Pinecone Python SDK

Getting Started

• Installation
• Quickstart
• Authentication

Guides

• How Pinecone Works
• Sync vs Async Clients
• Error Handling
• Retries and Resilience
• Pagination
• Performance
• How Bulk Ingest Behaves

Migration & FAQ

• Migrating to V10
• 10.0: gRPC upsert_from_dataframe reports partial failures instead of raising
• Migrating from v8.x to v9.x
• FAQ

By Subject

Indexes

• Working with Serverless Indexes
• Working with pod-based indexes
• Backups and restore

Vectors

• Upserting and querying vectors
• Reliable Large Ingests with upsert_from_dataframe
• Bulk importing vectors
• Working with namespaces

Inference

• Generating embeddings
• Reranking results

Assistant

• Working with the assistant

Collections

• Working with collections

Integrated Records

• Integrated records (server-side embedding)

By Client

Sync (Pinecone)

• Pinecone
• Index

Async (AsyncPinecone)

• AsyncPinecone
• AsyncIndex

gRPC (GrpcIndex)

• Using the gRPC Client
• GrpcIndex

Admin

• Admin

Shared Types

• Models
• Schema Builder
• Exceptions