Testing, Deployment, and Maintenance Resources

Embedding Store as a Platform on AWS: OpenSearch + Bedrock + S3 Needs SLAs, Governance, and Quotas

Vector search is not "just OpenSearch." It just needs to be run as a platform with SLAs, governance, and quotas to control drift, leaks, and out-of-control costs.

February 19, 2026

by Anusha Kovi

CORE

· 1,574 Views · 1 Like

Production-Ready Observability for Analytics Agents: An Open Telemetry Blueprint Across Retrieval, SQL, Redaction, and Tool Calls

Standardize analytics agent observability with OpenTelemetry spans for policy, retrieval, SQL, verification, redaction, tools, capturing proof without sensitive payloads

February 18, 2026

by Anusha Kovi

CORE

· 2,625 Views · 1 Like

10 Go Best Practices Every Backend Developer Should Know

This article covers battle-tested Go best practices covering tooling, code organization, error handling for cleaner, production-ready code.

February 18, 2026

by Akshay Pratinav

· 2,736 Views · 1 Like

From On-Call to On-Guard: Hardening Incident Response Against Security-Driven Outages

Security incidents now cause outages. This article shows why SRE and security must share command, tooling, and automation to reduce response time.

February 18, 2026

by Oreoluwa Omoike

· 1,591 Views

Testing Legacy JSP Code

In this article, learn how to test JSP with the least effort while getting the most out of the automated tests, and keep focus on what matters.

February 18, 2026

by Zoltán Csorba

· 2,049 Views

When Kubernetes Forgets: The 90-Second Evidence Gap

Kubernetes heals too fast, losing diagnostic context. Engineers reconstruct incidents manually. Time-bounded queries, correlation, and intent tracking preserve evidence.

February 18, 2026

by Shamsher Khan

CORE

· 2,658 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.

February 17, 2026

by Afroz Mohammed

· 2,320 Views

Automatic Data Correlation: Why Modern Observability Tools Fail and Cost Engineers Time

Your observability stack is complete. So why does debugging still take hours, sifting through data across eight different tools?

February 16, 2026

by Thomas Johnson

· 1,643 Views · 1 Like

Building a Self-Correcting GraphRAG Pipeline for Enterprise Observability

Self-correcting GraphRAG uses LangGraph agents to autonomously traverse knowledge graphs and search into a deterministic, multi-hop reasoning system.

February 16, 2026

by Vamshidhar Parupally

· 3,134 Views

The Human Bottleneck in DevOps: Automating Knowledge with AIOps and SECI

DevOps pipelines are often automated, yet the operations side remains surprisingly manual. Here’s a framework to reduce toil using AIOps and the SECI model.

February 13, 2026

by Dippu Kumar Singh

· 1,930 Views · 1 Like

Serverless Is Not Cheaper by Default

A clear-eyed breakdown of serverless costs — why they’re hidden, when they make sense, and how to choose between functions and containers before surprises hit your bill.

February 13, 2026

by David Iyanu Jonathan

· 2,528 Views · 1 Like

Golden Paths for AI Workloads - Standardizing Deployment, Observability, and Trust

Golden Paths enable scalable AI by standardizing deployment, observability, drift detection, and governance as built-in platform defaults.

February 12, 2026

by Josephine Eskaline Joyce, Ph.D

CORE

· 2,812 Views · 2 Likes

Backing Up Azure Infrastructure with Python and Aztfexport

We treat code as a first-class citizen, but our actual cloud state often drifts. Here’s how to build a Python-based “Time Machine” for Azure.

February 12, 2026

by Dippu Kumar Singh

· 1,616 Views

How AI-Driven Software Automation Reduced Deployment Failures by 40%?

Deployment failures cost millions and exhaust teams. Learn how software deployment automation helps prevent release issues and ensures smoother launches.

February 11, 2026

by Nathan Smith

· 1,648 Views

Playwright Fixtures vs. Lazy Approach

A guide comparing Fixture and Lazy patterns in test automation, showing how on-demand object creation improves performance and scalability in Playwright frameworks.

February 11, 2026

by Kailash Pathak

CORE

· 2,214 Views

Shift-Left QA With Octopus Deploy: Orchestrating Katalon Tests in Your Pipeline

Integrate Octopus Deploy with Katalon to automate UI and API testing, gate releases, publish reports, and improve deployment reliability across environments.

February 11, 2026

by Shalini Sudarsan

· 1,712 Views

OCI Images as Kubernetes Volumes: A New Era for Data Management

A new volume type has recently joined the Kubernetes ecosystem: the image volume. This feature promises to change how we manage static data and configurations.

February 10, 2026

by Manuel Morejón

· 2,151 Views

Visualizing Exposure Bias Using Simulation

Learn how exposure bias in A/B tests can skew results and how visualization helps detect sample imbalances before interpreting lift.

February 10, 2026

by Aneesh K Sajan

· 1,147 Views

Query-Aware Retrieval Routing for Analytics on AWS: When to Use Redshift, OpenSearch, Neptune, or Cache

Use a query router for LLM analytics — Redshift (KPIs), OpenSearch (definition), Neptune (lineage), and Cache (repeats) — to improve accuracy, latency, and costs.

February 10, 2026

by Anusha Kovi

CORE

· 1,231 Views · 1 Like

Secure Multi-Tenant GPU-as-a-Service on Kubernetes: Architecture, Isolation, and Reliability at Scale

GPU-as-a-Service makes it easier to share accelerators, but it also raises concerns about isolation and security. This introduces a secure Kubernetes architecture.

February 10, 2026

by Harvendra Singh

· 2,054 Views

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