Deployment guide

Cheapest way to deploy gemma-3-4b-it in 2026

11 providers compared. API token-pricing, dedicated capacity, and rented GPU costs side-by-side, normalized to monthly cost.

Cheapest API

$0.040 / 1M input tokens

at DeepInfra

Cheapest GPU rental

$0.14 / hour

at Verda on V100

11 providers compared

ProviderRegionQuantizationSource
DeepInfra
United States128k$0.040$0.080Source ↗
AWS
Multiple regions$0.040$0.080Source ↗

API vs. GPU rental

The crossover point at which renting a GPU full-time becomes cheaper than paying per token: ~56M tokens/day.

Monthly cost vs. daily token volume — DeepInfra API vs. Verda GPU rental for gemma-3-4b-itAPI cost (blue line) scales linearly with token volume; GPU rental (green line) is a flat ~$101 per month. They cross at roughly 56M tokens/day, the break-even point.$0$500$1.0k$1.5k10k100k1M10M100M1BBreak-even · 56M/dayAPI (DeepInfra)GPU (Verda)Tokens per day (log scale)Monthly cost (USD)

Top 5 cheapest for your workload

Adjust the assumptions below — token volume, input/output ratio, days and hours of usage — to see how the cheapest options shift.

Your workload

Tokens vol.
1M1B
Input / Output
100% Input100% Output
Active days / mo
1 day30 days
Active hours / day
1 hr24 hrs
Cache hit rate
0%100%
Batch APIs
RankProviderPricingHardwareMonthly
#1
Verda
GPU · On-demandV100$101
#2
DeepInfra
API$108
#3
AWS
API$108
#4
Google Cloud Vertex AI
GPU · On-demandT4$252
#5
Azure
GPU · On-demandK80$285

View full results with your assumptions →

gemma-3-4b-it at a glance

VRAM (native precision)
9 GB
Parameters
4.3001B
Native precision
bf16
Context length
License
gemma
Knowledge cutoff
Modalities
text, vision
Access type
Open source
EU developed
No
Origin country
US

A second opinion on the data

Hardware footprint

gemma-3-4b-it is a 4.3001B-parameter model that needs 9 GB VRAM at bf16 when self-hosted at native precision (fits a single L4/A10). Quantization to int8 typically halves the VRAM requirement; int4 quarters it, at modest accuracy cost. 10 GPU rental providers in nfer's index currently offer hardware that fits this model at native precision.

Cheapest path today

For gemma-3-4b-it: The cheapest API offering is DeepInfra at $0.04/1M input + $0.08/1M output tokens. The cheapest GPU rental that fits the model is Verda on V100 at $0.14/hour. The break-even point between paying per token and renting a GPU depends on your daily volume — see the chart above.

Licensing and fit

Released under the gemma license, gemma-3-4b-it ships with a context length not specified; open-source weights are publicly available.

Common questions

  • What's the cheapest way to host gemma-3-4b-it?
    The cheapest API option for gemma-3-4b-it in nfer's index is DeepInfra at $0.040/1M input + $0.080/1M output tokens. For self-hosted workloads, the cheapest GPU rental that fits is Verda on V100 at $0.14/hour. The right choice depends on your daily token volume — see the break-even chart on this page.
  • How much VRAM does gemma-3-4b-it need?
    gemma-3-4b-it 9 GB at native precision; roughly 5 GB at int8 and 2 GB at int4. Native precision is bf16. Quantization roughly halves (int8) or quarters (int4) the VRAM footprint at modest accuracy cost.
  • Can I use gemma-3-4b-it commercially?
    Released under the gemma license — commercial use is permitted subject to Google's prohibited-uses policy.
  • What's the difference between API and GPU rental for gemma-3-4b-it?
    Token-priced API providers (like DeepInfra) bill per million input/output tokens — best for low or bursty volume. Renting a GPU (e.g. Verda at $0.14/hour) is a flat ~$100.80/month regardless of usage — better economics once you sustain enough tokens per day to justify the fixed cost. The break-even chart on this page shows the exact crossover point.
  • Is gemma-3-4b-it available with EU data residency?
    gemma-3-4b-it is not a European-developed model. 3 EU-owned providers offer hosting in nfer's index — filter on EU sovereignty in the comparator to see them.

Prices last updated · 2026-04-30