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The Latest Testing, Deployment, and Maintenance Topics

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From DLT to Lakeflow Declarative Pipelines: A Practical Migration Playbook
Migrating from DLT to Lakeflow is mostly an API refactor, swapping DLT for pipelines, separating streaming and materialized tables, and updating CDC logic.
March 19, 2026
by Seshendranath Balla Venkata
· 3,817 Views · 1 Like
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Building MCP Hub for DevOps and CI/CD Pipelines
Model Context Protocol links AI with DevOps tools, automating code reviews, deployments, and security to speed up workflows and reduce manual work.
March 19, 2026
by Suman Basak
· 4,043 Views · 1 Like
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Building Fault-Tolerant Spring Boot Microservices With Kafka and AWS
Build fault-tolerant Spring Boot microservices with Kafka using retries, DLTs, idempotency, and AWS Lambda for scalable, resilient event processing.
March 19, 2026
by Mallikharjuna Manepalli
· 3,462 Views
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Automating IBM MQ Console (MQ Web Server) Startup Post-Server Reboot
This article provides simple steps to configure the IBM MQ Web Server for automatic startup as a system service on both Windows and Linux.
March 17, 2026
by Ram Kasivisvanathan
· 2,808 Views
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Observability in AI Pipelines: Why “The System Is Up” Means Nothing
AI systems can be fully “up” yet behave unpredictably, expensively, or incorrectly. Observability must track job state, retries, token usage, and cost.
March 17, 2026
by Aditya Gupta
· 3,295 Views · 1 Like
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How Multimodal AI Is Reshaping Kubernetes Workflows: Future-Proofing Your Platform
Kubernetes is becoming the backbone of multimodal AI — combining GPUs, smart schedulers, and model-serving tools to run text, image, etc., cost-effectively.
March 16, 2026
by Vamshidhar Parupally
· 3,509 Views
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Extending Java Libraries with Service Loader
How to dynamically use Java’s Service Loader to discover and load SPI implementations at runtime for plugin-like extensions.
March 13, 2026
by Dominik Przybysz
· 3,573 Views · 3 Likes
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Understanding Custom Authorization Mechanisms in Amazon API Gateway and AWS AppSync
This article compares the use of custom Lambda authorizers in AWS API Gateway and AWS AppSync, focusing on their respective approaches to API authorization.
March 13, 2026
by Leslie Daniel Raj
· 4,241 Views · 2 Likes
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Standards as the Invisible Infrastructure of Software
Standards align ecosystems, preserve knowledge, and prevent fragmentation — enabling portability, innovation, and long-term stability.
March 13, 2026
by Otavio Santana DZone Core CORE
· 2,716 Views
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Beyond the Heartbeat: Monitoring Agentic Systems
Agentic monitoring shifts from uptime to decision health — tracking reasoning, performance, resources, and outcomes across dynamic workflows.
March 12, 2026
by VIVEK KATARYA
· 3,014 Views
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The Human Bottleneck in DevOps Automating Knowledge with AIOps and SECI
DevOps pipelines are often automated, yet operations side remains surprisingly manual. Here’s a framework to reduce toil using AIOps and the SECI model.
March 12, 2026
by Soiure Coure
· 2,959 Views
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What Enterprise Architects Get Wrong About “Simple” SaaS Integrations
“Simple” SaaS integrations often mask deep complexity in architecture, data security, scalability, governance and maintenance.
March 11, 2026
by Suresh Kurapati
· 3,068 Views · 1 Like
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Building the Future-Proofing Forensics Pipeline with Dilithium
Future-proof forensic chains of custody against quantum attacks using Merkle trees, blockchain, and post-quantum cryptography.
March 11, 2026
by Rahul Karne
· 11,309 Views
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AWS EventBridge as Your System's Nervous System: The Architecture Nobody Talks About
EventBridge handles our 4M daily events. When Stripe changed APIs, we spent $1,200 and 4 days instead of $180K and 6 weeks.
March 11, 2026
by Dinesh Elumalai DZone Core CORE
· 6,365 Views · 1 Like
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Building Reliable Enterprise Systems with Workday: An Architect’s Perspective
In healthcare, Workday becomes a reliable enterprise platform when architects design resilient integrations, enforce data governance, and plan for scale.
March 11, 2026
by Suresh Kurapati
· 4,243 Views
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Building a Unified API Documentation Portal with React, Redoc, and Automatic RAML-to-OpenAPI Conversion
Learn how to build a modern static API documentation portal that supports both OpenAPI 3.x and RAML 1.0 specifications with automatic conversion.
March 11, 2026
by Sreedhar Pamidiparthi
· 5,410 Views
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Shifting Bottleneck: How AI Is Reshaping the Software Development Lifecycle
Continuous data-driven insights are critical for a successful and lasting AI adoption that goes beyond the initial hype phase.
March 10, 2026
by Ralf Huuck
· 3,501 Views · 2 Likes
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Designing Production-Grade GenAI Data Pipelines on Snowflake: From Vector Ingestion to Observability
Learn to build production-ready GenAI pipelines on Snowflake with delta-aware ingestion, scalable retrieval, and observability for reliability and cost control.
March 10, 2026
by Abhijit Ubale
· 2,427 Views · 1 Like
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How to Use AWS IAM Identity Center for Scalable, Compliant Cloud Access Control
This article explains how AWS IAM Identity Center centralizes access control and helps teams manage secure, compliant access across AWS environments.
March 9, 2026
by Ankush Madaan
· 2,169 Views
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The Inner Loop Is Eating The Outer Loop
The technical limitations that created the divide between the inner and outer loops are being solved just in time for agentic workflows to make merging them a necessity.
March 9, 2026
by Arjun Iyer
· 2,470 Views
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