Neel Shah

Contributor

Neel Shah is a Developer Advocate at StackGen who helps platform and DevOps teams build autonomous, observable infrastructure with Kubernetes, Terraform and cloud‑native tooling. He regularly speaks at global events such as KubeCon India, PlatformCon, OpenSearchCon and Kubernetes Community Days, sharing practical architectures through talks, blogs and open‑source projects.

Articles by Neel Shah

Observability for AI-native systems: New SLIs beyond latency and error rate

What if an AI system can be fast, available and technically healthy while still failing the user in ways your dashboards never see?

Sep 30, 2026 10 mins

Application Security DevSecOps Devops

How to teach SRE AI agents to fail safely and earn your team’s trust

Jul 10, 2026 9 mins

Application Life Cycle Management Devops Engineer

The Terraform scaling problem: When infrastructure-as-code becomes infrastructure-as-complexity

Apr 7, 2026 14 mins

Cloud Management Development Tools Devops

From distributed monolith to composable architecture on AWS: A modern approach to scalable software

If your “microservices” still deploy like a monolith, maybe it’s time to break free with a truly composable AWS architecture.

Jan 13, 2026 8 mins

APIs Amazon Web Services Microservices

How AI is reshaping the future of startups

Startups that embrace AI are unlocking growth like never before — smarter, faster and ready to take on the world.

Oct 20, 2025 12 mins

IT Strategy Markets Technology Industry

Optimizing queries by using observability

Want faster, smarter queries? Observability gives engineers the visibility to tune performance before users ever notice a slowdown.

Oct 6, 2025 4 mins

Databases Java SQL

Advanced debug logging techniques: A technical guide

Smarter debug logging helps devs cut through noise, spot issues fast, and keep apps healthy at any scale.

Sep 22, 2025 5 mins

Development Tools JavaScript Python

Monitoring microservices: Best practices for robust systems

Keeping microservices healthy means more than tracking data — it’s about turning logs, traces and metrics into insights that fix problems fast.

Aug 14, 2025 6 mins

Cloud Computing Cloud Security Cloud-Native

6 techniques to reduce cloud observability cost

Don't let your observability bill break the bank; slash costs by mastering data ingestion and retention without flying blind.

Jul 3, 2025 8 mins

Cloud Computing Cloud Management Devops

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AI could boost software engineer productivity by 32.6%

By Maxwell Cooter

Oct 2, 20262 mins

Artificial IntelligenceDeveloperRoles

Microsoft, Google back Apache Ossie to make enterprise data and AI platforms more interoperable

By Anirban Ghoshal

Oct 1, 20266 mins

Data GovernanceData IntegrationData Management

Google makes Gemini 4 AI model available to a trusted few

By Nidhi Singal

Oct 1, 20265 mins

Artificial IntelligenceSecurity

What AI really is doing to software development (and developers)

Sep 29, 20265 mins

Did OpenAI STEAL Math Researchers' Work? The AI Controversy Explained

Sep 16, 20266 mins

Why Software Developers Are “Token Maxxing” AI—and What It Means for Jobs

Sep 11, 20267 mins