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Carolyn Weitz

Carolyn began her cloud career at a fast-growing SaaS company, where she led the migration from on-prem infrastructure to a fully containerized, cloud-native architecture using Kubernetes.
Since then, she has worked with a range of companies from early-stage startups to global enterprises helping them implement best practices in cloud operations, infrastructure automation, and container orchestration. Her technical expertise spans across AWS, Azure, and GCP, with a focus on building scalable IaaS environments and streamlining CI/CD pipelines.
Carolyn is also a frequent contributor to cloud-native open-source communities and enjoys mentoring aspiring engineers in the Kubernetes ecosystem.

Guide to LLMs: Open-Source vs Proprietary

Guide to LLMs: Open-Source vs Proprietary 

In 2026, the Open-Source vs Proprietary LLM decision is no longer just about model quality. It is a strategic choice that shapes your AI stack, from inference design and latency targets to GPU capacity, security controls, fine-tuning, RAG, and production scaling. Enterprises are moving fast, but many are still stuck between AI experimentation and full-scale deployment. McKinsey reports […]

September 4, 2025
How to Run LLMs Locally: Setup, Deployment & Benchmarking Guide

How to Run LLMs Locally: Setup, Deployment & Benchmarking Guide

An increasing number of organizations (including new-age startups) have either integrated or are planning to integrate Large Language Models (LLMs) in their workflows. Though LLMs have been around since 2017, it is now that they have become more mainstream with wider usage in applications like conversational agents, code generators, and more. Figure 1: LLM Market Overview […]

September 2, 2025
What is a VMware Private Cloud? Pros and Cons for Mid-Sized Enterprises

What is a VMware Private Cloud? Pros and Cons for Mid-Sized Enterprises 

Mid-sized enterprises often sit in a tricky middle ground where control matters as much as speed and budgets must stretch without sacrificing reliability. A private cloud can look like the best of both worlds, yet the details decide whether it is the right move for you. This article explains what a VMware private cloud is, […]

August 29, 2025
Kubernetes Architecture: Security, High Availability & Performance Best Practices

Kubernetes Architecture: Security, High Availability & Performance Best Practices

Kubernetes architecture provides an API through which teams declare desired state, while controllers continuously reconcile actual state toward that target. It enables consistent security controls, systematic redundancy and disciplined performance tuning across clusters of any size. This advanced guide for practitioners explains how the control plane, node agents and core objects interact. Learn concrete measures […]

August 29, 2025
Understanding Cloud Deployment Models: Public, Private, Hybrid, and Community

Understanding Cloud Deployment Models: Public, Private, Hybrid, and Community

Cloud computing has become a practical foundation for modern business. But widespread adoption does not guarantee the right outcomes. Choosing the wrong cloud deployment model can lead to higher costs, compliance gaps, performance bottlenecks and unnecessary operational complexity. That is why long-term value comes from choosing the right deployment model, not just choosing a cloud […]

August 27, 2025
What Is Cloud Storage? Benefits, Use Cases & Examples

What Is Cloud Storage? Benefits, Use Cases & Examples

Quick Answer Cloud storage lets organizations store and access data on provider-managed infrastructure instead of relying only on local servers or devices. It supports scalable capacity, remote access, backups, analytics, AI/ML and application workloads. The three main types are: object, file, and block storage. Each suited to different access patterns, performance requirements and workloads. A […]

August 25, 2025
How to Migrate Your Traditional VPN to a Modern Cloud Interconnect?

How to Migrate Your Traditional VPN to a Modern Cloud Interconnect?

As businesses scale and diversify their digital operations, traditional VPNs often become a bottleneck. They usually struggle to meet the performance, scalability and security expectations of modern enterprises. If you’re wondering how to migrate your traditional VPN to a modern cloud interconnect. In that case, the solution is both strategic and technical, i.e., first examining […]

August 21, 2025
Checklist: Moving from AWS to an Open-Source Private Cloud?

Checklist: Moving from AWS to an Open-Source Private Cloud?

AWS delivers elasticity, global reach and an unmatched catalog of managed services. However, many engineering leaders are now rethinking that choice for private workloads. What’s the alternative? An open-source private cloud built on OpenStack, Kubernetes and Ceph offers the opposite trade-off: complete control, transparent code and community driven features. Before you request a private cloud […]

August 18, 2025