vector databases 100% Deterministic Spec Audit

Astra DB vs Weaviate

Comparing architecture, runtime limits, open-source licenses, and monthly costs for autonomous agent pipelines.

Weaviate

Weaviate B.V. (Bob van Luijt & Etienne Dilocker)

Detailed Specifications & Compatibility Matrix

Extracted directly from GitHub REST API & official developer documentation

Technical Feature / Metric Astra DB Weaviate
Developer / Organization DataStax Inc. Weaviate B.V. (Bob van Luijt & Etienne Dilocker)
Open-Source Engine ✓ Open Source (Apache-2.0) ✓ Open Source (Public)
GitHub Stars (Repo/SDK) ★ 30 GitHub Stars ★ 16,910 GitHub Stars
Core Repository Language TypeScript Go
Supported SDK Clients
pythontypescriptjavacsharpgo
pythontypescriptgojava
Self-Hosted Deployment Hosted Only ✓ Supported
Docker / Container Ready ✓ Official Image ✓ Official Image
Model Context Protocol (MCP) ✓ Native MCP ✓ Native MCP
Billing Architecture usage based hybrid
Developer Free Tier
✓ Yes

$25/mo free serverless credit (~80GB storage)

✓ Yes

14-day free sandbox on WCD + unlimited self-hosted

Entry Paid Tier (Monthly) $25 USD / mo $25 USD / mo
Pricing & Cost Architecture Free tier provides 80GB monthly data transfer and 25M read/write operations (~$25/mo value). Pay-as-you-go serverless scales from $0 based on actual operations and storage. Core engine is 100% free under BSD-3-Clause. Weaviate Cloud (WCD) provides a 14-day free sandbox, with serverless consumption tiers starting at $0.05 per 1,000 queries.
Key Engineering Insight Powered by JVector, a pure Java vector search engine developed by DataStax that outperforms Lucene HNSW by using DiskANN-inspired graph indexing. Pioneered native Hybrid Search in vector databases, allowing developers to mathematically merge sparse BM25 keyword matching with dense HNSW vector similarity in one call.

Strengths & Trade-Offs

Objective engineering evaluation of both platforms

Astra DB Evaluation

Key Advantages

  • ✓ Built on Apache Cassandra: enterprise reliability, active-active multi-region replication, and zero downtime
  • ✓ JVector DiskANN index engine achieves higher recall and faster searches while storing vectors on SSD disk
  • ✓ Includes intuitive JSON Data API (Clojure-inspired) and native LangChain / LlamaIndex integrations

Limitations & Trade-Offs

  • ✕ Serverless pricing can scale with heavy multi-tenant indexing and continuous vector updates
  • ✕ Closed-source managed cloud tier (although underlying Apache Cassandra and JVector are open source)

Weaviate Evaluation

Key Advantages

  • ✓ Native Hybrid Search seamlessly merging sparse BM25 keyword scoring with dense vector cosine distance
  • ✓ Modular architecture supporting direct vectorization with OpenAI, Cohere, HuggingFace, and local Ollama models
  • ✓ Rich GraphQL and RESTful APIs with flexible schema definitions and built-in multi-tenancy support

Limitations & Trade-Offs

  • ✕ Higher baseline RAM utilization due to concurrently maintaining inverted text indexes and vector graphs
  • ✕ Configuring external vectorizer microservice containers adds operational moving parts when self-hosting

Source Quotes

Direct excerpts from official documentation backing our extracted specifications

Astra DB Documentation Proof

PRICING:

"Serverless pay-as-you-go includes $25 monthly free credit with additional usage billed per read/write unit."

FREE_TIER:

"Every Astra DB account includes $25 in monthly credit renewing perpetually."

SELF_HOSTED:

"Managed serverless cloud platform; JVector and Apache Cassandra engines are open source."

Weaviate Documentation Proof

PRICING:

"Serverless Weaviate Cloud starts at $0.05 per 1,000 queries."

FREE_TIER:

"14-day sandbox provided for experimentation on Weaviate Cloud."

SELF_HOSTED:

"Free and open source under BSD-3 license with Docker Compose support."

Frequently Asked Questions: Astra DB vs Weaviate

Architectural trade-offs and decision criteria

Is Astra DB or Weaviate cheaper for developers?

Astra DB has a starting price of $25/mo (usage based), while Weaviate starts at $25/mo (hybrid). Astra DB includes a free tier ($25/mo free serverless credit (~80GB storage)). Weaviate offers a free tier (14-day free sandbox on WCD + unlimited self-hosted).

Can I self-host Astra DB and Weaviate in my own infrastructure?

Astra DB is a cloud-managed service only. In comparison, Weaviate is available for self-hosting with open source licensing.

Do Astra DB and Weaviate support the Model Context Protocol (MCP)?

Astra DB has native support for MCP servers. Weaviate fully supports Model Context Protocol integrations.

Which programming languages have official SDKs for Astra DB vs Weaviate?

Astra DB provides official SDKs in: python, typescript, java, csharp, go. Meanwhile, Weaviate supports: python, typescript, go, java.