Developer Documentation
Everything you need to integrate with Vectorial Data
Getting Started
Begin your journey with Vectorial Data by setting up your account and obtaining API credentials. Our platform provides RESTful APIs and Python SDK for seamless integration with your existing workflows.
Quick start: Install our SDK with pip install vectorial-data
and authenticate using your API key. Full setup takes less than 5 minutes.
API Overview
Our API follows RESTful principles with predictable resource-oriented URLs. All API requests must be authenticated using Bearer tokens in the Authorization header. Responses are returned in JSON format with appropriate HTTP status codes.
Base URL: https://api.vectorial.dev/v1.
Rate limits: 1000 requests per minute for standard tier, 10,000 for enterprise. All endpoints support pagination and filtering.
Data Formats
Vectorial Data supports multiple data formats including JSON, CSV, Parquet, and HDF5. For unstructured data, we accept images (JPEG, PNG, WEBP), text files, PDFs, and audio files (MP3, WAV, FLAC).
Vector embeddings are returned in standard NumPy array format with configurable dimensions (128, 256, 512, or 1024). Metadata is preserved and returned alongside vectors for maintaining data lineage and traceability.
Integration Guides
Integrate Vectorial Data with popular frameworks and platforms. We provide native integrations for LangChain, LlamaIndex, Pinecone, Weaviate, and Qdrant. Custom integrations can be built using our webhook system.
Example workflows include: real-time data vectorization pipelines, batch processing for large datasets, streaming updates for dynamic content, and hybrid search implementations combining dense and sparse vectors.
Best Practices
Optimize performance by batching requests (up to 1000 items per batch), implementing exponential backoff for retries, and caching frequently accessed embeddings. Use compression for large payloads to reduce bandwidth usage.
Security recommendations: rotate API keys quarterly, use IP allowlisting for production environments, implement request signing for sensitive operations, and audit API usage through our dashboard regularly.
Support & Resources
Access comprehensive API reference at docs.vectorial.dev. Join our developer community on Discord for real-time support. Enterprise customers have access to dedicated support engineers.