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The Latest Deployment Topics

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AWS SageMaker HyperPod: Distributed Training for Foundation Models at Scale
Master distributed training at scale with AWS SageMaker HyperPod's resilient cluster management and high-performance interconnects.
February 19, 2026
by Jubin Abhishek Soni DZone Core CORE
· 1,461 Views
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Automating Unix Security Across Hybrid Clouds
Here is an architectural pattern for building a fully automated, cross-cloud patching engine using GitLab CI, Docker, and Ansible.
February 19, 2026
by Dippu Kumar Singh
· 1,819 Views
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Mastering Serverless Data Pipelines: AWS Step Functions Best Practices for 2026
AWS Step Functions is central to modern serverless data engineering, yet many teams struggle to build pipelines that scale reliably in production.
February 19, 2026
by Jubin Abhishek Soni DZone Core CORE
· 1,988 Views
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Embedding Store as a Platform on AWS: OpenSearch + Bedrock + S3 Needs SLAs, Governance, and Quotas
Vector search is not "just OpenSearch." It just needs to be run as a platform with SLAs, governance, and quotas to control drift, leaks, and out-of-control costs.
February 19, 2026
by Anusha Kovi DZone Core CORE
· 1,342 Views · 1 Like
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When Kubernetes Forgets: The 90-Second Evidence Gap
Kubernetes heals too fast, losing diagnostic context. Engineers reconstruct incidents manually. Time-bounded queries, correlation, and intent tracking preserve evidence.
February 18, 2026
by Shamsher Khan DZone Core CORE
· 2,451 Views · 2 Likes
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Design and Implementation of Cloud-Native Microservice Architectures for Scalable Insurance Analytics Platforms
How cloud-native microservices transform insurance analytics by enabling scalability, real-time processing, and seamless modernization of legacy platforms.
February 17, 2026
by Afroz Mohammed
· 1,809 Views
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Serverless Is Not Cheaper by Default
A clear-eyed breakdown of serverless costs — why they’re hidden, when they make sense, and how to choose between functions and containers before surprises hit your bill.
February 13, 2026
by David Iyanu Jonathan
· 2,225 Views · 1 Like
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Backing Up Azure Infrastructure with Python and Aztfexport
We treat code as a first-class citizen, but our actual cloud state often drifts. Here’s how to build a Python-based “Time Machine” for Azure.
February 12, 2026
by Dippu Kumar Singh
· 1,448 Views
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How AI-Driven Software Automation Reduced Deployment Failures by 40%?
Deployment failures cost millions and exhaust teams. Learn how software deployment automation helps prevent release issues and ensures smoother launches.
February 11, 2026
by Nathan Smith
· 1,468 Views
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Shift-Left QA With Octopus Deploy: Orchestrating Katalon Tests in Your Pipeline
Integrate Octopus Deploy with Katalon to automate UI and API testing, gate releases, publish reports, and improve deployment reliability across environments.
February 11, 2026
by Shalini Sudarsan
· 1,521 Views
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OCI Images as Kubernetes Volumes: A New Era for Data Management
A new volume type has recently joined the Kubernetes ecosystem: the image volume. This feature promises to change how we manage static data and configurations.
February 10, 2026
by Manuel Morejón
· 1,792 Views
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Query-Aware Retrieval Routing for Analytics on AWS: When to Use Redshift, OpenSearch, Neptune, or Cache
Use a query router for LLM analytics — Redshift (KPIs), OpenSearch (definition), Neptune (lineage), and Cache (repeats) — to improve accuracy, latency, and costs.
February 10, 2026
by Anusha Kovi DZone Core CORE
· 1,029 Views · 1 Like
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Secure Multi-Tenant GPU-as-a-Service on Kubernetes: Architecture, Isolation, and Reliability at Scale
GPU-as-a-Service makes it easier to share accelerators, but it also raises concerns about isolation and security. This introduces a secure Kubernetes architecture.
February 10, 2026
by Harvendra Singh
· 1,655 Views
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Jakarta Data in Jakarta EE 12 M2: From Repositories to a Unified Data Access Model
Jakarta Data in Jakarta EE 12 M2 extends the EE 11 repository model with stateful operations, unified querying, and SQL/NoSQL alignment for domain-centric data access.
February 10, 2026
by Otavio Santana DZone Core CORE
· 1,169 Views · 1 Like
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Building a Self-Healing Observability System with AWS Bedrock AgentCore
This article explains how to build a self-healing observability system with AWS Bedrock AgentCore using AI agents to analyze and remediate infrastructure issues.
February 9, 2026
by Lakshmi Narayana Rasalay
· 1,572 Views
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Model Context Protocol Vs Agent2Agent: Practical Integration with Enterprise Data
MCP is production-ready for LLM-to-tool integration; A2A enables emerging multi-agent collaboration. They complement, not compete, and neither replaces Spark or Airflow.
February 9, 2026
by Ram Ghadiyaram DZone Core CORE
· 1,476 Views · 1 Like
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Automating Lift-and-Shift Migration at Scale
Moving 100+ servers to the cloud manually is a recipe for disaster. Here is an architectural pattern for building an automated Migration Factory.
February 4, 2026
by Dippu Kumar Singh
· 681 Views
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Automating AWS Glue Infra and Code Reviews With RAG and Amazon Bedrock
Automate AWS Glue reviews with infra-first RAG governance, enforcing enterprise standards, reducing manual work, and shifting checks left.
January 29, 2026
by pooja chhabra
· 1,838 Views
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Why Terraform Pipeline Failures Still Take 30 Minutes — and How We Cut Them to 2
AI system cuts Terraform pipeline failure resolution from 30 minutes to two with automated analysis and human-approved fixes.
January 29, 2026
by Shamsher Khan DZone Core CORE
· 2,023 Views
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2 Hidden Bottlenecks in Large-Scale Azure Migrations
Moving a massive on-premise system to the cloud isn't just about copying VMs. Here is how to overcome the two hidden performance killers.
January 28, 2026
by Dippu Kumar Singh
· 2,108 Views
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