Weaviate vs Qdrant

Q: Which is better for for best performance per dollar — Weaviate or Qdrant?

Qdrant wins. Qdrant's Rust foundation means lower memory profiles and higher single-node throughput. Reviewers report 30% faster queries than Weaviate on identical hardware. At >100M vectors the savings compound.

Q: Which is better for for module-based architectures (in-db embeddings/rerank) — Weaviate or Qdrant?

Weaviate wins. Weaviate's module system bundles embedding generation, reranking, and storage in one query. Qdrant keeps these concerns separate. For teams that value architectural cohesion, Weaviate wins.

Q: Which is better for for complex query patterns (filter + vector + graphql) — Weaviate or Qdrant?

Weaviate wins. Weaviate's GraphQL API enables expressive queries that Qdrant's gRPC requires more code to match. For teams with rich filter patterns and complex schemas, Weaviate's API ergonomics matter.

A side-by-side comparison from 41 GitHub-verified developers who shipped production code on both platforms.

TL;DR — The Verdict

Weaviate wins on ecosystem and module flexibility; Qdrant wins on raw single-node performance and lower hosting cost. Both production-grade self-host options — Qdrant for performance-per-dollar, Weaviate for module flexibility.

Benchmark Comparison

Metric	Weaviate	Qdrant
Single-node throughput	Strong	Best-in-class
Memory footprint	Moderate	Low (Rust)
Module ecosystem	Yes (transformers, rerank)	No
GraphQL API	Yes	No
gRPC API	Yes	Yes (primary)
OSS commitment	Strong	Strong
LangChain integration	Mature	Mature
Cluster mode complexity	Moderate	Higher

Operational Verdicts

For best performance per dollar

Qdrant wins

Qdrant's Rust foundation means lower memory profiles and higher single-node throughput. Reviewers report 30% faster queries than Weaviate on identical hardware. At >100M vectors the savings compound.

For module-based architectures (in-DB embeddings/rerank)

Weaviate wins

Weaviate's module system bundles embedding generation, reranking, and storage in one query. Qdrant keeps these concerns separate. For teams that value architectural cohesion, Weaviate wins.

For complex query patterns (filter + vector + GraphQL)

Weaviate wins

Weaviate's GraphQL API enables expressive queries that Qdrant's gRPC requires more code to match. For teams with rich filter patterns and complex schemas, Weaviate's API ergonomics matter.

Reviewer Voices

Pro Weaviate

"Helm chart that doesn't fight us."

— @k8s_native · Platform Engineer

"Module system is the unfair advantage."

— @rag_arch · ML Architect

Pro Qdrant

"gRPC + Rust is the production combo."

— @rust_native · Backend Engineer

"30% faster queries on the same hardware."

— @cost_engineer · Platform Engineer

Methodology

How GitShowcase ranks tools and constructs comparisons →