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Clustered vs NonClustered Indexes… and data sorting in SQL Server
This post on difference between Clustered Index & Non Clustered Index is a prequel to my blog post on requirement & use of Clustered index & NonClustered index, [link].
As per MS BOL (MSDN) in SQL Server, indexes are organized as B-trees. Each page in an index B-tree is called an index node. The top node of the B-tree is called the root node. The bottom level of nodes in the index is called the leaf nodes. Any index levels between the root and the leaf nodes are collectively known as intermediate levels.
In Clustered index: (MSDN)
1. The Leaf nodes contain the Data pages of the underlying table.
2. The Root and Intermediate level nodes contain Index pages holding Index rows.
3. Each Index row contains a Key value and a pointer to either an Intermediate level page in the B-tree, or a Data row in the Leaf level of the Index. The Pages in each level of the Index are linked in a Doubly-linked list.
4. The Pages in the Data chain and the rows in them are ordered on the value of the Clustered Index key.
5. There can be only one Clustered Index on a table.
6. Does not support Included column, because they already contain all the columns which are not in the index as Included columns.
In NonClustered Index: (MSDN)
1. The Leaf layer of a NonClustered index is made up of Index pages instead of Data pages.
2. Each Index row in the NonClustered index contains the NonClustered Key value and a row locator. This locator points to the Data row in the Clustered index or Heap having the Key value.
2.a. If the table is a Heap, which means it does not have a Clustered index, the row locator is a pointer to the row.
2.b. If the table has a Clustered index, or the index is on an Indexed view, the row locator is the Clustered index Key for the row. SQL Server retrieves the data row by searching the Clustered index using the Clustered index Key stored in the Leaf row of the NonClustered index.
3. The Data rows of the underlying table are not sorted and stored in order based on their nonclustered keys.
4. Each table can have up to 249 & 999 nonclustered indexes on SQL Server 2005 & 2008 respectively.
Indexing & data Sorting: (MSDN)
As per MS BOL, a Clustered Index only reorganizes the data pages so that the rows are logically sorted in Clustered Index order. The pages are not guaranteed to be ordered physically. SQL Server doesn’t necessarily store the data physically on the disk in clustered-index order, but while creating an index, SQL Server attempts to physically order the data as close to the logical order as possible. Each page in an index’s leaf level has a pointer to the page that logically precedes the current page and to the page that logically follows the current page, thereby creating a doubly linked list. The sysindexes table contains the address of the first leaf-level page. Because the data is guaranteed to be logically in clustered-index order, SQL Server can just start at the first page and follow the index pointers from one page to the next to retrieve the data in order.
So its not guaranteed about the physical ordering of records/rows if a table has Clustered Index on it. It is a common misconsecption among people that Clustered Index sorts data physically & Non Clustered Index sorts data logically.
Also discussed this topic on MSDN’s TSQL forum and got several expert comments & answers: http://social.msdn.microsoft.com/Forums/en-US/transactsql/thread/1c98a7ee-7e60-4730-a38c-f0e3f0deddba
More Info on ordering: https://sqlwithmanoj.com/2013/06/02/clustered-index-do-not-guarantee-physically-ordering-or-sorting-of-rows/
Using ORDER BY with CASE in SQL Queries
ORDER BY clause orders the result set of a SQL query for a particular or specific set of columns provided in ORDER BY clause.
Ever wonder to tweak that order. Lets take a scenario when you fill out an online form. When you reach at Country dropdown you get lots of County names to select. But if your Country is not listed there, there an “Other” option and that too at the bottom. Why it is not ordered with other Country names alphabetically? How come it reached that bottom? Lets see how can we get that resultset by using ORDER BY CASE.
-- Create a Country table CREATE TABLE Country (ID INT IDENTITY(1,1), cname VARCHAR(50)) -- Insert dummy data INSERT INTO Country SELECT 'Afghanistan' UNION SELECT 'Australia' UNION SELECT 'France' UNION SELECT 'Oman' UNION SELECT 'United States' UNION SELECT 'Singapore' UNION SELECT 'Other' -- SELECT with plain ORDER BY SELECT * FROM Country ORDER BY cname
ID cname
1 Afghanistan
2 Australia
3 France
4 Oman
5 Other
6 Singapore
7 United States
Here you will see the "Other" option just below "Oman". It should not be here,
because it is not a Country name and the user should should see this
option at the bottom.
-- SELECT with ORDER BY CASE SELECT * FROM Country ORDER BY CASE WHEN cname='other' THEN 1 ELSE 0 END
ID cname
1 Afghanistan
2 Australia
3 France
4 Oman
6 Singapore
7 United States
5 Other
Applying ORDER BY clause with CASE tweaks the "Other" option and places it at the
bottom. Other than Country this logic can be applied for other things like,
University Name, City, State, etc.
-- Final Cleanup DROP TABLE Country
[NOT] IN, [NOT] EXISTS, JOINS with NULL values
Using NOT IN could be dangerous and may result to incorrect results at times.
Let’s check this by a step by step example:
use [tempdb] go -- Create test tables and fill test data: CREATE TABLE [dbo].TestTable(AID int NOT NULL) INSERT INTO TestTable(AID) values (1) INSERT INTO TestTable(AID) values (2) INSERT INTO TestTable(AID) values (3) INSERT INTO TestTable(AID) values (4) go create TABLE TableWithNull(BID int NULL DEFAULT(NULL)) INSERT INTO TableWithNull(BID) VALUES(NULL) INSERT INTO TableWithNull(BID) VALUES(0) INSERT INTO TableWithNull(BID) VALUES(1) INSERT INTO TableWithNull(BID) VALUES(2) GO -- Check inserted records: SELECT * FROM TableWithNull -- NULL, 0, 1, 2 select * from TestTable -- 1, 2, 3, 4
–> Using IN & NOT IN
select * from TestTable where AID in (SELECT BID FROM TableWithNull) -- 1, 2 select * from TestTable where AID not in (SELECT BID FROM TableWithNull) -- 0 rows (expected 3, 4)
SQL is a set-based language, any set containing NULL value makes it whole as NULL. Because NULL is unknown and anything added to it also becomes unknown. Thus above SQL statement results 0 rows. To make it work you have to treat the NULL and add a WHERE clause or use EXISTS instead of IN shown below:
select * from TestTable where AID not in (SELECT BID FROM TableWithNull where BID is not null) -- 3, 4 (expected result) go
–> Using EXISTS & NOT EXISTS
select * from TestTable A where exists (SELECT * FROM TableWithNull B where A.AID = B.BID) -- 1, 2 select * from TestTable A where not exists (SELECT * FROM TableWithNull B where A.AID = B.BID) -- 3, 4 go
NOTE: EXISTS keyword is a good way to check sub-queries, this makes them co-related sub-queries. With EXISTS you don’t even need to provide any column name, just use “SELECT *”, as it does not use the SELECT list at all.
With IN you can only compare one column, but with EXISTS you can compare multiple columns within outer & inner queries (sub-queries or derived queries).
–> Using JOINS in place of IN() & EXISTS()
select A.* -- 1, 2 from TestTable A JOIN TableWithNull B ON A.AID = B.BID select A.* -- 3, 4 from TestTable A LEFT JOIN TableWithNull B ON A.AID = B.BID WHERE B.BID IS NULL go
–> Here’s another catch, weird behavior:
select * from TestTable where AID not in (SELECT AID FROM TableWithNull) -- Query works even when AID column is not in [TableWithNULL] table. -- [AID] column does not belong to [TableWithNull] table, but the query still work and won't give any error. -- So its always adviced to use table alias, shown below: select * from TestTable A where A.AID not in (SELECT B.AID FROM TableWithNull B) -- Invalid column name 'AID'.
NOTE: So always try to provide ALIAS you your tables and use it with COLUMN names in your queries.
-- Final Cleanup drop table TableWithNull drop table TestTable go
Clustered Indexes, Non Clustered Indexes & why?
Creating Indexes on tables reduces the query retrieval time and increase the efficiency of SQL queries or statements fired against a database in SQL Server. Indexes are just like a Table of Contents in front side of the book or Index section at the back side of the book.
There are mainly 2 types of Indexes, CLUSTERED & NON-CLUSTERED index which can be created on a table.
– Clustered indexes are similar to a telephone directory where you search a person’s name alphabetically and get his phone number there only.
– Non Clustered indexes are similar to the Index of a book where you get the page number of the item you were searching for. Then turn to that page and read what you were looking for.
According to MS BOL one can create only one Clustered index & as many 249 Non Clustered indexes on a single table.
But why there is a need to create these indexes, what causes the fast retrival of data from the tables.
Let’s check this by creating a large table and creating these Indexes one by one and checking as we go one:
USE [AdventureWorks] GO select * from Sales.SalesOrderDetail -- Total 121317 records select * from Production.Product -- Total 504 records SELECT s.SalesOrderDetailID, s.SalesOrderID, s.ProductID, p.Name as ProductName, s.ModifiedDate INTO IndexTestTable FROM Sales.SalesOrderDetail s JOIN Production.Product p on p.ProductID = s.ProductID GO -- Test the table without any Indexes which is also a HEAP SELECT TOP 10 * FROM IndexTestTable --//////////////////////////////////////////////// --// Scenario 1 : When there is no Clustered Index --//////////////////////////////////////////////// SET STATISTICS PROFILE ON SET STATISTICS TIME ON SELECT SalesOrderDetailID FROM IndexTestTable WHERE SalesOrderDetailID = 60000 SET STATISTICS TIME OFF SET STATISTICS PROFILE OFF GO
CPU time = 15 ms, elapsed time = 17 ms. SELECT [SalesOrderDetailID] FROM [IndexTestTable] WHERE [SalesOrderDetailID]=@1 |--Table Scan(OBJECT:([AdventureWorks].[dbo].[IndexTestTable]), WHERE:([AdventureWorks].[dbo].[IndexTestTable].[SalesOrderDetailID]=[@1]))
It does a Table SCAN and takes 15ms of CPU time and elapsed time of 17ms. As the table is a HEAP so it will always SCAN the for matching rows in the entire table. To do a SEEK there must be an ordering of rows which can be done by putting a Primary key column which automatically creates a CLUSTERED INDEX OR creating a CLUSTERED INDEX explicitly shown below would do the ordering.
--// Create Clustered Index on SalesOrderDetailID column CREATE UNIQUE CLUSTERED INDEX IDX_UCI_SalesOrderDetailID ON IndexTestTable (SalesOrderDetailID) GO --// Check with Clustered Index SET STATISTICS PROFILE ON SET STATISTICS TIME ON SELECT SalesOrderDetailID FROM IndexTestTable WHERE SalesOrderDetailID = 60000 SET STATISTICS TIME OFF SET STATISTICS PROFILE OFF GO
CPU time = 0 ms, elapsed time = 1 ms. SELECT [SalesOrderDetailID] FROM [IndexTestTable] WHERE [SalesOrderDetailID]=@1 |--Clustered Index Seek(OBJECT:([AdventureWorks].[dbo].[IndexTestTable].[IDX_UCI_SalesOrderDetailID]), SEEK:([AdventureWorks].[dbo].[IndexTestTable].[SalesOrderDetailID]=[@1]) ORDERED FORWARD)
Now as shown above this does a Clustered Index SEEK after the creation of CLUSTERED Index. After creating an Index the CPU time is reduced to 0ms from 15ms and Elapsed time to 1ms from 17ms. The following queries will also do the SEEK operation:
SELECT SalesOrderDetailID FROM IndexTestTable WHERE SalesOrderDetailID > 60000 SELECT SalesOrderDetailID FROM IndexTestTable WHERE SalesOrderDetailID > 60000 AND SalesOrderDetailID < 70000 SELECT SalesOrderDetailID FROM IndexTestTable WHERE SalesOrderDetailID BETWEEN 60000 AND 70000 --//////////////////////////////////////////////////// --// Scenario 2 : When there is no Non-Clustered Index --//////////////////////////////////////////////////// SET STATISTICS PROFILE ON SET STATISTICS TIME ON SELECT SalesOrderDetailID FROM IndexTestTable WHERE SalesOrderID = 65000 AND ProductID = 711 SET STATISTICS TIME OFF SET STATISTICS PROFILE OFF GO
CPU time = 16 ms, elapsed time = 15 ms. SELECT [SalesOrderDetailID] FROM [IndexTestTable] WHERE [SalesOrderID]=@1 AND [ProductID]>@2 |--Clustered Index Scan(OBJECT:([AdventureWorks].[dbo].[IndexTestTable].[IDX_UCI_SalesOrderDetailID]), WHERE:([AdventureWorks].[dbo].[IndexTestTable].[SalesOrderID]=[@1] AND [AdventureWorks].[dbo].[IndexTestTable].[ProductID]>CONVERT_IMPLICIT(int,[@2],0)))
Now, for every situation or query the query optimizer will not do SEEK. In first query the INDEX was created on SalesOrderDetailID column, so it will not do a SEEK if query is applied on other columns. You would need to create a another INDEX for those columns. But you can create only one CLUSTERED INDEX. But yes you can also create as many as 249 NONCLUSTERED INDEXES on a table, as shown below.
--// Create Non-Clustered Index on SalesOrderID & ProductID columns CREATE NONCLUSTERED INDEX IDX_NCI_SalesOrderID_ProductID ON IndexTestTable (SalesOrderID, ProductID) GO --// Check with Non Clustered Index SET STATISTICS PROFILE ON SET STATISTICS TIME ON SELECT SalesOrderDetailID FROM IndexTestTable WHERE SalesOrderID = 65000 AND ProductID = 711 SET STATISTICS TIME OFF SET STATISTICS PROFILE OFF GO
CPU time = 0 ms, elapsed time = 1 ms. SELECT [SalesOrderDetailID] FROM [IndexTestTable] WHERE [SalesOrderID]=@1 AND [ProductID]>@2 |--Index Seek(OBJECT:([AdventureWorks].[dbo].[IndexTestTable].[IDX_NCI_SalesOrderID_ProductID]), SEEK:([AdventureWorks].[dbo].[IndexTestTable].[SalesOrderID]=[@1] AND [AdventureWorks].[dbo].[IndexTestTable].[ProductID] > CONVERT_IMPLICIT(int,[@2],0)) ORDERED FORWARD)
It does an Index SEEK, not Clustered Index SEEK. So this time it uses the NONCLUSTERED Index to SEEK the matching rows.
--////////////////////////////////////////////////////////////////////////// --// Scenario 3 : When there is no Non-Clustered Index with Included Columns --////////////////////////////////////////////////////////////////////////// SET STATISTICS PROFILE ON SET STATISTICS TIME ON SELECT ProductName FROM IndexTestTable WHERE SalesOrderID = 65000 AND ProductID = 711 SET STATISTICS TIME OFF SET STATISTICS PROFILE OFF GO
CPU time = 0 ms, elapsed time = 1 ms.
SELECT [ProductName] FROM [IndexTestTable] WHERE [SalesOrderID]=@1 AND [ProductID]=@2
|--Nested Loops(Inner Join, OUTER REFERENCES:([AdventureWorks].[dbo].[IndexTestTable].[SalesOrderDetailID]))
|--Index Seek(OBJECT:([AdventureWorks].[dbo].[IndexTestTable].[IDX_NCI_SalesOrderID_ProductID]),
SEEK:([AdventureWorks].[dbo].[IndexTestTable].[SalesOrderID]=(65000)
AND [AdventureWorks].[dbo].[IndexTestTable].[ProductID]=(711)) ORDERED FORWARD)
|--Clustered Index Seek(OBJECT:([AdventureWorks].[dbo].[IndexTestTable].[IDX_UCI_SalesOrderDetailID]),
SEEK:([AdventureWorks].[dbo].[IndexTestTable].[SalesOrderDetailID]=
[AdventureWorks].[dbo].[IndexTestTable].[SalesOrderDetailID]) LOOKUP ORDERED FORWARD)
It still does an Index SEEK, no problem. Please note that it uses both the Indexes CLUSTERED & NONCLUSTERED.
But when you change the WHERE clause and increase the range of selected items then it does a Index SCAN.
SET STATISTICS PROFILE ON SET STATISTICS TIME ON SELECT ProductName FROM IndexTestTable WHERE SalesOrderID > 57916 AND ProductID > 900 SET STATISTICS TIME OFF SET STATISTICS PROFILE OFF GO
CPU time = 32 ms, elapsed time = 709 ms. SELECT [ProductName] FROM [IndexTestTable] WHERE [SalesOrderID]>@1 AND [ProductID]>@2 |--Clustered Index Scan(OBJECT:([AdventureWorks].[dbo].[IndexTestTable].[IDX_UCI_SalesOrderDetailID]), WHERE:([AdventureWorks].[dbo].[IndexTestTable].[SalesOrderID]>(57916) AND [AdventureWorks].[dbo].[IndexTestTable].[ProductID]>(900)))
--// Create NONCLUSTERED Covering Index on SalesOrderID, ProductID with Included Columns on SalesOrderDetailID CREATE NONCLUSTERED INDEX IDX_NCCI_IndexTestTable_SalesOrderID_ProductID ON IndexTestTable (SalesOrderID, ProductID) INCLUDE (ProductName) GO SET STATISTICS PROFILE ON SET STATISTICS TIME ON SELECT ProductName FROM IndexTestTable WHERE SalesOrderID > 57916 AND ProductID > 900 SET STATISTICS TIME OFF SET STATISTICS PROFILE OFF GO
CPU time = 0 ms, elapsed time = 654 ms. SELECT [ProductName] FROM [IndexTestTable] WHERE [SalesOrderID]>@1 AND [ProductID]>@2 |--Index Seek(OBJECT:([AdventureWorks].[dbo].[IndexTestTable].[IDX_NCCI_IndexTestTable_SalesOrderID_ProductID]), SEEK:([AdventureWorks].[dbo].[IndexTestTable].[SalesOrderID] > (57916)), WHERE:([AdventureWorks].[dbo].[IndexTestTable].[ProductID]>(900)) ORDERED FORWARD)
Now, again the query optimizer uses Index SEEK, but it uses the new NONCLUSTERED INDEX with INCLUDED column.
-- Final Cleanup DROP TABLE IndexTestTable
Related MS BOL links: http://msdn.microsoft.com/en-us/library/aa933131%28v=sql.80%29.aspx
BOL links for CLUSTERED Index vs NONCLUSTERED Index:-
http://www.devtoolshed.com/content/clustered-index-vs-non-clustered-index-sql-server
http://www.mssqlcity.com/FAQ/General/clustered_vs_nonclustered_indexes.htm
http://forums.devx.com/showthread.php?t=19018





Generate SCRIPT or SOURCE CODE of DB Objects: Functions, Stored Procedures, Views, Triggers, ect
The metadata in SQL Server contains the information and code of the Database Objects, like Functions, Stored Procedures, Views, Triggers, etc.
Following are the 3 main ways you can get or generate Script or Source Code of these DB Objects:
USE [AdventureWorks] GO -- Method #1 SELECT ROUTINE_DEFINITION, ROUTINE_NAME, ROUTINE_TYPE FROM INFORMATION_SCHEMA.ROUTINES WHERE ROUTINE_NAME = 'ufnGetContactInformation'; GO -- Method #2 select c.text, object_name(c.id), o.type from sys.syscomments c join sys.sysobjects o on o.id = c.id where c.id = object_ID('ufnGetContactInformation'); GO <p>-- Method #3 exec sp_helptext 'dbo.ufnGetContactInformation'; GOMore about SQL Server metadata: https://sqlwithmanoj.wordpress.com/2010/12/06/querying-sql-server-metadata/