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The Latest Testing, Tools, and Frameworks Topics

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Automating FastAPI Deployments With a GitHub Actions Pipeline
In this post, you’ll learn how to automate FastAPI deployments with GitHub Actions so every push runs tests and triggers a clean, hands-off deployment.
November 27, 2025
by Durojaye Olusegun
· 5,569 Views · 5 Likes
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How to Push Docker Images to AWS Elastic Container Repository Using GitHub Actions
Learn how to automate CI/CD with GitHub Actions to build, tag, and push Docker images to AWS ECR, simplifying deployments directly from your repo.
November 26, 2025
by Purnima Upadhyaya
· 5,425 Views · 1 Like
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How to Test POST Requests With REST Assured Java for API Testing: Part I
Test POST requests with REST Assured for API testing with this step-by-step guide for software test automation engineers, designed to build reliable API tests.
November 25, 2025
by Faisal Khatri DZone Core CORE
· 5,265 Views
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Effective Strategies for AWS Cost Optimization
Proven tips and techniques for optimizing AWS costs, including monitoring usage, setting budgets, and leveraging cost-effective services
November 25, 2025
by Prabhakar Mishra
· 2,932 Views · 1 Like
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Software Testing in the AI Era - Evolving Beyond the Pyramid
Rethinking the canonical three-tiered software testing pyramid and software quality assurance strategies in the decade of AI
November 21, 2025
by Surbhi Madan
· 2,439 Views · 3 Likes
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Good CI Is the Key to a Great Developer Onboarding Experience
When a developer starts working on a product, a good continuous integration setup can go a long way in making them comfortable in the new assignment.
November 19, 2025
by Shibashis Mishra
· 4,070 Views · 2 Likes
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DPDK Cryptography Build and Tuning Guide
This is a guide to building and tuning DPDK with ARMv8, OpenSSL, and IPSec crypto libraries on Ampere processors for optimal packet-processing performance.
November 19, 2025
by David Zeng
· 1,820 Views · 1 Like
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Faster Build & Test Loops, Better DevX
Developers rerun builds and tests frequently before opening a PR, so tests should be optimized and run intelligently to save time.
November 19, 2025
by Shibashis Mishra
· 1,458 Views · 2 Likes
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Building a Containerized Quarkus API on AWS ECS/Fargate With CDK
Build production-ready Quarkus API on AWS ECS with CDK Infrastructure as Code. Includes database integration, caching, and comprehensive testing.
November 18, 2025
by Nicolas Duminil DZone Core CORE
· 5,270 Views
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From Data Lakes to Intelligence Lakes: Augmenting Apache Iceberg With Generative AI Metadata on AWS
Build an AI-augmented data lake using Iceberg, Glue, and Bedrock to turn static metadata into searchable intelligence with semantic tags and AI summaries.
November 17, 2025
by Vivek Venkatesan
· 5,911 Views · 1 Like
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How Agentic AI Enhances API Testing
Agentic AI addresses API testing issues through test creation and maintenance, intelligent test coverage, and more. Here's how to prepare development workflows for AI.
November 17, 2025
by Zac Amos
· 3,388 Views · 3 Likes
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Integrating AWS With Okta for Just-in-Time (JIT) Access: A Practical Guide From the Field
Static IAM users, login roles were killing our security posture and slowing everyone down. So we wired Okta and AWS with SAML and Okta Workflows for JIT access.
November 17, 2025
by Sanjay Kurra
· 5,156 Views · 3 Likes
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5 Agent CI/CD Evaluation Best Practices
5 lessons for AI agent evaluations we've learned the hard way: utilizing soft failures, automatic retries, explanations, avoiding flaky tests, and localized triggers.
November 14, 2025
by Lior Gavish
· 1,738 Views · 1 Like
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Proactive vs Reactive: Rethinking Your AWS Monitoring Approach
Dynamic AWS environments require both reactive and proactive monitoring approaches for secure and reliable operations. Learn about their differences and best practices.
November 14, 2025
by Igboanugo David Ugochukwu DZone Core CORE
· 3,494 Views · 1 Like
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When Memory Overflows: Too Many ApplicationContexts in Spring Integration Tests
Spring Boot makes integration testing incredibly convenient: you have the entire application up and running in your test. But sometimes you can see memory usage spikes.
November 13, 2025
by Constantin Kwiatkowski
· 4,879 Views · 7 Likes
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The Terraform State Locking Migration You Need to Know About: Moving Beyond DynamoDB
What's happening: HashiCorp is deprecating DynamoDB-based state locking for Terraform's S3 backend. Native S3 locking is the new standard.
November 12, 2025
by kazeem mohammed
· 4,386 Views · 2 Likes
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GitLab CI/CD for Tenant-Specific ML Governance: Automating Model Registries in Databricks Unity Catalog on AWS
Automate multi-tenant ML governance in Databricks with GitLab CI/CD, ensuring secure, compliant model registration, validation, and deployment.
November 12, 2025
by Ankur Mahida
· 16,746 Views · 4 Likes
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The Exponential Price of Neglecting Modern Web Application Testing
Stop the Hidden Costs: Critical failures like browser breaks and load meltdowns happen because testing is treated as an afterthought.
November 10, 2025
by Ankit Kumar
· 9,817 Views · 1 Like
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A Practical Guide to Modernizing Data Serving Architectures Using DBSQL
Learn how we replaced our traditional RDS serving layer with direct lakehouse querying to improve performance, reduce cost, and achieve real-time data freshness.
November 6, 2025
by PRAVEEN DOOTAGANI
· 3,152 Views
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Improving Developer Productivity With End-to-End GenAI Enablement
Build an end-to-end developer enablement hub locally with GenAI, automating everything from requirements to deployment to boost productivity and streamline workflows.
October 30, 2025
by Nabin Debnath
· 2,754 Views · 2 Likes
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