DZone
Thanks for visiting DZone today,
Edit Profile
  • Manage Email Subscriptions
  • How to Post to DZone
  • Article Submission Guidelines
Sign Out View Profile
  • Post an Article
  • Manage My Drafts
Over 2 million developers have joined DZone.
Log In / Join
Refcards Trend Reports
Events Video Library
Refcards
Trend Reports

Events

View Events Video Library

The Latest Testing, Deployment, and Maintenance Topics

article thumbnail
Building Reliable Data Pipelines for Enterprise Analytics Using PySpark
Build reliable PySpark pipelines with techniques for data validation, schema evolution, transformation design, partition management, and operational monitoring at scale.
July 28, 2026
by Harsh Patel
· 1,827 Views
article thumbnail
More Tests, More Confidence? Test Suites Are Investment Portfolios
Learn how to manage test suites as investment portfolios by measuring evidence value, reducing maintenance costs, and pruning liabilities.
July 28, 2026
by Stelios Manioudakis DZone Core CORE
· 3,061 Views · 1 Like
article thumbnail
OpenTelemetry's OpAMP Potential Far Beyond Supporting Collectors
A look at the Open Agent Management Protocol (OpAMP) that has been created by the CNCF OpenTelemetry project and how it could deliver beyond OTel's needs.
July 27, 2026
by Phil Wilkins
· 2,133 Views
article thumbnail
Designing a Page Object Model + TestNG Hybrid Framework: Patterns That Actually Scale
Basic Page Object Model doesn't scale. Here are the four real-world patterns needed to maintain a 2,400-test Selenium suite.
July 27, 2026
by Rajasekhar sunkara
· 6,853 Views
article thumbnail
From DevOps to AIOps: How Agentic AI Tamed Our Multi-Substrate Chaos
Legacy VMware on-prem, reactive AWS, and a ticket queue that never emptied — we deployed agentic AI across both substrates and changed how the team operates entirely.
July 27, 2026
by Mayank Jain
· 1,742 Views · 1 Like
article thumbnail
Securing Model Context Protocol Servers: 4 Gates From Code to Production
Secure MCP servers against prompt injection, data leaks, and denial-of-wallet with four practical, OWASP-aligned gates from code to production. Runnable code.
July 24, 2026
by Viquar Khan DZone Core CORE
· 3,916 Views · 2 Likes
article thumbnail
Engineering Production Agentic Systems: Part 1: The Pipeline
Learn how to engineer production-ready AI agent context with a five-stage pipeline for retrieval, enrichment, verification, compression, and prompt injection.
July 24, 2026
by Ram Ravishankar
· 2,824 Views
article thumbnail
One of Waterfall's Most Resilient Artifacts
Learn about why QA-as-a-phase persists, the costs it creates, and how teams can transition to continuous quality across the software development lifecycle.
July 24, 2026
by Stelios Manioudakis DZone Core CORE
· 3,805 Views · 3 Likes
article thumbnail
The Rise of Agentic SRE: Humans, Agents, and Reliability
Agentic SRE speeds up incident response, but it also requires clear guardrails, strong observability, and human oversight.
July 23, 2026
by Neel Shah
· 4,597 Views · 1 Like
article thumbnail
Avoid 10 Pitfalls of Overautomation in Software Development
Pitfalls of overautomation include automating a flawed process, relying only on automated security triggers, automating with unclean data, and more.
July 23, 2026
by Zac Amos
· 2,967 Views · 1 Like
article thumbnail
API Testing Frameworks: How to Pick the Right One and Actually Use It Well
Learn how to choose the right API testing framework, including REST Assured, Supertest, pytest, Postman, Karate, and Keploy, for better API test automation.
July 23, 2026
by Himanshu Mandhyan
· 3,074 Views · 1 Like
article thumbnail
How to Build a Solid Test Pipeline in the Era of Agentic AI Development
Learn to build a strong testing pipeline to ensure code quality, as in enterprises today most code is generated by AI agents at a huge volume and scale.
July 22, 2026
by Sai Rakshit Yerram
· 5,317 Views · 2 Likes
article thumbnail
Engineering Complexity: Implied vs. Induced Complexity
Learn to separate unavoidable system complexity from complexity your engineering choices create—and know what to contain, design for, or remove.
July 21, 2026
by Yogeshwar Srikrishnan
· 3,168 Views
article thumbnail
Reducing CI Execution Time Using Impact-Based Test Selection Across Repositories
CI optimization using Git diff and JGit to selectively run impacted Karate tests, reducing regression execution while preserving safe fallback coverage.
July 21, 2026
by Raakesh Rajagopalan
· 3,832 Views
article thumbnail
Agent Sprawl Is Your Next Production Incident: An SRE Response to Datadog's State of AI Engineering 2026
Datadog published the State of AI Engineering 2026 report. Read it. It's the most comprehensive look at AI in production available now.
July 20, 2026
by AJAY DEVINENI
· 3,804 Views · 1 Like
article thumbnail
Green Unit Tests Are a Comfort Blanket
A green test suite checks only the inputs you imagined. Point Hypothesis at a parser and it finds the garbage you did not, before production does.
July 20, 2026
by Mikhail Golikov
· 1,784 Views · 1 Like
article thumbnail
7 Essential Guardrails for Building AI SRE Agents
AI agents can take over the first minutes of incident response, but only with the right boundaries. Seven guardrails that keep an SRE agent from becoming the outage.
July 20, 2026
by Akhilesh Rao Meesala
· 2,473 Views · 3 Likes
article thumbnail
Security Is a Platform Property, Not a Pipeline Step
Security works best when it is built into the platform: Terraform guardrails, CI/CD checks, and golden path templates make secure delivery the default.
July 20, 2026
by Naveen Kalapala
· 2,488 Views
article thumbnail
When Data Quality Checks Pass but the Data Is Still Stale
A pipeline can pass every check and still serve stale data. Measure freshness (event time to publish time), not just validity.
July 20, 2026
by Vivek Venkatesan
· 2,002 Views
article thumbnail
Observability for AI Agents and Multi-Agent Systems: When Your System Can't Tell You Why It Did That
Agent systems discard the reasoning behind decisions. Capture workflow IDs, semantic logs, and prompt context before production deployment.
July 17, 2026
by Pruthvi Raj Seknametla
· 36,253 Views · 2 Likes
  • Previous
  • 1
  • 2
  • 3
  • 4
  • 5
  • 6
  • 7
  • 8
  • 9
  • 10
  • ...
  • Next
  • RSS
  • X
  • Facebook

ABOUT US

  • About DZone
  • Support and feedback
  • Community research

ADVERTISE

  • Advertise with DZone

CONTRIBUTE ON DZONE

  • Article Submission Guidelines
  • Become a Contributor
  • Core Program
  • Visit the Writers' Zone

LEGAL

  • Terms of Service
  • Privacy Policy

CONTACT US

  • 3343 Perimeter Hill Drive
  • Suite 215
  • Nashville, TN 37211
  • [email protected]

Let's be friends:

  • RSS
  • X
  • Facebook
×