Equality Validation in ETL Workflows

Practical data validation articles for ETL workflows, source files, and automated data quality checks.

Advanced ETL Processor
4.9 ★★★★★ Based on 16 reviews on Capterra See all reviews on Capterra →

Equality validation checks whether two values match when they are supposed to match. Advanced ETL Processor Enterprise compares source values, transformed values, and control totals inside a visual ETL workflow, rejects or routes mismatched rows, logs the failure reason, and keeps the original source data unchanged. It is the ETL equivalent of asking, "Are we all looking at the same number?" before the finance report starts doing interpretive dance.

Equality validation in Advanced ETL Processor

Use equality checks for reconciliation

Equality validation is useful when the same value appears in two places. For example, a source total matches the calculated line total, or a copied field matches the original after transformation.

When values do not match, Advanced ETL Processor logs the row and stops it from reaching the target. That is better than finding the mismatch after the dashboard has already emailed half the company.

Common equality checks

  • Header totals compared with detail line totals.
  • Source values compared with transformed values.
  • Control totals between files and database loads.
  • Fields repeated across related records.

When equality is too strict

For decimal values, dates, and generated timestamps, exact equality is often too rigid. Use range or tolerance checks when tiny differences are expected. Computers are precise. Business data is often wearing a slightly different hat.

Useful references

Related material: working with large lists of values, data validation types, and Oracle's notes on comparison conditions.

Video

Next steps

If this validation rule belongs in a repeatable ETL process, configure it in the Validator object, test it on a sample file, then decide whether failed rows should be rejected, logged, or routed for review.

Keep the original data unchanged. Raw files are still the witness statement.