeg" alt="gcp-datatech" class="css-np1rfd"/><h3 class="css-l6etxv">gcp-datatech</h3></li></a><a href="ohad/smore" title="Smore" class="css-npxw5s"><li class="css-5f34wd"><img src="https://img.stackshare.io/stack/53552/thumb_retina_ba0a9e095135f8d2c02437fc6462bc8ef65c302e.jpeg" alt="Smore" class="css-np1rfd"/><h3 class="css-l6etxv">Smore</h3></li></a><a href="reactivetype/my-stack" title="My Stack" class="css-npxw5s"><li class="css-5f34wd"><img 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undefined;display:block;height:110px;margin-top:-110px"></div><div class="css-nil"><h2 class="css-i52n91">Google Cloud Dataflow Integrations</h2><div class="css-13sfqhu"></div></div><div class="css-1n4juvm"><strong>Google AI Platform<!-- -->, </strong><strong>Google AutoML Tables<!-- -->, </strong><strong>Google Cloud Healthcare API<!-- -->, </strong><strong>Aviatrix<!-- -->, </strong>and <strong>Cloud AI Platform Pipelines</strong> are some of the popular tools that integrate with<!-- --> <!-- -->Google Cloud Dataflow<!-- -->. Here&#x27;s a list of all <strong>6</strong> tools that integrate with <!-- -->Google Cloud Dataflow<!-- -->.</div><div class="css-12257h"><ul class="css-2fctj6"><a href="google-ai-platform" title="Google AI Platform" class="css-npxw5s"><li class="css-5f34wd"><img src="https://img.stackshare.io/service/10777/thumb_retina_google-ai-platform-logo-blue.png" alt="Google AI Platform" class="css-np1rfd"/><h3 class="css-l6etxv">Google AI Platform</h3></li></a><a href="google-automl-tables" title="Google AutoML Tables" class="css-npxw5s"><li class="css-5f34wd"><img src="https://img.stackshare.io/service/10776/thumb_retina_google-auto-ml-tables-logo.png" alt="Google AutoML Tables" class="css-np1rfd"/><h3 class="css-l6etxv">Google AutoML Tables</h3></li></a><a href="google-cloud-healthcare-api" title="Google Cloud Healthcare API" class="css-npxw5s"><li class="css-5f34wd"><img src="https://img.stackshare.io/service/10739/thumb_retina_s01TMTGn.png" alt="Google Cloud Healthcare API" class="css-np1rfd"/><h3 class="css-l6etxv">Google Cloud Healthcare ...</h3></li></a><a href="aviatrix" title="Aviatrix" class="css-npxw5s"><li class="css-5f34wd"><img src="https://img.stackshare.io/service/3314/thumb_retina_ZQoM3QJx_400x400.png" alt="Aviatrix" class="css-np1rfd"/><h3 class="css-l6etxv">Aviatrix</h3></li></a><a href="cloud-ai-platform-pipelines" title="Cloud AI Platform Pipelines" class="css-npxw5s"><li class="css-5f34wd"><img src="https://img.stackshare.io/service/11876/thumb_retina_cloud_AI.jpg" alt="Cloud AI Platform Pipelines" class="css-np1rfd"/><h3 class="css-l6etxv">Cloud AI Platform ...</h3></li></a><a href="sematic" title="Sematic" class="css-npxw5s"><li class="css-5f34wd"><img src="https://img.stackshare.io/service/41195/thumb_retina_af9174109b55d325111cdfe44f5bbd0226279955.jpg" alt="Sematic" class="css-np1rfd"/><h3 class="css-l6etxv">Sematic</h3></li></a></ul><div class="css-1i8b05s"></div></div></div><div class="css-1t7lufe"><div id="pros" style="pointer-events:none;grid-column:span undefined;display:block;height:110px;margin-top:-110px"></div><div class="css-ubfqf7"><div class="css-h9makx">Pros of <!-- -->Google Cloud Dataflow</div><div class="css-nil"><div class="css-1pexnsy"><div class="css-nil"><div class="css-1etrjfj"><div class="css-1mlbi0l"><div class="css-1cda8k4"><div class="css-2an9kq"><svg style="margin-top:3px;margin-bottom:3px" xmlns="http://www.w3.org/2000/svg" width="10" height="8" viewBox="0 0 10 8"><path fill="#565656" fill-rule="evenodd" d="M5 0l5 8H0z"></path></svg><span class="css-5x5cr6">5</span></div></div><span class="css-rsz8c">Unified batch and stream processing</span></div><div class="css-1mlbi0l"><div class="css-1cda8k4"><div class="css-2an9kq"><svg style="margin-top:3px;margin-bottom:3px" xmlns="http://www.w3.org/2000/svg" width="10" height="8" viewBox="0 0 10 8"><path fill="#565656" fill-rule="evenodd" d="M5 0l5 8H0z"></path></svg><span class="css-5x5cr6">4</span></div></div><span class="css-rsz8c">Autoscaling</span></div><div class="css-1mlbi0l"><div class="css-1cda8k4"><div class="css-2an9kq"><svg style="margin-top:3px;margin-bottom:3px" xmlns="http://www.w3.org/2000/svg" width="10" height="8" viewBox="0 0 10 8"><path fill="#565656" fill-rule="evenodd" d="M5 0l5 8H0z"></path></svg><span class="css-5x5cr6">3</span></div></div><span class="css-rsz8c">Fully managed</span></div><div class="css-1mlbi0l"><div class="css-1cda8k4"><div class="css-2an9kq"><svg style="margin-top:3px;margin-bottom:3px" xmlns="http://www.w3.org/2000/svg" width="10" height="8" viewBox="0 0 10 8"><path fill="#565656" fill-rule="evenodd" d="M5 0l5 8H0z"></path></svg><span class="css-5x5cr6">1</span></div></div><span class="css-rsz8c">Throughput Transparency </span></div></div></div></div></div></div><div class="css-ubfqf7"><div class="css-1j3tdba">Decisions about Google Cloud Dataflow</div><p class="css-1n4juvm">Here are some stack decisions, common use cases and reviews by companies and developers who chose <!-- -->Google Cloud Dataflow<!-- --> in their tech stack.</p><div class="css-uw1ldh"><div class="css-4gnhqq"><div class="css-xkasvz"><div class="css-atv6j6"><div class="css-1m8tyev"><div class="lazyload-wrapper"><div class="lazyload-placeholder"></div></div></div></div><div class="css-1vf0ygt"><div class="css-utnqcw"><div>Jithin Eapen</div></div><div class="css-ds0hbm"><a href="/jiths195118/decisions/103803398675958455" class="css-nil"><time>Mar 11, 2020</time> <!-- -->| 5 upvotes · 120.1K views</a></div></div></div></div><div class="css-nil"><div class="css-dg4ww9"><svg xmlns="http://www.w3.org/2000/svg" width="21" height="21" viewBox="0 0 21 21"><g fill="none" fill-rule="evenodd"><path fill="#068DFE" fill-rule="nonzero" d="M20.918 19.017l-1.442-4.195a10.3 10.3 0 0 0 1.062-4.537 10.208 10.208 0 0 0-2.949-7.207A10.199 10.199 0 0 0 10.436 0a10.23 10.23 0 0 0-7.428 3.006A10.228 10.228 0 0 0 0 10.437a10.199 10.199 0 0 0 3.077 7.153 10.207 10.207 0 0 0 7.191 2.95h.016a10.3 10.3 0 0 0 4.537-1.063l4.195 1.442a1.485 1.485 0 0 0 1.543-.357c.408-.408.545-.999.358-1.544z"></path><rect width="7" height="1.8" x="6" y="5" fill="#FFF" rx=".9"></rect><rect width="10" height="1.8" x="6" y="9" fill="#FFF" rx=".9"></rect><rect width="7" height="1.8" x="6" y="13" fill="#FFF" rx=".9"></rect></g></svg><div class="css-z9ms26">Shared insights</div><div class="css-6uh2e7">on</div><a class="css-1pwtf47"><span title="Google Cloud Run" class="css-t68yd0 service"><img src="https://img.stackshare.io/service/10762/google-cloud-run-logo.png" alt="Google Cloud Run" class="css-1rz3855"/></span><span class="css-i6njnm">Google Cloud Run</span></a><a class="css-1pwtf47"><span title="Google Cloud Dataflow" class="css-t68yd0 service"><img src="https://img.stackshare.io/service/5253/google-cloud-dataflow.png" alt="Google Cloud Dataflow" class="css-1rz3855"/></span><span class="css-i6njnm">Google Cloud Dataflow</span></a><a class="css-1pwtf47"><span title="Google App Engine" class="css-t68yd0 service"><img src="https://img.stackshare.io/service/139/s01TMTGn.png" alt="Google App Engine" class="css-1rz3855"/></span><span class="css-i6njnm">Google App Engine</span></a><a class="css-1pwtf47"><span title="Google Cloud Pub/Sub" class="css-t68yd0 service"><img src="https://img.stackshare.io/service/6253/pubsub.png" alt="Google Cloud Pub/Sub" class="css-1rz3855"/></span><span class="css-i6njnm">Google Cloud Pub/Sub</span></a><a class="css-1pwtf47"><span title="Spring Boot" class="css-t68yd0 service"><img src="https://img.stackshare.io/service/2927/nPzvMuo2_400x400.png" alt="Spring Boot" class="css-1rz3855"/></span><span class="css-i6njnm">Spring Boot</span></a></div><div class="css-1dp4k20"><div class="css-ztg526"><p>What are the best options to host a <span class="tool">Spring Boot</span> application that acts as a receiver and publisher from <span class="tool">Google Cloud Pub/Sub</span>. I am using <span class="tool">Google App Engine</span> to do that, but there is <span class="tool">Google Cloud Dataflow</span> and <span class="tool">Google Cloud Run</span> that can be used. Which is the best option that can be used for this purpose and also that can handle the failover scenarios as well. Thanks!</p></div></div></div><a class="css-1srb7t4">See more</a></div><div class="css-x5yd3w"><a href="/tool/google-cloud-dataflow/decisions" class="css-1xexurq">See all decisions</a></div></div></div><div class="css-1t7lufe"><div id="features" style="pointer-events:none;grid-column:span undefined;display:block;height:110px;margin-top:-110px"></div><h2 class="css-i52n91">Google Cloud Dataflow<!-- -->&#x27;s Features</h2><ul class="css-1pwfust"><li class="css-960s6h">Fully managed</li><li class="css-960s6h">Combines batch and streaming with a single API</li><li class="css-960s6h">High performance with automatic workload rebalancingOpen source SDK</li></ul></div><div class="css-1t7lufe"><div id="alternatives" style="pointer-events:none;grid-column:span undefined;display:block;height:110px;margin-top:-110px"></div><h2 class="css-i52n91">Google Cloud Dataflow<!-- --> Alternatives &amp; Comparisons</h2><div class="css-nuwf1p"><div class="css-1j3tdba">What are some alternatives to <!-- -->Google Cloud Dataflow<!-- -->?</div><div class="css-4d5oui"><div class="css-10pc7td"><div class="css-1ukyolz"><div class="css-1uackhz">Apache Spark</div></div><div class="css-1ofkegx">Spark is a fast and general processing engine compatible with Hadoop data. It can run in Hadoop clusters through YARN or Spark&#x27;s standalone mode, and it can process data in HDFS, HBase, Cassandra, Hive, and any Hadoop InputFormat. It is designed to perform both batch processing (similar to MapReduce) and new workloads like streaming, interactive queries, and machine learning.</div><div class="css-1ukyolz"><div class="css-1uackhz">Kafka</div></div><div class="css-1ofkegx">Kafka is a distributed, partitioned, replicated commit log service. It provides the functionality of a messaging system, but with a unique design.</div><div class="css-1ukyolz"><div class="css-1uackhz">Hadoop</div></div><div class="css-1ofkegx">The Apache Hadoop software library is a framework that allows for the distributed processing of large data sets across clusters of computers using simple programming models. It is designed to scale up from single servers to thousands of machines, each offering local computation and storage.</div><div class="css-1ukyolz"><div class="css-1uackhz">Akutan</div></div><div class="css-1ofkegx">A distributed knowledge graph store. Knowledge graphs are suitable for modeling data that is highly interconnected by many types of relationships, like encyclopedic information about the world. </div><div class="css-1ukyolz"><div class="css-1uackhz">Apache Beam</div></div><div class="css-1ofkegx">It implements batch and streaming data processing jobs that run on any execution engine. It executes pipelines on multiple execution environments.</div></div><a data-testid="seeAllAlternativesLink" href="/google-cloud-dataflow/alternatives" class="css-1xexurq">See all alternatives</a></div></div><div class="css-nuwf1p"><div class="css-nuwf1p"><div class="css-1j3tdba">Related Comparisons</div><div class="css-nuwf1p"><div class="css-13zfms0"><div class="css-1rmabp8"><a href="/stackups/google-cloud-dataflow-vs-spark" class="css-1346slw"><div class="css-2blcgu"><img src="https://img.stackshare.io/service/2220/thumb_ca72c4715da998b0bf5d1c857958bed3.png" alt="Apache Spark" class="css-4vocyb"/><div title="Apache Spark" class="css-pdrhqn">Apache Spark</div></div><div class="css-c3yizi">VS</div><div class="css-2blcgu"><img src="https://img.stackshare.io/service/5253/thumb_google-cloud-dataflow.png" alt="Google Cloud Dataflow" class="css-4vocyb"/><div title="Google Cloud Dataflow" class="css-pdrhqn">Google Cloud Dataflow</div></div></a><a href="/stackups/google-cloud-dataflow-vs-kafka" class="css-1346slw"><div class="css-2blcgu"><img src="https://img.stackshare.io/service/1063/thumb_kazUJooF_400x400.jpg" alt="Kafka" class="css-4vocyb"/><div title="Kafka" class="css-pdrhqn">Kafka</div></div><div class="css-c3yizi">VS</div><div class="css-2blcgu"><img src="https://img.stackshare.io/service/5253/thumb_google-cloud-dataflow.png" alt="Google Cloud Dataflow" class="css-4vocyb"/><div title="Google Cloud Dataflow" class="css-pdrhqn">Google Cloud Dataflow</div></div></a><a href="/stackups/google-cloud-dataflow-vs-hadoop" class="css-1346slw"><div class="css-2blcgu"><img src="https://img.stackshare.io/service/1044/thumb_elephant_rgb_sq.png" alt="Hadoop" class="css-4vocyb"/><div title="Hadoop" class="css-pdrhqn">Hadoop</div></div><div class="css-c3yizi">VS</div><div class="css-2blcgu"><img src="https://img.stackshare.io/service/5253/thumb_google-cloud-dataflow.png" alt="Google Cloud Dataflow" class="css-4vocyb"/><div title="Google Cloud Dataflow" class="css-pdrhqn">Google Cloud Dataflow</div></div></a><a href="/stackups/akutan-vs-google-cloud-dataflow" class="css-1346slw"><div class="css-2blcgu"><img src="https://img.stackshare.io/service/5253/thumb_google-cloud-dataflow.png" alt="Google Cloud Dataflow" class="css-4vocyb"/><div title="Google Cloud Dataflow" class="css-pdrhqn">Google Cloud Dataflow</div></div><div class="css-c3yizi">VS</div><div class="css-2blcgu"><img src="https://img.stackshare.io/service/10970/thumb_no-img-open-source.png" alt="Akutan" class="css-4vocyb"/><div title="Akutan" class="css-pdrhqn">Akutan</div></div></a><a href="/stackups/apache-beam-vs-google-cloud-dataflow" class="css-1346slw"><div class="css-2blcgu"><img src="https://img.stackshare.io/service/5253/thumb_google-cloud-dataflow.png" alt="Google Cloud Dataflow" class="css-4vocyb"/><div title="Google Cloud Dataflow" class="css-pdrhqn">Google Cloud Dataflow</div></div><div class="css-c3yizi">VS</div><div class="css-2blcgu"><img 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