Gemini embedding-2-preview shuts down on August 10, 2026

Any indexing or query pipeline still calling embedding-2-preview will lose its embedding endpoint at shutdown.

Recommended action: Change the model ID to gemini-embedding-2 and validate vector dimensions, storage, and retrieval quality in a staging index before cutover.

Affected: embedding-2-preview, embedding model, embed_content, vector embeddings