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Field normalization and transformation

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Field normalization and transformation

Field Normalization includes normalization and transformation, which are two different ways to alter field values for increased data integrity and reduced duplication.


Normalization searches for variations of the same field value and converts them into a single preferred value. By consolidating multiple variations of the same value into a single simple recognizable value, the system eliminates duplicate records and provides better search results. When a process or a user enters a value in a normalized field, the system determines whether to replace it with a normal value. Normalization also automatically adjusts queries to return normalized results and normalizes values in scripts.

While normalization is available for every field in the platform, it works best for descriptive values such as names or standard units of measurement. For example, you might create normalization rules to:
  • Set the CPU type of a computer CI to a standard model name such as Xeon.
  • Set the suffix used for the names of corporations to a standard format such as ServiceNow, Inc..


Transformation converts raw field input values into standardized values that are more meaningful to an organization. Administrators control when transformation happens by defining rules and conditions for specific fields. For example, you might create transformation rules to:
  • Remove suffixes from user names such as Jr. and II.
  • Round computer CI RAM sizes to the nearest whole number such as rounding 4112 MB to 4000 MB.

Transform records make up the rules that define how a field transformation is executed. Order values determine the order in which each rule is evaluated. A check box on each transform enables an administrator to determine where processing stops when a rule evaluates to true.

Enabling normalization and transformation by field type

Field type records specify which data types are available for normalization and transformation. By default, the system supports normalization and transformation for these field types.

Field type Use to normalize Use to transform
Decimal false true
Float false true
Integer false true
Numeric false true
String true true
URL true true
A field type entry applies to all fields whose dictionary entry data type matches the field type entry. Administrators can create additional field type records for other data types as needed.
Warning: Avoid creating field type records for fields that store a Sys ID value such as a reference field, field name field, or a table name field. Directly altering a Sys ID value is more likely to produce data corruption and broken references than to produce meaningful standard values. Instead, normalize or transform the display value associated with the Sys ID. For example, normalize the user name instead of the Sys ID of a specific user.

Identifying normalized fields

The system displays the normalization icon Normalization icon on fields with an associated normalization or transformation record. Users with the normalizer role can click the icon to access the associated normalization or transformation record. Users without the normalizer role instead see a help page. Administrators can configure who sees the normalization icon with a preference called Restrict to roles.