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Latest Articles - DZone

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Clock Synchronization and Ordering Events in Distributed Systems: Lamport Clocks vs. Vector Clocks
System clocks can't be trusted in distributed systems. Lamport clocks bring order, and vector clocks detect concurrency.
April 6, 2026
by Vineet Bhatkoti
· 3,478 Views
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Hadoop on AmpereOne Reference Architecture
Hadoop on AmpereOne M shows improved throughput, scaling, and efficiency, with setup, tuning, and benchmark insights for optimizing big data workloads.
April 3, 2026
by RamaKrishna Nishtala
· 5,860 Views
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5 Proven Strategies for Modernizing Legacy .NET Applications
Inherited a tangled .NET monolith? Don't fall for the "Big Bang" rewrite trap. This post outlines how to regain control of legacy codebases using 5 pragmatic strategies.
April 3, 2026
by Jonathan Dodd
· 2,439 Views · 1 Like
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Chat with Your Oracle Database: SQLcl MCP + GitHub Copilot
MCP gives Copilot a standard way to call tools (like SQLcl) without custom integrations. SQLcl runs locally and talks to Oracle; SQL MCP exposes an MCP server over stdio.
April 3, 2026
by Sanjay Mishra
· 5,587 Views
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Not AI-First — Work-First!
This article explores how the nature of work shapes AI adoption, and why process mapping prepares the enterprise for AI success.
April 3, 2026
by Rick Freedman
· 4,789 Views · 3 Likes
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Retiring a Tier-0 Legacy Database Without Breaking the Business
Tier-0 database migrations succeed only with deterministic transformations, reproducible validation, and irreversible-aware cutovers under real production constraints.
April 3, 2026
by Karan Ashok Luniya
· 2,518 Views · 1 Like
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From Concept to Production: A Strategic Framework for AI/ML Project Success
AI fails when treated like software. AI succeeds when built with a framework designed for uncertainty, data drift, and decision risk.
April 3, 2026
by Rashmi Sehgal
· 2,797 Views · 1 Like
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Reducing Deployment Time by 60% on GCP: A CI/CD Pipeline Redesign Case Study
We reduced deployment time from 52 minutes to 19 minutes by redesigning our CI/CD pipeline on GCP, eliminating manual steps and infrastructure bottleneck.
April 3, 2026
by Ankush Madaan
· 2,638 Views
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How Our gRPC Services Collapsed During Traffic Bursts — and What Finally Stopped It
A latency-driven dynamic rate limiter can keep gRPC services stable during traffic bursts by rejecting early instead of collapsing under queueing.
April 3, 2026
by Parveen Saini
· 2,898 Views
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How Spec-Driven Development Brings Structure to AI-Assisted Engineering and How We Put It to the Test
Spec-Driven Development (SDD) offers a structured approach where clear, machine-readable specifications guides AI to generate code.
April 3, 2026
by Sergey Laptick
· 2,140 Views
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AI-Generated DataWeave in MuleSoft: Production Failure Modes and How to Make It Safe
AI can draft DataWeave code, but without guardrails, it fails in real production conditions. Defensive coding, contracts, and tests are mandatory.
April 3, 2026
by Manjeera Chanda
· 2,193 Views · 1 Like
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Context Graphs: From Outcomes to Decisions
Enterprise systems store outcomes, not reasoning. Context graphs capture decision context, enabling AI agents and turning systems of record into systems of reasoning.
April 2, 2026
by Naresh Dulam
· 3,473 Views · 3 Likes
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AI-Assisted Testing: Real-Life Use Cases vs. Myths
Using AI in quality assurance is now essential to staying competitive, but teams still need to stay grounded and involve people to balance the hype with real results.
April 2, 2026
by Konstantin Klyagin
· 3,114 Views · 1 Like
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AWS Migration Tools Compared: DMS vs SMS vs CloudEndure
This article compares AWS DMS, SMS, and CloudEndure, explaining their differences and helping teams select the most suitable AWS migration tool.
April 2, 2026
by Ankush Madaan
· 2,679 Views
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When One Giant Payload Must Serve Many Small Consumers: Designing a Scalable Fanout Service
This mismatch between large producers and small consumers is where systems fracture. The fix isn’t constraining producers or overloading consumers — it’s a fanout layer.
April 2, 2026
by Vikas Mittal
· 2,348 Views · 2 Likes
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Securing Error Budgets: How Attackers Exploit Reliability Blind Spots in Cloud Systems
Attackers exploit SRE blind spots. Treat security like reliability: track breach budgets, monitor configs and access, automate detection, and respond systematically.
April 2, 2026
by Oreoluwa Omoike
· 3,189 Views · 1 Like
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The Myth of Horizontal Scalability
Horizontal scaling only works for the parts of your system that are parallel. Find and shrink the serial fraction before adding more infrastructure.
April 2, 2026
by David Iyanu Jonathan
· 2,995 Views · 1 Like
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The Airlock Pattern: A Mathematician's Secret to Preventing Cascade Failures
The reason your staged rollouts still cascade, and the drain-before-advance pattern that fixes it, is inspired by one of history's greatest mathematicians.
April 2, 2026
by Jithu Paulose
· 1,949 Views
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Mastering Azure Kubernetes Service: The Ultimate Guide to Scaling, Security, and Cost Optimization
Learn to optimize AKS with automated scaling, robust security policies, and cost-saving techniques for high-performance cloud clusters.
April 2, 2026
by Jubin Soni, FBCS DZone Core CORE
· 4,232 Views · 1 Like
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Using Agentforce Vibes to Understand Your Salesforce Org
AI-assisted Salesforce org analysis for field usage and permission set overlap, using Agentforce Vibes to accelerate routine governance tasks.
April 2, 2026
by Sathish Kumar Velayudam
· 2,043 Views
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