Testing, Deployment, and Maintenance Resources

From Test Automation to Autonomous Quality: Designing AI Agents for Data Validation at Scale

Autonomous quality uses AI agents to detect subtle data behavior shifts early, scaling trust beyond what traditional test automation can achieve.

February 2, 2026

by Sandip Gami

· 2,766 Views · 3 Likes

Mastering Fluent Bit: Developer Guide to Routing to Prometheus (Part 13)

This intro to mastering Fluent Bit covers the first pattern for developers routing telemetry pipeline metrics to Prometheus, with hands-on examples.

February 2, 2026

by Eric D. Schabell

CORE

· 1,047 Views

Testcontainers Explained: Bringing Real Services to Your Test Suite

Testcontainers enables realistic integration testing with broad language support while balancing fidelity, performance, and nuanced adoption strategies.

January 30, 2026

by Ammar Husain

CORE

· 1,507 Views · 2 Likes

Automating TDD: Using AI to Generate Edge-Case Unit Tests

This article demonstrates a "Threat-Model-First" workflow where we use AI not just to write code, but to aggressively attack our logic before we implement it.

January 30, 2026

by Nikita Kothari

· 1,898 Views

5 Technical Strategies for Scaling SaaS Applications

In this article, I want to take a closer look at the pitfalls of popular SaaS scaling strategies, drawing on my own experience, and share the lessons learned.

January 29, 2026

by Mykhailo Kopyl

· 1,778 Views · 1 Like

Cognitive Load-Aware DevOps: Improving SRE Reliability

SRE reliability depends on human cognition as much as infrastructure. Reducing cognitive load is key to resilient systems.

January 29, 2026

by Oreoluwa Omoike

· 2,119 Views

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

· 1,760 Views

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

CORE

· 1,966 Views

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

· 2,023 Views

AI-Powered DevSecOps: Automating Security with Machine Learning Tools

AI-driven development is outpacing security teams. This piece examines where AI-powered security actually help, where they fail, and how teams can use them responsibly.

January 28, 2026

by Igboanugo David Ugochukwu

CORE

· 1,978 Views · 1 Like

The Rise of Platform Engineering: How Internal Developer Platforms Are Replacing Traditional DevOps

Platform engineering replaces ticket-driven infrastructure with self-service developer platforms — now used by ~90% of organizations, per DORA.

January 27, 2026

by David Iyanu Jonathan

· 3,697 Views

An Introduction to the Four Pillars of Observability

The blog introduces you to the four pillars of observability, AWS and Azure cloud-native services, and ROI to help in architects and engineer's quest for system clarity.

January 27, 2026

by Akash Lomas

· 1,429 Views

Engineering Habits for Building Resilient Software

This article examines how integrating AI into the software development lifecycle (SDLC) is enabling teams to move from MVPs to large, resilient systems.

January 26, 2026

by Ammar Ekbote

· 1,113 Views · 1 Like

The Anatomy of an AI Agent and How to Build One With Docker Cagent

AI Agents perceive, reason, plan, and act autonomously using LLMs. This article breaks down the core components that power every agent and shows you how to build one.

January 26, 2026

by Siri Varma Vegiraju

CORE

· 2,022 Views · 1 Like

Building Fault-Tolerant Data Pipelines in GCP

This article provides a practical guide to building a fault-tolerant Google Cloud data pipeline architecture with Firestore, Pub/Sub, Dataflow, and BigQuery.

January 26, 2026

by Krishnam Raju Narsepalle

· 1,051 Views

Vibe Coding Part 3 — Building a Data Quality Framework in Scala and PySpark

How GenAI-assisted “vibe coding” can simplify building PySpark wrappers over Scala Spark libraries when you know what you’re doing.

January 23, 2026

by Bipin Patwardhan

· 1,240 Views · 2 Likes

Securing AI/ML Workloads in the Cloud: Integrating DevSecOps with MLOps

ML systems introduce security risks most teams aren’t prepared for. The piece explores emerging ML-specific threats and what effective MLSecOps looks like in practice.

January 23, 2026

by Igboanugo David Ugochukwu

CORE

· 2,388 Views · 1 Like

Docker Runtime Escape: Why Mounting docker.sock Is Worse Than Running Privileged Containers

Tested mounting docker.sock in a container. Five minutes later: full host root access, all secrets stolen, backdoors installed. Here's how.

January 23, 2026

by Shamsher Khan

CORE

· 1,614 Views · 2 Likes

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.

January 23, 2026

by Afroz Mohammad

· 1,879 Views · 1 Like

The Future of AI Integration: Why Model Context Protocol Is the New API

A deep dive into how the Model Context Protocol (MCP) redefines AI interoperability by standardizing the way agents connect to tools and data sources.

January 23, 2026

by Padmanabham Venkiteela

· 1,270 Views

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