The EmbeddingGemma 2 model arrives under an Apache 2.0 license. This open availability prevents vendor lock-in for developers storing millions of embedding vectors. Proprietary models often force expensive re-calculations when vendors deprecate old versions. Open weights ensure long-term stability for vector databases.