Scalable Big Data Architecture: A practitioners guide to by Bahaaldine Azarmi

By Bahaaldine Azarmi

This e-book highlights the differing kinds of information structure and illustrates the numerous probabilities hidden at the back of the time period "Big Data", from the use of No-SQL databases to the deployment of circulate analytics structure, laptop studying, and governance. Scalable vast facts structure covers real-world, concrete use instances that leverage advanced dispensed functions , which contain internet functions, RESTful API, and excessive throughput of enormous quantity of knowledge kept in hugely scalable No-SQL facts shops comparable to Couchbase and Elasticsearch. This e-book demonstrates how info processing may be performed at scale from using NoSQL datastores to the combo of huge info distribution. while the knowledge processing is simply too complicated and comprises various processing topology like lengthy operating jobs, movement processing, a number of info assets correlation, and computer studying, it truly is frequently essential to delegate the weight to Hadoop or Spark and use the No-SQL to serve processed info in genuine time. This booklet indicates you the way to decide on a proper blend of huge facts applied sciences to be had in the Hadoop atmosphere. It specializes in processing lengthy jobs, structure, move facts styles, log research, and genuine time analytics. each trend is illustrated with useful examples, which use the various open sourceprojects comparable to Logstash, Spark, Kafka, and so forth.

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Extra resources for Scalable Big Data Architecture: A practitioners guide to choosing relevant Big Data architecture

Example text

Figure 2-12. info Chapter 2 ■ Early Big Data with NoSQL In Figure 2-12, I have implemented a view that retrieves documents based on the company name. The administration console is a handy way to manage documents, but in real life, you can start implementing your design document in the administration console, and you can create a backup to industrialize its deployment. All design documents are stored in a JSON file and a simple structure that describes all the views, similar to what Listing 2-1 shows.

When you start an ElasticSearch node, you can begin by adding only one primary shard, which might be enough, but what if the read/index request throughput increases with time? If this is the case, the one primary shard might not be enough anymore and you then need another shard. You can’t add shards on the fly and expect ElasticSearch to scale; it will have to re-index all data in the bigger index with the two new primary shards. So, as you can see, from the beginning of a project based on ElasticSearch, it’s important that you have a decent estimate of how many primary shards you need in the cluster.

Indeed, ElasticSearch supports multiple levels of aggregation as long as it make sense from a query point of view. html Now that you are familiar with our two NoSQL technologies, let’s see a different approach to integrating them in an e-commerce application. Using NoSQL as a Cache in a SQL-based Architecture At this point, you should understand the benefit of working with a NoSQL technology when compared to a SQL database. But we don’t want to break an existing architecture that is relying on a SQL database.

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