SCD (Slowly Changing Dimensions)
Slowly Changing Dimensions
means that data changes without a temporal basis. There isn't a planned change
by time. There are various types of SCD (Type 0, 1, 2, 3, 4, 6-hybrid-). The
most common are type 1, 2 and 3.
Below an example of each
type:
Type I:
Suppose we have a Customer dimension with
the following attributes: social security
number, name and state, as
shown below:
Where SK is the Surrogate Key (sequential, numerical and meaningless), the
social security number is the business
key, name a descriptive attribute and state an attribute that
we are looking to update.
In SCD type I, when there
is a change in a given data this value is updated. No version is generated.
In the case below, the
customer Erick Furst changed from the state of MG for the state of RJ (Brazilian
States).
Note that SK remains the
same and we have only one instance of customer Erick Furst.
Type II:
The SCD type
II allows versioning the registry.
In this scenario the SCD Type II makes use of two
new fields, Start Date and End Date that will allow the recording of
the client's situation (This technique can
also be used with the field "Current Record Indicator" or
the "Version
Number" ).
Note that the
client Erick Furst was added on September 24, 2012 (Start Date field) and End
Date field with empty value or a date that means null (eg 12/31/1800 or
12/31/9999) indicates that this record is valid, ie is the current record.
Suppose the
client Erick Furst moved to the RJ on September 25, 2012. The new version will
be included with a new SK (Value 2). And the older version will receive an End
Date equivalent to the entry of the new record and the newest version will have
the end date open (Null).
Type III:
The SCD type
III allows versioning by column.
Assume the same
position above in the SCD type II, instead of the versioned record the new
version will be included in columns. The
disadvantage of this technique is that the versioning is
limited to the number of columns provided for this purpose.
Eg:
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