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Indexing

No, You Can’t Calculate the Tipping Point with Simple Percentages.

May 7, 2020

This morning, Greg Gonzalez (who I respect) posted about visualizing the tipping point with Plan Explorer (a product I respect), and he wrote: The tipping point is the threshold at which a query plan will “tip” from seeking a non-covering nonclustered index to scanning the clustered index or heap. The basic formula is: A clustered…

Why Ordering Isn’t Guaranteed Without an ORDER BY

April 22, 2020

Indexing, T-SQL

If your query doesn’t have an ORDER BY clause, you can’t reliably predict the order of your results over time. Sure, it’s going to look predictable at first, but down the road, as things change – the indexes, the table, the server’s configuration, the size of your data – you can end up with some ugly…

[Video] What Percent Complete Is That Index Build?

March 26, 2020

Index Maintenance, SQL Server 2017, Videos

SQL Server 2017 & newer have a new DMV, sys.index_resumable_operations, that show you the percent_completion for index creations and rebuilds. It works, but…only if the data isn’t changing. But of course your data is changing – that’s the whole point of doing these operations as resumable. If they weren’t changing, we could just let the operations…

SQL ConstantCare

Things to Consider When SQL Server Asks for an Index

March 10, 2020

Indexing, SQL ConstantCare

One of the things I love about SQL Server is that during query plan compilation, it takes a moment to consider whether an index would help the query you’re running. Regular blog readers will know that I make a lot of jokes about the quality of these recommendations – they’re often incredibly bad – but…

Making TRY_CAST and TRY_CONVERT Queries Faster with Indexed Computed Columns

March 5, 2020

Computed columns, Execution Plans, T-SQL

I know this is gonna sound crazy, but let’s say you had a table where people stored all kinds of things in one column: dates, integers, file names, sale prices, file names, you name it. And let’s say your application frequently ran a query looking for dates in that column, like this: Transact-SQL SELECT *…

WHERE GETDATE() BETWEEN StartDate AND COALESCE(CancelDate, EndDate) Is Even Harder to Tune.

February 19, 2020

Development, Indexing

In my last post, we started with a memberships table, and each membership had start & end dates. I’m going to create the table and populate it with everyone having an active membership – their StartDate is the same as their Stack Overflow account creation date, and their EndDate is around a year or two…

WHERE GETDATE() BETWEEN StartDate AND EndDate Is Hard to Tune.

February 18, 2020

Development, Indexing

Say you’ve got a memberships (or policies) table, and each membership has start & end dates: Transact-SQL USE StackOverflow; GO DROP TABLE IF EXISTS dbo.UsersMemberships; CREATE TABLE dbo.UsersMemberships (Id INT IDENTITY(1,1) PRIMARY KEY CLUSTERED, UserId INT NOT NULL, StartDate DATETIME NOT NULL, EndDate DATETIME NOT NULL, CancelledEarlyDate DATETIME NULL); GO 1234567891011 USE StackOverflow;GODROP TABLE IF…

Building SQL ConstantCare: Let’s Tune an Index in Postgres.

January 20, 2020

Indexing, PostgreSQL

This week, our SQL ConstantCare® back end services started having some query timeout issues. Hey, we’re database people – we can do this, right? Granted, I work with Microsoft SQL Server most of the time, but we host our data in Amazon Aurora Postgres – is a query just a query and an index just…

How to Make SELECT COUNT(*) Queries Crazy Fast

December 26, 2019

Columnstore Indexes, Execution Plans

When you run a SELECT COUNT(*), the speed of the results depends a lot on the structure & settings of the database. Let’s do an exploration of the Votes table in the Stack Overflow database, specifically the 2018-06 ~300GB version where the Votes table has 150,784,380 rows taking up ~5.3GB of space. I’m going to measure…

How to Think Like the Engine: When a Seek Isn’t

November 21, 2019

Execution Plans, How to Think Like the SQL Server Engine, Indexing

In our last episode, I introduced the concept of scan predicates: execution plan operations that weren’t able to seek directly to the rows they needed. Let’s take another query: Transact-SQL DropIndexes; GO CREATE INDEX IX_LastAccessDate_Id_DisplayName_Age ON dbo.Users(LastAccessDate, Id, DisplayName, Age); GO SELECT Id FROM dbo.Users WHERE LastAccessDate > '1800/01/01' AND DisplayName = N'Brent Ozar'; GO…

How to Think Like the Engine: Index Column Order Matters a LOT.

November 20, 2019

Execution Plans, How to Think Like the SQL Server Engine, Indexing

We’ve been working with the clustered index of the Users table, which is on the Identity column – starts at 1 and goes up to a bajillion: And in a recent episode, we added a wider nonclustered index on LastAccessDate, Id, DisplayName, and Age: Transact-SQL CREATE INDEX IX_LastAccessDate_Id_DisplayName_Age ON dbo.Users(LastAccessDate, Id, DisplayName, Age); GO 123…

The Many Problems with SQL Server’s Index Recommendations

November 13, 2019

These days, I jump back & forth a lot between SQL Server and Postgres. (We use AWS Aurora Postgres to store SQL ConstantCare®‘s data.) Whenever I come back to the sweet, sweet graphical execution plans in SQL Server Management Studio, I breathe a sigh of relief. Dang, these things are so much easier for me…

How to Think Like the SQL Server Engine: Included Columns Aren’t Free.

November 11, 2019

How to Think Like the SQL Server Engine, Indexing

In our last cliffhanger episode, I said that if we ran this query: Transact-SQL UPDATE dbo.Users SET Age = Age + 1 WHERE Id = 643; 123 UPDATE dbo.Users SET Age = Age + 1 WHERE Id = 643; And we had this index: Transact-SQL CREATE INDEX IX_LastAccessDate_Id_DisplayName_Age ON dbo.Users(LastAccessDate, Id, DisplayName, Age); 12 CREATE INDEX IX_LastAccessDate_Id_DisplayName_Age ON…

How to Think Like the SQL Server Engine: Should Columns Go In the Key or the Includes?

November 7, 2019

How to Think Like the SQL Server Engine, Indexing

In our last episode, in between crab rangoons, I had you create either one of these two indexes: Transact-SQL CREATE INDEX IX_LastAccessDate_Id_Includes ON dbo.Users(LastAccessDate, Id) INCLUDE (DisplayName, Age); GO CREATE INDEX IX_LastAccessDate_Id_DisplayName_Age ON dbo.Users(LastAccessDate, Id, DisplayName, Age); GO 1234567 CREATE INDEX IX_LastAccessDate_Id_Includes ON dbo.Users(LastAccessDate, Id) INCLUDE (DisplayName, Age);GOCREATE INDEX IX_LastAccessDate_Id_DisplayName_Age ON dbo.Users(LastAccessDate, Id, DisplayName, Age);GO And I said…

How to Think Like the SQL Server Engine: Building Wider Indexes to Deal with Bad T-SQL

November 6, 2019

How to Think Like the SQL Server Engine, Indexing

In our last episode, we were running into problems with these two queries: Transact-SQL SELECT LastAccessDate, Id, DisplayName, Age FROM dbo.Users WHERE LastAccessDate BETWEEN '2018-08-31' AND '2018-09-01' ORDER BY LastAccessDate; SELECT LastAccessDate, Id, DisplayName, Age FROM dbo.Users WHERE CAST(LastAccessDate AS DATE) = '2018-08-31' ORDER BY LastAccessDate; 123456789 SELECT LastAccessDate, Id, DisplayName, Age FROM dbo.Users WHERE LastAccessDate BETWEEN…

How to Think Like the SQL Server Engine: What’s a Key Lookup?

October 22, 2019

How to Think Like the SQL Server Engine, Indexing

In our last couple of queries, we’ve been using a simple query to find the Ids of everyone who accessed the system since mid-2014: Transact-SQL SELECT Id FROM dbo.Users WHERE LastAccessDate > '2014-07-01' ORDER BY LastAccessDate; 1234 SELECT Id FROM dbo.Users WHERE LastAccessDate > '2014-07-01' ORDER BY LastAccessDate; But Ids alone aren’t all that useful – so let’s…

How to Think Like the SQL Server Engine: Adding a Nonclustered Index

October 17, 2019

How to Think Like the SQL Server Engine, Indexing

When we left off in the last post, our users kept running this query, and they want it to be really fast: Transact-SQL SELECT Id FROM dbo.Users WHERE LastAccessDate > '2014/07/01' ORDER BY LastAccessDate; 1234 SELECT Id FROM dbo.Users WHERE LastAccessDate > '2014/07/01' ORDER BY LastAccessDate; Let’s pre-bake the data by creating a copy of…

Time to partition my wine collection

DBA Training Plan 17: Should You Partition Your Tables?

September 3, 2019

DBA Training Plan, Partitioning

In the last episode, I talked about knowing when it’s time to scale out: identifying when our data is getting to be so large that we have to split it across multiple servers, and I explained why that is so challenging. But what about table partitioning – SQL Server’s ability to break up a single…

Automatically Indexing in Azure SQL DB

Research Paper Week: Automatic Indexing in Azure SQL DB

August 21, 2019

Architecture, Azure SQL DB, Indexing

Before I give you the link to the next research paper in this week’s series, I wanna give you a few questions to think about: If you had to build something to automatically add indexes to SQL Server databases, where would you start? What data would you use to make your decisions? How would you…

Query Execution in Column-Oriented Database Systems

Research Paper Week: Query Execution in Column-Oriented Database Systems

August 20, 2019

Columnstore Indexes

This week, I’m sharing some of my favorite papers that I’ve read. Sometimes they’re about future technologies that haven’t shipped yet – and may never ship! Sometimes, like this one, they’re not from Microsoft at all, but from someone else in the industry who’s explaining a problem that we face in SQL Server. SQL Server…

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