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14 Top Data Pipeline Key Terms Explained

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 Here are some key terms commonly used in data pipelines 1. Data Sources Definition: Points where data originates (e.g., databases, APIs, files, IoT devices). Examples: Relational databases (PostgreSQL, MySQL), APIs, cloud storage (S3), streaming data (Kafka), and on-premise systems. 2. Data Ingestion Definition: The process of importing or collecting raw data from various sources into a system for processing or storage. Methods: Batch ingestion, real-time/streaming ingestion. 3. Data Transformation Definition: Modifying, cleaning, or enriching data to make it usable for analysis or storage. Examples: Data cleaning (removing duplicates, fixing missing values). Data enrichment (joining with other data sources). ETL (Extract, Transform, Load). ELT (Extract, Load, Transform). 4. Data Storage Definition: Locations where data is stored after ingestion and transformation. Types: Data Lakes: Store raw, unstructured, or semi-structured data (e.g., S3, Azure Data Lake). Data Warehous...
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What is Deferment in Card Payments to Read Today

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You are an employee and you are working for a company. You are unable to pay your credit card amount. So you have an option.
deferment in credit cards

What is Deferment? 

It is a temporary suspension of the repayment of a debt. Most creditors will not offer a deferment unless a debtor’s circumstances prevent him from making payments for a temporary period of time.

A debtor, therefore, may need to provide documentation of his circumstances or may need to attest to the truthfulness of the request.

Credit Cards

Credit card companies do not normally provide a deferment as an option. Instead, a debtor who is experiencing a financial hardship, such as unemployment or a decrease in income, may ask the creditor to agree to reduce payment amount.

Many credit card companies offer hardship programs that result in a reduced interest rate and a reduced payment. This may be a short-term plan for one year or less or a long-term arrangement that results in the payoff of the debt within a specific number of years.

Mortgage

A mortgage lender may offer a borrower a deferment, or forbearance. If granted a forbearance, the lender will suspend the borrower’s payments or may allow the borrower to pay a portion of the regular monthly payment.

This is a temporary solution to a borrower’s inability to pay. Most often, this is granted in short-term situations, such as loss of income because of a medical problem or a natural disaster. Fannie Mae, however, allows servicers to suspend or lower an unemployed borrower’s payment for a specific amount of time.

Student Loans

A student loan deferment suspends payments for a specific amount of time. A lender determines the conditions of the deferment, which may include unemployment, disability, returning to college or enlistment in the military.

In some situations, the loan will not accumulate interest while it is in deferment. If a borrower does not qualify for a deferment, he may qualify for a forbearance, which is similar to a deferment but interest will continue to accumulate regardless of whether the loan is subsidized or unsubsidized.

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