简中繁中EN日本語한국어

Guides and Daily Digest

Daily price comparison newsletter + GPU selection, cost-saving, and pitfall-avoidance guides — a comprehensive, up-to-date breakdown of GPU rental
Daily Brief

GPU Price Comparison Flash Report, October 26: RTX 4090 as low as ¥0.87/hour

Lowest publicly listed GPU rental prices across platforms on October 26: RTX 4090 as low as ¥0.87/hour; includes day-over-day price change and selection recommendations.
2026-10-26
Platform DirectoryQuery Guide

Comprehensive list of GPU compute price lookup platforms (2026): price comparison sites / official pricing / industry indices / government platforms

What channels exist for checking GPU compute pricing? We categorize and list real, usable query entry points across four types: third-party price comparison sites, official cloud vendor pricing, industry price indices, and government orchestration platforms—covering scope, update frequency, ideal user profiles, and including the latest benchmark value from the Mysteel Compute Rental Price Index.
2026-10-25
Daily Brief

GPU Price Comparison Bulletin, October 25: RTX 4090 as low as ¥0.87/hour

Lowest publicly listed GPU rental prices across platforms on October 25: RTX 4090 as low as ¥0.87/hour; includes day-over-day change and purchase recommendations.
2026-10-25
Daily Brief

GPU Price Comparison Bulletin, October 24: RTX 4090 as low as ¥0.87/hour

Lowest publicly listed GPU rental prices across platforms on October 24: RTX 4090 as low as ¥0.87/hour; includes day-over-day price change and purchasing recommendations.
2026-10-24
Daily Brief

GPU Price Comparison Bulletin, October 23: RTX 4090 as low as ¥0.87/hour

Lowest publicly listed GPU rental prices across platforms on October 23: RTX 4090 as low as ¥0.87/hour; includes day-over-day price changes and selection recommendations.
2026-10-23
Daily Brief

GPU Price Comparison Bulletin, October 22: RTX 4090 as low as ¥0.87/hour

Lowest publicly listed GPU rental prices across platforms on October 22: RTX 4090 as low as ¥0.87/hour; includes day-over-day price changes and selection recommendations.
2026-10-22
Daily Brief

GPU Price Comparison Bulletin for Oct 21: RTX 4090 as low as ¥0.87/hour

Lowest GPU rental prices across platforms on Oct 21: RTX 4090 as low as ¥0.87/hour; includes day-over-day price changes and purchasing recommendations.
2026-10-21
Daily Brief

GPU Price Comparison Bulletin for Oct 20: RTX 4090 as low as ¥0.87/hour

Lowest GPU rental prices across platforms on Oct 20: RTX 4090 as low as ¥0.87/hour; includes day-over-day price changes and purchasing recommendations.
2026-10-20
Daily Brief

GPU Price Comparison Bulletin, October 19: RTX 4090 as low as ¥1.15/hour

Lowest publicly listed GPU rental prices across platforms on October 19: RTX 4090 at ¥1.15/hour; includes day-over-day price changes and purchasing recommendations.
2026-10-19
Daily Brief

GPU Price Comparison Bulletin — Sep 28: RTX 4090 as low as ¥1.24/hour

Lowest GPU rental prices across platforms on Sep 28: RTX 4090 as low as ¥1.24/hour; includes day-on-day price changes and selection recommendations.
2026-09-28
Pitfall Avoidance GuideGetting Started

GPU rental pitfalls guide: 10 costly traps — all learned from real user experience

GPU rental pitfalls guide: forgotten shutdowns, storage fees during idle, spot interruptions, P2P reliability, foreign-currency payments, network acceleration, misleading low-price listings, data security—must-read before renting.
2026-10-10
Getting StartedStudent

What if your lab has no GPU? A complete guide for students to rent GPU cards

How to do deep learning without owning a GPU? A complete walkthrough for students: from GPU selection and platform choice to cost-saving tips
2026-09-28
AIGCCost Estimation

How much does running Stable Diffusion cost per month? (2026 real-world cost breakdown)

Real monthly cost breakdown for renting GPUs to run SD/Flux image generation: light, medium, and heavy usage tiers.
2026-09-28
Model Fine-tuningVRAM

How Much VRAM Do You Need to Fine-tune a 7B Model? LoRA / QLoRA / Full-parameter Training — All in One Table.

VRAM requirements for fine-tuning 7B models explained: LoRA needs 16 GB, QLoRA needs 12 GB, full-parameter fine-tuning requires 80 GB — clear guidance on which GPU to rent.
2026-09-28
Avoid pitfallsCost

GPU rental pitfalls guide: 5 hidden costs beyond listed prices

Why does the final bill double for two GPUs both priced at ¥2/hour? Full breakdown: storage fees, bandwidth fees, billing during shutdown, minimum spend requirements, and image-related pitfalls.
2026-09-28
Compare

AutoDL vs Gpushare vs MatPool: How to choose among mainstream GPU rental platforms (2026)

Head-to-head comparison of three leading GPU rental platforms: pricing, billing, ecosystem, and stability — plus tailored recommendations for different users
2026-09-28
Save moneySpot Instances

What are spot instances? What’s the trade-off for 70% lower cost?

In-depth guide to off-peak / spot instances: why they’re cheaper, when they’re reclaimed, which workloads are suitable, and which must never use them.
2026-09-28
Save moneyBilling

Pay-as-you-go, daily, or monthly — which plan suits you? A simple arithmetic question

How to Choose a GPU Rental Billing Model: Break-even Formula + Cost-Optimized Plans for Every Usage Tier — Stop Overthinking It.
2026-09-28
Select GPUHardware

What’s the real difference between RTX 4090 and A100? Price gap is 3× — how to choose

Consumer flagship vs. datacenter GPUs: deep dive into VRAM, computing power, interconnects, and pricing — when do you absolutely need an A100?
2026-09-28
In-depth guide

Which GPU should students rent to run 7B models? 2026’s latest cost-saving benchmark

What GPU do you actually need to run Llama/Qwen 7B models? How much difference is there between 24GB and 16GB VRAM? Real-world cost-minimization test for students renting by the hour.
2026-10-19
In-depth guide

RTX 5090 vs 4090 inference cost benchmark: Is spending 40% more justified?

RTX 5090 32GB vs RTX 4090 24GB: Benchmark comparison of inference throughput, VRAM differences, and cost per 1,000 tokens—guidance on when upgrading to the 5090 makes sense.
2026-10-19
In-depth guide

Lowest-cost LoRA fine-tuning solution: Train your own model for under ¥10

Complete breakdown of VRAM requirements, GPU model selection, and cost-saving tips for QLoRA fine-tuning of a 7B model—total cost reduced to the price of a bubble tea.
2026-10-19
In-depth guide

Real-world cost test: Running Stable Diffusion / ComfyUI on a 4090 — as low as a few cents per image

Run SD/ComfyUI on a rented RTX 4090 to generate images; real-world cost comparison per image, monthly cost, and cost versus buying a GPU or subscribing to a membership.
2026-10-19
In-depth guide

Is renting an RTX 4080 16GB worthwhile? Real-world positioning of this mid-tier ‘sweet spot’ GPU.

The RTX 4080 with 16GB VRAM sits between the 4090 and 3090 — who should rent it, and who should skip it? Clear answers in one place.
2026-10-19
🐆 Leopard · AI Customer SupportPowered by Tongyi Qwen
Hello there, I’m Leopard~ Feel free to ask about GPU pricing, cost-effective rental strategies, or what Pro membership offers.