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Data Warehousing Interview Questions & Answers - Learning Mode

Data Warehousing Interview Questions & Answers - Learning Mode

Data warehousing is the process of constructing and using a data warehouse. A data warehouse is constructed by integrating data from multiple heterogeneous sources that support analytical reporting, structured and/or ad hoc queries, and decision making. A data warehouse is a subject-oriented, integrated, time-variant and non-volatile collection of data in support of management's decision making process. Subject-Oriented: A data warehouse can be used to analyze a particular subject area.

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Data Warehousing Interview Questions & Answers - Learning Mode
Try Data Warehousing Interview Questions & Answers - Exam Mode
Question: what is project architecture in datastage

Answer: No answer available currently.
Question: What is a level of Granularity of a fact table?

Answer: A fact table is usually designed at a low level of Granularity. Source:
Question: What is the difference between OLAP and data warehouse?

Answer: Datawarehouse is the place where the data is stored for analyzing where as OLAP is the process of analyzing the data,managing aggregations, partitioning information into cubes for in depth visualization. Source:
Question: Explain about the top design?

Answer: In a top design model data ware house is designed in a normalized enterprise model. This is chiefly used for business intelligence and management capabilities. Data used for business purpose and management can be met through a dataware house. It is used to generate dimensional views and is known to be good and stable against business changes. Source:
Question: What are the general stages of use of dataware house?

Answer: These are the general stages of use: -
1) Offline operational database
2) Offline dataware house
3) Real time dataware house
4) Integrated dataware house. Source:
Question: What is Data warehousing Hierarchy?

Answer: Hierarchies are logical structures that use ordered levels as a means of organizing data. A hierarchy can be used to define data aggregation. For example, in a time dimension, a hierarchy might aggregate data from the month level to the quarter level to the year level. A hierarchy can also be used to define a navigational drill path and to establish a family structure.

Within a hierarchy, each level is logically connected to the levels above and below it. Data values at lower levels aggre Source:
Question: What is snapshot?

Answer: You can disconnect the report from the catalog to which it is attached by saving the report with a snapshot of the data. However, you must reconnect to the catalog if you want to refresh the data. Source:
Question: What is SCD1 , SCD2 , SCD3?

Answer: SCD Stands for Slowly changing dimensions.

SCD1: only maintained updated values.

Ex: a customer address modified we update existing record with new address.

SCD2: maintaining historical information and current information by using

A) Effective Date
B) Versions
C) Flags

or combination of these

SCD3: by adding new columns to target table we maintain historical information and current information. Source:
Question: What is a look up table?

Answer: A look up table is nothing but a 'look up' it give values to referenced table (it is a reference), it is used at the run time, it saves joins and space in terms of transformations. Example, a look up table called states, provide actual state name ('Texas') in place of TX to the output.
Question: Is it correct/feasible develop a Data Mart using an ODS?

Answer: The ODS is technically designed to be used as the feeder for the DW and other DM's , yes. It is to be the source of truth. Source:
Question: How can u recover the session in sequential batches?

Answer: If you configure a session in a sequential batch to stop on failure, you can run recovery starting with the failed session. The Informatica Server completes the session and
then runs the rest of the batch. Use the Perform Recovery session property
To recover sessions in sequential batches configured to stop on failure:
1.In the Server Manager, open the session property sheet.
2.On the Log Files tab, select Perform Recovery, and click OK.
3.Run the session.
4.After the batch com Source:
Question: Why should you put your data warehouse on a different system than your OLTP system?

Answer: A OLTP system is basically " data oriented " (ER model) and not " Subject oriented "(Dimensional Model) .That is why we design a separate system that will have a subject oriented OLAP system...
Moreover if a complex querry is fired on a OLTP system will cause a heavy overhead on the OLTP server that will affect the daytoday business directly.
Question: What are the possible data marts in Retail sales.?

Answer: Product information,sales information Source:
Question: What are slowly changing dimensions (SCD)?

Answer: SCD is abbreviation of Slowly changing dimensions. SCD applies to cases where the attribute for a record varies over time.
There are three different types of SCD.
1) SCD1 : The new record replaces the original record. Only one record exist in database ? current data.
2) SCD2 : A new record is added into the customer dimension table. Two records exist in database ? current data and previous history data.
3) SCD3 : The original data is modified to include new data. One record exist in Source:
Question: Explain in brief about critical column.

Answer: A column (usually granular) is called as critical column which changes the values over a period of time.

For example, there is a customer by name ?Anirudh? who resided in Bangalore for 4 years and shifted to Pune. Being in Bangalore, he purchased Rs. 30 Lakhs worth of purchases. Now the change is the CITY in the data warehouse and the purchases now will shown in the city Pune only. This kind of process makes data warehouse inconsistent. In this example, the CITY is the critical column. Su Source:
Question: What is the difference between data warehousing and business intelligence?

Answer: Data warehousing deals with all aspects of managing the development, implementation and operation of a data warehouse or data mart including meta data management, data acquisition, data cleansing, data transformation, storage management, data distribution, data archiving, operational reporting, analytical reporting, security management, backup/recovery planning, etc. Business intelligence, on the other hand, is a set of software tools that enable an organization to analyze measurable aspects of Source:
Question: Can a dimension table contains numeric values?

Answer: yes we can have numeric values in dimensional table but these are not frequently updated as dim table contains constant data but only on some occassions it can change. Source:
Question: What is a data mart?

Answer: A data mart is a segment of a data warehouse that can provide data for reporting and analysis on a section, unit, department or operation in the company, e.g. sales, payroll, production. Data marts are sometimes complete individual data warehouses which are usually smaller than the corporate data warehouse. Source:
Question: How much data hold in one universe.

Answer: Universe does not hold any data. However, practically the universe is known to have issues when the objects cross 6000.
Question: What do you know about Datawarehousing ?

Answer: Data warehousing is used for reporting and analysis of the data. It is primarily used to analyze data. Some of the additional uses of it are extraction and retrieval of data, manage, load and manipulate data. It has various tools which can transform, load, extract and manage the data. Source:

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