Prev Next

Database / Weaviate Vector database Interview questions

What is the difference between Weaviate's REST/GraphQL API and its gRPC API?

Weaviate has historically exposed a GraphQL API (alongside a REST API for schema and object management) as its primary query interface, letting clients construct rich, nested queries combining vector search, filtering, and cross-reference traversal in a single request. More recently, Weaviate has adopted gRPC as the default, higher-performance transport for many client-library operations.

REST / GraphQLgRPC
Widely compatible, human-readable, easy to inspect and debug.Binary protocol; generally lower latency and overhead per request.
GraphQL's flexible nested query structure fits well for complex, multi-part queries.Structured, strongly-typed calls generated from a schema definition.
Still fully supported and used directly or via some client libraries.Used as the default transport by current official client libraries for core operations.

For most application developers using an official Weaviate client library, this distinction is largely handled transparently by the client itself, which chooses the appropriate transport internally; the practical relevance mostly surfaces when debugging at the wire-protocol level, building a custom client, or reasoning about why a given operation's latency profile looks the way it does.

gRPC, compared to REST/GraphQL, is generally characterized by:
For most developers using an official client library, the choice between REST/GraphQL and gRPC is:

More Related questions...

What is Weaviate? What is a Collection in Weaviate? What is a vectorizer module in Weaviate? What is hybrid search in Weaviate? What is the HNSW index in Weaviate? What is a Flat index in Weaviate? What is the Dynamic index in Weaviate? What is a cross-reference in Weaviate? What are named vectors in Weaviate? What is Weaviate Cloud? What is quantization/compression in Weaviate, and why is it used? What is Rotational Quantization (RQ) in Weaviate? What is generative search (RAG) in Weaviate? What is multi-tenancy in Weaviate? What is Object TTL in Weaviate? What is the Weaviate Query Agent? What is a UUID's role for objects in Weaviate? What are properties in a Weaviate collection? What is BM25 in the context of Weaviate? What is the alpha parameter in Weaviate hybrid search? What are the main deployment options for Weaviate? What is replication in Weaviate? What is sharding in Weaviate? What are the main use cases for Weaviate? What is the difference between bringing your own vectors and using a vectorizer module? Explain the data flow of an object being vectorized and indexed in Weaviate? Why does Weaviate combine BM25 and vector search instead of using vector search alone? How does Weaviate differ from Milvus? What is the difference between HNSW and the HFresh index in Weaviate? How do you choose between PQ, BQ, SQ, and RQ quantization? When should you use the Dynamic index instead of always using HNSW? How do you troubleshoot poor recall after enabling quantization in Weaviate? What is the difference between rescoring and raw compressed-vector search? How does Weaviate's multi-tenancy isolate tenant data on disk? Explain the internal working of Weaviate's rescoring mechanism for quantized vectors? What is the difference between Weaviate and Pinecone? How do you implement RAG using Weaviate's generative search module? Why use cross-references sparingly, according to Weaviate's own guidance? What is the difference between rankedFusion and relativeScoreFusion in hybrid search? How does the Weaviate Query Agent route natural-language questions across collections? When would you choose multi-vector (ColBERT-style) embeddings over single-vector embeddings? How do you configure replication factor for high availability in Weaviate? What is the difference between Weaviate's REST/GraphQL API and its gRPC API? Explain the lifecycle of a hybrid search query in Weaviate? How do you optimize Weaviate for memory efficiency at large scale? What is the difference between PQ and RQ quantization internally? How does Weaviate decide which shard(s) to query for a given request? Why should you avoid excessive cross-reference traversal in a single query? What is the difference between Weaviate Database (self-hosted) and Weaviate Cloud? How do you troubleshoot a Weaviate collection running out of memory at scale?
Show more question and Answers...


Comments & Discussions