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A Company Collects a Steady Stream of 10 Million Data

question 762

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A company collects a steady stream of 10 million data records from 100,000 sources each day. These records are written to an Amazon RDS MySQL DB. A query must produce the daily average of a data source over the past 30 days. There are twice as many reads as writes. Queries to the collected data are for one source ID at a time. How can the Solutions Architect improve the reliability and cost effectiveness of this solution?

Prepare and analyze partial balance sheets.
Journalize transactions involving notes receivable and calculate interest.
Calculate accounts receivable turnover and days' sales in receivables.
Analyze financial data to identify trends and performance metrics.

Definitions:

Coupon Rate

The interest rate paid by fixed-income securities, determined as a percentage of the principal value.

Marginal Tax Rate

The tax rate applicable to the last dollar of an individual's or entity's taxable income.

Cost of Debt

The effective rate that a company pays on its current debt, which can include loans, bonds, and any other interest-bearing liabilities.

Market Risk Premium

The extra return expected by investors for holding a risky market portfolio instead of risk-free assets, reflecting the additional risk.

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