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Developer Advocate at Middleware.io with a great passion for building communities around DevOps and Observability.

Unlocking Kubernetes Chaos: AI Anomaly Detection That Slays MTTR

Unlocking Kubernetes Chaos: AI Anomaly Detection That Slays MTTR

Kubernetes environments face constant threats from failures, spikes and hidden anomalies that spike downtime and mean time to recovery (MTTR). This blog explores fusing chaos engineering with AI anomaly detection for building ...
Neel Shah | January 6, 2026 | AI, chaos engineering, kubernetes, MTTR
Overcoming Cloud-Native Observability Challenges: Dealing With High Data Volume and Dynamic Environments

Overcoming Cloud-Native Observability Challenges: Dealing With High Data Volume and Dynamic Environments

In today’s fast-paced digital world, companies are increasingly relying on cloud-based architectures to deliver flexible and scalable applications. However, with this transformation comes a complex challenge: Monitoring and managing these highly dynamic ...
Neel Shah | December 17, 2025 | cloud native, monitoring, observability, telemetry data
Kubernetes, observability, tracing, kubernetes observability, Grafana labs, kubernetes, observe, tool, Datadog, data, observability, kubernetes Docker Granulate observability

Cost-Aware Observability on K8s: Balancing Scrape Intervals, Retention and Cardinality

Learn how to optimize Kubernetes observability with cost-efficient scrape intervals, retention policies and cardinality control using Prometheus, Thanos and Cortex ...
Neel Shah | December 3, 2025 | cloud-native observability, Cortex long-term storage, cost-aware Kubernetes observability, efficient metric storage, high cardinality metrics, Kubernetes cost optimization, Kubernetes logging and tracing, Kubernetes metrics management, Kubernetes monitoring optimization, Kubernetes performance monitoring, Kubernetes SRE practices, low-cost monitoring, metric cardinality reduction, metric retention policies, observability best practices, Prometheus cost control, Prometheus relabel configs, Prometheus scrape intervals, scrape interval tuning, Thanos downsampling
Observability for Microservices vs Monoliths: Strategies that Worked in 2025

Observability for Microservices vs Monoliths: Strategies that Worked in 2025

Learn how observability strategies differ between monolithic and microservice architectures. Explore challenges, best practices and tooling for DevOps and SRE teams in 2025 ...
Neel Shah | November 20, 2025 | AI-driven observability, centralized logging, DevOps observability strategies, distributed tracing, dynamic infrastructure observability, Grafana Honeycomb Middleware, microservices monitoring, microservices vs monoliths, monolith performance monitoring, observability, observability tools 2025, OpenTelemetry, scalable telemetry ingestion, service metrics, smart alerting, SRE best practices, telemetry data, tracing context propagation
Best Practices for Monitoring Your Kubernetes Applications

Best Practices for Monitoring Your Kubernetes Applications

Kubernetes has become the backbone of modern cloud-native applications, offering unique flexibility and scalability. However, with its complexity, there are significant challenges in maintaining visibility of the health and performance of Kubernetes ...
Neel Shah | September 5, 2025 | Kubernetes monitoring, observability
serverless, cloud, metrics, logs, traces, monitoring,

Serverless Monitoring Best Practices 

Serverless monitoring demands a new approach, combining structured logs, meaningful metrics and distributed traces with advanced cost controls and automation to keep applications fast, resilient and efficient ...
Neel Shah | August 8, 2025 | cloud, devops, monitoring, observability, serverless
microservices, opentelemetry, data, Grafana, OpenTelemetry Argo NeuVector Extends Red Hat OpenShift Availability

Leveraging OpenTelemetry for End-to-End Tracing in Microservices

OpenTelemetry provides a powerful and flexible approach to understanding, troubleshooting and optimizing applications in microservices architectures ...
Neel Shah | June 25, 2025 | microservices, OpenTelemetry

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You Can’t Just Layer AI on Your Observability Platform: Why Context is King
19 May 2026
You Can’t Just Layer AI on Your Observability Platform: Why Context is King
AppSec in 2026: Security at Machine Speed — or Not at All
18 May 2026
AppSec in 2026: Security at Machine Speed — or Not at All
Multi-Million-Dollar Lessons: What FinOps Maturity Actually Looks Like
14 May 2026
Multi-Million-Dollar Lessons: What FinOps Maturity Actually Looks Like
From Prompt to Exploit: How LLMs Are Changing API Attacks
13 May 2026
From Prompt to Exploit: How LLMs Are Changing API Attacks
Data is the Differentiator for Exposure Management
6 May 2026
Data is the Differentiator for Exposure Management
The Context Engine: Why Consolidation is the Natural Future of AppSec
5 May 2026
The Context Engine: Why Consolidation is the Natural Future of AppSec

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ThreatHunter.ai Halts Hundreds of Attacks in the past 48 hours: Combating Ransomware and Nation-State Cyber Threats Head-On

ThreatHunter.ai Halts Hundreds of Attacks in the past 48 hours: Combating Ransomware and Nation-State Cyber Threats Head-On

Deloitte Partners with Memcyco to Combat ATO and Other Online Attacks with Real-Time Digital Impersonation Protection Solutions

Deloitte Partners with Memcyco to Combat ATO and Other Online Attacks with Real-Time Digital Impersonation Protection Solutions

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SUSE Rancher Prime Throws a Lasso Around VM and Container Management

March 26, 2026

Broadcom Extends Reach and Scope of Kubernetes Platform

March 24, 2026

Docker Inc. Allies with NanoCo to Deploy General-Purpose AI Agent Safely

April 1, 2026

Kubernetes Builds a Sandbox CRD for AI Agents

March 25, 2026

Istio Weaves ‘Future-Ready’ Service Mesh for AI 

March 27, 2026

RECENT POSTS

Report: Utilization of Kubernetes Infrastructure Remains Abysmal
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Report: Utilization of Kubernetes Infrastructure Remains Abysmal

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AI-driven Kubernetes in Action: Exploring AI-Assisted Kubernetes Operations 
Contributed Content Kubernetes Social - Facebook Social - LinkedIn Social - X Topics 

AI-driven Kubernetes in Action: Exploring AI-Assisted Kubernetes Operations 

April 20, 2026 Joydip Kanjilal 0
Bring Your Own CNI: Inside VMware’s Open Kubernetes Strategy
Video Interviews 

Bring Your Own CNI: Inside VMware’s Open Kubernetes Strategy

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Intruder Adds Container Image Scanning to Cloud Security Platform
Cloud-Native Security Containers Features Latest News News Social - Facebook Social - LinkedIn Social - X Topics 

Intruder Adds Container Image Scanning to Cloud Security Platform

April 14, 2026 Mike Vizard 0
How AI Is Transforming Cloud-Native Identity and Access Management
Cloud-Native Development Cloud-Native Security Contributed Content Social - Facebook Social - LinkedIn Social - X Topics 

How AI Is Transforming Cloud-Native Identity and Access Management

April 10, 2026 Devin Partida 0
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AI in CI/CD: Where Are You Really?

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How would you describe your organization’s current level of AI adoption within your CI/CD pipeline?(Required)
How would you describe your current CI/CD environment?(Required)
In which areas of your software delivery pipeline are you currently using AI? (Select all that apply)(Required)
In which areas of your software delivery pipeline are you considering using AI? (Select all that apply)(Required)
Which AI use cases are delivering, or do you expect to deliver, measurable value in your CI/CD pipeline? (Select up to three)(Required)
What, if anything, is limiting your organization’s progress with AI in CI/CD? (Select up to three)(Required)
How do you expect your use of AI in CI/CD pipelines to change over the next 12–18 months?(Required)

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