Devs weigh self-hosting Gemma 4 for high-volume apps

The math of self-hosting vs. API costs is shifting rapidly with the release of highly capable open-weight models like Gemma 4. With Gemma 4's Apache 2.0 license, developers only pay for compute, eliminating per-token fees for high-volume applications. The 26B MoE variant is particularly attractive for this use case, offering high throughput on a single 80GB GPU due to its 4B active parameters. While infrastructure management adds overhead, the break-even point for self-hosting is dropping as open models rival proprietary APIs in reasoning tasks.