DevOps and CI/CD Resources

Data Pipeline Observability: Why Your AI Model Fails in Production

Your machine learning model had 95% accuracy in testing, but crashes in production. The problem isn't the model, it's your data pipeline.

June 26, 2026

by Abhilash Rao Mesala

· 1,761 Views · 1 Like

A Tool Is Not a Platform (And Your Team Knows the Difference)

Calling a collection of tools a platform creates expectations it cannot meet. A platform has a contract. A toolchain has documentation.

June 25, 2026

by Jeleel Muibi

· 2,226 Views · 2 Likes

Implementing Asynchronous Communication Between Microservices Using Kafka and Spring Boot

Kafka decouples services, buffers spikes, and routes failures to a DLT. Schemas are contracts; consumers must be idempotent.

June 24, 2026

by Mallikharjuna Manepalli

· 3,418 Views · 1 Like

Architectural Collapse: How Extension Poisoning, Node Vulnerabilities, and Infrastructure Fog Enabled the GitHub Repository Breach

A major GitHub breach showed how extension poisoning, Node ecosystem weaknesses, and insecure developer workstations can bypass traditional security defenses.

June 23, 2026

by Akash Lomas

· 3,351 Views · 1 Like

Automating Power Automate: How to Ensure Cloud Flows Are Active After Every Pipeline Deployment

Automate Power Platform deployments by resolving connection references and activating cloud flows after import, so every environment is ready when the pipeline finishes.

June 19, 2026

by karthik nallani chakravartula

· 2,703 Views · 1 Like

Your AI Coding Agent Can't Steal What It Never Had: The Docker Sandbox Isolation Story

Docker Sandbox runs AI agents in microVMs. The API key never enters the sandbox — the host proxy authenticates on the agent's behalf.

June 19, 2026

by Shamsher Khan

CORE

· 2,541 Views · 1 Like

Cutting Data Pipeline Costs and Data Freshness Issues With Netflix Maestro and Apache Iceberg: A Practical Tutorial

Iceberg replaces filesystem state with a metadata tree (cheap queries, ACID snapshots). Maestro replaces cron with event signals (fresh data).

June 16, 2026

by Intiaz Shaik

· 5,614 Views · 3 Likes

Getting Started With GitHub Copilot CLI for Coding Tasks

This blog explores GitHub Copilot CLI, a terminal-based AI coding assistant that integrates with GitHub Copilot for users with a subscription.

June 16, 2026

by Gunter Rotsaert

CORE

· 1,971 Views

From ETL to Lakeflow: Shifting to a Declarative Data Paradigm

The article focuses on moving away from traditional, "imperative" ETL processes to a modern, "declarative" approach using the Databricks Lakeflow platform.

June 15, 2026

by Seshendranath Balla Venkata

· 2,655 Views · 2 Likes

How to Build a Local LLM Agent to Automate Work List Generation from Monthly Reports (With Jira Integration)

Learn how a local LLM agent automates work list generation from reports, enriches tasks from Jira, detects duplicates, and keeps enterprise data secure.

June 11, 2026

by Sergey Laptick

· 2,970 Views · 2 Likes

Can We Build Elite Search Agents Without Massive Industrial RL Pipelines?

OpenSeeker-v2 is intended to push the limits of search agents working with informative and also high-difficulty trajectories.

June 11, 2026

by mike labs

· 1,573 Views

The Repo Tracker: Automating My Daily GitHub Catch-Up

Automate GitHub repo tracking with a local agent using Python, SQLite, and cron. Learn how to build a lightweight monitoring system for open-source projects.

June 11, 2026

by Alain Airom (Ayrom)

· 2,387 Views

The Big Data Architecture Blueprint: Core Storage, Integration, and Governance Patterns

This comprehensive technical guide breaks down the essential architectural, storage, and integration patterns required to scale enterprise big data platforms.

June 8, 2026

by Ram Ghadiyaram

CORE

· 2,626 Views · 2 Likes

How to Interpret the Number of Spring ApplicationContexts in Integration Tests

When optimizing Spring Boot integration tests, developers often focus on obvious metrics, but they do not always explain why an integration test suite is slow.

June 8, 2026

by Constantin Kwiatkowski

· 2,464 Views · 1 Like

Mastering Fluent Bit: Beginners' Guide for Contributing to our CNCF Project Docs

This intro to mastering Fluent Bit covers the entry point for developers that want to contribute to a CNCF documentation project but are not sure how.

June 8, 2026

by Eric D. Schabell

CORE

· 1,288 Views · 1 Like

Mastering Fluent Bit: Beginners' Guide for Contributing to Our CNCF Project Website

This intro to mastering Fluent Bit covers the entry point for developers that want to contribute to a CNCF project website but are not sure how.

June 5, 2026

by Eric D. Schabell

CORE

· 2,791 Views · 1 Like

From 24 Hours to 2 Hours: How We Fixed a Broken BI System With Apache Airflow

Broken pipelines, inaccurate data, frustrated stakeholders. Here is what we did about it and what I wish I had known before we started.

June 5, 2026

by Chinni krishna Abburi

· 2,584 Views

Advanced Error Handling and Retry Patterns in Enterprise REST Integrations

Blind retries amplify outages fast. Classify failures first, jitter your backoff, and circuit-break early before cascading.

June 4, 2026

by Anil guntupalli

· 3,606 Views · 1 Like

Beyond Manual Annotation: Engineering Self-Correcting Pseudo-Labeling Pipelines

This article details a resilient pseudo-labeling architecture. It combines Redis ingestion, Matryoshka embeddings, XGBoost to neutralize self-training confirmation bias.

June 4, 2026

by Harshith Narasimhan Srivatsa

· 2,390 Views

Build a GitHub Slack Bot With AWS Bedrock and MCP, Part 2

Build a Slack bot using AWS Bedrock and MCP to answer GitHub questions. Learn setup, architecture, and how to extend it with new tools and data sources.

June 4, 2026

by Sangharsh Agarwal

· 2,967 Views

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