DevOps and CI/CD Resources

A Developer's Practical Guide to Support Vector Machines (SVM) in Python

Learn how to build, tune, and evaluate high-performance SVM models in Python using Scikit-learn with best practices for scaling, pipelines, and ROC-AUC.

October 29, 2025

by Soumya Banerjee

· 2,913 Views · 2 Likes

Mastering Fluent Bit: Top Tips Using Telemetry Pipeline Parsers for Developers (Part 8)

This intro to mastering Fluent Bit covers handy tips and tricks for speeding up the inner development loop using parsers in telemetry pipelines.

October 27, 2025

by Eric D. Schabell

CORE

· 1,695 Views · 2 Likes

Using Schema Registry to Manage Real-Time Data Streams in AI Pipelines

Learn how schema registries ensure data consistency, integrity, and scalability in real-time AI pipelines using Apache Kafka and modern streaming tools.

October 27, 2025

by Gautam Goswami

CORE

· 2,628 Views · 3 Likes

Anthropic’s Model Context Protocol (MCP): A Developer’s Guide to Long-Context LLM Integration

Anthropic’s Model Context Protocol (MCP) standardizes how AI applications provide context to LLMs. Learn more about MCP and its practical uses.

October 27, 2025

by Naresh Dulam

· 6,887 Views · 4 Likes

Kubernetes Debugging Recipe: Practical Steps to Diagnose Pods Like a Pro

Adopt step-by-step debugging with kubectl, ephemeral containers, and AI-powered RCA to find root causes faster. Add predictive autoscaling and anomaly detection.

October 24, 2025

by Chandrasekhar Rao Katru

· 5,143 Views · 8 Likes

Evolving Golden Paths: Upgrades Without Disruption

Keep your golden paths evolving — with semantic versioning, automation, and empathy — to drive innovation without breaking developer flow.

October 23, 2025

by Josephine Eskaline Joyce, Ph.D

CORE

· 14,828 Views · 3 Likes

Exploring Best Practices and Modern Trends in CI/CD

CI/CD is a big part of modern software development, like automation, better quality, and faster time-to-market. However, we shouldn't forget security.

October 22, 2025

by Milosz Jesis

· 1,806 Views · 1 Like

Next-Gen DevOps: Rule-Based AI Auto-Fixes for PMD, Veracode, and Test Failures

Learn how to build self-healing CI/CD pipelines that fix minor code issues automatically, reduce developer toil, and keep your DevOps flow fast and reliable.

October 21, 2025

by Sivasai Nadella

· 2,895 Views

A 5-Minute Fix to Our CI/CD Pipeline That Saved Us 5 Hours a Day

A reminder that even the most obvious optimizations can hide in plain sight when you’re heads down building the next big thing.

October 21, 2025

by Thomas Johnson

· 2,350 Views · 2 Likes

A Practical Guide to Deploying Microservices on Kubernetes

This guide covers deploying microservices on Kubernetes, highlighting containerization, scaling, monitoring, and security.

October 21, 2025

by Puneet Pahuja

· 2,926 Views · 1 Like

Coarse Parallel Processing of Work Queues in Kubernetes: Advancing Optimization for Batch Processing

In the current modern distributed architecture, this article will explain how to execute a Kubernetes Job with optimized and multiple parallel worker processes.

October 20, 2025

by Tanu Jain

· 3,378 Views · 1 Like

AIOps for Predictive Incident Management: A Novel Approach to Proactive DevOps

AIOps with machine learning improvements will allow DevOps teams to tune the system approaches from reactive to proactive.

October 20, 2025

by Lakshmi Prasad Rongali

· 1,965 Views · 1 Like

Event-Driven Chaos Engineering: From Failure to Resilience in Kubernetes

Event-driven chaos in Kubernetes ties alerts to automated failure tests, transforming unexpected disruptions into resilience by design.

October 17, 2025

by Josephine Eskaline Joyce, Ph.D

CORE

· 5,113 Views · 4 Likes

DevEx Ambient Agent With Advanced Knowledge Graph

The Agentic DevEx Assistant boosts developer productivity by automating tasks, providing contextual insights, and offering personalized career growth guidance.

October 17, 2025

by Chris Shayan

· 6,283 Views · 2 Likes

Centralized Configuration Management With Consul

In this article, learn how to set up centralized configuration in Spring Boot using HashiCorp Consul for dynamic, environment-specific settings management.

October 15, 2025

by Vishnu Viswambharan

· 3,276 Views · 2 Likes

Building a Fault-Tolerant Microservices Architecture With Kubernetes, gRPC, and Circuit Breakers

Learn how to build resilient microservices with Kubernetes, gRPC, and the Circuit Breaker pattern to prevent cascading failures and improve reliability.

October 15, 2025

by Anil Jonnalagadda

· 13,277 Views · 4 Likes

CNCF Triggers a Platform Parity Breakthrough for Arm64 and x86

Actuated plus Ampere-powered runners let CNCF maintainers test and ship Arm64 natively, closing the gap with x86 across CI/CD.

October 14, 2025

by Scott Fulton III

· 2,402 Views · 2 Likes

Write Once, Enforce Everywhere: Reusing Rego Policies Across Build and Runtime

Stop writing the same policy twice. With the use of Rego, you can enforce the same exact rules, both in CI/CD and in production.

October 13, 2025

by Akshay Pratinav

· 2,328 Views · 2 Likes

AI-Assisted Kubernetes Diagnostics: A Practical Implementation

Proof-of-concept tool using GPT-4 to detect failing Kubernetes pods, analyze logs and events, and suggest fixes with human approval for common issues.

October 10, 2025

by Shamsher Khan

CORE

· 4,703 Views · 5 Likes

Popular DevOps Automation Tools

This post highlights popular DevOps tools that help automate workflows across CI/CD, IaC, configuration management, orchestration, and observability.

October 9, 2025

by Mariusz Michalowski

· 3,127 Views · 3 Likes

The Latest DevOps and CI/CD Topics