Data Security
Data Quality
Validation
Metadata & Ownership
Alation Know-How
100

This type of access ensures users can only view the data they need for their role.

What is role-based access control (RBAC)

100

The degree to which data is complete, accurate, valid, timely, and consistent defines this

What is data quality

100

Before loading data into production, we test and confirm that values meet expected rules.

What is data validation

100

The “data about data,” like definitions, owners, and lineage, is called this.

What is metadata

100

This section of Alation stores agreed-upon business term definitions

What is the Business Glossary

200

Sensitive customer data like names, emails, or payment info must be protected under these privacy laws.

What are data protection regulations such as GDPR or CCPA

200

This dimension checks whether required fields are filled in

What is completeness

200

Comparing totals between source and target systems after a load checks for this type of error.

What is reconciliation

200

This person or role is responsible for ensuring that a data set is accurate, defined, and used properly

Who is the data owner or data steward

200

You can flag a table or report as trusted by marking it with this badge

What is the “Certified” badge

300

Encrypting data in this state protects it while stored on a server or database

What is encryption at rest

300

If a product ID doesn’t match between two systems, it violates this data quality dimension

What is consistency or accuracy

300

This process ensures that transformed data matches business logic or rules after ET

What is post-load validation or transformation validation

300

The system that connects people to data through search, lineage, and glossary—like Alation—is called this

What is a data catalog

300

This feature lets you see how data flows between tables, BI reports, and dashboards

What is lineage view

400

This term describes when users see only the subset of data relevant to them, often enforced through filters or views

What is row-level security (RLS)

400

A data quality rule that ensures “Date Shipped” cannot be before “Date Ordered” checks this

What is validity

400

These automated checks run regularly to identify anomalies or rule violations

What are data quality or validation rules

400

Tracking how data moves from source to report is known as this.

What is data lineage

400

This Alation tool encourages collaboration by allowing comments, endorsements, and stewardship assignments

What is the social collaboration feature

500

This principle says users should only have the minimum level of access needed to do their jobs

What is the principle of least privilege

500

When you assign a score based on multiple quality dimensions, this is called a _____

What is a data quality score or composite metric

500

If you compare actuals vs expected metrics to confirm accuracy before publishing a dashboard, you’re doing this.

What is data verification or dashboard validation

500

This type of metadata describes how the data was created and how it has changed over time

What is operational or lineage metadata

500

This metric in Alation can show you how often users visit a catalog object or report

What is usage analytics or object popularity

M
e
n
u