|By Tom Peer||
|April 8, 2002 12:00 AM EDT||
[Ed. Note: We've run articles on this in the past, but - we can never say it enough!]
Cutting ColdFusion code is fun, and therein lies ColdFusion's biggest problem. It's too easy to get carried away writing code to do things that should be happening in the database itself - or often shouldn't be happening at all. It's also just too easy to use. You can get up and running far too quickly, and get into trouble even quicker. Sometimes experienced developers get carried away trying to do too much; beginners often start to run before they can walk.
When I came across a site where a simple query of news stories was taking a quarter of a second, I wasn't sure that writing their own object-caching mechanism in ColdFusion was entirely the right approach. I called a timeout - a morning to go over the basics. One simple run of the Query Analyzer diagnosed the problem: a date field was being used in a sort clause without an index.
The query time was reduced to around 15ms - around 6ms database time plus the ODBC overhead. If you use SQL Server, the Query Analyzer is a tool you should learn to love. As a basic rule, any query that does more than select a single record using a primary as the criterion will probably benefit from some sort of index.
Using it couldn't be simpler - simply open a window, enter your SQL query text and then press Ctrl + I to run an index analysis (see Figure 1). In SQL Server versions 7 and up it's become an invaluable tool. You can also take a look at the path analysis and turn on the "Show stats time" option in the Query->Current Connection Options dialog.
It's useful, but in a publishing application there's only so much you can do to tune database performance. You can get too worried about optimization - you're pushing about large text strings and that takes time. Hard-core optimization is more relevant in financial and engineering applications where the database is summarizing and calculating vast numbers of small records.
You're more likely to achieve better results if you concentrate your efforts on your ColdFusion code. ColdFusion offers two powerful ways of caching queries: the "cached within" feature and caching in a shared scope. Many developers aren't aware that you can cache any ColdFusion object in the application scope; structs and queries can just as easily be cached as scalar variables. You can cache queries that are unlikely to change in application.cfm:
<cfif NOT IsDefined("application.courses")>
<cflock scope="application" type="exclusive" timeout="10">
<cfquery name="courses" datasource="#application.dsn#">
SELECT * FROM COURSES
ORDER BY COURSE
<cfset application.courses = courses>
<cflock scope="application" type="exclusive" timeout="10">
(The locking after the query is vitally important; see article 20370 in the ColdFusion knowledgebase.)
By putting the actual query and assignment above into a separate include file and calling it whenever the table is affected, you can create your own full-fledged cache server. Alternatively, you can convert the query to a struct keyed by the primary key of the database table and put the struct into the application scope. There are custom tags in the developer's exchange to do this, but it's almost quicker to do it yourself.
Don't be scared of using the application scope. Memory's cheap and downtime isn't. If your entire database is only half a gigabyte and you have 2GB in your server, why not load it into the application scope?
Usually it's best to mix this approach with the cached within approach. Say you have a database of two thousand suppliers, listed by region, together with the services they offer. You want to use the "startrow, endrow" parameters of <CFOUTPUT> to show fifty at a time, but this means fetching the entire listing in the query, which takes nearly 150ms.
In this case you could put the fields you need for the listing in an application-level query and then, on a separate "view" page, select the main details in a separate query that you apply the cached within parameter to. This parameter of <CFQUERY> is one of ColdFusion's best features. It can send your sysadmin into a blind panic when he or she sees CF taking up 800MB ("It's got a leak!"), but it's so simple to use compared to rival offerings.
One technique I use all the time, caching formatted output, is a little more contentious. Say, for instance, you have fields in your supplier database for TEL, FAX, EMAIL, WEB - any of which may be blank or need formatting. In a listing page of fifty records this can take time. On one of my pages it was taking too much time just to do a simple list. My solution? Rather than copy the whole query into the application scope, I created a new query (see the Query-New() function) with fields for the primary key and formatted display.
Even more contentious: sometimes I put the formatted output back into the database. I do this all the time where the database is storing XML and I need to convert to HTML. Converting a page on the fly takes around 400ms (assuming XSL doesn't get stuck in an endless loop) and displaying a cached query takes less than 1ms.
This may sound like a lash-up (I less than impressed an old college friend who followed a slightly more formal career), but this is how the really expensive application servers work. Sure, they won't store large chunks of HTML in the database; they'll store serialized Java objects, but at least the HTML will still work when somebody changes the code. (Application servers store objects in a format that depends on the object definition [your code]. When you change that definition, the entire object store can be rendered unusable. It's very problematic, and I've seen plenty of implementations of expensive object servers where almost all the data is stored in plain SQL tables.)
Note: With reference to Ben Forta's February CFDJ article ("Faster and Safer Database Queries," Vol. 4, issue 2), you can't cache a query that uses a QUERYPARAM tag. You can, though, achieve the same security against malicious URLs by ensuring that all your tables have a numeric primary key and then validating any variables used in SQL queries with an "IsNumeric()" test. It's one more reason why all database tables should have a numeric primary key.
No matter how cheap memory gets, you do still need to apply a certain amount of discipline to your coding. One of the most common causes of database problems is fetching too much data from the database. Using derived tables and other advanced SQL constructs, you should be able to avoid fetching vast amounts of query data and looping over it.
A typical derived table query looks something like this:
SELECT TOP 1 A.NEWS_ID, A.HEADLINE, A.STORY FROM NEWS AS A,
(SELECT NEWS_ID FROM NEWS_CATEGORIES_JOIN
WHERE CATEGORY_ID IN (#cat_list#)) AS B
WHERE A.NEWS_ID = B.NEWS_ID
ORDER BY A.PUBDATE DESC
This will select a record from a correctly built many-to-many join (of which much more later) when a GROUP BY can't be used (i.e., with long text fields). This is just a simple example (a subselect could be used equally well here and run as quickly); derived tables are most effective when some sort of calculation needs to be performed, perhaps a summation or a count. If you find the idea of working with tables that don't exist a little frightening, you can often achieve the same affect by using a view, a stored query that can be queried and joined just like a standard table (see Figure 2).
Often underused, views are a great tool for making both your SQL and your CF code as simple as possible. They're second nature to anyone who's come to SQL Server from Access (where they're known as queries), but experienced programmers who have been using old-style databases often prefer to do everything in one query. Using views is usually quicker than performing joins or summaries at runtime. I saw a job advertisement recently that said "must be able to write join queries without using visual tools" and I thought: "Why?" There's no benefit, save a few techy kudos.
If you do need to loop over entire tables, try to avoid fetching the data into ColdFusion. Database cursors (described by Ian Rutherford in "Using MS-SQL Stored Procedures with ColdFusion," CFDJ Vol. 4, issue 2) will run much faster than dragging data into ColdFusion, processing it, and then running an update. It also won't take up a ColdFusion thread or valuable network capacity.
Speed Isn't Everything
As important as optimization is, sometimes there's too much focus on saving a millisecond here or cutting down white space there at the expense of properly structured code and databases. The key to software engineering, as in all engineering, is to keep it simple, and the main aim in a ColdFusion development should be no different from any other project: to keep the code to a minimum.
It's this discipline of keeping things simple that's the most important part of building reliable and scalable sites. It may seem strange, but sometimes code that runs slower can make for better Web sites. Take, for example, what for me is the litmus test of good database design: the use of many-to-many joins. A typical database application might be a listing of schools and the courses they offer. The original data, as always, is in Excel, looking something like the example in Figure 3. The experienced developer will recognize the need for a separate table of courses and a third "join" table indicating which schools have which courses.
The temptation, though, is simply to import it into the database and use it as is, relying on ColdFusion's list handling to determine which courses are offered by which schools. That would be bad, but what would be even worse would be some attempt to code the courses offered as separate database fields (see Figure 4).
Why you shouldn't do this is hard to explain, although it's simple: in a SELECT query it'll run two to three times as fast as using a many-to-many join, and it's easy to program using ColdFusion Studio. You just point the wizards at the right table and five minutes later you're done. But by doing something like this, you have hard-coded "data" into the "structure" of your system. To build truly scalable systems, you need to keep a very definite division between the structure and the data. The Golden Rule is this: if your ColdFusion code is completely separate from your database, then your system will scale. If you've hard-coded data as fieldnames - you just can't do this - your data is inextricably tied up with your application.
Using ColdFusion, it isn't always possible to adhere to the strict three-tier model (database, application, presentation), but creating a division between the structure and the data is still a must. You should be able to edit the data directly without using your ColdFusion application and still see the changes reflected on your site.
So, for instance, were you to add a new course to the table of courses, your site should display that course wherever relevant. Often this doesn't happen; data fields are hard-coded and the layout of the pages is dependent on the data structure.
Sometimes you might use the ColdFusion application to enforce certain database rules - for instance, that a salesperson can have a maximum of only 10 customers. This is fine. In fact, database theorists call such a rule an application rule for the very reason that it doesn't affect the underlying data. If a salesperson had 11 clients it wouldn't affect the data in any way. But if the only way you could add or remove clients was through the ColdFusion-based Web interface, then something would be amiss.
A simple example like the one shown in Figure 4 doesn't really illustrate the necessity of relational design. Once you're bug-free, the example will run faster than a relational design, and it will scale. It's simple and, above all, that's what matters.
You wouldn't have to get much more complicated before a flat file system like this would start to break down, though. It's not just raw performance that's the issue - the extra complexity of the code and the difficulties in making changes will all contribute in different ways to a lack of scalability. If a system relies on a single overworked developer to make simple changes, then it won't be scalable no matter how optimized the code.
As with any rule, the one about keeping the data separate from the code is easily broken. It's quite possible to make such a convoluted mess of triggers, derived tables, cursor loops, and other database constructs that no amount of processing power will save you. Keep it simple, though, and it will scale.
Easy in Theory
Although it makes things simpler in the database system, relational design can, if you're not careful, make things more complicated in the Web application. Using separate tables for many-to-many joins requires extra INSERT queries, and SELECT functions often have to employ grouping, subselects, or derived tables.
Perhaps the principal reason many-to-many joins don't get used is that most database editing systems don't have a standard component for implementing them. Access doesn't (you have to create a subform or use some VB), and if you're using HTML forms, you unfortunately can't use the "query" attribute of <CFSELECT> as it doesn't support multiple values for "selected". You can, however, use a simple loop:
<cfselect name="course_id" multiple="Yes">
DE("selected"), DE(""))# value="#courses_id#">#course#
Alternatively, you can use checkboxes; another effective device for editing many-to-many joins is a swap box. It's especially useful when you have many possible options to choose from, and it's more intuitive than multiple select boxes where the user has to control-click (see Figure 5).
There are several custom tags to do this in the developer's exchange, and my own <CF_SWAPBOX> is available from my site (see "Resources" section). It has almost identical syntax to CFSELECT, and also supports multiple values for "selected".
One thing you can't do much about is the complexity of inserting and updating the "join" tables (the third table used for many-to-many joins). You can cut down the number of queries needed by using an "insert into" with a subselect, for example:
INSERT INTO COURSES_SCHOOLS_JOIN
SELECT COURSES_ID, #form.SCHOOLS_ID#
WHERE COURSES_ID IN (#form.courses_id#)
but this won't run any faster than using multiple inserts in the same query. Nor can you run this as a stored procedure (you can't pass a list of integer primary keys as a VARCHAR and then use it in a subselect), nor can you use the <CFQUERYPARAM> tag. It's best just to run a separate insert for each row of the join table.
Perhaps, though, the biggest obstacle to correct database design isn't a technical one, but the very familiar problem of client demands. Before you can build a sound database, you need to convince the client that that's what's needed. The temptation for clients is to think of their Web site like a magazine: "I want to put that over there, that over there." Convincing clients they need to "think data" is the hardest part of any project.
In the most difficult project I ever worked on, the editor of the site was so incensed at no longer being able to work on the HTML pages himself that he got hold of the administrator password and replaced all the ColdFusion code with HTML pages he'd "saved as" from his browser. All the dynamic functions duly broke, but because the site still looked the same as it did before, the client never really understood what had happened. As far as he was concerned, my code didn't work. The editor was there to edit pages and that was what he was doing.
The concept of changing a page not by editing the page itself, but by editing a separate data system, is a surprisingly difficult conceptual hurdle for many people. It's such a simple concept that it's easy to forget how revolutionary it is. Those who have come from a print media background aren't going to buy into the database idea until they've had that hallelujah moment and seen just what an impact information systems can have. Until that time they're going to find using a database frustrating and too inflexible.
If your client isn't of the database mind-set when you start a project, it's vital that you help him or her see the light before you start programming. Otherwise you'll end up putting in hooks and hacks to try and satisfy client demands ("sometimes we might want to do something different"). They'll come back to haunt you.
I've found that the most important ingredient of a successful site isn't the design or my code, but getting the client used to the idea of editing a database. A client who comes to you not with ideas for "new pages" but a "new section" and a sketch of the underlying data is worth more than any amount of milliseconds saved from a database query.
“In the past year we've seen a lot of stabilization of WebRTC. You can now use it in production with a far greater degree of certainty. A lot of the real developments in the past year have been in things like the data channel, which will enable a whole new type of application," explained Peter Dunkley, Technical Director at Acision, in this SYS-CON.tv interview at @ThingsExpo, held Nov 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA.
Dec. 20, 2014 08:00 AM EST Reads: 1,237
SYS-CON Events announced today that IDenticard will exhibit at SYS-CON's 16th International Cloud Expo®, which will take place on June 9-11, 2015, at the Javits Center in New York City, NY. IDenticard™ is the security division of Brady Corp (NYSE: BRC), a $1.5 billion manufacturer of identification products. We have small-company values with the strength and stability of a major corporation. IDenticard offers local sales, support and service to our customers across the United States and Canada. Our partner network encompasses some 300 of the world's leading systems integrators and security s...
Dec. 20, 2014 07:00 AM EST Reads: 2,051
The BPM world is going through some evolution or changes where traditional business process management solutions really have nowhere to go in terms of development of the road map. In this demo at 15th Cloud Expo, Kyle Hansen, Director of Professional Services at AgilePoint, shows AgilePoint’s unique approach to dealing with this market circumstance by developing a rapid application composition or development framework.
Dec. 20, 2014 06:00 AM EST Reads: 965
The major cloud platforms defy a simple, side-by-side analysis. Each of the major IaaS public-cloud platforms offers their own unique strengths and functionality. Options for on-site private cloud are diverse as well, and must be designed and deployed while taking existing legacy architecture and infrastructure into account. Then the reality is that most enterprises are embarking on a hybrid cloud strategy and programs. In this Power Panel at 15th Cloud Expo (http://www.CloudComputingExpo.com), moderated by Ashar Baig, Research Director, Cloud, at Gigaom Research, Nate Gordon, Director of T...
Dec. 19, 2014 11:30 AM EST Reads: 2,324
"BSQUARE is in the business of selling software solutions for smart connected devices. It's obvious that IoT has moved from being a technology to being a fundamental part of business, and in the last 18 months people have said let's figure out how to do it and let's put some focus on it, " explained Dave Wagstaff, VP & Chief Architect, at BSQUARE Corporation, in this SYS-CON.tv interview at @ThingsExpo, held Nov 4-6, 2014, at the Santa Clara Convention Center in Santa Clara, CA.
Dec. 19, 2014 11:00 AM EST Reads: 1,886
SYS-CON Events announced today that Windstream, a leading provider of advanced network and cloud communications, has been named “Silver Sponsor” of SYS-CON's 16th International Cloud Expo®, which will take place on June 9–11, 2015, at the Javits Center in New York, NY. Windstream (Nasdaq: WIN), a FORTUNE 500 and S&P 500 company, is a leading provider of advanced network communications, including cloud computing and managed services, to businesses nationwide. The company also offers broadband, phone and digital TV services to consumers primarily in rural areas.
Dec. 19, 2014 07:00 AM EST Reads: 2,197
The Internet of Things is not new. Historically, smart businesses have used its basic concept of leveraging data to drive better decision making and have capitalized on those insights to realize additional revenue opportunities. So, what has changed to make the Internet of Things one of the hottest topics in tech? In his session at @ThingsExpo, Chris Gray, Director, Embedded and Internet of Things, discussed the underlying factors that are driving the economics of intelligent systems. Discover how hardware commoditization, the ubiquitous nature of connectivity, and the emergence of Big Data a...
Dec. 19, 2014 06:30 AM EST Reads: 2,197
ARMONK, N.Y., Nov. 20, 2014 /PRNewswire/ -- IBM (NYSE: IBM) today announced that it is bringing a greater level of control, security and flexibility to cloud-based application development and delivery with a single-tenant version of Bluemix, IBM's platform-as-a-service. The new platform enables developers to build ap...
Dec. 19, 2014 05:00 AM EST Reads: 2,010
DevOps Summit 2015 New York, co-located with the 16th International Cloud Expo - to be held June 9-11, 2015, at the Javits Center in New York City, NY - announces that it is now accepting Keynote Proposals. The widespread success of cloud computing is driving the DevOps revolution in enterprise IT. Now as never before, development teams must communicate and collaborate in a dynamic, 24/7/365 environment. There is no time to wait for long development cycles that produce software that is obsolete at launch. DevOps may be disruptive, but it is essential.
Dec. 18, 2014 09:45 PM EST Reads: 1,064
"People are a lot more knowledgeable about APIs now. There are two types of people who work with APIs - IT people who want to use APIs for something internal and the product managers who want to do something outside APIs for people to connect to them," explained Roberto Medrano, Executive Vice President at SOA Software, in this SYS-CON.tv interview at Cloud Expo, held Nov 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA.
Dec. 18, 2014 09:00 AM EST Reads: 1,321
Nigeria has the largest economy in Africa, at more than US$500 billion, and ranks 23rd in the world. A recent re-evaluation of Nigeria's true economic size doubled the previous estimate, and brought it well ahead of South Africa, which is a member (unlike Nigeria) of the G20 club for political as well as economic reasons. Nigeria's economy can be said to be quite diverse from one point of view, but heavily dependent on oil and gas at the same time. Oil and natural gas account for about 15% of Nigera's overall economy, but traditionally represent more than 90% of the country's exports and as...
Dec. 18, 2014 06:00 AM EST Reads: 853
The Internet of Things is a misnomer. That implies that everything is on the Internet, and that simply should not be - especially for things that are blurring the line between medical devices that stimulate like a pacemaker and quantified self-sensors like a pedometer or pulse tracker. The mesh of things that we manage must be segmented into zones of trust for sensing data, transmitting data, receiving command and control administrative changes, and peer-to-peer mesh messaging. In his session at @ThingsExpo, Ryan Bagnulo, Solution Architect / Software Engineer at SOA Software, focused on desi...
Dec. 17, 2014 11:15 PM EST Reads: 1,347
"At our booth we are showing how to provide trust in the Internet of Things. Trust is where everything starts to become secure and trustworthy. Now with the scaling of the Internet of Things it becomes an interesting question – I've heard numbers from 200 billion devices next year up to a trillion in the next 10 to 15 years," explained Johannes Lintzen, Vice President of Sales at Utimaco, in this SYS-CON.tv interview at @ThingsExpo, held Nov 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA.
Dec. 17, 2014 11:00 PM EST Reads: 1,403
"For over 25 years we have been working with a lot of enterprise customers and we have seen how companies create applications. And now that we have moved to cloud computing, mobile, social and the Internet of Things, we see that the market needs a new way of creating applications," stated Jesse Shiah, CEO, President and Co-Founder of AgilePoint Inc., in this SYS-CON.tv interview at 15th Cloud Expo, held Nov 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA.
Dec. 17, 2014 08:00 PM EST Reads: 1,386
SYS-CON Events announced today that Gridstore™, the leader in hyper-converged infrastructure purpose-built to optimize Microsoft workloads, will exhibit at SYS-CON's 16th International Cloud Expo®, which will take place on June 9-11, 2015, at the Javits Center in New York City, NY. Gridstore™ is the leader in hyper-converged infrastructure purpose-built for Microsoft workloads and designed to accelerate applications in virtualized environments. Gridstore’s hyper-converged infrastructure is the industry’s first all flash version of HyperConverged Appliances that include both compute and storag...
Dec. 17, 2014 06:30 PM EST Reads: 1,295
Today’s enterprise is being driven by disruptive competitive and human capital requirements to provide enterprise application access through not only desktops, but also mobile devices. To retrofit existing programs across all these devices using traditional programming methods is very costly and time consuming – often prohibitively so. In his session at @ThingsExpo, Jesse Shiah, CEO, President, and Co-Founder of AgilePoint Inc., discussed how you can create applications that run on all mobile devices as well as laptops and desktops using a visual drag-and-drop application – and eForms-buildi...
Dec. 17, 2014 11:45 AM EST Reads: 1,512
We certainly live in interesting technological times. And no more interesting than the current competing IoT standards for connectivity. Various standards bodies, approaches, and ecosystems are vying for mindshare and positioning for a competitive edge. It is clear that when the dust settles, we will have new protocols, evolved protocols, that will change the way we interact with devices and infrastructure. We will also have evolved web protocols, like HTTP/2, that will be changing the very core of our infrastructures. At the same time, we have old approaches made new again like micro-services...
Dec. 16, 2014 11:45 PM EST Reads: 1,345
Code Halos - aka "digital fingerprints" - are the key organizing principle to understand a) how dumb things become smart and b) how to monetize this dynamic. In his session at @ThingsExpo, Robert Brown, AVP, Center for the Future of Work at Cognizant Technology Solutions, outlined research, analysis and recommendations from his recently published book on this phenomena on the way leading edge organizations like GE and Disney are unlocking the Internet of Things opportunity and what steps your organization should be taking to position itself for the next platform of digital competition.
Dec. 15, 2014 11:45 PM EST Reads: 1,709
The 3rd International Internet of @ThingsExpo, co-located with the 16th International Cloud Expo - to be held June 9-11, 2015, at the Javits Center in New York City, NY - announces that its Call for Papers is now open. The Internet of Things (IoT) is the biggest idea since the creation of the Worldwide Web more than 20 years ago.
Dec. 15, 2014 10:30 AM EST Reads: 6,890
As the Internet of Things unfolds, mobile and wearable devices are blurring the line between physical and digital, integrating ever more closely with our interests, our routines, our daily lives. Contextual computing and smart, sensor-equipped spaces bring the potential to walk through a world that recognizes us and responds accordingly. We become continuous transmitters and receivers of data. In his session at @ThingsExpo, Andrew Bolwell, Director of Innovation for HP's Printing and Personal Systems Group, discussed how key attributes of mobile technology – touch input, sensors, social, and ...
Dec. 15, 2014 10:00 AM EST Reads: 1,968