Questions tagged [scd]

Slowly Changing Dimensions or Schema Component Designator

SCD may refer to Slowly Change Dimension transformation for SQL Server or Schema Component Designators which is a declarative query language for XML Schemas.


Slowly Changing Dimensions in data management and data warehousing are relatively static dimensions containing entities. Data captured by SCD changes slowly rather on unpredictable time interval. In the data warehouse they are used for reporting historical data.

Slowly Changing Dimension Techniques :

  1. Type 0 - retain original. Dimensions attributes never change, so facts are always grouped by original value.
  2. Type 1 - overwrite. The old attribute value in the dimension is overwritten with the new value.
  3. Type 2 - add new row. It adds a new row in the dimension with an updated attribute values.
  4. Type 3 - add new attribute. It adds a new attribute in the dimension to preserve the old attribute value.
  5. Type 4 - add mini-dimension. When a group of attributes changes rapidly and it split off to a mini-dimension.
  6. Type 5 - add mini-dimension and Type 1 outtriger. Used to accurately preserve historical attributes values, plus report historical fact according to current attribute value.
  7. Type 6 - add Type 1 Attributes to Type 2 Dimension. Like Type 5, Type 6 delivers both historical and current dimension attribute values. Type 6 builds on the Type 2 technique by also embedding current type 1 versions.
  8. Type 7 - dual Type 1 and Type 2 dimensions. Final hybrid technique used to support as-was and as-is reporting.

More information on Slowly Changing Dimensions:

  1. Kimball Dimensional Modeling Techniques
  2. Wikipedia
  3. Slowly Changing Dimensions by Ralph Kimball
  4. Slowly Changing Dimensions Are Not Always as Easy as 1, 2, 3
175 questions
0
votes
1 answer

Selecting xsd:element from complexType with SCD

I'm trying to select the child element of complexType with SCD, but the SCD selects a complexType. The SCD documentation is poor and I don't understand, how to select the child element properly. Here ist XSD snippet:
D051P0
  • 398
  • 5
  • 17
0
votes
0 answers

How to load a data warehouse dimension from a slowly changing entity?

I'm creating some dimensions from a source system (OLTP) which already tracks changes to rows using the Kimball type 2 method. I read in his latest book he calls these "Slowly Changing Entities" but he doesn't explain how to load them into a data…
0
votes
2 answers

Design a dimension with multiple data sources

I am designing a few dimensions with multiple data sources and wonder what other people have done to align the multiple business keys per data source. My Example: I have 2 data sources - the Ordering System and the Execution System. The Ordering…
tember
  • 1,418
  • 13
  • 32
0
votes
1 answer

Oracle 11g - Building a Type 2 SCD based on existing historical data in a relational model

I'm an ETL developer that's currently being tasked with developing a type 2 SCD from existing historical data in a relational database. I'm perfectly capable of creating a type 2 SCD that's responsible for tracking future changes to the data, but…
MossEverett
  • 35
  • 1
  • 2
  • 6
0
votes
3 answers

SSIS Business Key Duplicates (more than one LOBS)

Thanks in advance for looking at this. I have prepared a data warehouse and am populating a customer table with customer information from 2 systems. Customers from one system have the same Business Key as Customers in the other system. What would be…
Will
  • 228
  • 1
  • 2
  • 15
0
votes
3 answers

Slowly Changing Dimension - Effective/Expiry Date corruption when running multiple times in one day

I am using Kimball methodology for slowly changing dimensions in our datawarehouse. We have run into problems where a record is being updated multiple times in one day and the ETL runs every 15 minutes. So the Effective and Expiry Dates are…
tember
  • 1,418
  • 13
  • 32
0
votes
1 answer

Netezza/DataStage SCD Type 2 issue

I have seen an issue with SCD in Netezza/DataStage where slowly changing dimensions are being missed in UAT but being caught in Production. The issue I am seeing is that; exactly the same rows flow into Production and where a change on one of the…
0
votes
0 answers

SCD or late arriving Fact?

I have a star schema that shows employee roles in a company. At its simplest it is: DimDate DimPerson DimPaygroup DimRole Fact table looks like: PersonID, RoleID, PaygroupID, StartDate, EndDate If it is the current role the Enddate is set to…
JD_Sudz
  • 194
  • 1
  • 12
0
votes
0 answers

SCD type-2 using dynamic cache Informatica

I am trying to implement a SCD type2 in informatica and I am finding it difficult to achieve this, reason being multiple records in the source for the same key. In case of multiple records, I have to use dynamic cache and when I do, it doesn't…
sql_sk
  • 1
  • 1
0
votes
1 answer

Managing PerformancePoint Filters With Slowly Changing Dimensions

Just a bit of background info: I have dimension table which uses SCD2 to track user changes in our company (team changes, job title changes etc) See example below: I've built an Analysis Services Cube and created all the necessary hierarchy's for…
TJH
  • 189
  • 1
  • 5
  • 18
0
votes
0 answers

SSIS fuzzy lookup (lookup agains valid range of values)

I was wondering if anyone had a good solution to trying lookup a value against a range of values in a fuzzy lookup transformation. By "range of values" I mean either a date range such as start and end dates in the lookup table or comparison range…
Martin Lučan
  • 51
  • 1
  • 4
0
votes
0 answers

Talend tPostgreSQLSCD missing data

I am using the Talend component tPostgreSQLSCD in order to update or insert on a database table. There doesn't seem to be any problem with the components just a strange error is occurring. Basically the job gets run through a batch file so I cannot…
user3456401
  • 81
  • 3
  • 12
0
votes
1 answer

Slowly changing dimension join performance

General Overview: I have an Oracle table 'product' that contains approximately 80 million records and I would like to improve the performance of joins that use this table. In most cases we are interested in a very small subset of records from…
Jacek Trociński
  • 882
  • 1
  • 8
  • 23
0
votes
1 answer

Microsoft SQL Server 2012 Slowly Changing Dimensions Historical Attributes Change Date as well as Status

I am stuck with the following problem on MS SQL Server 2012 with VS 2010: I want to use the SSIS for Slowly Changing Dimensions for changing a historical attribute. As the wizard only gives me the opportunity to decide to either save the…
DEls
  • 241
  • 3
  • 14
0
votes
1 answer

Oracle SQL - SCD track changed attribute through time

i'm hitting the following error: ORA-30483: window functions are not allowed here 30483. 00000 - "window functions are not allowed here" Im trying to build a horizontal view of changes to the BOOK_NO and WALK_NO attributes through time. I…
Chris Finlayson
  • 341
  • 4
  • 13