{"id":3980,"date":"2017-09-07T16:42:02","date_gmt":"2017-09-07T23:42:02","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=3980"},"modified":"2025-06-13T20:46:36","modified_gmt":"2025-06-14T03:46:36","slug":"couchbases-history-everything-dcp","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/couchbases-history-everything-dcp\/","title":{"rendered":"Couchbase\u2019s History of Everything: DCP"},"content":{"rendered":"<p><em>M. David Allen is a full-stack software engineer and entrepreneur who, for more than a decade, has been working with just about every different programming language and database system he could get his hands on. David has previously worked across many industries including finance, healthcare, and government, typically focusing on large-scale data integration challenges, transitioning applied research, and new technology innovation. He holds a master\u2019s degree from Virginia Commonwealth University, but since leaving formal education remains a permanent student of technology.<\/em><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-5662\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/2017\/09\/Simple-Small-Headshot-450x300-compressed-300x200.png\" alt=\"\" width=\"458\" height=\"305\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2017\/09\/Simple-Small-Headshot-450x300-compressed-300x200.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2017\/09\/Simple-Small-Headshot-450x300-compressed-400x267.png 400w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2017\/09\/Simple-Small-Headshot-450x300-compressed.png 450w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2017\/09\/Simple-Small-Headshot-450x300-compressed-20x13.png 20w\" sizes=\"auto, (max-width: 458px) 100vw, 458px\" \/><\/p>\n<h2>Couchbase\u2019s History of Everything: DCP<\/h2>\n<p>Hiding behind an acronym DCP (database change protocol), Couchbase has a secret superpower. Most people think of databases as storage locations data in a certain moment in time. But with <u><a href=\"https:\/\/developer.couchbase.com\/documentation\/server\/3.x\/admin\/Concepts\/dcp.html\" target=\"_blank\" rel=\"noopener noreferrer\">Database Change Protocol (DCP)<\/a><\/u>, a Couchbase cluster can be viewed as \u00a0an ongoing stream of changes.<\/p>\n<p>Essentially Couchbase can \u201crewind history\u201d and replay everything that happened to the database from the beginning. In doing so, it can resolve any internal state since. In this article we\u2019re going to cover why anyone would want to do such a crazy thing in the first place, and how we can exploit this superpower to do extra cool stuff with our documents.<\/p>\n<h2>What is DCP?<\/h2>\n<p>As a clustered database, Couchbase addresses a whole host of specialized problems that the database architecture has to solve. It has to keep multiple nodes in sync with one another, even if one temporarily hiccups or there\u2019s a network interruption between them. It also has to be fast \u2013\u00a0fast enough to take large volumes of new documents coming in and also handle queries as they arise.<\/p>\n<p>Part of the underlying design of Couchbase and how this is made possible is through stream changes in an <u><a href=\"https:\/\/developer.couchbase.com\/documentation\/server\/current\/architecture\/storage-architecture.html\" target=\"_blank\" rel=\"noopener noreferrer\">append-only approach<\/a><\/u><a target=\"_blank\" rel=\"noopener noreferrer\">[1]<\/a>. This means that when you change a document, Couchbase doesn\u2019t go look up the document and modify it in place on disk. Rather, it just appends to a log of keys and values whatever the result of your mutation is, and keeps moving. In this way, writes can be made very fast, and it\u2019s easier to coordinate multiple nodes.<\/p>\n<p>If you\u2019re familiar with relational databases, DCP\u2019s approach is somewhat similar to the <u><a href=\"https:\/\/www.postgresql.org\/docs\/9.1\/static\/wal-intro.html\" target=\"_blank\" rel=\"noopener noreferrer\">write-ahead logging<\/a><\/u>\u00a0you see in other software.<\/p>\n<h2>Why care how Couchbase does it internally?<\/h2>\n<p>At some level, you want your database to worry about these things <em>for<\/em>\u00a0you so that you don\u2019t have to. But in the case of DCP, we care about it because we can vampire tap into that stream of events and do all kinds of cool stuff with it, like:<\/p>\n<p><strong>Replicating data to completely different databases.<\/strong>\u00a0Couchbase already has a number of available <u><a href=\"https:\/\/developer.couchbase.com\/documentation\/server\/4.1\/connectors\/intro.html#concept_iy1_2rg_2s\" target=\"_blank\" rel=\"noopener noreferrer\">connectors<\/a><\/u>, such as Elasticsearch. You can set up a separate Elasticsearch cluster, and have it contain a copy of all of the data from Couchbase, exposing all of your data to the features that the other database can provide to you. Keeping these two clusters would normally be a pretty hairy synchronization problem, but as the connectors are mostly fed by DCP, we can think of the DCP messages as a stream of \u201cgit commits\u201d that continuously keep the other database up to date.<\/p>\n<p><strong>Using queue-based approaches, and integrating with other microservices.<\/strong>\u00a0If you can write a piece of code to listen into that DCP stream, you can also filter it down to only the messages you\u2019re interested in. Maybe it\u2019s just when something is deleted, or only updates to a certain type of document. In either case, you can use a DCP client to filter that stream of messages, and publish extra messages onto a RabbitMQ queue, <u><a href=\"https:\/\/developer.couchbase.com\/documentation\/server\/4.1\/connectors\/kafka-2.0\/kafka-intro.html\" target=\"_blank\" rel=\"noopener noreferrer\">a Kafka topic<\/a><\/u>, or whatever you need. This can be very useful for implementing other complex business logic. For example, imaging an insurance company that, depending on the client&#8217;s state, needs to trigger\u00a0some additional logic related to compliance. Listen for mutations to client documents, filter by state, publish to the right queue, and let some other service worry about the difference between what should be done for Virginia vs. Maryland clients.<\/p>\n<p><strong>Time series\/revision analysis.<\/strong>\u00a0Each value in your database is changing through time. Some are written once and forgotten. Others may be updated frequently. For those that are updated frequently, DCP lets you treat every item as a <u><a href=\"https:\/\/en.wikipedia.org\/wiki\/Time_series\" target=\"_blank\" rel=\"noopener noreferrer\">time series<\/a><\/u>. You know what the value used to be, when it changed, and what it changed to. This enables entire families of interesting downstream data analytics. Would you guess that people are doing the most rating of beers on your site on Friday and Saturday nights, or Tuesday mornings?<\/p>\n<p>Essentially, DCP can be used as a kind of architectural glue; a way of getting data out of Couchbase and on to other systems, and that makes Couchbase easier and more flexible to integrate with other systems.<\/p>\n<p>Finally, it should be said that Couchbase\u2019s standard cross datacenter replication (XDCR) feature, which lets you replicate to another Couchbase cluster for backup and disaster recovery<strong>\u00a0<\/strong><u><a href=\"https:\/\/developer.couchbase.com\/documentation\/server\/3.x\/admin\/XDCR\/xdcr-memory-replication.html\" target=\"_blank\" rel=\"noopener noreferrer\">can use DCP in much the same way<\/a><\/u>. So essentially, DCP is not just a \u201cnice to have extra feature,\u201d it\u2019s really baked into the core, from the basics of how the storage architecture works, all the way to providing a basis for other Couchbase features like XDCR.<\/p>\n<h2>What if I wanted to do &lt;exotic use case here&gt;?<\/h2>\n<p>You\u2019re going to need a DCP client, which is just a software module that lets you accept DCP messages and process them. As of this writing, there is a good one ready for <u><a href=\"https:\/\/github.com\/couchbase\/java-dcp-client\" target=\"_blank\" rel=\"noopener noreferrer\">Java<\/a><\/u>, and one for <u><a href=\"https:\/\/github.com\/couchbaselabs\/python-dcp-client\" target=\"_blank\" rel=\"noopener noreferrer\">Python<\/a><\/u>\u00a0as well, although it may be out of date.<\/p>\n<h2>A few details of DCP \u2026<\/h2>\n<p>DCP can basically be thought of as a stream of mutation and deletion messages. A mutation is any time a key or the content behind it changes in any way. A deletion is just what it sounds like. <u><a href=\"https:\/\/developer.couchbase.com\/documentation\/server\/4.1\/connectors\/kafka-2.0\/kafka-intro.html\" target=\"_blank\" rel=\"noopener noreferrer\">There are other types of DCP messages<\/a><\/u>, but let\u2019s just keep it to deletions and mutations for now.<\/p>\n<p>What\u2019s in a DCP message? Two important items include:<\/p>\n<ul>\n<li><strong>A vBucket identifier.<\/strong>\u00a0Behind the scenes, Couchbase is just a big key\/value store. Since we know it\u2019s a distributed database, Couchbase chops up all of the keys in the database and assigns them to different \u201cpartitions,\u201d called vBuckets. The vBucket identifier just tells the database which segment of the keyspace is changing. <u><a href=\"https:\/\/developer.couchbase.com\/documentation\/server\/current\/concepts\/distributed-data-management.html\" target=\"_blank\" rel=\"noopener noreferrer\">There\u2019s a lot more information available on this topic<\/a><\/u>\u00a0if you want to go deeper, but there is a lot of configurability in Couchbase around vBuckets. In this image, we can see that 9 vBuckets are being distributed across 3 servers, with no redundancy.<\/li>\n<li><strong>An incrementing number.<\/strong>\u00a0The number\u2019s value isn\u2019t very important, but what is important is that it always goes up. This is how Couchbase can order all of the DCP messages in time, which is pretty important.<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"636\" height=\"194\" class=\"wp-image-3978\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/2017\/09\/vbuckets.png\" alt=\"vbuckets\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2017\/09\/vbuckets.png 636w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2017\/09\/vbuckets-300x92.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2017\/09\/vbuckets-20x6.png 20w\" sizes=\"auto, (max-width: 636px) 100vw, 636px\" \/><\/p>\n<p><em>Source of image: <\/em><u><a href=\"https:\/\/static.couchbaseinc.hosting.ca.onehippo.com\/images\/server\/3.x\/20170420-170703\/vbuckets.png\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/static.couchbaseinc.hosting.ca.onehippo.com\/images\/server\/3.x\/20170420-170703\/vbuckets.png<\/a><\/u><\/p>\n<h2>Our simple use case<\/h2>\n<p>Let\u2019s take Couchbase\u2019s <u><a href=\"https:\/\/developer.couchbase.com\/documentation\/server\/3.x\/admin\/Misc\/sample-bucket-beer.html\" target=\"_blank\" rel=\"noopener noreferrer\">beer-sample<\/a><\/u>\u00a0data bucket as an example. Users can rate beers; when a beer\u2019s aggregate rating hits a certain threshold, the marketing guys want to know. They\u2019ll probably call up the brewer and ask them if they want to advertise on our beer website. Or better yet, maybe if some beer hits 5 stars they\u2019ll just stock up for the next company gathering. Either way, they want to know about the 5-star beers.<\/p>\n<p>The problem is that the marketing guys have a separate lead system. We can notify them by making a simple HTTP post to their system. When a beer hits 5 stars, we notify their lead system to check out Foo Brew.<\/p>\n<h2>Code<\/h2>\n<p>The code below is adapted from the tutorial on the\u00a0<u><a href=\"https:\/\/github.com\/couchbase\/java-dcp-client\" target=\"_blank\" rel=\"noopener noreferrer\">Java DCP client<\/a><\/u>. Once you understand what\u2019s going on, it\u2019s quite simple to adapt it to your needs.<\/p>\n<pre class=\"lang:default decode:true\">package com.foo.app;\r\n\r\nimport com.couchbase.client.dcp.Client;\r\n\r\nimport com.couchbase.client.dcp.message.DcpMutationMessage;\r\n\r\nimport com.couchbase.client.dcp.DataEventHandler;\r\n\r\nimport com.couchbase.client.dcp.ControlEventHandler;\r\n\r\nimport com.couchbase.client.deps.io.netty.buffer.ByteBuf;\r\n\r\nimport com.couchbase.client.dcp.transport.netty.ChannelFlowController;\r\n\r\nimport com.couchbase.client.dcp.message.DcpDeletionMessage;\r\n\r\nimport com.couchbase.client.dcp.StreamFrom;\r\n\r\nimport com.couchbase.client.dcp.StreamTo;\r\n\r\nimport java.util.concurrent.TimeUnit;\r\n\r\nimport com.couchbase.client.deps.io.netty.util.CharsetUtil;\r\n\r\nimport com.google.gson.JsonParser;\r\n\r\nimport com.google.gson.JsonObject;\r\n\r\npublic class App {\r\n\r\n\u00a0 \u00a0public static void main(String[] args) throws Exception {\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0final JsonParser parser = new JsonParser();\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0final Client client = Client.configure().hostnames(\"localhost\").bucket(\"beer-sample\").build();\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0\/\/ Don't do anything with control events in this example\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0client.controlEventHandler(new ControlEventHandler() {\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0public void onEvent(ChannelFlowController flowController, ByteBuf event) {\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0event.release();\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0}\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0});\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0client.dataEventHandler(new DataEventHandler() {\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0public void onEvent(ChannelFlowController flowController, ByteBuf event) {\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0if (DcpMutationMessage.is(event)) {\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0JsonObject obj = parser.parse(DcpMutationMessage.content(event).toString(CharsetUtil.UTF_8)).getAsJsonObject();\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0if (obj.get(\"rating\") != null &amp;&amp; obj.get(\"rating\").getAsInt() &gt; 4) {\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\/\/ OMG, marketing guys gonna love this stuff...\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0System.out.println(\"Tasty beer located: \" + obj.get(\"name\").getAsString());\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0}\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0} else if (DcpDeletionMessage.is(event)) {\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\/\/ System.out.println(\"Goodbye, tasty beer! \" + DcpDeletionMessage.toString(event));\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0}\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0event.release();\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0}\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0});\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0\/\/ Connect the sockets\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0client.connect().await();\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0\/\/ Initialize the state (start now, never stop)\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0client.initializeState(StreamFrom.BEGINNING, StreamTo.INFINITY).await();\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0\/\/ Start streaming on all partitions\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0client.startStreaming().await();\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0\/\/ Sleep for some time to print the mutations\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0\/\/ The printing happens on the IO threads!\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0Thread.sleep(TimeUnit.MINUTES.toMillis(10));\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0\/\/ Once the time is over, shutdown.\r\n\r\n\u00a0 \u00a0 \u00a0 \u00a0client.disconnect().await();\r\n\r\n\u00a0 \u00a0}\r\n\r\n}\r\n\r\n<\/pre>\n<h2><span style=\"color: #343e47;font-family: Lato, 'Helvetica Neue', Helvetica, Arial, sans-serif;font-size: 60px\">What\u2019s happening in this code?<\/span><\/h2>\n<ul>\n<li>Connecting to a client instance (and a particular bucket)<\/li>\n<li>Tell the client which time range of messages we\u2019re interested in. We\u2019re going for the full cluster history, but we could pick any time period we like: \u00a0StreamFrom.BEGINNING, StreamTo.INFINITY<\/li>\n<li>Tell the client how to process an individual message; that\u2019s the dataEventHandler code.<\/li>\n<li>In our case, we\u2019re parsing the JSON of the underlying document, and checking the beer\u2019s rating.<\/li>\n<li>In this case, our process runs forever, continuously getting new messages as they occur.<\/li>\n<\/ul>\n<h2>Gotchas to keep in mind<\/h2>\n<p>In our simplified example, what we\u2019re storing in Couchbase is always a JSON document. But this need not be the case. So into your application, you\u2019ll probably need to build a few more smarts into it to filter based on the keys you\u2019re interested in, and not try to parse everything as JSON. The DCP event\u2019s content is a buffer of bytes, it isn\u2019t a string or a JSON document. This is true to form of what Couchbase is actually storing under the hood.<\/p>\n<p>DCP also reports to you mutations at single points in time. One detail we glossed over a bit is that while certain beer\u2019s ratings may get above 4, this isn\u2019t a guarantee that the beer is rated that way <em>right now<\/em>, only a guarantee that it was <em>once mutated<\/em>\u00a0into that state. A more sophisticated build-out might take this into account.<\/p>\n<p>Finally,\u00a0please keep in mind that it really can be long, depending on the size and mutation speed of the cluster. So you may want to take a look into <u><a href=\"https:\/\/github.com\/couchbase\/java-dcp-client#flow-control\" target=\"_blank\" rel=\"noopener noreferrer\">flow control techniques<\/a><\/u>\u00a0so that your client can keep up with the stream of events.<\/p>\n<h2>Where to next?<\/h2>\n<p>Now that you\u2019re familiar with DCPs, you might want to first check out <u><a href=\"https:\/\/developer.couchbase.com\/documentation\/server\/current\/connectors\/intro.html\" target=\"_blank\" rel=\"noopener noreferrer\">Couchbase\u2019s available connectors<\/a><\/u>, which mostly rely on DCP already, and provide you a way to take advantage of all of this without any coding.<\/p>\n<p>Another topic to look into is <u><a href=\"https:\/\/aws.amazon.com\/streaming-data\/\" target=\"_blank\" rel=\"noopener noreferrer\">streaming data systems<\/a><\/u>, and the types of analytics that can be done \u201con the fly\u201d on data streams rather than on data in place. Most of the cloud computing providers like AWS, Google Compute Engine, and others are doing some remarkable things in this space, and with DCP you\u2019re fully able to put anything you\u2019ve got in your Couchbase cluster into a data stream which can be connected with any of these powerful downstream tools.<\/p>\n<p><a target=\"_blank\" rel=\"noopener noreferrer\">[1]<\/a>\u00a0It\u2019s a little more complicated, but I\u2019m simplifying and linking the storage architecture so you can go deeper into learning more about this topic.<\/p>\n<p><a href=\"https:\/\/www.couchbase.com\/community\/community-writers-program\/\"><em>This post is part of the Couchbase Community Writing Program<\/em><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hiding behind an acronym (DCP), Couchbase has a secret superpower. Most people think of databases as storage locations data in a certain moment in time. But with Database Change Protocol (DCP), a Couchbase cluster can be viewed as \u00a0an ongoing stream of changes.<\/p>\n","protected":false},"author":53,"featured_media":13873,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[1816,9415],"tags":[10124,1976],"ppma_author":[9026],"class_list":["post-3980","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-couchbase-server","category-xdcr","tag-amazon-web-services-aws","tag-dcp"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.8 (Yoast SEO v25.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Database Change Protocol: History of DCP | Couchbase<\/title>\n<meta name=\"description\" content=\"Database Change Protocol (DCP) can be viewed as an ongoing stream of changes. 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