Latest updates for Data Architecture & Ops

Fresh curated links around Data Architecture & Ops are collected here so marketers can spot useful updates and turn timely ideas into posts faster.

Recent items include:

  • Architectural Foundations & Infrastructure - Part 1
  • Architectural Foundations & Infrastructure - Part 3
  • Building a Full-Stack Agentic AI Data Platform on ClickHouse: A Complete Architecture Guide

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dataengineeringcentral.substack.com /1 month ago

Architectural Foundations & Infrastructure - Part 1

The Importance of Architecture in a Data Platform

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dataengineeringcentral.substack.com /1 month ago

Architectural Foundations & Infrastructure - Part 3

Guiding Architecture Principles for Data Platforms

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dev.to /3 weeks ago

Building a Full-Stack Agentic AI Data Platform on ClickHouse: A Complete Architecture Guide

A production-grade, end-to-end agentic AI platform — chat UI, self-hosted LLM, MCP server, LLM observability, medallion data architecture, security guardrails, HA, and cost analy...

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dzone.com /1 week ago

Architecting Petabyte-Scale Hyperspectral Pipelines on AWS

The Data Challenge Every industry has its version of the same data engineering problem: massive, complex payloads generated at the edge — far from the cloud, often on unreliable ne...

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rooferscoffeeshop.com /1 day ago

Advancing data strategy with people-first architecture

advancing-data-strategy-with-people-first-architecture

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dataengineeringcentral.substack.com /1 month ago

Architectural Foundations & Infrastructure - Part 2

Lambda vs Kappa Architecture

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dev.to /1 month ago

Stop Architecture Drift: Operationalizing ADRs with Automated Fitness Functions

Six months after we standardized on OpenSearch, a pull request introduced Datadog into a service. The ADR existed. It had been discussed, approved, and stored in the repo. The PR w...

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computerweekly.com /2 weeks ago

Inside FDP – part 3: The data architecture that makes it work

An in-depth look at the specific features of Palantir's Foundry, the commercial software platform on which FDP is built, and how the system makes use of them

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snowflake.com /3 weeks ago

Snowflake Openflow & Cortex Code: AI-Driven Data Integration

Build and troubleshoot Snowflake Openflow pipelines faster with Cortex Code, Snowflake's AI agent for data integration and CDC. Get started today.

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dzone.com /3 weeks ago

Reactive Ops to Autonomous Infrastructure: How Agentic AI Is Redefining Modern DevOps

Why Operations Can’t Keep Up Anymore Modern infrastructure has evolved much faster than the way we operate it. Today’s systems are distributed, constantly changing, and deeply inte...

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habr.com /1 month ago

Data as Code на практике: создаем, версионируем и делимся модулями БД с помощью ArchDB

Представьте: вы заходите в репозиторий, открываете папку schemas и через пять минут понимаете, как устроена база во всём проекте, со всеми связями. Никаких устаревших диаграмм в Co...

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dzone.com /5 days ago

Scaling Cloud Data Automation: A Practical Guide to Open Table Formats

When we talk about data analytics the way we set up our tables is really important. This is because it can make a difference, in how well our systems work and how fast they can gro...

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dzone.com /4 days ago

Architecting an Embedded Efficiency Layer: A Platform Deep Dive into Day-Two Operational Tuning

Editor’s Note: The following is an article written for and published in DZone’s 2026 Trend Report, Platform Engineering and DevOps: How Internal Platforms, Developer Experience, an...

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towardsdatascience.com /5 days ago

The Domain Shift: Moving Data Governance from Product Triage to Infrastructure Investment

How shifting the operational focus from isolated data products to systemic domain architecture resolves technical bottlenecks and optimizes platform investment. The post The Domain...

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dzone.com /1 month ago

Architecting AI-Native Cloud Platforms: Signals to Insights to Actions

Cloud platforms have historically been built to execute applications at scale. Over the past decade enterprises pushed workloads from private datacenters to the cloud, taking advan...

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sdtimes.com /1 month ago

Inside the Pipe: What the Architecture Diagram Doesn’t Tell You

Architecture diagrams lie, a little. Not on purpose. They show boxes and arrows in clean arrangements and make everything look sequential and tidy. What they cannot show is what fa...

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devops.com /1 day ago

Why Enterprise AI Infrastructure Is Becoming a DevOps Problem

Most enterprise AI projects start with retrieval. You connect Jira, Confluence, SharePoint, and Slack. Maybe a few internal databases nobody has touched in five years. You tune emb...

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cloud.google.com /1 month ago

Converging operational and analytical data for AI transformation

To act at the speed of business, AI agents must operate in fast and trusted reasoning loops. They need to “think” by reasoning across both your historical context and your live ope...

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devops.com /1 month ago

How to Manage Operations in DevOps Using Modern Technology

How modern DevOps teams manage operations using automation, observability, AIOps and self-service to reduce toil and improve reliability.

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venturebeat.com /1 month ago

The modern data stack was built for humans asking questions. Google just rebuilt its for agents taking action.

Enterprise data stacks were built for humans running scheduled queries. As AI agents increasingly act autonomously on behalf of businesses around the clock, that architecture is br...

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vmblog.com /1 month ago

Strategic Scalability: Engineering a Tech Stack for the Modern Enterprise

By Tina Martin of Ideaspired As organizations evolve, the complexity of their digital infrastructure often grows at a faster rate than

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computerweekly.com /1 month ago

Storage implications of a modern IT architecture

One of the challenges of migrating older applications to a cloud-native, modern IT architecture is how to provide persistent storage

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aws.amazon.com /2 weeks ago

Securing client confidentiality at scale: Automated data discovery and governed analytics for legal workloads

In this post, we show you a reference architecture that automates sensitive data discovery across legal document repositories on Amazon Web Services (AWS), demonstrate how to captu...

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adventuresfrugalmom.com /1 month ago

FinOps for Agentic Workloads: Turning AI Spend Into an Engineering Signal

Artificial intelligence is evolving from experimental to operational, with significant infrastructure costs tied to its deployment. Enterprises must reconsider their architectural...

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Sources covering Data Architecture & Ops

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computerweekly.com

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adventuresfrugalmom.com

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aws.amazon.com

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blogs.vmware.com

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