Code Examples

Practical examples to get started with Vectra.

Quick Examples

Basic Usage

Simple searches and CRUD operations

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Rails Integration

ActiveRecord integration with has_vector

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Provider Examples

Pinecone

Managed cloud vector database

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Qdrant

Open source, self-hosted

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Weaviate

Semantic search with GraphQL

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pgvector

PostgreSQL with vector support

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Real-World Examples

Production Use Cases

E-commerce search, RAG chatbots, multi-tenant SaaS, and batch processing

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