EmbeddingGemma 2 is an open-source model under the Apache 2.0 license, allowing developers to embed models without relying on proprietary, hosted-only solutions. This is beneficial for applications requiring thousands or millions of embedding vectors, as it provides flexibility and control over model ownership.