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I will optimize your gpus for best scaling efforts and save money
Infra and Devops
Hi, I’m Samarth — a Cloud & DevOps Engineer and startup founder. I’ve founded two funded startups and worked as Head of Infrastructure, owning cloud architecture, deployments, scaling, reliability, an...
About this Gig
Stop Paying $70,000/month for Idle GPUs
Running high-end GPUs like AWS H100s can cost ~$70,000 per month if left running 24×7.
The worst part? Most of that cost is idle time.
I help teams scale GPU infrastructure to zero so you only pay when real requests are coming in.
Example
If your H100-backed service:
- Has uneven traffic
- Is idle at night / weekends
- Serves demos or internal users
Youre burning money.
With scale-to-zero, the GPU shuts down when idle and spins up automatically when needed often reducing costs by 60-90%.
What You Get
- Production-ready GPU scale-to-zero
- Smarter autoscaling (no over-provisioning)
- Lower cloud bills without breaking UX
If youre spending $10K-$70K+ per month on GPUs, this pays for itself fast.
Lets cut your cloud bill ️
Other DevOps Engineering Services I Offer
FAQ
Will scaling to zero increase latency?
There can be a cold start, but I design setups to minimize startup time and avoid unnecessary spin-ups. In many cases, the trade-off is worth saving tens of thousands of dollars per month.
Can this be done with H100 / A100 GPUs?
Absolutely. In fact, expensive GPUs like H100s benefit the most — idle time is where most money is wasted.
Is this safe for production?
Yes. I focus on stable, production-grade setups, not hacky scripts or risky configurations.
