How can i decide candidates for line item dimension?

1Q): we have many infocubes out of all these infocubes, i have to decide which infocubes are the candidates for lineitem dimension? How to do it? Please tell me the technical specs how to do the analysis to find out the candidates for line item dimension?
2Q): if i have the small dimension can i combine all these dimension in to one dimension? what is the benefit of doing this? how to find out which dimensions are small?
<u>Pizzaman i like to hear from you on this topic</u>. Thanks to SDN Community. i appreciate your help. Again Thank you.

The process of figuring out what you might want to create as a line item dimension can vary a bit, it can depend a lot on your exisitng level of domain expertise (how well do you know the data in question). If you are familiar with the data, I would recommend you just take an initial guess at what you believe could be line item dimensions.  If you are not familiar witht the data, you might want to examine the source more to understand the cardinality of different characteristics and identify any relationships between characteristics. 
I really encourage people to just go ahead and model it and load some data and review, rather than agonizing over developing the theoretically perfect model on paper before they start. You learn a lot more that way.
Any of the SAP rules of thumb, are just that, general rules, not a pronouncement from God.  There are always extenuating or unique circumstances that might warrant disregarding the rule, e.g. if the InfoCube will never become very large, maybe some of the concerns just are not worth your effort.
With every release of the Oracle (and the other DBs too)Oracle keeps getting better at data warehousing and star schemas. Oracle 10i is supposed to have made handling bitmap indices much more efficient, which is on of the  factors influencing the decision to create a line item dimension.      
There are other threads on SDN on line item dims that provide more technical detail and can help answer you first question
As far as 2Q - generally, it's better to have several small dimensions than one larger dimension. But having said that, combining a few <b>very small dimensions</b> into another  slightly larger (<i>but still small</i>) dimension is a good idea. It keeps the number of table joins down which will improve query performance. You would do this with characterisitcs that have very few values, e.g. yes/no indicators.
e.g.
You have 8 characteristics that all of which have only two values. You put them in one dimension, and the max size of the dimension table is still only 2x2x2x2x2x2x2x2 or 256 rows.  If you had these characteristics in other much larger dimensions, it's not hard to see it causing those dimensions to double, perhaps creating hundreds of thousands of dimension table rows to be created.
For more - read   <a href="http://www.kimballgroup.com/html/designtipsPDF/DesignTips2003/KimballDT48DeClutter.pdf">Ralph Kimball Design Tip 48 - Junk Dimensions</a>

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  • Line item dimensions

    hi..
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    regards
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    Hi Deepa,
    Line Item Dimension:
    When your dimension table becomes large (>10% of the fact table) then you can make the dimension a "line-item" dimension. The constraint is that the dimension should have only 1 characteristic. By making the dimension as line item the SID values are directly used instead of the Dim ids and the query performance is better.
    The disadvantage is that once you make the dimension line -item you cannot add another characteristic to that dimension and you cannot remove the line -item checkmark without deleting the cube data.
    http://help.sap.com/saphelp_nw04/helpdata/en/a7/d50f395fc8cb7fe10000000a11402f/frameset.htm
    Multi Dimensional modelling will include fact table in center with Dimension tables around it. Overall system performance is greatly affected and dependent on the size of these dimension tables in respect to the fact table. SAP recommends that size of dimension table should be 20% of the size of fact table. In case if this size is more than 40% dimension should be defined high cardinal ( should be supported by database) If dimension tables are more than 40% the dimension should be defined as line item. When dimension is defined as line item, Dim ID in the fact table is replaced with the SID ID, Only one characteristic will be defined in that dimension. This results in improved performace.
    Here is how it will work
    Fact table
    Dim ID1 DIM ID2 DIM ID3 AMOUNT QTY
    Dimension Table 1
    Sid1 DimID1
    Dimension Table 2
    Sid 4 Dim ID 2
    Dimension Table 3
    Sid6 Dim ID 3
    Cosidering that Dim1 is too big, We can define Sid 1 in Line Item Dimension and Dim ID 1 is replaced by Sid 1 so fact table will look like this
    Sid 1 Dim2 Dim3 Amount Qty
    Compounding Attribute is superior object to define characteristic, for example
    Plant A manufactures TV
    Plant B manufacture TV
    The only way to differentiate product can be TV and Plant A
    Also,
    Cost center 100 can be in Controlling Area A and
    Controlling Area B can also have cost center 200,
    So Cost center is compounded with CO Area to uniquely identify that line.
    Just check this thread line item dimension
    Cardinality defines the numeric relationships between occurrences of the entities on either end of the relationship line.
    Check this link:
    http://www.datamodel.org/DataModelCardinality.html
    For cubes -> High Cardinality means that this dimension contains a large number of characteristic values. This information is used in accordance with the individual database platform in order to optimize performance. For example, an index type other than the standard may be used. Generally a dimension is perceived to have high cardinality when the dimension is at least 20% the size of the fact tables in terms of the number of entries each contain. Avoid marking a dimension as having high cardinality if you are in any doubt.
    Also refer the below link for Line Item Dim and High Cardinality.
    http://help.sap.com/saphelp_nw04/helpdata/en/a7/d50f395fc8cb7fe10000000a11402f/frameset.htm
    Check this explanation by pizzman:
    Re: High cardinality (CARDHeight) vs Line item
    Refer these links on line-item and cardinality:
    Line Item Dimension
    Re: Line Item Dimension
    Cardinality
    Re: High Cardinality Flag
    ****Assign Points If Helpful****
    Regards,
    Ravikanth

  • Line Item dimension

    Hi friends!
    The auditor suggest us "flag the line item option in the dimensions with high cardinality, ie: document number, material number"
    In my cubes  have 0customer in dimension C toghether with other other characteristics, and 0material in dimension M together to other characteristics..
    a) is the auditor suggest ok?
    b) do I need mark this dimension as 'line item' in my cubes if the dimension M or C has more than one char?
    c) do I need change the arquitecture in my cube and leave 0material alone in dimension M and in dim C only the char 0customer?
    Thanks in advance!

    Regarding High Cardinality :
    If the values in the table are distinct - where the uniqueness of the values is high - a Bitmap index is preferred since the unique values are high...
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    a) is the auditor suggest ok?
    I would say that high cardinality is a better option as opposed to line item dimension . For Document Number - a Line item Dimension is preferred since Document number is typically used in reporting but not much on searches for the same ..
    Also this is with the information you have given - it could also be that there is some more information to it that Line Item Dimensions were suggested ...
    b) do I need mark this dimension as 'line item' in my cubes if the dimension M or C has more than one char?
    You can mark a dimension as Line Item only if there is one characteristic
    c) do I need change the arquitecture in my cube and leave 0material alone in dimension M and in dim C only the char 0customer?
    Keep document number in line item - run the report to analyze the sizes of fact versus dimensions and then rearrange the characteristics to get better ratios instead of making Material and Customer as Line item Dimensions...
    Also Material and Customer are usually viewed along with their Nav Attribtes - making them as Line Item will not give you much savings in terms of performance
    Edited by: Arun Varadarajan on Mar 25, 2010 1:13 AM

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