Optimizing complex SQL queries and stored procedures
Tags: programming, database, mssql
Published: 2020-08-08 13:50:21

---
title: Optimizing complex SQL queries and stored procedures
published: true
date: 2020-08-08 11:45:01 UTC
tags: programming,database,mssql
canonical_url: https://siderite.dev/blog/optimizing-complex-sql-queries-and-stored-procedur/
---

Original post at: https://siderite.dev/blog/optimizing-complex-sql-queries-and-stored-procedur/

## Intro

  There is a saying that the novice will write code that works, without thinking of anything else, the expert will come and rewrite that code according to good practices and the master will rewrite it so that it works again, thinking of everything. It applies particularly well to SQL. Sometimes good and well tried best practices fail in specific cases and one must guide themselves either by precise measurements of by narrow rules that take decades to learn.

  _If you ever wondered why some SQL queries are very slow or how to write complex SQL stored procedures without them reaching sentience and behaving unpredictably, this post might help._ I am not a master myself, but I will share some quick and dirty ways of writing, then checking your SQL code.

## Some master rules

  First of all, some debunking of best practices that make unreasonable assumptions at scale:

1. **If you have to extract data based on many parameters, then add them as _WHERE_ or _ON_ clauses and the SQL engine will know how to handle it.**  

For small queries and for well designed databases, that is correct. The SQL server engine is attempting to create execution plans for these parameter combinations and reuse them in the future on other executions. However, when the number of parameters increases, the number of possible parameter combinations increases exponentially. The execution optimization should not take more than the execution itself, so the engine if just choosing one of the existing plans which appears more similar to the parameters given. Sometimes this results in an abysmal performance.

There are two solutions:

The quick and dirty one is to add _OPTION (RECOMPILE)_ to the parameterized _SELECT_ query. This will tell the engine to always ignore existing execution plans. With SQL 2016 there is a new feature called [Query Store](https://docs.microsoft.com/en-us/sql/relational-databases/performance/best-practice-with-the-query-store "Best practices with Query Store") plus a graphical interface that explores execution plans, so one can choose which ones are good and which ones are bad. If you have the option, you might manually force an execution plan on specific queries, as well. But I don't recommend this because it is a brittle and nonintuitive solution. You need a DBA to make sure the associations are correct and maintained properly.

The better one, to my own surprise, is to use dynamic SQL. In other words, if you have 20 parameters to your stored procedure, with only some getting used at any time (think an Advanced Search page), create an SQL string only with the parameters that are set, then execute it.

My assumption has always been that the SQL engine will do this for me if I use queries like _WHERE (@param IS NULL OR <some condition with @param>)_. I was disappointed to learn that it does not always do that. Be warned, though, that most of the time multiple query parameters are optimized by running several operations in parallel, which is best!

2. **If you query on a column or another column, an _OR_ clause will be optimal.**    

Think of something like this: You have a table with two account columns AccId and AccId2. You want to query a lot on an account parameter @accountId and you have added an index on each column.

At this time the more readable option, and for small queries readability is always preferable to performance improvement, is _WHERE AccId=@accountId OR AccId2=@accountId_. But how would the indexes be used here, in this _OR_ clause? First the engine will have to find all entries with the correct AccId, then again find entries with the correct AccId2, but only the entries that have not been found in the first search.

First of all, SQL will not do this very well when the _WHERE_ clause is very complex. Second of all, even if it did it perfectly, if you know there is no overlap, or you don't care or you can use a _DISTINCT_ further on to eliminate duplicates, then it is more effective to have two _SELECT_ queries, one for AccId and the other for AccId2 that you _UNION ALL_ afterwards.

My assumption has always been that the SQL engine will do this automatically. I was quite astounded to hear it was not true. Also, I may be wrong, because different SQL engines and their multitude of versions, compounded with the vast array of configuration options for both engine and any database, behave quite differently. Remember the parallelism optimization, as well.

3. **Temporary tables as slow, use table variables instead.**  

Now that is just simple logic, right? A temporary table uses disk while a table variable uses memory. The second has to be faster, right? In the vast majority of cases this will be true. It all depends (a verb used a lot in SQL circles) on what you do with it.

Using a temporary table might first of all be optimized by the engine to not use the disk at all. Second, temporary tables have statistics, while table variables do not. If you want the SQL engine to do its magic without your input, you might just have to use a temporary table.

4. **A large query that does everything is better than small queries that I combine later on.**  

This is a more common misconception than the others. The optimizations the SQL engine does work best on smaller queries, as I've already discussed above, so if a large query can be split into two simpler ones, the engine will be more likely able to find the best way of executing each. However, this only applies if the two queries are completely independent. If they are related, the engine might find the perfect way of getting the data in a query that combines them all.

Again, it depends. One other scenario is when you try to _DELETE_ or _UPDATE_ a lot of rows. SQL is always "logging" the changes that it does on the off chance that the user cancels the query and whatever incomplete work has been done has to be undone. With large amounts of data, this results into large log files and slow performance. One common solution is to do it in batches, using _UPDATE (TOP 10000)_ or something similar inside a _WHILE_ loop. Note that while this solves the log performance issue, it adds a little bit of overhead for each executed _UPDATE_. 

5. **If I have an index on a DATETIME column and I want to check the records in a certain day, I can use CAST or CONVERT.**  

That is just a bonus rule, but I've met the problem recently. The general rule is that you should never perform calculations on columns inside _WHERE_ clauses. So instead of _WHERE CAST(DateColumn as DATE)=@date_ use _WHERE DateColumn>=@date AND DateColumn<DATEADD(DAY,1,@date)_. The calculation is done (once) on the parameters given to the query, not on every value of DateColumn. Also, indexes are now used.

## Optimizing queries for dummies

So how does one determine if one of these rules apply to their case? "Complex query" might mean anything. Executing a query multiple times results in very different results based on how the engine is caching the data or computing execution plans.

A lot of what I am going to say can be performed using SQL commands, as well. Someone might want to use direct commands inside their own tool to monitor and manage performance of SQL queries. But what I am going to show you uses the SQL Management Studio and, better still, not that horrid Execution Plan chart that often crashes SSMS and it is hard to visualize for anything that the most simple queries. Downside? You will need SQL Management Studio 2014 or higher.

![Image of the two buttons - dev.to does not support 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)

There are two buttons in the SSMS menu. One is "_Include Actual Execution Plan_" which generates an ugly and sometimes broken chart of the execution. The other one is "_Include Live Query Statistics_" which seems to be doing the same, only in real time. However, **the magic happens when both are enabled**. In the _Results_ tab you will get not only the query results, but also tabular data about the execution performance. It is amazingly useful, as you get a table per each intermediary query, for example if you have a stored procedure that executes several queries in a row, you get a table for each.

Even more importantly, it seems that using these options will start the execution without any cached data or execution plans. Running it several times gives consistent execution times.

In the LiveQuery tables, the values we are interested about are, in order of importance, _EstimateIO, EstimateCPU_ and _Rows_.

_EstimateIO_ is telling us how much of the disk was used. The disk is the slowest part of a computer, especially when multiple processes are running queries at the same time. Your objective is to minimize that value. Luckily, on the same row, we get data about the substatement that generated that row, which parameters were used, which index was used etc. This blog is not about how to fix every single scenario, but only on how to determine where the biggest problems lie.

_EstimateCPU_ is saying how much processing power was used. Most of the time this is very small, as complex calculations should not be performed in queries anyway, but sometimes a large value here shows a fault in the design of the query.

Finally, _Rows_. It is best to minimize the value here, too, but it is not always possible. For example a COUNT(\*) will show a Clustered Index Scan with Rows equal to the row count in the table. That doesn't cause any performance problems. However, if your query is supposed to get 100 rows and somewhere in the Live Query table there is a value of several millions, you might have used a join without the correct ON clause parameters or something like that.

## Demo

Let's see some examples of this. I have a Main table, with columns ID _BIGINT_, Random1 _INT_, Random2 _NVARCHAR(100)_ and Random3 _CHAR(10)_ with one million rows. Then an Ind table, with columns ID _BIGINT,_ Qfr _CHAR(4)_ and ValInd _BIGINT_ with 10000 rows. The ID table is common with the Main table ID column and the Qfr column has only three possible values: AMT, QTY, Sum.

Here is a demo on how this would work:

```
DECLARE @r1 INT = 1300000
DECLARE @r2 NVARCHAR(100) = 'a'
DECLARE @r3 CHAR(10) = 'A'
DECLARE @qfr CHAR(4) = 'AMT'
DECLARE @val BIGINT = 500000

DECLARE @r1e INT = 1600000
DECLARE @r2e NVARCHAR(100) = 'z'
DECLARE @r3e CHAR(10)='Z'
DECLARE @vale BIGINT = 600000

SELECT *
FROM Main m
INNER JOIN Ind i
ON m.ID=i.ID
WHERE (@r1 IS NULL OR m.Random1>=@r1)
  AND (@r2 IS NULL OR m.Random2>=@r2)
  AND (@r3 IS NULL OR m.Random3>=@r3)
  AND (@val IS NULL OR i.ValInd>=@val)
  AND (@r1e IS NULL OR m.Random1<=@r1e)
  AND (@r2e IS NULL OR m.Random2<=@r2e)
  AND (@r3e IS NULL OR m.Random3<=@r3e)
  AND (@vale IS NULL OR i.ValInd<=@vale)
  AND (@qfr IS NULL OR i.Qfr=@qfr)
```

I have used 9 parameters, each with their own values, to limit the number of rows I get. The Live Query result is:

![Table with query performance results - dev.to does not support data:image](data:image/png;base64,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)

You can see that the EstimateIO values are non-zero only on the Clustered Index Scans, one for each table. Where is how the StmtText looks like: _"|--Clustered Index Scan(OBJECT:([Test].[dbo].[Ind].[PK\_\_Ind\_\_DEBF89006F996CA8] AS [i]),  WHERE:(([@val] IS NULL OR [Test].[dbo].[Ind].[ValInd] as [i].[ValInd]>=[@val]) AND ([@vale] IS NULL OR [Test].[dbo].[Ind].[ValInd] as [i].[ValInd]<=[@vale]) AND ([@qfr] IS NULL OR [Test].[dbo].[Ind].[Qfr] as [i].[Qfr]=[@qfr])) ORDERED FORWARD)"_.

This is a silly case, but you can see that the _@parameter IS NULL_ type of query condition has not been removed, even when parameter is clearly not null.

Let's change the values of the parameters:

```
DECLARE @r1 INT = 300000
DECLARE @r2 NVARCHAR(100) = NULL
DECLARE @r3 CHAR(10) = NULL
DECLARE @qfr CHAR(4) = NULL
DECLARE @val BIGINT = NULL

DECLARE @r1e INT = 600000
DECLARE @r2e NVARCHAR(100) = NULL
DECLARE @r3e CHAR(10)=NULL
DECLARE @vale BIGINT = NULL
```

Now the Live Query result is:

![Live Query result - dev.to does not support data:image](data:image/png;base64,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)

Same thing! 5.0 and 7.2

Now, let's do the same thing with dynamic SQL. It's a little more annoying, mostly because of the parameter syntax, but check it out:

```
DECLARE @sql NVARCHAR(Max)

DECLARE @r1 INT = 300000
DECLARE @r2 NVARCHAR(100) = NULL
DECLARE @r3 CHAR(10) = NULL
DECLARE @qfr CHAR(4) = NULL
DECLARE @val BIGINT = NULL

DECLARE @r1e INT = 600000
DECLARE @r2e NVARCHAR(100) = NULL
DECLARE @r3e CHAR(10)=NULL
DECLARE @vale BIGINT = NULL

SET @sql=N'
SELECT *
FROM Main m
INNER JOIN Ind i
ON m.ID=i.ID
WHERE 1=1 '
IF @r1 IS NOT NULL SET @sql+=' AND m.Random1>=@r1'
IF @r2 IS NOT NULL SET @sql+=' AND m.Random2>=@r2'
IF @r3 IS NOT NULL SET @sql+=' AND m.Random3>=@r3'
IF @val IS NOT NULL SET @sql+=' AND i.ValInd>=@val'
IF @r1e IS NOT NULL SET @sql+=' AND m.Random1<=@r1e'
IF @r2e IS NOT NULL SET @sql+=' AND m.Random2<=@r2e'
IF @r3e IS NOT NULL SET @sql+=' AND m.Random3<=@r3e'
IF @qfr IS NOT NULL SET @sql+=' AND i.Qfr=@qfr'
IF @vale IS NOT NULL SET @sql+=' AND i.ValInd<=@vale'

PRINT @sql

EXEC sp_executesql @sql,
  N'@r1 INT, @r2 NVARCHAR(100), @r3 CHAR(10), @qfr CHAR(4),@val BIGINT,@r1e INT, @r2e NVARCHAR(100), @r3e CHAR(10),@vale BIGINT',
  @r1,@r2,@r3,@qfr,@val,@r1e,@r2e,@r3e,@vale

```

Now the Live Query results are:

![Live Query result - dev.to does not support data:image](data:image/png;base64,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)

At first glance we have not changed much. IO is still 5.0 and 7.2. Yet there are 3 less execution steps. There is no parallelism and the query has been executed in 5 seconds, not 6. The StmtText for the same thing is now: _"|--Clustered Index Scan(OBJECT:([Test].[dbo].[Ind].[PK\_\_Ind\_\_DEBF89006F996CA8] AS [i]), ORDERED FORWARD)"_. The printed SQL command is:

```
SELECT *
FROM Main m
INNER JOIN Ind i
ON m.ID=i.ID
WHERE 1=1 AND m.Random1>=@r1 AND m.Random1<=@r1e
```

## Conclusion

Again, this is a silly example. But with some results anyway! In my work I have used this to get a stored procedure to work three to four times faster!

One can optimize usage of IO, CPU and Rows by adding indexes, by narrowing join conditions, by reducing the complexity of executed queries, eliminating temporary tables, partitioning existing tables, adding or removing hints, removing computation from queried columns and so **many other possible methods, but they amount to nothing if you cannot measure the results of your changes**.

By using Actual Execution Plan together with Live Query Statistics you get:

- consistent execution times and disk usage
- a clear measure of what went on with each subquery

I wish I had some more interesting examples for you, guys, but screenshots from the workplace are not something I want to do and I don't do any complex SQL work at home. I hope this helps.