The Journey of Life.....: ⚙️ DevOps / MLOps / AIOps [22-Jan-2026]

Thursday, January 22, 2026

DevOps / MLOps / AIOps

Best SRE and DevOps Tools for 2026 - https://www.sherlocks.ai/blog/best-sre-and-devops-tools-for-2026 - Covers best SRE and DevOps tools and explains why modern reliability teams need connected tooling stacks. (Source: Industry Blog)
A Comprehensive Guide to the Modern DevOps Stack - https://www.linkedin.com/posts/refonte-learning_devops-tools-and-technologies-in-2026-a-activity-7419359527457865728-UwmN - DevOps in 2026 is evolving beyond CI servers with comprehensive modern stack approaches. (Source: Professional Development)
15 Must-Have DevOps Monitoring Tools in 2026 - https://roadmap.sh/devops/monitoring-tools - Top 15 DevOps monitoring tools including Nagios, Prometheus, and Zabbix making real differences. (Source: Tool Roadmap)
DevOps Engineering in 2026: Top Trends and Innovations - https://www.refontelearning.com/blog/devops-engineering-in-2026-top-trends-and-innovations-shaping-the-futures - Explores top DevOps trends including AI-driven automation and DevSecOps shaping software delivery. (Source: Technical Blog)
7 Best Source Code Control Tools for DevOps Teams - https://cio.economictimes.indiatimes.com/tools/best-source-code-control-tools/126783501 - Guide to best source code control tools for DevOps teams in 2026 with features and comparison. (Source: CIO Analysis)

What MLOps Tools Should You Master for Production AI - https://www.linkedin.com/pulse/what-mlops-tools-should-you-master-production-ai-roles-goud-zlj3c - Essential MLOps tools for managing full ML model lifecycle including data versioning and monitoring. (Source: Career Guide)
MLOps for Backend Developers in 2026 - https://www.nucamp.co/blog/mlops-for-backend-developers-in-2026-deploying-ai-models-to-production - Complete guide to deploying, monitoring, and retraining AI models in production with practical steps. (Source: Technical Tutorial)
The 8 Best Predictive Analytics Software & Tools for 2026 - https://www.fivetran.com/learn/predictive-analytics-software - Reviews top predictive analytics tools for forecasting trends and improving decision-making. (Source: Technology Analysis)
MLflow vs Kubeflow vs Airflow - https://pub.towardsai.net/mlflow-vs-kubeflow-vs-airflow-choosing-the-right-mlops-tool-for-real-world-production-systems-ddcb863978f8 - Comprehensive comparison of major MLOps tools for choosing right platform for production systems. (Source: Technical Article)
MLOps Community - https://home.mlops.community/ - Global hub for MLOps practitioners to share real-world experience and challenges. (Source: Community Platform)

AI and AIOps in 2026: How Intelligent Automation Is Redefining DevOps - https://www.refontelearning.com/blog/ai-and-aiops-in-2026-how-intelligent-automation-is-redefining-devops-engineering - AI and AIOps are becoming mandatory enhancements to DevOps practices in 2026. (Source: Technical Blog)
Observability Trends 2026 - https://www.ibm.com/think/insights/observability-trends - In 2026, AI will make observability strategies more intelligent, cost-effective and open source compatible. (Source: Industry Report)
Top 7 AIOps Tools for Enterprises in 2026 - https://cio.economictimes.indiatimes.com/tools/best-aiops-tools/126673799 - Explores top AIOps tools enhancing incident response and IT operations efficiency through AI automation. (Source: Enterprise Analysis)
What "AI Ops" Really Means in 2026 - https://tknops.io/blog/what-ai-ops-really-means-in-2026 - Building operational discipline to run AI-powered products sustainably goes beyond just using AI for IT operations. (Source: Technical Perspective)
Top 8 Benefits of AIOps for Modern IT Operations - https://www.ema.co/additional-blogs/addition-blogs/aiops-benefits-it-operations - AIOps delivers fewer false alerts, faster triage, lower MTTR, and reduced operational costs. (Source: Industry Analysis)