Every step feels like movement. But look around — same view, slightly different altitude.
Pilot projects that never scale. Dashboards nobody uses. The same problem solved three different ways by three different teams. That's what happens without fixing the foundation.
A spiral staircase only takes you somewhere if you commit to the full climb. Build data infrastructure that compounds — not standalone efforts that reset every cycle.
Stop circling. Start building.
A new data access architecture for Nextcloud: introducing the ADA engine
My new post analyzes Formula 1 telemetry 🏎️ using Oracle Converged Database with 6 workloads: ✅ Relational ✅ JSON ✅ Time Series ✅ Spatial ✅ Graph ✅ Vector
Full breakdown & code: https://buckenhofer.com/2026/01/one-database-six-workloads/
#DataEngineering #Oracle #SQL #F1 #DataArchitecture #ConvergedDatabase
Why There's No Single Best Way to Store Information
https://www.quantamagazine.org/why-theres-no-single-best-way-to-store-information-20260116/
#HackerNews #informationstorage #dataanalysis #techinsights #knowledgeorganization #dataarchitecture
"🚨 Thiết kế hệ thống doanh nghiệp cho AI: Yếu tố bị bỏ quên!
AI cần tiếp cận lượng lớn 'vi-dữ liệu' (micro-data) như logs, sự kiện, thay đổi trạng thái để tạo 'bản sao số' phản ánh ngữ cảnh doanh nghiệp - thứ phần mềm truyền thống không cung cấp đủ.
Liệu kiến trúc hệ thống hiện tại đã đủ cho AI, hay cần thiết kế lại từ đầu?
#AI #EnterpriseSoftware #DataArchitecture
#TríTuệNhânTạo #PhầnMềmDoanhNghiệp #KiếnTrúcDữLiệu"
https://www.reddit.com/r/SaaS/comments/1q2ftxu/preparing_enterprise
What happens when a conflict cannot be resolved in a distributed database system, such as when there's network or hardware failures?
Here, Paul Rothrock discusses how pgEdge handles duplicate or missing primary keys, and missed DDL statements.
Curious to know more about the snowflake sequences extension mentioned in the video? Find it on GitHub: https://github.com/pgEdge/snowflake
Find the full video on YouTube: https://youtu.be/prkMkG0SOJE
#programming #postgres #postgresql #dataarchitecture #software
🚀 Introducing the latest in tech gymnastics: the "Frozen DuckLakes" 🦆✨—where you can build a "high-performance" data lake with no moving parts, except for all the parts that need to move. 🤔 Apparently, Mark Harrison has found a way to freeze time and logic to make #serverless data access *magically* complex. 🧊🔮
https://ducklake.select/2025/10/24/frozen-ducklake/ #techinnovation #dataengineering #computing #dataarchitecture #magictech #HackerNews #ngated
Are you building yesterday’s information architecture tomorrow? 🏗️
It's a question worth asking as the pace of AI adoption transforms how we interact with data. While we're diligently building robust data platforms and dashboards, a seismic shift is underway: enterprise users increasingly demand direct answers, not just static displays, powered by #ConversationalAI.
This means adopting an #AIFirst paradigm for your entire #DataArchitecture.
Is outdated data architecture stalling your GenAI progress?
Zhamak Dehghani, Founder and CEO @Nextdata, presents a new framework for the AI-native era at QCon AI New York.
Learn the foundational capabilities: embedded semantics, policy enforcement, and agent-centric discovery.
Rethink your data for GenAI: https://bit.ly/48vRfb0
Data Mesh theory vs. real-world implementation. The gap is real.
At InfoQ Dev Summit Munich 2025, Anurag Kale will share a practical journey of how DevOps and Domain-Driven Design became the foundation for their successful data transformation.
Get actionable insights: https://bit.ly/3IkOtdK
A firewall is not enough. The major breach we analyzed was no due to a bad network but a broken philosophy. The lack of network segmentation allowed a single vulnerability to cascade into a devastating systemic failure. Learn how a smarter data architecture could have prevented it.
#DataArchitecture #NetworkSegmentation #SiloedSystems #DataGovernance #DataSecurity #InfoSec #Cybersecurity #BusinessStrategy #ShaolinDataScience
Unveiling the latest visual for 'Data Science for the Modern Enterprise'! This one maps the crucial journey from raw data to meaningful insights, covering Database Design and Data Warehouse Design.
It's the backbone of any robust data strategy! What are the biggest challenges you've faced in designing or maintaining effective databases and data warehouses? Let's connect and share experiences! 👇
#DatabaseDesign #DataWarehouse #DataScience #DataArchitecture #SQL #ETL #OLAP #DataManagement #Tech
Model Once, Represent Everywhere: UDA (Unified Data Architecture) at Netflix
https://netflixtechblog.com/uda-unified-data-architecture-6a6aee261d8d
#HackerNews #ModelOnce #RepresentEverywhere #UDA #Netflix #DataArchitecture
Someone recently asked me about the difference between network segmentation and data segmentation after I mentioned them in a post. Both are important. Sometimes you use one method, sometimes the other, and sometimes both. And then, karma. A perfect example of data segmentation appeared on my screen a day or two later, and now I’ll share it with you.
Here’s an example of data segmentation, possibly without network segmentation. See accompanying picture.
I have multiple websites with the same hosting company. The hosting company is offering me the option of merging all of my websites under one login. That would be convenient, but it’s less secure.
At the data level, a cybercriminal must authenticate on each of the websites separately, with separate 2FA. At the network level, I have no way of knowing if the web hosting company has segmented the infrastructure, and to what degree. For some companies, detailed knowledge of the hosting company’s physical architecture is essential to good security, but for me it doesn’t matter, since I have zero confidential information stored on, or accessible from, the web servers. The worst thing a cybercriminal can do to my websites is defacement or knocking them offline.
THE LESSON
As part of your risk assessment, consider both network segmentation and data segmentation. Everything that can be accessed from the same authentication credentials is in the same data segment. The most common weakness I uncover is in granting a single Administrator account too much access.
Drawing attention to just one good quote in the article: “And it also taught many of them the importance of segmenting their networks as much as possible to contain possible damage from malware infection.”
Sadly, there’s still a long ways to go before all organizations understand the importance of not only network segmentation, but also data segmentation.
About a year ago I was at a state government industry forum (I won’t name the state) where they boasted about their ambitious goal of moving everything to the cloud and centralizing all departments’ data. In one of the breakout sessions during the Q&A period, I stood up and asked, “How are you planning to address the security risks you’re creating by total centralization?” The person on the panel who took my question said that one system they could control completely was more secure than ten or twenty systems that might have varying degrees of security. I refrained from telling them that they just admitted they sucked at project management.
#CallMeIfYouNeedMe #FIFONetworks
⁉️ 𝐂𝐨𝐧𝐟𝐮𝐬𝐞𝐝 𝐚𝐛𝐨𝐮𝐭 𝐛𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐯𝐬. 𝐭𝐞𝐜𝐡𝐧𝐢𝐜𝐚𝐥 𝐝𝐚𝐭𝐚 𝐚𝐫𝐜𝐡𝐢𝐭𝐞𝐜𝐭𝐮𝐫𝐞? Understanding this key distinction however is crucial for effective data governance and achieving meaningful business outcomes. 👉 Learn more: https://www.datalumen.eu/business_and_technical_data_architecture/
#BusinessArchitecture #DataAgenda #DataArchitecture #DataOrganization hashtag#DataRoadmap #EnterpriseArchitecture #DataManagement #DataGovernance #DataStrategy #DnA
10 𝐌𝐢𝐬𝐭𝐚𝐤𝐞𝐬 𝐎𝐫𝐠𝐚𝐧𝐢𝐳𝐚𝐭𝐢𝐨𝐧𝐬 𝐌𝐚𝐤𝐞 𝐖𝐡𝐞𝐧 𝐌𝐨𝐝𝐞𝐫𝐧𝐢𝐳𝐢𝐧𝐠 𝐃𝐚𝐭𝐚 𝐀𝐫𝐜𝐡𝐢𝐭𝐞𝐜𝐭𝐮𝐫𝐞𝐬
Modernizing data architectures is essential for organizations seeking to stay competitive. Despite good intentions, many organizations stumble along the way, making costly mistakes that hinder progress & reduce the effectiveness of their data ecosystems.
https://foxconsulting.co/post/10-mistakes-organizations-make-when-modernizing-data-architectures
Fox 📊 Consulting helps organizations get it right the first time!
#dataarchitecture #datagovernance #datasecurity #dataintegration #datastrategy
🚀 Diving into databases? Check out the difference between SQL's fixed structure and NoSQL's flexible vibe. For your hosting needs, go with xTom! #DataArchitecture #HostingMadeEasy #xTom https://xt.om/PKFt
