Testing, Deployment, and Maintenance Resources

Testing the MongoDB MCP Server Using SingleStore Kai

In this article, learn how to set up and test the MongoDB MCP Server with SingleStore Kai using MCPHost, notebooks, and real-time queries powered by Ollama LLM.

July 11, 2025

by Akmal Chaudhri

CORE

· 1,463 Views · 1 Like

Contract-Driven ML: The Missing Link to Trustworthy Machine Learning

Model accuracy means nothing if data breaks in production. Learn how data contracts ensure reliability, prevent silent failures, and protect ML performance.

July 10, 2025

by Sana Zia Hassan

· 2,185 Views · 1 Like

When Caches Collide: Solving Race Conditions in Fare Updates

Race conditions in fare caches can cause stale prices. Learn how to detect, debug, and prevent them in high-traffic systems.

July 10, 2025

by Ravi Teja Thutari

CORE

· 2,825 Views · 2 Likes

Build Real-Time Analytics Applications With AWS Kinesis and Amazon Redshift

Build real-time analytics with AWS Kinesis for streaming, AWS Lambda for processing, and Amazon Redshift for scalable data analysis.

July 10, 2025

by Danil Temnikov

CORE

· 3,231 Views · 4 Likes

Top 5 Trends in Big Data Quality and Governance in 2025

Explore the top 5 trends in data quality and governance for 2025, from real-time validation to AI-powered checks and privacy-first practices.

July 10, 2025

by Vivek Venkatesan

· 2,154 Views · 2 Likes

Advanced Insight Generation: Revolutionizing Data Ingestion for AI-Powered Search

Use Azure Document Intelligence and OpenAI to index complex documents, preserve structure, and power smarter search in AI-driven RAG applications.

July 9, 2025

by Emrah Mete

· 2,255 Views · 1 Like

Testing Java Applications With WireMock and Spring Boot

In this article, we will explore the use of WireMock for mocking external system behavior in unit integration tests for Spring Boot applications.

July 9, 2025

by Gunter Rotsaert

CORE

· 3,638 Views · 4 Likes

The AWS Playbook for Building Future-Ready Data Systems

Gone are the days when teams dumped everything into a central data warehouse and hoped analytics would magically appear.

July 9, 2025

by Junaith Haja

· 3,205 Views · 7 Likes

Continuous Quality Engineering: The Convergence of CI/CD, Chaos Testing, and AI-Powered Test Orchestration

Continuous Quality Engineering merges CI/CD, chaos testing, and AI test orchestration to proactively deliver reliable, resilient software faster.

July 9, 2025

by Gopinath Kathiresan

· 2,245 Views · 2 Likes

Top Load Balancing Algorithms: Choosing the Right Strategy

Use static algorithms for simple apps, dynamic for real-time needs. Choose based on app behavior. Combine methods for optimal load balancing.

July 7, 2025

by Yakaiah Bommishetti

· 3,186 Views · 5 Likes

Deploy Serverless Lambdas Confidently Using Canary

Improve AWS Lambda reliability with canary deployments, gradually release updates, minimize risk, catch bugs early, and deploy faster with confidence.

July 7, 2025

by Prajwal Nayak

· 2,421 Views · 3 Likes

Stop Building Monolithic AI Brains, Build a Specialist Team Instead

I created a team of specialist agents to handle different parts of a complex task. It's basically microservices for AI, making our app smarter, easier to update and more.

July 7, 2025

by Christina Lin

CORE

· 3,926 Views · 9 Likes

Orchestrating Edge Computing with Kubernetes: Architectures, Challenges, and Emerging Solutions

Learn about orchestrating edge computing with Kubernetes, its architectural frameworks, operational challenges, and state-of-the-art solutions.

July 7, 2025

by Venkatesan Thirumalai

· 3,373 Views · 4 Likes

Event Storming Workshops: A Closer Look at Different Approaches

Event Storming is a collaborative technique for uncovering domain complexity and aligning understanding, using various workshop types.

July 4, 2025

by Sebastian Malaca

· 2,034 Views · 2 Likes

The Evolution of Software Integration: How MCP Is Reshaping AI Development Beyond Traditional APIs

MCP adds a dynamic layer over traditional APIs, enabling AI agents to access tools, context, and real-time data for smarter, more adaptive behavior.

July 4, 2025

by Chetan Yeddula

· 4,587 Views · 8 Likes

How We Broke the Monolith (and Kept Our Sanity): Lessons From Moving to Microservices

Moving from a monolith to microservices is messy but worth it — expect surprises, invest in automation, and focus on team culture as much as code.

July 3, 2025

by Shushyam Malige Sharanappa

· 3,729 Views · 4 Likes

Why Traditional CI/CD Falls Short for Cloud Infrastructure

CI/CD works great for stateless apps–but infra isn’t stateless. It’s live, interconnected, and hard to roll back when things go sideways.

July 3, 2025

by Aharon Twizer

· 4,742 Views · 2 Likes

Stabilizing ETL Pipelines With Airflow, Presto, and Metadata Contracts

Silent data drift broke our metrics, errors, just lies. We fixed it with schema contracts, validation, lineage, and loud failures. Now, trust is engineered.

July 2, 2025

by BEVERLY DSOUZA

· 2,328 Views · 2 Likes

Deploying LLMs Across Hybrid Cloud-Fog Topologies Using Progressive Model Pruning

Deploying LLMs at the edge is hard due to size and resource limits. This guide explores how progressive model pruning enables scalable hybrid cloud–fog inference.

July 2, 2025

by Sam Prakash Bheri

· 2,281 Views · 1 Like

Microservice Madness: Debunking Myths and Exposing Pitfalls

The belief that "microservices eliminate dependencies" has probably caused more harm to our industry than the 2008 financial crisis did to finance!

July 2, 2025

by Thomas Hansen

CORE

· 2,835 Views · 7 Likes

The Latest Testing, Deployment, and Maintenance Topics