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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.

Cloud Virtual Machines Comparison: How to Benchmark CPU, Storage and Network fairly

Cloud Virtual Machines Comparison: How to Benchmark CPU, Storage and Network fairly

If you have ever compared cloud VMs across providers, you already know the results can feel inconsistent or unfair. Even when two instances look identical on paper, their real performance can shift based on placement, neighbors and hidden limits. Forrester projects the public cloud market will reach $1.03 trillion in 2026, underscoring why fair and repeatable […]

January 14, 2026
Cloud Hosting India Pricing Blueprint: What Must Be Included to Avoid Bill Shock

Cloud Hosting India Pricing Blueprint: What Must Be Included to Avoid Bill Shock

If your cloud bills feel unpredictable, you need to keep all the elements involved in cloud hosting pricing in check. To do that, this blueprint gives you a step-by-step way to estimate, control and continuously optimize cloud hosting costs in India. We highly recommend you use the steps below to build a one-page monthly cost […]

January 14, 2026
AWS EC2 Capacity Block Price Hike: What You Need to Know and How to Respond

AWS EC2 Capacity Block Price Hike: What You Need to Know and How to Respond

Recent reports flagged AWS for an approximate 15% pricing hike tied to its reserved GPU capacity offerings. This was quite a surprise as it deviates from AWS’s usual blanket hike across all cloud services. However, this type of pricing change can happen because it is shaped by GPU supply and demand at the time you purchase a […]

January 9, 2026
Cold Start Latency in LLM Inference: What It Is, Why It Happens, and How to Fix It

Cold Start Latency in LLM Inference: What It Is, Why It Happens, and How to Fix It

Cold start latency is a deployment bottleneck that turns GPU capacity into startup delay during inference. When your endpoint scales from zero, your GPU may be available, but your users are still waiting and your first requests can time out. In LLM serving, this first-request penalty is driven by model load time: weights must be […]

December 31, 2025
Multi GPU Orchestration in 2026 Kubernetes Native vs Provider APIs

Multi GPU Orchestration in 2026 Kubernetes Native vs Provider APIs

GPU demand is still climbing as teams push larger models, run more experiments and serve more inference at lower latency. At the same time, distributed training is routine, which means you often need multiple nodes and coordinated startup. Cost pressure also keeps rising, which turns scheduling mistakes into real budget problems. To be specific, you […]

December 30, 2025
AI Compute Demand Statistics: Data Centers, GPUs, Capex & Power (2026-2030)

AI Compute Demand Statistics: Data Centers, GPUs, Capex & Power (2026-2030)

AI compute is no longer a niche line item. It is a core infrastructure constraint that can set your delivery timelines. Spending is rising fast as AI servers are taking a growing share of the server market value and supply bottlenecks now include packaging and HBM. Meanwhile, power availability is becoming a gating factor in […]

December 30, 2025
Managed Redis for Real-Time Applications: Caching, Sessions, and Analytics

Managed Redis for Real-Time Applications: Caching, Sessions, and Analytics

Managed Redis now plays a central role in delivering real-time digital experiences, supporting seamless user interactions, instant responses, and constantly updated content as expected by users.Redis usage stood at around 28% among developers in 2025, reflecting an 8% year-over-year increase as demand for high-speed in-memory data processing grows.As cloud environments grow more distributed and applications […]

December 29, 2025
Managed PostgreSQL for Enterprise Workloads: Features, Scaling, and Use Cases

Managed PostgreSQL for Enterprise Workloads: Features, Scaling, and Use Cases

Managed PostgreSQL plays a central role in modern cloud data strategies, accelerating how enterprises deploy, scale, and secure critical workloads. The global managed PostgreSQL services market size reached US$ 2.1 billion in 2024 and is projected to reach $8.1 billion by 2033, a reflection of growing adoption. As enterprises transition away from manual database administration, cloud-native […]

December 29, 2025
Best HPC Cloud Platforms in 2026: Networking, Storage & Slurm Compared

Best HPC Cloud Platforms in 2026: Networking, Storage & Slurm Compared

HPC in 2026 looks different than it did even a few years ago. Indeed, you still see classic simulations. However, you also see distributed training, large-scale feature engineering, vector index builds and multimodal inference pipelines. In simple terms, high-performance computing uses clusters of processors working in parallel to finish compute-heavy work faster. That definition matters […]

December 29, 2025