# DeepInfra vs Alibaba Cloud

> Alibaba pairs a closed Qwen Max flagship with a full public cloud and EU regions. DeepInfra is a lean shared API that competes on price across 150+ open models.

Canonical: https://www.subconscious.dev/compare/deepinfra-vs-alibaba-cloud · By The Subconscious Team · Updated September 30, 2026

## How they compare

Alibaba Cloud and DeepInfra meet at open Qwen weights and part ways almost everywhere else. Alibaba keeps its best model closed. Qwen 3.8-Max reads text, image and video with a 1M context, function calling, structured outputs and built-in web search, at $2 in and $6 out internationally. It sits inside a hyperscale cloud with compute, storage, networking and regional deployment scopes that include the EU. DeepInfra has no closed models and no wider cloud. It runs 150+ open models behind one OpenAI-compatible key, with no minimums or setup fees, and small models from $0.02 per million.

Pricing clarity favors DeepInfra. Alibaba's sheet mixes region scopes, date-stamped model IDs and rotating promotions, though those promotions can be steep, such as night-time cuts of up to 80% on Qwen 3.7-Max, and each model comes with a free 1M token quota for 90 days. The Max model also lacks fine-tuning and batch, while DeepInfra lacks managed fine-tuning across the board. Pick Alibaba for multilingual or Asia-market products that need Max, or for enterprises that want EU placement inside a full cloud. Pick DeepInfra for cost-first bulk work on open weights.

## What each one does

### DeepInfra

DeepInfra is the price floor for open-model inference. Developers treat it as the reference point for what a token should cost, with small models like Llama 3.1 8B at $0.02 per million and DeepSeek V4 Flash at $0.14 in and $0.28 out. The catalog covers 150+ open models across text, image and speech behind a fully OpenAI-compatible API. There are no minimums, setup fees or contracts on the shared API.

### Alibaba Cloud

Alibaba Cloud serves the Qwen model family through Model Studio, its managed AI platform. The flagship Qwen 3.8-Max takes text, image and video input with a 1M token context, function calling, structured outputs and built-in web search. International pricing is $2 in and $6 out per million tokens, with implicit cache hits at $0.25. Deployments in China and some global regions list lower, at $1.65 in and about $4.95 out, and Alibaba often runs limited-time discounts, including night-time cuts of up to 80% on Qwen 3.7-Max.

## Which is best, and when

### Choose DeepInfra for

- Simple per-token pricing with no region scopes or promotions to track
- Bulk jobs on open Qwen and other open families
- Small teams that need no wider cloud

### Choose Alibaba Cloud for

- Multilingual and Asia-market products on Qwen 3.8-Max
- Multimodal input with text, image and video in 1M context
- Enterprises that want EU deployment inside a full public cloud

## At a glance

| Attribute | DeepInfra | Alibaba Cloud |
|---|---|---|
| Model access | Open weights | Closed Max; open smaller Qwen |
| Flagship models | DeepSeek V4 Flash, Llama 3.1 8B | Qwen 3.8-Max, Qwen 3.7-Max |
| Speed | ~33 tok/s on DeepSeek V4 Pro (FP4) | ~40 tok/s on Qwen 3.8-Max |
| Price | From $0.02 per 1M | $2 in, $6 out international |
| Customization | No managed fine-tuning | No fine-tuning on Max |
| Deployment | Shared API, no contracts | Model Studio on Alibaba Cloud |
| Long context | 66K on FP4 DeepSeek V4 Pro | 1M (Qwen 3.8-Max) |

## FAQ

### What is the difference between DeepInfra and Alibaba Cloud?

Alibaba pairs a closed Qwen Max flagship with a full public cloud and EU regions. DeepInfra is a lean shared API that competes on price across 150+ open models.

### When should I choose DeepInfra over Alibaba Cloud?

Simple per-token pricing with no region scopes or promotions to track; Bulk jobs on open Qwen and other open families; Small teams that need no wider cloud.

### When should I choose Alibaba Cloud over DeepInfra?

Multilingual and Asia-market products on Qwen 3.8-Max; Multimodal input with text, image and video in 1M context; Enterprises that want EU deployment inside a full public cloud.

### Is DeepInfra or Alibaba Cloud cheaper?

DeepInfra: From $0.02 per 1M. Alibaba Cloud: $2 in, $6 out international. The cheaper choice depends on the model and workload.

### Which has more context, DeepInfra or Alibaba Cloud?

DeepInfra: 66K on FP4 DeepSeek V4 Pro. Alibaba Cloud: 1M (Qwen 3.8-Max).

## Running long-horizon agents?

If your agents run past 200K tokens, compare both against Subconscious: [Subconscious vs DeepInfra](https://www.subconscious.dev/compare/subconscious-vs-deepinfra.md), [Subconscious vs Alibaba Cloud](https://www.subconscious.dev/compare/subconscious-vs-alibaba-cloud.md).

Full profiles: [DeepInfra](https://www.subconscious.dev/providers/deepinfra.md), [Alibaba Cloud](https://www.subconscious.dev/providers/alibaba-cloud.md).