Posts tagged ‘big data memory’

Memory, Big Data, NoSQL and Virtualization

In-memory processing has started to become the norm in large-scale data handling. This is aclose to the metal analysis of highly important but often neglected aspects of memory access times and how it impacts big data and NoSQL technologies.

We cover aspects such as the TLB, the Transparent Huge Pages, the QPI Link, Hyperthreading and the impact of virtualization on high-memory footprint applications. We present benchmarks of various technologies ranging from Cloudera’s Impala to Couchbase and how they are impacted by the underlying hardware.

The key takeaway for the presentation bellow is a better understanding of how to size a cluster, how to choose a cloud provider and an instance type for big data and NoSQL workloads and why not every core or GB of RAM is created equal.

 

If you have any question, let us know in the comments.