Agree on the target meaning
Define attribute names, units, permitted values and record relationships. Confirm that similarly named fields describe the same thing before combining them.
Specification Data Normalization
Make data consistent without losing its meaning.
Dazmii helps teams establish repeatable rules for mapping and normalizing product and packaging data. The aim is information that people can compare and use while retaining the evidence behind each value.
A practical approach
Make transformations explicit
Document conversion, rounding and category-mapping rules. Preserve original values and sources so a reviewer can trace the result.
Review uncertainty
Separate missing, conflicting and invalid information. Give uncertain mappings and potential duplicates to the responsible owner for a decision.
Put the method into practice.
If two supplier files express package weight differently, first confirm that they refer to the same component and measurement basis. An agreed unit conversion cannot resolve a difference between net and gross weight. Pilot the rules on varied records, review the exceptions and record acceptance before wider use. Dazmii supports the method; your specialists own the meaning and approval of the data.
Related guidance
Define a useful engagement
What we can help your team establish.
Start with examples of inconsistent values and the use they must support. Agree on the scope, owners, and acceptance criteria before work begins.
Possible scoped outputs
- An agreed vocabulary, format, or unit convention.
- A mapping and exception list for the selected sources.
- Review criteria that preserve meaning and source traceability.
How BOP can participate
Relate mapping decisions to reviewed results. BOP can provide connected operating context for the method your team adopts. Process support can also work with your existing systems, without a BOP purchase.
Explore the related BOP capabilityValues are not silently merged, converted, or inferred when their meaning is uncertain. The accountable owner approves transformation rules. Consulting is scoped separately, with discounted support rates for BOP software customers.