1. A method for visualizing data, the method comprising: receiving a query to execute an application program from a user; identifying that the application program corresponds to program code previously executed for identifying a preferred core-memory ratio for executing the program code on a single multi-core machine after receiving the query to execute the application, wherein: the core-memory ratio corresponds to a quantity of memory and a number of processor cores, the previously executed program code corresponds to the application program, and the program code was executed according to one or more testing protocols for identifying the preferred core-memory ratio; allocating an amount of memory according to the core-memory ratio, wherein the allocated amount of memory corresponds to the quantity of memory; allocating one or more processor cores at the single multi-core machine according to the core-memory ratio, wherein the allocated one or more processor cores corresponds to the number of processor cores; instantiating a plurality of instances of the application program on the single multi-core machine, wherein the instances are executed by a multi-threaded program to ensure that the plurality of instances are started or terminated at least partially simultaneously; receiving, at the single multi-core machine, data from a database; performing analytics, via the plurality of application instances, on the received data from the database, wherein the analytics are performed on the single multi-core machine; and generating instructions for visualization of the received data from the database based on the performed analytics, wherein the generated visualization instructions include generating a graphical interface for the received data to be displayed via a visualization tool, and the received data from the database is displayed for the user to view using the generated visualization instructions.