Lambda Labs Alternative

The Lambda alternative — H100s available now.

Indian data centres. INR billing. Zero egress. Fractional GPU from 12.5%. Per-second billing. And — uniquely — a licensable platform.

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Why ML teams move off Lambda

H100 availability

Lambda On-Demand H100 is frequently sold out. PodStack has H100 capacity in Indian DCs.

Forex + US residency

USD billing, US data residency, no DPDP path. PodStack solves all three.

True fractional GPU

12.5%–100% of an H100. Lambda only sells full GPUs.

Platform license available

License the same stack and run it in your DC. Lambda does not offer this.

PodStack vs Lambda Labs — feature by feature

FeaturePodStackLambda Labs
Platform stackProprietary, purpose-built for GPUCustom over bare-metal
Platform licenseAvailable — license + run in your own DCNo — managed only
H100 availabilityAvailable now — Indian DCsFrequently sold out / waitlist
Fractional GPU12.5% – 100% via PodVirtFull GPU only
Billing currencyINR — incl. taxesUSD
Egress feesZeroCharged
Per-second billingYesPer-minute / hour
Data residencyIndia (Bengaluru DCs)US

Pricing side-by-side

Lambda prices converted at ₹83.5/USD. Add egress, GST, and forex for India spend.

GPUPodStackLambda Labs
NVIDIA L40S 48GB₹100/hr (incl. taxes)~$1.10/hr (~₹92/hr) when available
NVIDIA A100 80GB₹292/hr~$1.79/hr (~₹150/hr) when available
NVIDIA H100 80GB₹333/hr~$2.99/hr (~₹250/hr) when available
NVIDIA H100 fractional (25%)~₹84/hrNot offered

Migrating from Lambda

  1. Step 1
    Push your Docker image
    docker tag my-llm:latest registry.podstack.ai/<org>/my-llm:latest
    docker push registry.podstack.ai/<org>/my-llm:latest
  2. Step 2
    Sync model weights and datasets
    aws s3 sync ./weights/ s3://my-bucket/weights/ \
      --endpoint-url https://s3.podstack.ai
  3. Step 3
    Launch a Pod
    podstack pod create -f podstack.yaml

Frequently asked questions

Why look for a Lambda Labs alternative?+

Lambda has been capacity-constrained on H100 for extended periods — on-demand H100 is often unavailable or waitlisted. For Indian teams there is also USD billing, US data residency (incompatible with DPDP), egress fees, and no fractional GPU. PodStack offers H100 capacity in Indian DCs now, INR billing, fractional GPU, and per-second billing.

Is PodStack built on open-source like OpenStack or Kubernetes?+

No. PodStack is a proprietary, purpose-built platform — our own control plane, scheduler, and virtualisation layer (PodVirt) designed specifically for fractional GPU sharing. This is why we can offer 12.5% fractional GPU and sub-second scaling.

Can we license the PodStack platform to run our own GPU cloud?+

Yes. PodStack is sold both as a managed cloud and as a licensable platform. Enterprises, government departments, and operators can license the full PodStack stack and deploy it in their own data centres. Lambda does not offer this.

Can I get H100s on PodStack right now if Lambda is sold out?+

Yes. PodStack maintains H100 capacity in Indian DCs with priority allocation for enterprise customers. For urgent H100 availability contact sales@podstack.ai — we can usually provision within hours.

Is PodStack cheaper than Lambda?+

Headline Lambda H100 on-demand is ~$2.99/hr (~₹250/hr) when available. PodStack H100 is ₹333/hr with zero egress, INR billing (no forex/GST stack), and fractional GPU (pay ~₹84/hr for 25% of an H100). For sub-utilised workloads PodStack's effective $/hr is much lower.

Is PodStack DPDP and government-empanelment ready?+

Yes. PodStack is ISO 27001 certified, DPDP-compliant, and government-empanelment ready. All compute and storage stay inside Indian data centres.

How do I migrate from Lambda to PodStack?+

Three steps: (1) push your Docker image, (2) sync model weights and datasets to a PodStack S3-compatible bucket, (3) launch a Pod via the portal or with `podstack pod create -f podstack.yaml`. Most teams migrate in under an hour.

Stop waitlisting. Start training.

H100 capacity available now — launch a Pod in under 60 seconds.

Open Portal →