Saturday, October 4, 2008

Data Warehouse Quality Assurance Best Practices

Data Warehouse Quality Assurance Best Practices

Data Warehouse Quality Assurance Best Practices

Data Warehouse Quality Assurance Best Practices

Data Warehouse Quality Assurance Best Practices

Data Warehouse Quality Assurance Best Practices

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Data Quality | User Acceptance Testing

Data Quality SAS




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Testing Types


Security That the required level of security access is controlled and works properly, including domain security, profile security, Data Security, UserID and password control, and access procedures. That the security system cannot be bypassed.
Usability That the system is useable as per specified requirements
User Accessibility That specified type of access to data is provided to users
Connection Parameters Test the connection
Data provider Check for the right universe and duplicate data
Conditions/Selection criteria Test the for selection criteria for the correct logic
Object testing Test the objects definitions
Context testing Ensure formula is with input or output context
Variable testing Test the variable for its syntax and data type compatible
Formulas or calculations Test the formula for its syntax and validate the data given by the formula
Filters Test the data has filter correctly
Alerts Check for extreme limits Report alerts
Sorting Test the sorting order of Section headers fields, blocks
Totals and subtotals Validate the data results
Universe Structure Integrity of universe is maintained and there are no divergences in terms of joins / objects / prompts
User Acceptance Testing
The objective of this testing to ensure that System meets the expectations of the business users. It aims to prove that the entire system operates effectively in a production environment and that the system successfully supports the business processes from a user's perspective. Essentially, these tests will run through “a day in the life of” business users. The tests will also include functions that involve source systems connectivity, jobs scheduling and Business reports functionality.

Business ఓబ్జేక్ట్స్ Testing

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Testing Types

Reporting functionality Ability to report data as required by Business using Business Objects
Report Structure Since the universe and reports have been migrated from previous version of Business Objects, it’s necessary to ensure that the upgraded reports replicate the structure/format and data requirements (until and unless a change / enhancement has been documented in Requirement Traceability Matrix / Functional Design Document).
Enhancements Enhancements like reports’ structure, prompts ordering which were in scope of upgrade project will be tested
Data Accuracy The data displayed in the reports / prompts matches with the actual data in data mart.
Performance Ability of the system to perform certain functions within a prescribed time.
That the system meets the stated performance criteria according to agreed SLAs or specific non-functional requirements.


Security That the required level of security access is controlled and works properly, including domain security, profile security, Data Security, UserID and password control, and access procedures. That the security system cannot be bypassed.
Usability That the system is useable as per specified requirements
User Accessibility That specified type of access to data is provided to users
Connection Parameters Test the connection
Data provider Check for the right universe and duplicate data
Conditions/Selection criteria Test the for selection criteria for the correct logic
Object testing Test the objects definitions
Context testing Ensure formula is with input or output context
Variable testing Test the variable for its syntax and data type compatible
Formulas or calculations Test the formula for its syntax and validate the data given by the formula
Filters Test the data has filter correctly
Alerts Check for extreme limits Report alerts
Sorting Test the sorting order of Section headers fields, blocks
Totals and subtotals Validate the data results
Universe Structure Integrity of universe is maintained and there are no divergences in terms of joins / objects / prompts

System Testing

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Testing Types

System Testing
The objective of System Testing is to ensure that the required business functions are implemented correctly. This phase includes data verification which tests the quality of data populated into target tables.
System Testing involves the following
1. To check the functionality of the system meets the business specifications.
2. To check for the count of records in source table and comparing with the number of records in the target table followed by analysis of rejected records.
3. To check for end to end integration of systems and connectivity of the infrastructure (e.g. hardware and network configurations are correct),
4. To check all transactions, database updates and data flows functions for accuracy.
5. To validate Business reports functionality.

Wednesday, October 1, 2008

Integration Testing

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Testing Types

Integration Testing
The objective of Integration Testing is to ensure that workflows are executed as scheduled with correct dependency.
Integration testing involves the following
1. To check for the execution of workflows at the following stages
Source to Staging A.
Staging A to Staging B.
Staging B to Core.
2. To check target tables are populated with correct number of records.
3. Performance of the schedule is recorded and analysis is performed
on the performance result.
4. To verify the dependencies among workflows between source to staging, staging to staging and staging to core is have been properly defined.
5. To Check for Error log messages in appropriate file.
6. To verify if the start jobs starts at pre-defined starting time. Example if the start time for first job has been configured to be at 10:00AM and the Control-M group has been ordered at 7AM, the first job would not start in Control-M until 10:00AM.
7. To check for restarting of Jobs in case of failures.
Technical Shakedown Test
Due to the complexity in integrating the various source systems and tools, there are expected to be several teething problems with the environments. A Technical Shakedown Test will be conducted prior to commencing System Testing, Stress & Performance, User Acceptance testing and Operational Readiness Test to ensure the following points are proven:
• Hardware is in place and has been configured correctly (including Informatica architecture, Source system connectivity and Business Objects).
• All software has been migrated to the testing environments correctly.
• All required connectivity between systems are in place.
• End-to-end transactions (both online and batch transactions) have been executed and do not fall over.





Thursday, July 24, 2008

For Data warehousing projects

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Testing Types


The following are types of Testing performed for Data warehousing projects.
1. Unit Testing.
2. Integration Testing.
3. Technical Shakedown Testing.
4. System Testing.
5. Operation readiness Testing
6. User Acceptance Testing.
Unit Testing
The objective of Unit testing involves testing of Business transformation rules, error conditions, mapping fields at staging and core levels.
Unit testing involves the following
1. Check the Mapping of fields present in staging level.
2. Check for the duplication of values generated using Sequence generator.
3. Check for the correctness of surrogate keys, which uniquely identifies rows in database.
4. Check for Data type constraints of the fields present in staging and core levels.
5. Check for the population of status and error messages into target table.
6. Check for string columns are left and right trimmed.
7. Check every mapping needs to implement the process abort mapplet which is invoked if the number of record read from source is not equal to trailer count.
8. Check every object, transformation, source and target need to have proper metadata. Check visually in data warehouse designer tool if every transformation has a meaningful description.

Data Warehousing Testing



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CATEGORIES OF DATA WAREHOUSE TESTING

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Categories of Data Warehouse testing includes different stages of the process. The testing is done on individual and end to end basis.

Good part of the testing of data warehouse testing can be linked to 'Data Warehouse Quality Assurance'. Data Warehouse Testing will include the following chapters:
Extraction Testing
This testing checks the following:
• Data is able to extract the required fields.
• The Extraction logic for each source system is working
• Extraction scripts are granted security access to the source systems.
• Updating of extract audit log and time stamping is happening.
• Source to Extraction destination is working in terms of completeness and accuracy.
• Extraction is getting completed with in the expected window.
Transformation Testing
• Transaction scripts are transforming the data as per the expected logic.
• The one time Transformation for historical snap-shots are working.
• Detailed and aggregated data sets are created and are matching.
• Transaction Audit Log and time stamping is happening.
• There is no pilferage of data during Transformation process.
• Transformation is getting completed with in the given window
Loading Testing
• There is no pilferage during the Loading process.
• Any Transformations during Loading process is working.
• Data sets in staging to Loading destination is working.
• One time historical snap-shots are working.
• Both incremental and total refresh are working.
• Loading is happening with in the expected window.
End User Browsing and OLAP Testing
• The Business views and dashboard are displaying the data as expected.
• The scheduled reports are accurate and complete.
• The scheduled reports and other batch operations like view refresh etc. is happening in the expected window.
• 'Analysis Functions' and 'Data Analysis' are working.
• There is no pilferage of data between the source systems and the views.
Ad-hoc Query Testing
• Ad-hoc queries creation is as per the expected functionalities.
• Ad-hoc queries output response time is as expected.
Down Stream Flow Testing
• Data is extracted from the data warehouse and updated in the down-stream systems/data marts.
• There is no pilferage.
One Time Population testing
• The one time ETL for the production data is working
• The production reports and the data warehouse reports are matching
• T he time taken for one time processing will be manageable within the conversion weekend.
End-to-End Integrated Testing
• End to end data flow from the source system to the down stream system is complete and accurate.
Stress and volume Testing
This part of testing will involve, placing maximum volume OR failure points to check the robustness and capacity of the system. The level of stress testing depends upon the configuration of the test environment and the level of capacity planning done. Here are some examples from the ideal world:
• Server shutdown during batch process.
• Extraction, Transformation and Loading with two to three times of maximum possible imagined data (for which the capacity is planned)
• Having 2 to 3 times more users placing large numbers of ad-hoc queries.
• Running large number of scheduled reports.
Parallel Testing
Parallel testing is done where the Data Warehouse is run on the production data as it would have done in real life and its outputs are compared with the existing set of reports to ensure that they are in synch OR have the explained mismatches.
Security Framework testing

Wednesday, July 23, 2008

SQL Interview Questions with Answers

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SQL Interview Questions with Answers

What is RDBMS?
Relational Data Base Management Systems (RDBMS) are database management systems that maintain data records and indices in tables. Relationships may be created and maintained across and among the data and tables. In a relational database, relationships between data items are expressed by means of tables. Interdependencies among these tables are expressed by data values rather than by pointers.
This allows a high degree of data independence. An RDBMS has the capability to recombine the data items from different files, providing powerful tools for data usage.
What is normalization?
Database normalization is a data design and organization process applied to data structures based on rules that help build relational databases. In relational database design, the process of organizing data to minimize redundancy. Normalization usually involves dividing a database into two or more tables and defining relationships between the tables. The objective is to isolate data so that additions, deletions, and modifications of a field can be made in just one table and then propagated through the rest of the database via the defined relationships.
What are different normalization forms?
1NF: Eliminate Repeating Groups
Make a separate table for each set of related attributes, and give each table a primary key. Each field contains at most one value from its attribute domain.
2NF: Eliminate Redundant Data
If an attribute depends on only part of a multi-valued key, remove it to a separate table.
3NF: Eliminate Columns Not Dependent On Key
If attributes do not contribute to a description of the key, remove them to a separate table. All attributes must be directly dependent on the primary key
BCNF: Boyce-Codd Normal FormIf there are non-trivial dependencies between candidate key attributes, separate them out into distinct tables.
4NF: Isolate Independent Multiple Relationships
No table may contain two or more 1:n or n:m relationships that are not directly related.
5NF: Isolate Semantically Related Multiple Relationships
There may be practical constrains on information that justify separating logically related many-to-many relationships.
ONF: Optimal Normal FormA model limited to only simple (elemental) facts, as expressed in Object Role Model notation.
DKNF: Domain-Key Normal Form
A model free from all modification anomalies.
Remember, these normalization guidelines are cumulative. For a database to be in 3NF, it must first fulfill all the criteria of a 2NF and 1NF database.
What is Stored Procedure?A stored procedure is a named group of SQL statements that have been previously created and stored in the server database. Stored procedures accept input parameters so that a single procedure can be
used over the network by several clients using different input data. And when the procedure is modified, all clients automatically get the new version. Stored procedures reduce network traffic and improve performance. Stored procedures can be used to help ensure the integrity of the database.
e.g. sp_helpdb, sp_renamedb, sp_depends etc.
What is Trigger?A trigger is a SQL procedure that initiates an action when an event (INSERT, DELETE or UPDATE)
occurs. Triggers are stored in and managed by the DBMS.Triggers are used to maintain the referentialintegrity of data by changing the data in a systematic fashion. A trigger cannot be called or executed;
the DBMS automatically fires the trigger as a result of a data modification to the associated table.
Triggers can be viewed as similar to stored procedures in that both consist of procedural logic that is stored at the database level. Stored procedures, however, are not event-drive and are not attached to a specific table as triggers are. Stored procedures are explicitly executed by invoking a CALL to the procedure while triggers are implicitly executed. In addition, triggers can also execute stored
procedures.
Nested Trigger: A trigger can also contain INSERT, UPDATE and DELETE logic within itself, so when the trigger is fired because of data modification it can also cause another data modification, thereby firing another trigger. A trigger that contains data modification logic within itself is called a nested trigger.
What is View?
A simple view can be thought of as a subset of a table. It can be used for retrieving data, as well as updating or deleting rows. Rows updated or deleted in the view are updated or deleted in the table the view was created with. It should also be noted that as data in the original table changes, so does data
in the view, as views are the way to look at part of the original table. The results of using a view are not permanently stored in the database. The data accessed through a view is actually constructed using standard T-SQL select command and can come from one to many different base tables or even other
views.
What is Index?
An index is a physical structure containing pointers to the data. Indices are created in an existing table to locate rows more quickly and efficiently. It is possible to create an index on one or more columns of a table, and each index is given a name. The users cannot see the indexes, they are just used to speed
up queries. Effective indexes are one of the best ways to improve performance in a database application. A table scan happens when there is no index available to help a query. In a table scan SQL Server examines every row in the table to satisfy the query results. Table scans are sometimes unavoidable, but on large tables, scans have a terrific impact on performance. Clustered indexes define the physical sorting of a database table’s rows in the storage media. For this reason, each database table may have only one clustered index.
Non-clustered indexes are created outside of the database table and contain a sorted list of references to the table itself.
What is the difference between clustered and a non-clustered index?A clustered index is a special type of index that reorders the way records in the table are physically stored. Therefore table can have only one clustered index. The leaf nodes of a clustered index contain the data pages.
A nonclustered index is a special type of index in which the logical order of the index does not match the physical stored order of the rows on disk. The leaf node of a nonclustered index does not consist of the data pages. Instead, the leaf nodes contain index rows.
What are the different index configurations a table can have?A table can have one of the following index configurations:
No indexes
A clustered index
A clustered index and many nonclustered indexes
A nonclustered index
Many nonclustered indexes
What is cursors?
Cursor is a database object used by applications to manipulate data in a set on a row-by-row basis,
instead of the typical SQL commands that operate on all the rows in the set at one time.

In order to work with a cursor we need to perform some steps in the following order:Declare cursor
Open cursor
Fetch row from the cursor
Process fetched row
Close cursor
Deallocate cursor
What is the use of DBCC commands?
DBCC stands for database consistency checker. We use these commands to check the consistency of
the databases, i.e., maintenance, validation task and status checks.
E.g. DBCC CHECKDB - Ensures that tables in the db and the indexes are correctly linked.
DBCC CHECKALLOC - To check that all pages in a db are correctly allocated.
DBCC CHECKFILEGROUP - Checks all tables file group for any damage.
What is a Linked Server?
Linked Servers is a concept in SQL Server by which we can add other SQL Server to a Group and query both the SQL Server dbs using T-SQL Statements. With a linked server, you can create very clean, easy to follow, SQL statements that allow remote data to be retrieved, joined and combined with local data.
Storped Procedure sp_addlinkedserver, sp_addlinkedsrvlogin will be used add new Linked Server.
What is Collation?Collation refers to a set of rules that determine how data is sorted and compared. Character data is
sorted using rules that define the correct character sequence, with options for specifying casesensitivity, accent marks, kana character types and character width.
What are different type of Collation Sensitivity?
Case sensitivity
A and a, B and b, etc.
Accent sensitivity
a and á, o and ó, etc.
Kana Sensitivity
When Japanese kana characters Hiragana and Katakana are treated differently, it is called Kana
sensitive.
Width sensitivity
When a single-byte character (half-width) and the same character when represented as a double-byte
character (full-width) are treated differently then it is width sensitive.
What's the difference between a primary key and a unique key?
Both primary key and unique enforce uniqueness of the column on which they are defined. But by default primary key creates a clustered index on the column, where are unique creates a nonclustered index by default. Another major difference is that, primary key doesn't allow NULLs, but unique key allows one NULL only.
How to implement one-to-one, one-to-many and many-to-many relationships while
designing tables?
One-to-One relationship can be implemented as a single table and rarely as two tables with primary
and foreign key relationships.
One-to-Many relationships are implemented by splitting the data into two tables with primary key and
foreign key relationships.
Many-to-Many relationships are implemented using a junction table with the keys from both the tables
forming the composite primary key of the junction table.
What is a NOLOCK?Using the NOLOCK query optimiser hint is generally considered good practice in order to improve
concurrency on a busy system. When the NOLOCK hint is included in a SELECT statement, no locks are taken when data is read. The result is a Dirty Read, which means that another process could be updating the data at the exact time you are reading it. There are no guarantees that your query will retrieve the most recent data. The advantage to performance is that your reading of data will not block
updates from taking place, and updates will not block your reading of data. SELECT statements take Shared (Read) locks. This means that multiple SELECT statements are allowed simultaneous access, but other processes are blocked from modifying the data. The updates will queue until all the reads have completed, and reads requested after the update will wait for the updates to complete. The result to
your system is delay(blocking).
What is difference between DELETE & TRUNCATE commands?Delete command removes the rows from a table based on the condition that we provide with a WHERE clause. Truncate will actually remove all the rows from a table and there will be no data in the table after we run the truncate command.
TRUNCATE
TRUNCATE is faster and uses fewer system and transaction log resources than DELETE.
TRUNCATE removes the data by deallocating the data pages used to store the table’s data, and only the
page deallocations are recorded in the transaction log.
TRUNCATE removes all rows from a table, but the table structure and its columns, constraints, indexes and so on remain. The counter used by an identity for new rows is reset to the seed for the column.
You cannot use TRUNCATE TABLE on a table referenced by a FOREIGN KEY constraint.
Because TRUNCATE TABLE is not logged, it cannot activate a trigger.
TRUNCATE can not be Rolled back.
TRUNCATE is DDL Command.
TRUNCATE Resets identity of the table.
DELETE
DELETE removes rows one at a time and records an entry in the transaction log for each deleted row.
If you want to retain the identity counter, use DELETE instead. If you want to remove table definition and its data, use the DROP TABLE statement.
DELETE Can be used with or without a WHERE clause DELETE Activates Triggers.
DELETE Can be Rolled back.
DELETE is DML Command.
DELETE does not reset identity of the table.
Difference between Function and Stored Procedure?UDF can be used in the SQL statements anywhere in the WHERE/HAVING/SELECT section where as
Stored procedures cannot be.
UDFs that return tables can be treated as another rowset. This can be used in JOINs with other tables.
Inline UDF's can be though of as views that take parameters and can be used in JOINs and other Rowset operations.
When is the use of UPDATE_STATISTICS command?This command is basically used when a large processing of data has occurred. If a large amount of
deletions any modification or Bulk Copy into the tables has occurred, it has to update the indexes to take these changes into account. UPDATE_STATISTICS updates the indexes on these tables accordingly.
What types of Joins are possible with Sql Server?Joins are used in queries to explain how different tables are related. Joins also let you select data from a table depending upon data from another table.
Types of joins: INNER JOINs, OUTER JOINs, CROSS JOINs. OUTER JOINs are further classified as LEFT
OUTER JOINS, RIGHT OUTER JOINS and FULL OUTER JOINS.
What is the difference between a HAVING CLAUSE and a WHERE CLAUSE?Specifies a search condition for a group or an aggregate. HAVING can be used only with the SELECT statement. HAVING is typically used in a GROUP BY clause. When GROUP BY is not used, HAVING behaves like a WHERE clause. Having Clause is basically used only with the GROUP BY function in a query. WHERE Clause is applied to each row before they are part of the GROUP BY function in a query.
What is sub-query? Explain properties of sub-query.Sub-queries are often referred to as sub-selects, as they allow a SELECT statement to be executed
arbitrarily within the body of another SQL statement. A sub-query is executed by enclosing it in a set of parentheses. Sub-queries are generally used to return a single row as an atomic value, though they may be used to compare values against multiple rows with the IN keyword.
A subquery is a SELECT statement that is nested within another T-SQL statement. A subquery SELECT statement if executed independently of the T-SQL statement, in which it is nested, will return a result set. Meaning a subquery SELECT statement can standalone and is not depended on the statement in which it is nested. A subquery SELECT statement can return any number of values, and can be found
in, the column list of a SELECT statement, a FROM, GROUP BY, HAVING, and/or ORDER BY clauses of a T-SQL statement. A Subquery can also be used as a parameter to a function call. Basically a subquery can be used anywhere an expression can be used.
Properties of Sub-Query A subquery must be enclosed in the parenthesis.
A subquery must be put in the right hand of the comparison operator, and
A subquery cannot contain a ORDER-BY clause.
A query can contain more than one sub-queries.
What are types of sub-queries?Single-row subquery, where the subquery returns only one row.
Multiple-row subquery, where the subquery returns multiple rows,.and
Multiple column subquery, where the subquery returns multiple columns.
What is SQL Profiler?SQL Profiler is a graphical tool that allows system administrators to monitor events in an instance of Microsoft SQL Server. You can capture and save data about each event to a file or SQL Server table to
analyze later. For example, you can monitor a production environment to see which stored procedures are hampering performance by executing too slowly.
Use SQL Profiler to monitor only the events in which you are interested. If traces are becoming too large, you can filter them based on the information you want, so that only a subset of the event data is collected. Monitoring too many events adds overhead to the server and the monitoring process and can cause the trace file or trace table to grow very large, especially when the monitoring process takes
place over a long period of time.
What is User Defined Functions?User-Defined Functions allow to define its own T-SQL functions that can accept 0 or more parameters and return a single scalar data value or a table data type.
What kind of User-Defined Functions can be created?There are three types of User-Defined functions in SQL Server 2000 and they are Scalar, Inline Table-
Valued and Multi-statement Table-valued.
Scalar User-Defined Function
A Scalar user-defined function returns one of the scalar data types. Text, ntext, image and timestamp
data types are not supported. These are the type of user-defined functions that most developers are
used to in other programming languages. You pass in 0 to many parameters and you get a return
value.
Inline Table-Value User-Defined Function
An Inline Table-Value user-defined function returns a table data type and is an exceptional alternative
to a view as the user-defined function can pass parameters into a T-SQL select command and in essence provide us with a parameterized, non-updateable view of the underlying tables.
Multi-statement Table-Value User-Defined Function
A Multi-Statement Table-Value user-defined function returns a table and is also an exceptional
alternative to a view as the function can support multiple T-SQL statements to build the final result where the view is limited to a single SELECT statement. Also, the ability to pass parameters into a TSQL select command or a group of them gives us the capability to in essence create a parameterized, non-updateable view of the data in the underlying tables. Within the create function command you must define the table structure that is being returned. After creating this type of user-defined function, It can be used in the FROM clause of a T-SQL command unlike the behavior found when using a stored procedure which can also return record sets.
Which TCP/IP port does SQL Server run on? How can it be changed?
SQL Server runs on port 1433. It can be changed from the Network Utility TCP/IP properties –> Port number.both on client and the server.
What are the authentication modes in SQL Server? How can it be changed?
Windows mode and mixed mode (SQL & Windows).
To change authentication mode in SQL Server click Start, Programs, Microsoft SQL Server and click SQL Enterprise Manager to run SQL Enterprise Manager from the Microsoft SQL Server program group.
Select the server then from the Tools menu select SQL Server Configuration Properties, and choose the Security page.
Where are SQL server users names and passwords are stored in sql server?
They get stored in master db in the sysxlogins table.
Which command using Query Analyzer will give you the version of SQL server and operating system?
SELECT SERVERPROPERTY('productversion'), SERVERPROPERTY ('productlevel'), SERVERPROPERTY
('edition')
What is SQL server agent?SQL Server agent plays an important role in the day-to-day tasks of a database administrator (DBA). It is often overlooked as one of the main tools for SQL Server management. Its purpose is to ease the
implementation of tasks for the DBA, with its full-function scheduling engine, which allows you to schedule your own jobs and scripts.
Can a stored procedure call itself or recursive stored procedure? How many level SP nesting possible?
Yes. Because Transact-SQL supports recursion, you can write stored procedures that call themselves.
Recursion can be defined as a method of problem solving wherein the solution is arrived at by repetitively applying it to subsets of the problem. A common application of recursive logic is to perform numeric computations that lend themselves to repetitive evaluation by the same processing steps.
Stored procedures are nested when one stored procedure calls another or executes managed code by referencing a CLR routine, type, or aggregate. You can nest stored procedures and managed code references up to 32 levels.
What is @@ERROR?
The @@ERROR automatic variable returns the error code of the last Transact-SQL statement. If there was no error, @@ERROR returns zero. Because @@ERROR is reset after each Transact-SQL statement, it must be saved to a variable if it is needed to process it further after checking it.
What is Raiseerror?
Stored procedures report errors to client applications via the RAISERROR command. RAISERROR doesn't change the flow of a procedure; it merely displays an error message, sets the @@ERROR automatic variable, and optionally writes the message to the SQL Server error log and the NT application event log.
What is log shipping?
Log shipping is the process of automating the backup of database and transaction log files on a production SQL server, and then restoring them onto a standby server. Enterprise Editions only supports log shipping. In log shipping the transactional log file from one server is automatically updated into the backup database on the other server. If one server fails, the other server will have the same db
can be used this as the Disaster Recovery plan. The key feature of log shipping is that is will automatically backup transaction logs throughout the day and automatically restore them on the standby server at defined interval.
What is the difference between a local and a global variable?A local temporary table exists only for the duration of a connection or, if defined inside a compound statement, for the duration of the compound statement.
A global temporary table remains in the database permanently, but the rows exist only within a given connection. When connection are closed, the data in the global temporary table disappears. However, the table definition remains with the database for access when database is opened next time.
What command do we use to rename a db?sp_renamedb ‘oldname’ , ‘newname’
If someone is using db it will not accept sp_renmaedb. In that case first bring db to single user using sp_dboptions. Use sp_renamedb to rename database. Use sp_dboptions to bring database to multi user mode.
What is sp_configure commands and set commands?Use sp_configure to display or change server-level settings. To change database-level settings, use
ALTER DATABASE. To change settings that affect only the current user session, use the SET statement.
What are the different types of replication? Explain.The SQL Server 2000-supported replication types are as follows:
•Transactional
•Snapshot
•Merge
Snapshot replication distributes data exactly as it appears at a specific moment in time and does not monitor for updates to the data. Snapshot replication is best used as a method for replicating data that changes infrequently or where the most up-to-date values (low latency) are not a requirement. When synchronization occurs, the entire snapshot is generated and sent to Subscribers.
Transactional replication, an initial snapshot of data is applied at Subscribers, and then when data modifications are made at the Publisher, the individual transactions are captured and propagated to Subscribers.
Merge replication is the process of distributing data from Publisher to Subscribers, allowing the Publisher and Subscribers to make updates while connected or disconnected, and then merging the updates between sites when they are connected.
What are the OS services that the SQL Server installation adds?MS SQL SERVER SERVICE, SQL AGENT SERVICE, DTC (Distribution transac co-ordinator)
What are three SQL keywords used to change or set someone’s permissions?
GRANT, DENY, and REVOKE.
What does it mean to have quoted_identifier on? What are the implications of having it off?
When SET QUOTED_IDENTIFIER is ON, identifiers can be delimited by double quotation marks, and literals must be delimited by single quotation marks. When SET QUOTED_IDENTIFIER is OFF, identifiers cannot be quoted and must follow all Transact-SQL rules for identifiers.
What is the STUFF function and how does it differ from the REPLACE function?STUFF function to overwrite existing characters. Using this syntax, STUFF(string_expression, start, length, replacement_characters), string_expression is the string that will have characters substituted, start is the starting position, length is the number of characters in the string that are substituted, and replacement_characters are the new characters interjected into the string.
REPLACE function to replace existing characters of all occurance. Using this syntax
REPLACE(string_expression, search_string, replacement_string), where every incidence of
search_string found in the string_expression will be replaced with replacement_string.
Using query analyzer, name 3 ways to get an accurate count of the number of records in a table?SELECT * FROM table1
SELECT COUNT(*) FROM table1
SELECT rows FROM sysindexes WHERE id = OBJECT_ID(table1) AND indid < 2
How to rebuild Master Database?
Shutdown Microsoft SQL Server 2000, and then run Rebuildm.exe. This is located in the Program
Files\Microsoft SQL Server\80\Tools\Binn directory.
In the Rebuild Master dialog box, click Browse.
In the Browse for Folder dialog box, select the \Data folder on the SQL Server 2000 compact disc or in the shared network directory from which SQL Server 2000 was installed, and then click OK.
Click Settings. In the Collation Settings dialog box, verify or change settings used for the master database and all other databases.
Initially, the default collation settings are shown, but these may not match the collation selected during setup. You can select the same settings used during setup or select new collation settings. When done, click OK.
In the Rebuild Master dialog box, click Rebuild to start the process.
The Rebuild Master utility reinstalls the master database.
To continue, you may need to stop a server that is running.
Source: http://msdn2.microsoft.com/en-us/library/aa197950(SQL.80).aspx
What is the basic functions for master, msdb, model, tempdb databases?The Master database holds information for all databases located on the SQL Server instance and is the glue that holds the engine together. Because SQL Server cannot start without a functioning master database, you must administer this database with care.
The msdb database stores information regarding database backups, SQL Agent information, DTS packages, SQL Server jobs, and some replication information such as for log shipping.
The tempdb holds temporary objects such as global and local temporary tables and stored procedures.
The model is essentially a template database used in the creation of any new user database created in the instance.
What are primary keys and foreign keys?Primary keys are the unique identifiers for each row. They must contain unique values and cannot be
null. Due to their importance in relational databases, Primary keys are the most fundamental of all keys and constraints. A table can have only one Primary key.
Foreign keys are both a method of ensuring data integrity and a manifestation of the relationship between tables.
What is data integrity? Explain constraints?Data integrity is an important feature in SQL Server. When used properly, it ensures that data is accurate, correct, and valid. It also acts as a trap for otherwise undetectable bugs within applications.
A PRIMARY KEY constraint is a unique identifier for a row within a database table. Every table should have a primary key constraint to uniquely identify each row and only one primary key constraint can be created for each table. The primary key constraints are used to enforce entity integrity.
A UNIQUE constraint enforces the uniqueness of the values in a set of columns, so no duplicate values are entered. The unique key constraints are used to enforce entity integrity as the primary key constraints.
A FOREIGN KEY constraint prevents any actions that would destroy links between tables with the corresponding data values. A foreign key in one table points to a primary key in another table. Foreign keys prevent actions that would leave rows with foreign key values when there are no primary keys with that value. The foreign key constraints are used to enforce referential integrity.
A CHECK constraint is used to limit the values that can be placed in a column. The check constraints are used to enforce domain integrity.
A NOT NULL constraint enforces that the column will not accept null values. The not null constraints
are used to enforce domain integrity, as the check constraints.
What are the properties of the Relational tables?Relational tables have six properties:
•Values are atomic.
•Column values are of the same kind.
•Each row is unique.
•The sequence of columns is insignificant.
•The sequence of rows is insignificant.
•Each column must have a unique name.
What is De-normalization?
De-normalization is the process of attempting to optimize the performance of a database by adding redundant data. It is sometimes necessary because current DBMSs implement the relational model poorly. A true relational DBMS would allow for a fully normalized database at the logical level, while providing physical storage of data that is tuned for high performance. De-normalization is a technique
to move from higher to lower normal forms of database modeling in order to speed up database access.
How to get @@error and @@rowcount at the same time?
If @@Rowcount is checked after Error checking statement then it will have 0 as the value of @@Recordcount as it would have been reset.
And if @@Recordcount is checked before the error-checking statement then @@Error would get reset.
To get @@error and @@rowcount at the same time do both in same statement and store them in local variable. SELECT @RC = @@ROWCOUNT, @ER = @@ERROR
What is Identity?Identity (or AutoNumber) is a column that automatically generates numeric values. A start and increment value can be set, but most DBA leave these at 1. A GUID column also generates numbers, the value of this cannot be controled. Identity/GUID columns do not need to be indexed.
What is a Scheduled Jobs or What is a Scheduled Tasks?Scheduled tasks let user automate processes that run on regular or predictable cycles. User can
schedule administrative tasks, such as cube processing, to run during times of slow business activity.
User can also determine the order in which tasks run by creating job steps within a SQL Server Agent job. E.g. Back up database, Update Stats of Tables. Job steps give user control over flow of execution.

If one job fails, user can configure SQL Server Agent to continue to run the remaining tasks or to stop
execution.
What is a table called, if it does not have neither Cluster nor Non-cluster Index? What is it used for?Unindexed table or Heap. Microsoft Press Books and Book On Line (BOL) refers it as Heap.
A heap is a table that does not have a clustered index and, therefore, the pages are not linked by pointers. The IAM pages are the only structures that link the pages in a table together.
Unindexed tables are good for fast storing of data. Many times it is better to drop all indexes from table and than do bulk of inserts and to restore those indexes after that.
What is BCP? When does it used?BulkCopy is a tool used to copy huge amount of data from tables and views. BCP does not copy the structures same as source to destination.
How do you load large data to the SQL server database?
BulkCopy is a tool used to copy huge amount of data from tables. BULK INSERT command helps to Imports a data file into a database table or view in a user-specified format.
Can we rewrite subqueries into simple select statements or with joins?
Subqueries can often be re-written to use a standard outer join, resulting in faster performance. As we may know, an outer join uses the plus sign (+) operator to tell the database to return all non-matching
rows with NULL values. Hence we combine the outer join with a NULL test in the WHERE clause to reproduce the result set without using a sub-query.
Can SQL Servers linked to other servers like Oracle?SQL Server can be lined to any server provided it has OLE-DB provider from Microsoft to allow a link.
E.g. Oracle has a OLE-DB provider for oracle that Microsoft provides to add it as linked server to SQL Server group.
How to know which index a table is using?SELECT table_name,index_name FROM user_constraints How to copy the tables, schema and views from one SQL server to another?
Microsoft SQL Server 2000 Data Transformation Services (DTS) is a set of graphical tools and programmable objects that lets user extract, transform, and consolidate data from disparate sources into single or multiple destinations.
What is Self Join?
This is a particular case when one table joins to itself, with one or two aliases to avoid confusion. A self join can be of any type, as long as the joined tables are the same. A self join is rather unique in that it involves a relationship with only one table. The common example is when company have a hierarchal reporting structure whereby one member of staff reports to another.
What is Cross Join?A cross join that does not have a WHERE clause produces the Cartesian product of the tables involved in the join. The size of a Cartesian product result set is the number of rows in the first table multiplied
by the number of rows in the second table. The common example is when company wants to combine each product with a pricing table to analyze each product at each price.
Which virtual table does a trigger use?Inserted and Deleted.
List few advantages of Stored Procedure.
•Stored procedure can reduced network traffic and latency, boosting application performance.
•Stored procedure execution plans can be reused, staying cached in SQL Server's memory,reducing server overhead.
•Stored procedures help promote code reuse.
•Stored procedures can encapsulate logic. You can change stored procedure code without affecting clients.
•Stored procedures provide better security to your data.
What is DataWarehousing?•Subject-oriented, meaning that the data in the database is organized so that all the data
elements relating to the same real-world event or object are linked together;
•Time-variant, meaning that the changes to the data in the database are tracked and recorded
so that reports can be produced showing changes over time;
•Non-volatile, meaning that data in the database is never over-written or deleted, once
committed, the data is static, read-only, but retained for future reporting;
•Integrated, meaning that the database contains data from most or all of an organization's
operational applications, and that this data is made consistent.
What is OLTP(OnLine Transaction Processing)?
In OLTP - online transaction processing systems relational database design use the discipline of data modeling and generally follow the Codd rules of data normalization in order to ensure absolute data integrity. Using these rules complex information is broken down into its most simple structures (a table)
where all of the individual atomic level elements relate to each other and satisfy the normalization rules.
How do SQL server 2000 and XML linked? Can XML be used to access data?
FOR XML (ROW, AUTO, EXPLICIT)
You can execute SQL queries against existing relational databases to return results as XML rather than standard rowsets. These queries can be executed directly or from within stored procedures. To retrieve XML results, use the FOR XML clause of the SELECT statement and specify an XML mode of RAW, AUTO, or EXPLICIT.
OPENXML
OPENXML is a Transact-SQL keyword that provides a relational/rowset view over an in-memory XML document. OPENXML is a rowset provider similar to a table or a view. OPENXML provides a way to access XML data within the Transact-SQL context by transferring data from an XML document into the relational tables. Thus, OPENXML allows you to manage an XML document and its interaction with the
relational environment.
What is an execution plan? When would you use it? How would you view the execution plan?
An execution plan is basically a road map that graphically or textually shows the data retrieval methods chosen by the SQL Server query optimizer for a stored procedure or ad-hoc query and is a very useful tool for a developer to understand the performance characteristics of a query or stored procedure since the plan is the one that SQL Server will place in its cache and use to execute the stored procedure or query. From within Query Analyzer is an option called "Show Execution Plan" (located on the Query drop-down menu). If this option is turned on it will display query execution plan in separate window when query is ran again.

Wednesday, July 2, 2008

This is image for ETL process

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Where are the Articles on Data Warehouse Testing and Validation Strategy?
http://www.dmreview.com/dmdirect/20021004/5855-1.html
Strategies for Testing Data Warehouse Applications
http://www.dmreview.com/issues/20070601/1086005-1.html



This is image for ETL process

Tuesday, July 1, 2008

ETLQA/Tester Datawarehouse QA/Tester should have

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1.Executing back-end data-driven test efforts with a focus on data transformations between various systems and a data warehouse.Responsible for testing all new and existing ETL data warehouse components.

2.Test ETL software using Informatica.Experienced at testing ETLs and flat file data transfers without relying on a GUI layer.Provide technical suggestions and guidance to QA management for improving QA software testing methodology for data warehouse testing

3.Identify issues on complex testing projects and recommend solutions based on data gathered.Identify, troubleshoot, and propose solutions on potential issues.Analyze, interpret, and approve requirements and design specifications.Responsible for analyzing technical specifications, creating test plans, designing test harnesses and test cases, and executing the test cases.

4Team player who will work very closely with other data warehouse testers and with development team.

Types of Testing during data warehouse testing

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There are several levels of testing that can be performed during data warehouse testing.
1.Constraint testing : 2.Source to target counts Source to Target
3.Source to target data validationField to Field verification
4.Error processingUnderstanding

Friday, March 7, 2008

ETL Tester /DatawarehouseQA/DWT QA




ETL Tester /DatawarehouseQA/DWT QA






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ETL Testing with informatica and oracle

ETL should not be confused with a data creation process. It never creates new data. If a list of hundred employees is being loaded, one more employee cannot be added to the list and make it hundred and one. Or if last name of customer is absent an arbitrary last name cannot be substituted. Data warehouses are not OLTP systems. Duplication of calculations in Source system & the data warehouse should not be attempted, as the numbers will be very difficult to match during QA. Also in future the process in the source system can change that will result in asynchronous data. ETL cannot change the meaning of data. For example for sex ‘M’ and ‘F’ in source system sex flag to ‘1’ and ‘2’ is used in the Data Warehouse respectively. This is OK because this does not change the business meaning of the data. It only has changed the representation of the data. What is ETL?Extract, transform and load (ETL) software, which includes reading data from its source, cleaning it up and formatting it uniformly, and then writing it to the target repository to be exploited.what is Purpose of ETL ? After extraction, the data is transformed, or modified, depending on the specific business logic involved so that it can be sent to the target repository. There are a variety of ways to perform the transformation, and the work involved varies. The data may require reformatting only, but most ETL operations also involve cleansing the data to remove duplicates and enforce consistency. Part of what the software does is examine individual data fields and apply rules to consistently convert the contents to the form required by the target repository or application.







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