Close Menu
Getapkmarkets.comGetapkmarkets.com
  • Home
  • BizTech
    • SaaS & Enterprise
    • Automation
    • MarTech
    • EdTech
    • FinTech
    • Ecommerce Tech
  • Apps & Software
    • App Development
    • SaaS Reviews
    • Mobile Apps
    • Productivity Apps
    • Wellness Apps
    • Android
    • Security & Privacy
    • Guides & How‑Tos
  • TechForge
    • AI & ML
    • Biotech & MedTech
    • Climate Tech
    • Cybersecurity
    • Digital Lifestyle
    • Productivity Apps
    • Quantum
  • Gadgets
    • Smart Home
    • Audio
    • Smartphones
    • AR/VR
    • Laptops & Tablets
    • Phones & Wearables
  • Digital Media
    • Social Media
    • Streaming
    • Gaming
    • Gaming Gear
    • Music & Media
    • Esports
  • Tech News
  • Big Tech Intel
  • Contact

Subscribe to Updates

Get the latest creative news from FooBar about art, design and business.

What's Hot

PhD in Chemistry in India: Research Areas, Subjects and Trends 2025

December 5, 2025

Credit System for Garden Beds Explained

December 4, 2025

Credit Notifications: How to Stay on Top of Your Credit Usage

December 4, 2025
Facebook X (Twitter) Instagram
Getapkmarkets.comGetapkmarkets.com
  • Home
  • BizTech
    • SaaS & Enterprise
    • Automation
    • MarTech
    • EdTech
    • FinTech
    • Ecommerce Tech
  • Apps & Software
    • App Development
    • SaaS Reviews
    • Mobile Apps
    • Productivity Apps
    • Wellness Apps
    • Android
    • Security & Privacy
    • Guides & How‑Tos
  • TechForge
    • AI & ML
    • Biotech & MedTech
    • Climate Tech
    • Cybersecurity
    • Digital Lifestyle
    • Productivity Apps
    • Quantum
  • Gadgets
    • Smart Home
    • Audio
    • Smartphones
    • AR/VR
    • Laptops & Tablets
    • Phones & Wearables
  • Digital Media
    • Social Media
    • Streaming
    • Gaming
    • Gaming Gear
    • Music & Media
    • Esports
  • Tech News
  • Big Tech Intel
  • Contact
Getapkmarkets.comGetapkmarkets.com
Home - Tech News - 6 Common Data Architecture Mistakes and How to Avoid Them
Tech News

6 Common Data Architecture Mistakes and How to Avoid Them

Bryson FinleyBy Bryson FinleyOctober 20, 2021Updated:December 4, 2025No Comments3 Mins Read
Facebook Twitter Pinterest Telegram LinkedIn Tumblr WhatsApp Email
Businessman hand typing with cloud technology system and office symbol concept
Share
Facebook Twitter LinkedIn Pinterest Telegram Email

In 2019, the average salary was around $115,000 for a data architect.

If you’re interested in finding and keeping a job to make that salary, you might be wondering what key data architecture mistakes to avoid.

Thankfully, we compiled a list for you, so make sure you keep reading!

Table of Contents

Toggle
  • 1. Unorganized Data
  • 2. No Structure
  • 3. Low-Quality Data
  • 4. Ignoring Data Governance
  • 5. Outdated Strategies
  • 6. Being Too Rigid
  • Discover More Common Data Architecture Mistakes

1. Unorganized Data

First, you should focus on organizing business data. Companies and their requirements get more complex, so if you don’t have it organized now, it’ll be difficult to do it in the future.

Even with automated data solutions, you’ll still have tons of data to go through and make a lot of mistakes. Ensure that your data is comprehensive and reflects the company and the volume as well.

2. No Structure

You should design a modern data architecture so that your company has some structure.

For example, many architects will treat a website without any structure, and this can make it hard to find links and other information. If there are no opportunities to present the information in a good structure, everyone is going to be lost.

When you have structure, you’ll be set up to succeed.

3. Low-Quality Data

While you’re organizing and structuring data, make sure that it’s high-quality data. Organizing it will show your abilities, but it won’t solve any of the business’s problems.

You should always go through the data to make sure it’s good, and if it is, then you can start organizing it. Don’t be a hoarder and get rid of any data that will never be useful.

See also  Why Decision Sciences Are Critical for Business Resilience and Agility

4. Ignoring Data Governance

Data governance impacts the value of the data that goes around in the company.

It’s all about making sure that the right team has the right data. However, it also tasks everyone with some responsibility to make sure that the quality and security of the data are protected and secure.

5. Outdated Strategies

Every industry has gone through changes, and some of them may still be holding onto outdated data that is affecting the quality of the company.

You should change the business strategy to make sure that your data process will go smoothly. Make sure that it’s scalable for when the business keeps growing.

6. Being Too Rigid

Speaking of outdated technology and strategy, make sure that you focus on being adaptable. Make the best opportunity to be dynamic and instantly shift to new company goals or implement a new tool. Even if there is an adjustment in the culture, you’ll have to adjust.

The change may not always be linear, so if you can’t adjust in a different way, you’ll have wasted a lot of time and will have to start over.

Discover More Common Data Architecture Mistakes

These are only a few common data architecture mistakes that you should avoid, but there are many more to keep an eye out for.

We know that coming up with a data architecture strategy can be overwhelming, but we’re here to help you out.

If you enjoyed this article, explore our website to find even more information!

Share. Facebook Twitter Pinterest LinkedIn Tumblr Email
Bryson Finley
  • Website

Bryson Finley, founder of Getapkmarkets.com, is a business tech writer specializing in apps, software, gadgets, and future tech. Over the past decade, he has tested and reviewed more than 500 tools, building a reputation for clear, hype‑free insights. His platform reaches thousands of readers monthly, offering practical pros and cons while explaining how industry shifts impact professionals who rely on technology to innovate and grow.

Related Posts

7 Best Email Marketing Tools That Actually Reach the Inbox (Not the Spam Folder)

December 3, 2025

Claude Sonnet 4.5: The AI That Works for 30 Hours Straight (Without Losing Its Mind)

December 3, 2025

ChatGPT-5: The AI That Made Me Feel “Useless Relative to It” (Sam Altman’s Words, Not Mine)

December 3, 2025

Fluently Accent Guru: Check Your English Accent in 30 Seconds

December 2, 2025

Claude – Why This AI Assistant Might Be Your Secret Weapon in 2025

November 28, 2025

AI Content Detection Tools: What Inside BigTech Reveals About Staying Ahead in 2025

November 23, 2025

Comments are closed.

Top Posts

Pinay Flix Squid Game: Why This Filipino Streaming Trend Has Everyone Talking

June 1, 202212,531 Views

F95zone Explained: Your Complete Guide to the Community Gaming Platform

May 25, 20213,890 Views

How to access and download video TikTok MP4

May 29, 20211,943 Views
Latest Reviews
Stay In Touch
  • Facebook
  • YouTube
  • TikTok
  • WhatsApp
  • Twitter
  • Instagram

Subscribe to Updates

Get the latest tech news from FooBar about tech, design and biz.

Demo
Top Reviews
Editors Picks

PhD in Chemistry in India: Research Areas, Subjects and Trends 2025

December 5, 2025

Credit System for Garden Beds Explained

December 4, 2025

Credit Notifications: How to Stay on Top of Your Credit Usage

December 4, 2025

Make Your Events Memorable With Rent A Car Lahore

December 4, 2025
Advertisement
Demo
  • Home
  • BizTech
    • SaaS & Enterprise
    • Automation
    • MarTech
    • EdTech
    • FinTech
    • Ecommerce Tech
  • Apps & Software
    • App Development
    • SaaS Reviews
    • Mobile Apps
    • Productivity Apps
    • Wellness Apps
    • Android
    • Security & Privacy
    • Guides & How‑Tos
  • TechForge
    • AI & ML
    • Biotech & MedTech
    • Climate Tech
    • Cybersecurity
    • Digital Lifestyle
    • Productivity Apps
    • Quantum
  • Gadgets
    • Smart Home
    • Audio
    • Smartphones
    • AR/VR
    • Laptops & Tablets
    • Phones & Wearables
  • Digital Media
    • Social Media
    • Streaming
    • Gaming
    • Gaming Gear
    • Music & Media
    • Esports
  • Tech News
  • Big Tech Intel
  • Contact
Most Popular

Pinay Flix Squid Game: Why This Filipino Streaming Trend Has Everyone Talking

June 1, 202212,531 Views

F95zone Explained: Your Complete Guide to the Community Gaming Platform

May 25, 20213,890 Views

How to access and download video TikTok MP4

May 29, 20211,943 Views
Our Picks

PhD in Chemistry in India: Research Areas, Subjects and Trends 2025

December 5, 2025

Credit System for Garden Beds Explained

December 4, 2025

Credit Notifications: How to Stay on Top of Your Credit Usage

December 4, 2025

Subscribe to Updates

Get the latest creative news from FooBar about art, design and business.

About Us

Getapkmarkets.com | Powering Your Next Big Move

Getapkmarkets.com is your trusted guide to Business, Apps & Software, Future Tech, Gadgets, Entertainment, and Tech News. We deliver clear, actionable insights to help you make informed decisions with confidence.

Our Picks

PhD in Chemistry in India: Research Areas, Subjects and Trends 2025

December 5, 2025

Credit System for Garden Beds Explained

December 4, 2025

Credit Notifications: How to Stay on Top of Your Credit Usage

December 4, 2025
GETAPKMARKETS
Information You Can Trust:

Reuters, the news and media division of Thomson Reuters, is the world’s largest multimedia news provider, reaching billions of people worldwide every day. Sign up for our free daily newsletter: thomson@reutersmarkets.com

Getapkmarkets.com
  • Home
  • Privacy Policy
  • Disclaimer
  • Terms and Conditions
  • About Us
  • Contact
© Getapkmarkets.com | Official Site | DMCA | Designed by Bryson Finley

Type above and press Enter to search. Press Esc to cancel.