- SQL Server Reference Guide
- Introduction
- SQL Server Reference Guide Overview
- Table of Contents
- Microsoft SQL Server Defined
- SQL Server Editions
- SQL Server Access
- Informit Articles and Sample Chapters
- Online Resources
- Microsoft SQL Server Features
- SQL Server Books Online
- Clustering Services
- Data Transformation Services (DTS) Overview
- Replication Services
- Database Mirroring
- Natural Language Processing (NLP)
- Analysis Services
- Microsot SQL Server Reporting Services
- XML Overview
- Notification Services for the DBA
- Full-Text Search
- SQL Server 2005 - Service Broker
- Using SQL Server as a Web Service
- SQL Server Encryption Options Overview
- SQL Server 2008 Overview
- SQL Server 2008 R2 Overview
- SQL Azure
- The Utility Control Point and Data Application Component, Part 1
- The Utility Control Point and Data Application Component, Part 2
- Microsoft SQL Server Administration
- The DBA Survival Guide: The 10 Minute SQL Server Overview
- Preparing (or Tuning) a Windows System for SQL Server, Part 1
- Preparing (or Tuning) a Windows System for SQL Server, Part 2
- Installing SQL Server
- Upgrading SQL Server
- SQL Server 2000 Management Tools
- SQL Server 2005 Management Tools
- SQL Server 2008 Management Tools
- SQL Azure Tools
- Automating Tasks with SQL Server Agent
- Run Operating System Commands in SQL Agent using PowerShell
- Automating Tasks Without SQL Server Agent
- Storage – SQL Server I/O
- Service Packs, Hotfixes and Cumulative Upgrades
- Tracking SQL Server Information with Error and Event Logs
- Change Management
- SQL Server Metadata, Part One
- SQL Server Meta-Data, Part Two
- Monitoring - SQL Server 2005 Dynamic Views and Functions
- Monitoring - Performance Monitor
- Unattended Performance Monitoring for SQL Server
- Monitoring - User-Defined Performance Counters
- Monitoring: SQL Server Activity Monitor
- SQL Server Instances
- DBCC Commands
- SQL Server and Mail
- Database Maintenance Checklist
- The Maintenance Wizard: SQL Server 2000 and Earlier
- The Maintenance Wizard: SQL Server 2005 (SP2) and Later
- The Web Assistant Wizard
- Creating Web Pages from SQL Server
- SQL Server Security
- Securing the SQL Server Platform, Part 1
- Securing the SQL Server Platform, Part 2
- SQL Server Security: Users and other Principals
- SQL Server Security – Roles
- SQL Server Security: Objects (Securables)
- Security: Using the Command Line
- SQL Server Security - Encrypting Connections
- SQL Server Security: Encrypting Data
- SQL Server Security Audit
- High Availability - SQL Server Clustering
- SQL Server Configuration, Part 1
- SQL Server Configuration, Part 2
- Database Configuration Options
- 32- vs 64-bit Computing for SQL Server
- SQL Server and Memory
- Performance Tuning: Introduction to Indexes
- Statistical Indexes
- Backup and Recovery
- Backup and Recovery Examples, Part One
- Backup and Recovery Examples, Part Two: Transferring Databases to Another System (Even Without Backups)
- SQL Profiler - Reverse Engineering An Application
- SQL Trace
- SQL Server Alerts
- Files and Filegroups
- Partitioning
- Full-Text Indexes
- Read-Only Data
- SQL Server Locks
- Monitoring Locking and Deadlocking
- Controlling Locks in SQL Server
- SQL Server Policy-Based Management, Part One
- SQL Server Policy-Based Management, Part Two
- SQL Server Policy-Based Management, Part Three
- Microsoft SQL Server Programming
- An Outline for Development
- Database
- Database Services
- Database Objects: Databases
- Database Objects: Tables
- Database Objects: Table Relationships
- Database Objects: Keys
- Database Objects: Constraints
- Database Objects: Data Types
- Database Objects: Views
- Database Objects: Stored Procedures
- Database Objects: Indexes
- Database Objects: User Defined Functions
- Database Objects: Triggers
- Database Design: Requirements, Entities, and Attributes
- Business Process Model Notation (BPMN) and the Data Professional
- Business Questions for Database Design, Part One
- Business Questions for Database Design, Part Two
- Database Design: Finalizing Requirements and Defining Relationships
- Database Design: Creating an Entity Relationship Diagram
- Database Design: The Logical ERD
- Database Design: Adjusting The Model
- Database Design: Normalizing the Model
- Creating The Physical Model
- Database Design: Changing Attributes to Columns
- Database Design: Creating The Physical Database
- Database Design Example: Curriculum Vitae
- NULLs
- The SQL Server Sample Databases
- The SQL Server Sample Databases: pubs
- The SQL Server Sample Databases: NorthWind
- The SQL Server Sample Databases: AdventureWorks
- The SQL Server Sample Databases: Adventureworks Derivatives
- UniversalDB: The Demo and Testing Database, Part 1
- UniversalDB: The Demo and Testing Database, Part 2
- UniversalDB: The Demo and Testing Database, Part 3
- UniversalDB: The Demo and Testing Database, Part 4
- Getting Started with Transact-SQL
- Transact-SQL: Data Definition Language (DDL) Basics
- Transact-SQL: Limiting Results
- Transact-SQL: More Operators
- Transact-SQL: Ordering and Aggregating Data
- Transact-SQL: Subqueries
- Transact-SQL: Joins
- Transact-SQL: Complex Joins - Building a View with Multiple JOINs
- Transact-SQL: Inserts, Updates, and Deletes
- An Introduction to the CLR in SQL Server 2005
- Design Elements Part 1: Programming Flow Overview, Code Format and Commenting your Code
- Design Elements Part 2: Controlling SQL's Scope
- Design Elements Part 3: Error Handling
- Design Elements Part 4: Variables
- Design Elements Part 5: Where Does The Code Live?
- Design Elements Part 6: Math Operators and Functions
- Design Elements Part 7: Statistical Functions
- Design Elements Part 8: Summarization Statistical Algorithms
- Design Elements Part 9:Representing Data with Statistical Algorithms
- Design Elements Part 10: Interpreting the Data—Regression
- Design Elements Part 11: String Manipulation
- Design Elements Part 12: Loops
- Design Elements Part 13: Recursion
- Design Elements Part 14: Arrays
- Design Elements Part 15: Event-Driven Programming Vs. Scheduled Processes
- Design Elements Part 16: Event-Driven Programming
- Design Elements Part 17: Program Flow
- Forming Queries Part 1: Design
- Forming Queries Part 2: Query Basics
- Forming Queries Part 3: Query Optimization
- Forming Queries Part 4: SET Options
- Forming Queries Part 5: Table Optimization Hints
- Using SQL Server Templates
- Transact-SQL Unit Testing
- Index Tuning Wizard
- Unicode and SQL Server
- SQL Server Development Tools
- The SQL Server Transact-SQL Debugger
- The Transact-SQL Debugger, Part 2
- Basic Troubleshooting for Transact-SQL Code
- An Introduction to Spatial Data in SQL Server 2008
- Performance Tuning
- Performance Tuning SQL Server: Tools and Processes
- Performance Tuning SQL Server: Tools Overview
- Creating a Performance Tuning Audit - Defining Components
- Creating a Performance Tuning Audit - Evaluation Part One
- Creating a Performance Tuning Audit - Evaluation Part Two
- Creating a Performance Tuning Audit - Interpretation
- Creating a Performance Tuning Audit - Developing an Action Plan
- Understanding SQL Server Query Plans
- Performance Tuning: Implementing Indexes
- Performance Monitoring Tools: Windows 2008 (and Higher) Server Utilities, Part 1
- Performance Monitoring Tools: Windows 2008 (and Higher) Server Utilities, Part 2
- Performance Monitoring Tools: Windows System Monitor
- Performance Monitoring Tools: Logging with System Monitor
- Performance Monitoring Tools: User Defined Counters
- General Transact-SQL (T-SQL) Performance Tuning, Part 1
- General Transact-SQL (T-SQL) Performance Tuning, Part 2
- General Transact-SQL (T-SQL) Performance Tuning, Part 3
- Performance Monitoring Tools: An Introduction to SQL Profiler
- Performance Tuning: Introduction to Indexes
- Performance Monitoring Tools: SQL Server 2000 Index Tuning Wizard
- Performance Monitoring Tools: SQL Server 2005 Database Tuning Advisor
- Performance Monitoring Tools: SQL Server Management Studio Reports
- Performance Monitoring Tools: SQL Server 2008 Activity Monitor
- The SQL Server 2008 Management Data Warehouse and Data Collector
- Performance Monitoring Tools: Evaluating Wait States with PowerShell and Excel
- Practical Applications
- Choosing the Back End
- The DBA's Toolbox, Part 1
- The DBA's Toolbox, Part 2
- Scripting Solutions for SQL Server
- Building a SQL Server Lab
- Using Graphics Files with SQL Server
- Enterprise Resource Planning
- Customer Relationship Management (CRM)
- Building a Reporting Data Server
- Building a Database Documenter, Part 1
- Building a Database Documenter, Part 2
- Data Management Objects
- Data Management Objects: The Server Object
- Data Management Objects: Server Object Methods
- Data Management Objects: Collections and the Database Object
- Data Management Objects: Database Information
- Data Management Objects: Database Control
- Data Management Objects: Database Maintenance
- Data Management Objects: Logging the Process
- Data Management Objects: Running SQL Statements
- Data Management Objects: Multiple Row Returns
- Data Management Objects: Other Database Objects
- Data Management Objects: Security
- Data Management Objects: Scripting
- Powershell and SQL Server - Overview
- PowerShell and SQL Server - Objects and Providers
- Powershell and SQL Server - A Script Framework
- Powershell and SQL Server - Logging the Process
- Powershell and SQL Server - Reading a Control File
- Powershell and SQL Server - SQL Server Access
- Powershell and SQL Server - Web Pages from a SQL Query
- Powershell and SQL Server - Scrubbing the Event Logs
- SQL Server 2008 PowerShell Provider
- SQL Server I/O: Importing and Exporting Data
- SQL Server I/O: XML in Database Terms
- SQL Server I/O: Creating XML Output
- SQL Server I/O: Reading XML Documents
- SQL Server I/O: Using XML Control Mechanisms
- SQL Server I/O: Creating Hierarchies
- SQL Server I/O: Using HTTP with SQL Server XML
- SQL Server I/O: Using HTTP with SQL Server XML Templates
- SQL Server I/O: Remote Queries
- SQL Server I/O: Working with Text Files
- Using Microsoft SQL Server on Handheld Devices
- Front-Ends 101: Microsoft Access
- Comparing Two SQL Server Databases
- English Query - Part 1
- English Query - Part 2
- English Query - Part 3
- English Query - Part 4
- English Query - Part 5
- RSS Feeds from SQL Server
- Using SQL Server Agent to Monitor Backups
- Reporting Services - Creating a Maintenance Report
- SQL Server Chargeback Strategies, Part 1
- SQL Server Chargeback Strategies, Part 2
- SQL Server Replication Example
- Creating a Master Agent and Alert Server
- The SQL Server Central Management System: Definition
- The SQL Server Central Management System: Base Tables
- The SQL Server Central Management System: Execution of Server Information (Part 1)
- The SQL Server Central Management System: Execution of Server Information (Part 2)
- The SQL Server Central Management System: Collecting Performance Metrics
- The SQL Server Central Management System: Centralizing Agent Jobs, Events and Scripts
- The SQL Server Central Management System: Reporting the Data and Project Summary
- Time Tracking for SQL Server Operations
- Migrating Departmental Data Stores to SQL Server
- Migrating Departmental Data Stores to SQL Server: Model the System
- Migrating Departmental Data Stores to SQL Server: Model the System, Continued
- Migrating Departmental Data Stores to SQL Server: Decide on the Destination
- Migrating Departmental Data Stores to SQL Server: Design the ETL
- Migrating Departmental Data Stores to SQL Server: Design the ETL, Continued
- Migrating Departmental Data Stores to SQL Server: Attach the Front End, Test, and Monitor
- Tracking SQL Server Timed Events, Part 1
- Tracking SQL Server Timed Events, Part 2
- Patterns and Practices for the Data Professional
- Managing Vendor Databases
- Consolidation Options
- Connecting to a SQL Azure Database from Microsoft Access
- SharePoint 2007 and SQL Server, Part One
- SharePoint 2007 and SQL Server, Part Two
- SharePoint 2007 and SQL Server, Part Three
- Querying Multiple Data Sources from a Single Location (Distributed Queries)
- Importing and Exporting Data for SQL Azure
- Working on Distributed Teams
- Professional Development
- Becoming a DBA
- Certification
- DBA Levels
- Becoming a Data Professional
- SQL Server Professional Development Plan, Part 1
- SQL Server Professional Development Plan, Part 2
- SQL Server Professional Development Plan, Part 3
- Evaluating Technical Options
- System Sizing
- Creating a Disaster Recovery Plan
- Anatomy of a Disaster (Response Plan)
- Database Troubleshooting
- Conducting an Effective Code Review
- Developing an Exit Strategy
- Data Retention Strategy
- Keeping Your DBA/Developer Job in Troubled Times
- The SQL Server Runbook
- Creating and Maintaining a SQL Server Configuration History, Part 1
- Creating and Maintaining a SQL Server Configuration History, Part 2
- Creating an Application Profile, Part 1
- Creating an Application Profile, Part 2
- How to Attend a Technical Conference
- Tips for Maximizing Your IT Budget This Year
- The Importance of Blue-Sky Planning
- Application Architecture Assessments
- Transact-SQL Code Reviews, Part One
- Transact-SQL Code Reviews, Part Two
- Cloud Computing (Distributed Computing) Paradigms
- NoSQL for the SQL Server Professional, Part One
- NoSQL for the SQL Server Professional, Part Two
- Object-Role Modeling (ORM) for the Database Professional
- Business Intelligence
- BI Explained
- Developing a Data Dictionary
- BI Security
- Gathering BI Requirements
- Source System Extracts and Transforms
- ETL Mechanisms
- Business Intelligence Landscapes
- Business Intelligence Layouts and the Build or Buy Decision
- A Single Version of the Truth
- The Operational Data Store (ODS)
- Data Marts – Combining and Transforming Data
- Designing Data Elements
- The Enterprise Data Warehouse — Aggregations and the Star Schema
- On-Line Analytical Processing (OLAP)
- Data Mining
- Key Performance Indicators
- BI Presentation - Client Tools
- BI Presentation - Portals
- Implementing ETL - Introduction to SQL Server 2005 Integration Services
- Building a Business Intelligence Solution, Part 1
- Building a Business Intelligence Solution, Part 2
- Building a Business Intelligence Solution, Part 3
- Tips and Troubleshooting
- SQL Server and Microsoft Excel Integration
- Tips for the SQL Server Tools: SQL Server 2000
- Tips for the SQL Server Tools – SQL Server 2005
- Transaction Log Troubles
- SQL Server Connection Problems
- Orphaned Database Users
- Additional Resources
- Tools and Downloads
- Utilities (Free)
- Tool Review (Free): DBDesignerFork
- Aqua Data Studio
- Microsoft SQL Server Best Practices Analyzer
- Utilities (Cost)
- Quest Software's TOAD for SQL Server
- Quest Software's Spotlight on SQL Server
- SQL Server on Microsoft's Virtual PC
- Red Gate SQL Bundle
- Microsoft's Visio for Database Folks
- Quest Capacity Manager
- SQL Server Help
- Visual Studio Team Edition for Database Professionals
- Microsoft Assessment and Planning Solution Accelerator
- Aggregating Server Data from the MAPS Tool
Tuning is a complete exercise, involving everything from the client application code in programming languages like C# or Visual Basic, through the network layer, the hardware, the settings on the server and so on. In this section of the SQL Server Guide I’ve explained a strategy you can follow to determine the components in this path and find out where the bottleneck is in your performance.
But at some point you end up in the database, and more specifically, what you’re asking the database to do. That’s what this tutorial is about — the methods and tools you can use to tune your queries.
By the way, most data professionals refer to any statement that is run on a SQL Server as a “query,” even when it doesn’t return any data. It’s just a convenient way to say “Transact-SQL statements.”
Knowledge is Power
As you read through this series of articles, you’ll learn a lot about how queries work in Transact-SQL in SQL Server 2005 and higher, and how you can change them to work faster. This process is called “re-factoring,” and you should learn to do it during the development process. It’s a lot harder to change functional code, so the best time to do this work is before the code goes to production. Rather than focus on specific query problems, I’ll explain some basic ideas that detail how the query process works, and then you can extrapolate that out to your environment. The general ideas hold for SQL Server 2000 and earlier, but those versions don’t have the tools I’ll show you here.
As always, you should run everything you see here on your test or development workstation. The commands I’ll show you, especially for the testing part of the exercises, will actually slow down your queries in production, so don’t do any of this work there. You should also download and install the sample databases for SQL Server, as I’ve explained in previous tutorials. That will allow you to work through the examples I have here, and then once you’re comfortable you can test out the concepts on your production code.
So how does a query actually work? What happens between the time you send a statement to the server and when you get the results back? Quite a bit.
I’ll assume that you’re on a system separate from your server. While the process is largely the same even if you’re running the queries on the server, adding in the client and network layer does have an impact. The point is that your application will format up the query using the SQL Server “library” on the client system. All Microsoft operating systems have the libraries to communicate with a SQL Server system, but unless newer libraries have been added by an installation or administrator, the communication won’t be as optimized as it could be. So the first step in tuning is to understand what the client environment looks like.
This also holds true for the network library. Once the code formats the request for the SQL Server library, it is bundled onto the network layer. Based on the default protocol the user has in place, and whether or not the developer chooses another, you’ll see different behavior in the application. This has to do with the size of the network transmission (often called a “packet”) and the error-handling for the network.
This process continues on the server end of the transaction. The network library intercepts the packet, and the sends it on to the SQL Server Engine for processing. There are a series of Engine components that dissect the query and send it on to the right place.
It might surprise you to learn that SQL Server does not use the Transact-SQL statements that you send in the same order that you send them. In fact, the T-SQL is turned into something else entirely. And it is processed in this order:
- FROM
- ON
- OUTER JOIN
- WHERE
- GROUP BY
- CUBE and ROLLUP
- HAVING
- SELECT
- DISTINCT
- ORDER BY
- TOP
When you send a query request, a set of “Virtual Tables” are created that contain this information. The Query Processor uses the order above to see if the data is already available in a series of “caches,” or memory locations. If the data, or the way to get to the data, is there, it sends the data back or uses the “Query Plan” to quickly locate the data. If the data isn’t in the cache, it reads from the disk (and I/O operation). If the Query Plan (just called the “Plan”) isn’t in memory cache, it creates one, pushing the least used Plan out of memory.
So you can see that memory makes a difference, as does the frequency of the data access. If you have the right amount of memory, then the queries get faster as the users run them!
As you can also see from the order of operations above, the data you are retrieving matters as well. It’s best to make everything as “selective” (meaning unique) as possible.
There are lots of ways to look at the cache to see what is available, how the memory is being used and so on, but I’ll leave that for another tutorial. For now, let’s set up an environment so that you can test a query or two to see how things are working. Again, don’t do this on production! You’ll trash your performance there, which is exactly what you’re trying NOT to do.
The Performance Testing Process
If you want to follow along, open a query tool (I’m using SQL Server Management Studio here) and run the statements as I show them. The first thing I do is to force SQL Server to commit all transactions that are “in flight” on my system. I use the CHECKPOINT command for that. The next thing I do is to clear out the cache and all of the memory buffers to make sure I start with a “blank slate.” I use the DBCC commands of FREEPROCCACHE and DROPCLEANBUFFERS to do that. Here are the commands I run when I start my tuning tests:
/* Performance Tuning.sql Purpose: Demonstrates Performance Tuning for Queries Author: Buck Woody Last Edited: 11/15/2008 Notes: I’ll use the AdventureWorks database for the tests, since it has a lot of data and some good indexes. */ USE AdventureWorks; GO /* First, I need to clear everything out to have a "clean" testing environment */ CHECKPOINT; DBCC FREEPROCCACHE; DBCC DROPCLEANBUFFERS; GO
At this point, I want to start testing my queries. The tables I’m working with might already have Indexes or not, but I’ll leave that discussion alone for a moment - I’ll come back to it later. Right now I just want to show you how you can find out what your queries are doing.
The first thing you normally care about is how fast the queries run. In SQL Server Management Studio (SSMS) you can just look at the bottom of the screen - everything is right there. But you can also display the time your queries are taking by using a few statements to return the time it takes for a query to run. These responses will come back in the “Messages” tab in SSMS:
/* Get info on the query */ SET STATISTICS IO ON SET STATISTICS TIME ON -- For example: SELECT * FROM Person.Contact; GO /* Remember to turn all of that off */ SET STATISTICS IO OFF; GO SET STATISTICS TIME OFF; GO
I run a query this way, and then make my changes (perhaps with the order of the SELECT, a different JOIN or ORDER BY statement and so on, and then run it again.
If you want to perform multiple queries with those differences in one statement, you can “wrap” the statements using a couple of variables where you store the start and stop times. You create the “start” variable, the “end” variable, and then initialize the “start” variable at the top of your code block. You then initialize the “stop” variable at the endo of the run and then use a simple comparison to show the time.
The convenient thing about this method is that you can make several variables to check different sections of your code. You can also store these values in another table for comparison later.
Here’s all of that put into a single script:
/* If you're not in SSMS, this query will measure the time */ DECLARE @BlockStart datetime DECLARE @BlockEnd datetime -- At the beginning: SET @BlockStart = GETDATE() -- First Code here SELECT * FROM Person.Contact -- At the end: SET @BlockEnd = GETDATE() -- Show the difference in Milliseconds SELECT DATEDIFF(ms, @BlockStart, @BlockEnd) AS 'First Run:' -- At the beginning: SET @BlockStart = GETDATE() -- Changed code: SELECT FirstName, LastName FROM Person.Contact -- At the end: SET @BlockEnd = GETDATE() -- Show the difference in Milliseconds SELECT DATEDIFF(ms, @BlockStart, @BlockEnd) AS 'Second Run:'
On my system, this simple test tells me that by not selecting everything (the * part) I saved around 600 milliseconds. While that might not seem like very much, it really adds up when you have thousands of queries a minute running against your data.
In the next article, I’ll explain how you can look at the Query Plan to see the details of what SQL Server is doing to process the query, and how you can use that information to tune the query. In the tutorials that follow I’ll show you the major “problem areas” in most queries so that you can find and fix your performance problems.
InformIT Articles and Sample Chapters
You should read the complete series I have on performance tuning here in the InformIT SQL Server Reference Guide if you’ve come into this tutorial without previously having read it.
Books and eBooks
You can’t do better than SQL Performance Tuning by Peter Gulutzan and Trudy Pelzer. (Read in Safari Books Online)
Online Resources
Here’s the best SQL Server Performance Tuning site on the planet.