Monday, November 15, 2021

Db2, SQL, and Modern Coding Techniques

 

Mainframe application development has changed dramatically during the lifetime of Db2. Way back in the beginning, and even for a long time thereafter, most Db2 programs were written in COBOL and coded to use static SQL. This meant that the SQL was bound before it was executed and the access paths were etched in stone. And it also meant that the access paths for any SQL in almost any program were readily available to DBAs in PLAN_TABLEs.

Fast forward to the present and static SQL in COBOL is the exception rather than the rule. Oh, sure, those COBOL programs with static SQL are still there, running in CICS or in batch (or even IMS/TM), but most new development is not done this way anymore. Today, programmers use IDEs to build code that accesses mainframe Db2 data using distributed data access over the web or from a GUI. 

Most modern, distributed, application development projects typically rely upon application development frameworks. The two most commonly-used frameworks are Microsoft .NET and Java/J2EE. And these frameworks use dynamic SQL, not static.

An additional contributing force is the adoption of commercial off-the-shelf applications for ERP and CRM like SAP, Peoplesoft, and Siebel (the last two of which are now Oracle products). These applications are not tied to a specific DBMS but support by multiple different DBMSs, one of which is (was) DB2 for z/OS. So, these applications use dynamic SQL because that makes it easier to accomplish multi-vendor DBMS support. For the most part though, none of these ERP packages run on the mainframe (or Db2) because two of the are now Oracle products and SAP is promoting its own DBMS (HANA).

The point though is that the manner in which Db2 applications are developed has changed. And that means the manner in which Db2 is managed is changing, too. Instead of relying on access paths already being there, DBAs must develop ways of capturing access paths for dynamic SQL statements. Prepared dynamic SQL can be cached in the dynamic statement cache so that the same SQL statement can reuse the mini plan for the statement the next time it runs. And the BIND command can be used to snap the statements in the cache and find the access paths used. But the dynamic statement cache works like a buffer pool, with least recently used statements being flushed to make room for new statements… so you might not find the dynamic SQL you are looking for, at least not without helpful tools or scripts to stay on top of things.

This change has caused many organizations to experience SQL performance problems. Because dynamic SQL is easier to introduce into the system performance can become problematic. It is difficult to get a handle on what dynamic SQL runs when. And it is difficult to track because the DBAs are not accustomed to monitoring and tuning dynamic SQL… or they just do not have the proper tools to be able to do the job appropriately. So, these black holes of dynamic SQL performance problems open up that are left to run wild.

New SQL Stuff

It is not just the new programming paradigm that causes management problems for modern DB2 usage. The amount of new SQL statements and functions and features continues to grow with each new version (and even function level) of Db2. This can be a mixed blessing though. It is good because expanding SQL functionality makes it easier to program and access Db2 data. But it can be problematic because it can be more confusing and difficult to learn these new features.

Exacerbating the issue is that many organizations do not invest a sufficient amount of time and effort in educating their staff. If the DBAs are not trained in all of the new functionality, then new SQL can cause big issues. How? Imagine a shop that just migrated to a new version or level of Db2, but the only education available was to read the manuals. So, some of the DBAs are not knowledgeable on the new SQL code. Then a developer picks up a manual, and learns how to use a new function or arrays as parameters. Kudos to the developer for the initiative, but if problems arise there may not be anybody who knows how to support the new feature.

And there is a lot of new SQL functionality being added. If we focus on just the past few versions of Db2, here is a representative list of new SQL programming related enhancements that have been introduced: TRUNCATE, new data types (DECFLOAT, VARBINARY), optimistic locking, FETCH CONTINUE, ROLE, MERGE, SELECT from MERGE, pureXML, FETCH FIRST & ORDER BY in subselect and fullselect, INTERSECT, EXCEPT, Indicator Variables, TIMESTAMP precision and time zones, Moving  sums and averages, Inline and Non-inline SQL scalar functions, SQL table functions, extended implicit casting, RANK(), ROW_NUMBER(), XQuery, transparent archive query, APPLCOMPAT, IDAA/analytics, grouping sets, ROLLUP, Hadoop access, FTBs, LISTAGG…

That is a lot to learn and this is just a selection of what has been added!

Summary

Things are moving at a fast and furious pace for application developers these days. And the resultant changes can introduce problems that impact your business unless you adapt to align your management and DBA capabilities with the new development methods.

 

Tuesday, October 19, 2021

How Do You Store Boolean Data in Db2?

Recently, I was reading an article written by Ben Brumm on using Boolean data in SQL and it got me thinking about Db2 and Boolean data. You see, if you click over to the article, you'll see that Ben talks about several popular database systems, but not Db2!

So first of all, what is Boolean data? Sometimes all you want to do is to be able to store a Yes/No, True/False, 1/0 value in a column of a Db2 table. But that can be problematic. What data type should you choose? How should you model that column? Does it matter?

Well, up until recently, Db2 did not support a Boolean data type. But I guess I should be more clear: Db2 LUW offers Boolean support, but Db2 for z/OS does not have a built-in Boolean data type.

As of V9.7, you can use a Boolean data type for local variables, global variables, parameters, or return types in compound SQL (compiled) statements. So it is really only a viable option for SQL PL. As of V11.1, you can use the Boolean data type for a column in a Db2 table.

OK, so what should you do if you do not have Boolean support in the Db2 you are currently using? In my opinion, the best approach is to use a numeric solution with 1 as TRUE and 0 as FALSE. You might want to consider using a Character column with YES/NO or TRUE/FALSE, but there are several issues with that approach. Firstly, it will likely consume more storage, secondly without a constraint on the column users might specify “YES” or “Yes” or “y” or “Y”… or other variations to mean the same thing, and finally, if English is not your first language then users may have the urge to specify “Si” or “Da” or… well, you get the idea.

A good choice for a Boolean data type could be BINARY(1) which only stores binary data, so no constraint is needed. Or you might want to specify SMALLINT with a check constraint only allowing 0 and 1 as options.

If you want to allow "Unknown" as an option, then you can make the column nullable.

Summary

So, share your experiences with us here on the blog. Tell us, have you implemented Boolean data in your Db2 tables? How did you do it? And how is it working out for you? 

Monday, October 11, 2021

What is Db2?

For regular readers of this blog the title of this particular post might seem to be a bit odd. After all, why visit the Db2Portal blog if you don't know what Db2 is, right?


Well, the purpose of this short post is to refer my regular readers to an article I wrote for TechTarget, a website that regularly posts "What Is" type of articles.

So, you guessed it, I wrote the latest, updated "What is Db2?" article for TechTarget... and I figured I'd share it with my blog readers. 

Now whenever somebody asks a high-level question about Db2, like "what is it?" or "what are the advantages and disadvantages of Db2" or even "where can I run Db2?" you now have a place to send them...

Here ---> What is Db2?

Monday, August 30, 2021

What Type of Changes Cause Db2 Packages to Get Invalidated?

Db2 DBAs are constantly working with database objects such as Databases, Tablespaces, Tables, and Indexes. And many requirements cause DBAs to have to modify these objects. Some modifications may be simple, such as just issuing an ALTER statement. Others may be more in-depth, even to the point of having to DROP and re-CREATE the object.

Now I've blogged here before about the many different types of Db2 database changes and how to manage them. For reference, here is a blog post that summarizes the posts I've made on this topic.

My purpose today is not to rehash all of that information again, but to discuss one aspect of change management that probably causes DBAs the most grief: package invalidation. 

Packages can be invalidated by Db2 for many reasons. For example, when a privilege that is required by a package is revoked, the package is invalidated by Db2. 

When a package is invalidated it cannot be executed until it has been rebound. This can be automatic, but it is usually better to be proactive and to Rebind packages when you take an action that invalidates packages. 

And as we all know, rebinding can cause access paths to change. Hopefully for the better... but not always. If access paths always got better then there would be no DBA grief, right? Whenever DBAs perform Rebinds they are always dreading that call from the developer or end-user that says "Hey, this transaction (or job) that used to run quickly is now taking forever."

So it makes sense that DBAs need to be aware of what changes cause packages to be invalidated. Of course, if you have to DROP an object that the package accessed it is obvious that a Rebind is required. But there are many other types of changes that will invalidate packages.

Fortunately, the IBM Db2 documentation is good and easy to find. Here is a link to the Db2 12 for z/OS documentation for Changes that invalidate packages. If you are a DBA, I recommend that you click on that link and bookmark that page!

I'm not going to copy and paste all of the information from the manual here (no reason to and over time it could change). But here are some of the things to keep in mind that you may not at first think will affect packages, but can:

  • Altering, dropping, or renaming a column
  • Adding date/time columns with defaults
  • Adding a constraint
  • Adding, changing, or rotating partitions in a partitioned or partition-by range UTS tablespace
  • Temporal and transparent archiving changes
  • Adding, altering, or dropping a materialized query table (MQT) 
  • Activating or deactivating row-level or column-level access control
  • Enabling or disabling masks if column access control is in effect
  • Increasing a table space's MAXPARTITIONS attribute
  • Changing a table space's SEGSIZE or DSSIZE
  • Changing the buffer pool for a tablespace (with a different page size)
  • Altering indexes to add a column, change the PADDED attribute, or changing the limit key value of a partitioning index
  • Regenerating an index
  • Running the REORG utility with the REBALANCE keyword
  • Running the REPAIR utility on a database with the DBD REBUILD option

Again, these are just some of the admin changes that can invalidate packages. There are others and you should always refer to the current Db2 documentation for the list of things that will invalidate packages before you make any changes. Failing to do so might mean that you will have to run a mass Rebind... maybe at a time when you'd rather not!

Finally, I'll leave you with a couple of helpful queries you can run to help as you manage changes.

To identify all packages that will be invalidated by a change to a specific object, run the following query:

SELECT   DISTINCT DCOLLID, DNAME, DTYPE 
FROM     SYSIBM.SYSPACKDEP
WHERE    BQUALIFIER = ?
AND      BNAME = ?
AND      BTYPE = ?
ORDER BY DCOLLID, DNAME;

Simply plug in the qualifier and name of the object, along with type of the object (appropriate values can be found in the Catalog table documentation in the appendix of the IBM Db2 SQL Reference manual).

And if you want to identify all invalid packages, try running this query:

SELECT   COLLID, NAME, VALID
FROM     SYSIBM.SYSPACKAGES
WHERE    VALID <> 'Y'
ORDER BY COLLID, NAME;

Monday, August 16, 2021

SQL to Return the nth Maximum Value

Sometimes what seems like a simple request might take a little bit of thinking to devise and implement a solution. Recently, I was asked how to write SQL that returns the nth maximum value from a column. If you think about it, it isn't too difficult.

Assume that you have a table with 10 rows, and there is a column in that table that holds the values 1 through 10. The idea is to create a query that for the 7th maximum value would return a 7, the 8th an 8, and so on.

This can be accomplished with a common table expression (CTE) and the following query:

WITH TOPN AS 
   (
    SELECT YOUR_COLUMN 
    FROM    YOUR_TABLE
    ORDER BY YOUR_COLUMN DESC
    FETCH FIRST 7 ROWS ONLY
   )
SELECT MIN(YOUR_COLUMN)
FROM   TOPN;

Simply change the value of FETCH FIRST from 7 to whatever you wish n to be.

If there are duplicate values and you want to eliminate them from consideration, just change the SELECT to SELECT DISTINCT in the TOPN common table expression.

This should work for any type of values (numeric, character, date/time) that you wish to query.