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Your Company Has Recently Grown Rapidly and Now Ingesting Data

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Your company has recently grown rapidly and now ingesting data at a significantly higher rate than it was previously. You manage the daily batch MapReduce analytics jobs in Apache Hadoop. However, the recent increase in data has meant the batch jobs are falling behind. You were asked to recommend ways the development team could increase the responsiveness of the analytics without increasing costs. What should you recommend they do?


Definitions:

Real Rate of Return

The annual percentage return realized on an investment, which is adjusted for changes in prices due to inflation or other external effects.

Dividends

Profits disbursed by a business to its equity shareholders, usually generated from the company's financial gains.

Inflation

Inflation is the rate at which the general level of prices for goods and services is rising, eroding purchasing power.

Standard Deviation

A statistical measure that indicates the variability or volatility of a set of data points.

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