We use cookies, including third-party cookies from Google to serve personalized ads through AdSense, to operate this site and understand how it is used. By continuing to browse, you accept this use. See our Privacy Policy and Terms of Use for details, including how to opt out of personalized advertising.
Accept
SmartData CollectiveSmartData Collective
  • Analytics
    AnalyticsShow More
    chatgpt image jul 21, 2026, 04 34 30 pm
    4 Core Benefits of Predictive Maintenance after Vibration Analysis
    10 Min Read
    How Does Data Mining Boost Customer Satisfaction in Logistics? Harnessing Analytics for Results -- AI-generated illustration
    How Does Data Mining Boost Customer Satisfaction in Logistics? Harnessing Analytics for Results
    11 Min Read
    chatgpt image jul 13, 2026, 04 23 45 pm
    How Data Analytics Helps Companies Improve User Engagement
    19 Min Read
    chatgpt image jul 13, 2026, 03 59 46 pm
    How Data Analytics Improves Multi-Location Search Strategies
    10 Min Read
    cybersecurity efforts
    How Behavioral Analytics and AI Are Redefining Cybersecurity for Boca Raton Businesses
    14 Min Read
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-25 SmartData Collective. All Rights Reserved.
Reading: Data Integration: Hand-coding Using ETL Tools
Share
Notification
Font ResizerAa
SmartData CollectiveSmartData Collective
Font ResizerAa
Search
  • About
  • Help
  • Privacy
Follow US
© 2008-23 SmartData Collective. All Rights Reserved.
SmartData Collective > Big Data > Data Warehousing > Data Integration: Hand-coding Using ETL Tools
Data Warehousing

Data Integration: Hand-coding Using ETL Tools

RickSherman
RickSherman
5 Min Read
Data Integration: Hand-coding Using ETL Tools
Illustration generated with FLUX.2 [klein 4B] via Cloudflare Workers AI.
SHARE

We are creatures of habit. It’s not easy to stop doing something the way we’ve always done it. Especially when we think we are right (but actually we’re not). Let’s explain.

I have discussed (some might say preached) in many posts, articles, webinars, podcasts, classes and client discussions that for any recurring data integration tasks IT should use an Extract, Transform and Load (ETL)  tool.

This certainly has been the best practice for enterprise data warehousing projects in the Fortune 1000. This is where I got my early experience in data integration and got to use the ETL tools that annually rank in Gartner’s Upper Magic Quadrant and Forrester’s Top Wave. These ETL tools enabled IT groups and SI (system integrator) project teams to tackle data integration challenges too complex and extensive for hand-coding. 

However, while the enterprise data warehousing projects were being developed with enterprise class ETL tools, most Fortune 1000 departmental projects and small to medium business (SMB) companies were hand-coding their data-integration processes.

More Read

"I propose a new definition of business intelligence … Wikipedia provides a simple layperson..."
“I propose a new definition of business intelligence … Wikipedia provides a simple layperson…”
Researchers at MIT have made pure, dense, thin films of carbon…
Tactical Meandering
The Data Curves
Solving Supply Chain Risks [INFOGRAPHIC]

IT groups choose to hand-code because for quite a while the enterprise class ETL tools they heard of were too expensive for their budgets. In addition, these tools required dedicated, trained developers. Life in a small IT group means doing multiple tasks and never really having time to get training. The result is millions of lines of hand-coded ETL in enterprises today —  most of which is not documented and took much longer to develop than it would have with an ETL tool.

Times are Changing

But times have changed. There are now very robust, affordable ETL tools that can easily handle any departmental or SMB data integration projects (and might even be able to handle some enterprise data warehouses too).

In fact, two classes of ETL tools are free (or almost so). First, database vendors have “bundled” ETL tools with their databases. Although initially these tools were very simplistic they have expanded over the years have quite robust functionality. Second, open source software (OSS) ETL tools have also emerged and are capable of handling many departmental and SMB needs.

The emergence of these tools has broken through the pricing barrier with ETL tools that are not only quite capable, but not difficult for a small IT staff to learn. I have been advocating these tools in the departmental and SMB data integration market for years. The good news is these tools are picking up converts but the bad news is IT may not be using these tools as well as they might.

Stay tuned for my next post, where I continue this discussion with Hand-Coding: What Went Wrong and How to Avoid Repeating History’s Mistakes

Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

Best VMware Alternatives in Thailand for Private Cloud and HCI Deployments -- AI-generated illustration
Best VMware Alternatives in Thailand for Private Cloud and HCI Deployments
Cloud Computing Exclusive IT
Using Safety Metrics and Incident Data to Reduce Construction Risk and Insurance Costs -- AI-generated illustration
Using Safety Metrics and Incident Data to Reduce Construction Risk and Insurance Costs
Big Data Exclusive
How Business Intelligence Can Help Small Businesses Build Better Decision Rules -- AI-generated illustration
How Business Intelligence Can Help Small Businesses Build Better Decision Rules
Business Intelligence Business Rules Exclusive
Stellar Repair for MS SQL Review: Can It Repair SQL Databases? -- AI-generated illustration
Stellar Repair for MS SQL Review: Can It Repair SQL Databases?
Exclusive Software SQL

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

Why Capacity Management Matters For Countries…and Data Warehouses
Data WarehousingExclusive

Why Capacity Management Matters For Countries…and Data Warehouses

5 Min Read
Business of Carbon Management from Special Reports
Business IntelligenceData MiningData WarehousingPredictive Analytics

Business of Carbon Management from Special Reports

1 Min Read

Data by the Book: You Don’t Know What You’ve Got Until It’s Gone

6 Min Read
Image
Best PracticesBig DataData QualityData Warehousing

Why Lean Data Management Is Vital for Agile Companies

6 Min Read

SmartData Collective is one of the largest & trusted community covering technical content about Big Data, BI, Cloud, Analytics, Artificial Intelligence, IoT & more.

AI chatbots
AI Chatbots Can Help Retailers Convert Live Broadcast Viewers into Sales!
Chatbots
How To Get An Award Winning Giveaway Bot
Big Data Chatbots Exclusive

Quick Link

  • About
  • Contact
  • Privacy
Follow US
© 2008-26 SmartData Collective. All Rights Reserved.
Welcome Back!

Sign in to your account

Username or Email Address
Password

Lost your password?