Google Cloud → AWS and Azure
AWS and Azure equivalents of BigQuery vector search
The closest AWS equivalent of Google Cloud BigQuery vector search is Amazon S3 Vectors; on Azure, Azure AI Search.
About BigQuery vector search
| Provider | Google Cloud |
|---|---|
| Status | Generally available |
| What it is | Store embeddings in BigQuery tables and run similarity search with the VECTOR_SEARCH function and vector indexes. |
| Documentation | docs.cloud.google.com |
| Pricing | Official pricing page |
Mappings (1)
| Capability | AWS | Match (GCP vs AWS) | Azure |
|---|---|---|---|
| Low-cost vector storage and similarity search | Amazon S3 Vectors | Partial match | Azure AI Search |
Low-cost vector storage and similarity search Partial match
Amazon S3 Vectors has no storage-native equivalent. Low-cost vector storage on Google Cloud is usually BigQuery vector search; Vector Search on Agent Platform serves low-latency queries.
- S3 Vectors stores vectors in a bucket type; BigQuery stores embeddings in tables and queries them with VECTOR_SEARCH.