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The Latest Data Engineering Topics

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Tail-Based Sampling in the OpenTelemetry Collector: Keeping the Traces That Matter
Tail-based sampling keeps error and slow traces instead of a random slice, but it only works if all trace spans reach the same collector. Here's the fix.
August 25, 2026
by Mateen Ali Anjum
· 1,907 Views · 1 Like
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The Code-Volume Delusion: Rethinking Engineering Velocity in the AI Era
AI is shifting the engineering bottleneck downstream, requiring leaders to prioritize PR cycle times, CI/CD stability, and architectural health.
August 25, 2026
by Rupesh Dabbir
· 2,331 Views
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LLM Judgment for Document Pipelines: Bounded Pools and Typed Verdicts
Use LLMs to judge a bounded pool of documents, returning typed relevance that make pipeline decisions easier to inspect, monitor, and improve.
August 25, 2026
by Deepak Gupta
· 1,704 Views · 1 Like
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Multi-Account AWS Architecture: Isolating PHI Workloads Without Slowing Down Engineering Teams
Multi-account AWS architecture enforces PHI workload isolation at the boundary level — making access control provable rather than arguable during security reviews.
August 24, 2026
by Garik H
· 1,813 Views
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Text Analysis Without a Backend: Replacing an LLM Call With Intl.Segmenter and 60 Lines of JavaScript
Build deterministic browser-based text tools instead of LLM APIs to reduce cost, latency, privacy risks, and nondeterministic results.
August 24, 2026
by Kevin Brown
· 1,842 Views
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Ground Truth for AI-Written Code: Why Context Matters More Than Prompts
AI coding assistants become significantly more powerful when they understand Git history, project architecture, and shared engineering context.
August 24, 2026
by Troian Serhii
· 1,702 Views · 2 Likes
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The Real Skill Stack Behind Production-Ready AI Engineers
Reliable agentic AI systems come from evaluation harnesses, precise tool design, failure checkpoints, and knowing when not to use an agent.
August 24, 2026
by Joshua Shelton
· 1,397 Views · 2 Likes
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Cutting AI Token Costs With MgntUtils Stack Trace Filtering
Learn how AI can reduce log volume and token costs by compressing stack traces while preserving the details needed for effective debugging and analysis.
August 24, 2026
by Michael Gantman
· 1,338 Views · 1 Like
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From Chat Completions to Responses: Why Is OpenAI Upgrading Its Core API?
The Responses API simplifies complex agent workflows by unifying context, tool calls, and outputs, while Chat Completions remains suitable for simpler chat use cases.
August 24, 2026
by Jake Tao
· 976 Views · 1 Like
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How to Secure Fintech REST APIs Against BOLA Vulnerabilities
Learn how to protect fintech REST APIs from BOLA attacks with object-level authorization, secure identifiers, access controls, and API security testing.
August 24, 2026
by Nanne Parmar
· 1,204 Views
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Building Meeting Audio RAG on Microsoft Foundry With Fast Transcription and Foundry IQ
Build a production-ready meeting audio RAG pipeline with Microsoft Foundry, and connect to a Foundry agent that answers questions with meeting and time citations.
August 21, 2026
by Jubin Soni, FBCS DZone Core CORE
· 1,606 Views · 1 Like
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From Bottlenecks to Reliability: A Practical Guide to Scaling Temporal in Production
Scale Temporal by right-sizing workers, isolating workloads with task queues, controlling concurrency, and designing regional failover before traffic spikes or outages.
August 21, 2026
by Akhil Madineni DZone Core CORE
· 1,424 Views · 2 Likes
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Stop Paying Your AI Agent to Do the Same Job Twice
Modern AI agent pipelines benefit significantly from a strategically positioned knowledge-base cache layer that sits upstream of the orchestration flow.
August 21, 2026
by Shivi Kashyap
· 2,637 Views · 2 Likes
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Agents and Tools in Agentic AI: A Simple Explanation
This article provides a simple introduction to agents and tools in agentic AI. It explains why we need tools and the role of the agent and the model in this process.
August 21, 2026
by Ruchi Saini
· 1,530 Views · 3 Likes
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How to Build and Scale Generative AI Infrastructure
Managing generative AI at scale requires strategies to reduce costs and latency, improve observability, and build reliable infrastructure.
August 21, 2026
by Chidiebere Njoku
· 1,498 Views · 3 Likes
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Reliability Without Control: Operating SRE Practices in Platform–SaaS and API-Dependent Systems
Modern SRE shifts focus from component health to user experience, relying on accurate signals and human response to sustain reliability despite reduced control.
August 20, 2026
by Oreoluwa Omoike
· 1,342 Views · 1 Like
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Stop Hand-Rolling Chat UIs: Streaming LLM Tokens Into React Native Without the Jank
In a React Native chat, the keyboard and a streaming, resizing list fight over the scroll position and cause jank. KeyboardChatScrollView fixes it.
August 20, 2026
by Tammo Ronke
· 1,667 Views
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AWS Bedrock vs Vertex AI vs Azure Foundry: Stop Comparing Benchmarks, Start Asking This Instead
Compare AWS Bedrock, Google Vertex AI, and Azure AI Foundry to choose the right cloud for your AI workloads based on data, models, and governance.
August 20, 2026
by Balaji Venkatasubramaniyar
· 1,742 Views · 1 Like
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Prompt, Fine-Tune, or Compile: The Three Ways to Build Anything in AI
Learn when to use model APIs, fine-tuning, or declarative code for AI products, and how to manage these three tiers as your product evolves.
August 20, 2026
by Dhyey Mavani
· 1,386 Views · 1 Like
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How AI Is Actually Changing SRE Tools, Part 2: ITOps, Chaos Engineering, and the Rest of the Job
Across every category, AI is good at surfacing options and drafts; the SRE still owns the judgment call with real consequences.
August 20, 2026
by Vidyasagar (Sarath Chandra) Machupalli FBCS DZone Core CORE
· 1,532 Views · 3 Likes
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