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lancedb

Developer-friendly OSS embedded retrieval library for multimodal AI. Search More; Manage Less.

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Why this rank:Strong adoptionRecent releaseHealthy release cadence

Description

Developer-friendly OSS embedded retrieval library for multimodal AI. Search More; Manage Less.

README

LanceDB Cloud Public Beta

LanceDB WebsiteBlogDiscordTwitterLinkedInLanceDB

The Multimodal AI Lakehouse

How to Install âœĻ Detailed Documentation âœĻ Tutorials and Recipes âœĻ Contributors

The ultimate multimodal data platform for AI/ML applications.

LanceDB is designed for fast, scalable, and production-ready vector search. It is built on top of the Lance columnar format. You can store, index, and search over petabytes of multimodal data and vectors with ease. LanceDB is a central location where developers can build, train and analyze their AI workloads.


Demo: Multimodal Search by Keyword, Vector or with SQL

LanceDB Multimodal Search

Star LanceDB to get updates!

⭐ Click here ⭐ to see how fast we're growing!

Key Features:

  • Fast Vector Search: Search billions of vectors in milliseconds with state-of-the-art indexing.
  • Comprehensive Search: Support for vector similarity search, full-text search and SQL.
  • Multimodal Support: Store, query and filter vectors, metadata and multimodal data (text, images, videos, point clouds, and more).
  • Advanced Features: Zero-copy, automatic versioning, manage versions of your data without needing extra infrastructure. GPU support in building vector index.

Products:

  • Open Source & Local: 100% open source, runs locally or in your cloud. No vendor lock-in.
  • Cloud and Enterprise: Production-scale vector search with no servers to manage. Complete data sovereignty and security.

Ecosystem:

  • Columnar Storage: Built on the Lance columnar format for efficient storage and analytics.
  • Seamless Integration: Python, Node.js, Rust, and REST APIs for easy integration. Native Python and Javascript/Typescript support.
  • Rich Ecosystem: Integrations with LangChain đŸĻœī¸đŸ”—, LlamaIndex đŸĻ™, Apache-Arrow, Pandas, Polars, DuckDB and more on the way.

How to Install:

Follow the Quickstart doc to set up LanceDB locally.

API & SDK: We also support Python, Typescript and Rust SDKs

Interface Documentation
Python SDK https://lancedb.github.io/lancedb/python/python/
Typescript SDK https://lancedb.github.io/lancedb/js/globals/
Rust SDK https://docs.rs/lancedb/latest/lancedb/index.html
REST API https://docs.lancedb.com/api-reference/rest

Join Us and Contribute

We welcome contributions from everyone! Whether you're a developer, researcher, or just someone who wants to help out.

If you have any suggestions or feature requests, please feel free to open an issue on GitHub or discuss it on our Discord server.

Check out the GitHub Issues if you would like to work on the features that are planned for the future. If you have any suggestions or feature requests, please feel free to open an issue on GitHub.

Contributors

Stay in Touch With Us


WebsiteBlogDiscordTwitterLinkedInRelease History

VersionChangesUrgencyDate
python-v0.33.1-beta.2## 🎉 New Features - feat(rust): support datafusion expressions for merge insert predicates by @Ar-maan05 in https://github.com/lancedb/lancedb/pull/3444 ## 🐛 Bug Fixes - fix(rerankers/mrr): raise ValueError on empty vector_results list by @devteamaegis in https://github.com/lancedb/lancedb/pull/3469 - fix(rerankers): guard against empty vector_results in RRFReranker.rerank_multivector by @devteamaegis in https://github.com/lancedb/lancedb/pull/3467 - fix(python): route blob query pandas thrHigh6/4/2026
python-v0.33.0## 🛠 Breaking Changes - fix: support nested field paths in native index creation by @Xuanwo in https://github.com/lancedb/lancedb/pull/3408 ## 🎉 New Features - feat(nodejs): add namespace management methods on Connection by @brendanclement in https://github.com/lancedb/lancedb/pull/3371 - feat(nodejs): expose connectNamespace for namespace-backed connections by @brendanclement in https://github.com/lancedb/lancedb/pull/3383 - feat(nodejs): add Scannable primitive for streaming ingestion by High5/28/2026
v0.30.0-beta.1## 🐛 Bug Fixes - fix: canonicalize remote nested field paths by @Xuanwo in https://github.com/lancedb/lancedb/pull/3430 High5/22/2026
v0.29.1-beta.0## 🎉 New Features - feat(nodejs): add namespace management methods on Connection by @brendanclement in https://github.com/lancedb/lancedb/pull/3371 - feat(nodejs): expose connectNamespace for namespace-backed connections by @brendanclement in https://github.com/lancedb/lancedb/pull/3383 - feat(nodejs): add Scannable primitive for streaming ingestion by @Its-Tanay in https://github.com/lancedb/lancedb/pull/3271 - feat(python): support `bytes` in `lit()` expressions by @shenganzhang in https://gHigh5/18/2026
python-v0.32.0## 🛠 Breaking Changes - refactor!: consolidate namespace related naming and enterprise integration by @jackye1995 in https://github.com/lancedb/lancedb/pull/3205 ## 🎉 New Features - feat(python): support Enum types in Pydantic to Arrow schema conversion by @Zelys-DFKH in https://github.com/lancedb/lancedb/pull/3232 - feat: add user_id field to ClientConfig for user identification by @jackye1995 in https://github.com/lancedb/lancedb/pull/3240 - feat(python): support child namepsace operationHigh5/13/2026
python-v0.31.0-beta.11## 🎉 New Features - feat: add manifest-enabled directory namespace mode by @jackye1995 in https://github.com/lancedb/lancedb/pull/3332 High4/29/2026
python-v0.31.0-beta.10## 🐛 Bug Fixes - fix: enable hostname verification by default by @jackye1995 in https://github.com/lancedb/lancedb/pull/3304 - fix: address RUSTSEC-2026-0104 cargo-deny advisory by @westonpace in https://github.com/lancedb/lancedb/pull/3326 ## Other Changes - refactor(python): remove legacy tantivy FTS support by @Xuanwo in https://github.com/lancedb/lancedb/pull/3282 ## 🔧 Build and CI - ci: add top-level permissions to GHA workflows by @wjones127 in https://github.com/lancedb/lancedb/pulHigh4/28/2026
v0.28.0-beta.9## 🐛 Bug Fixes - fix(node): prevent reranker from keeping process alive by @snigenigmatic in https://github.com/lancedb/lancedb/pull/3270 - fix(rust): materialize declared namespace tables on create by @jackye1995 in https://github.com/lancedb/lancedb/pull/3288 High4/19/2026
python-v0.31.0-beta.9## 🐛 Bug Fixes - fix(node): prevent reranker from keeping process alive by @snigenigmatic in https://github.com/lancedb/lancedb/pull/3270 - fix(rust): materialize declared namespace tables on create by @jackye1995 in https://github.com/lancedb/lancedb/pull/3288 High4/19/2026
v0.28.0-beta.8## 🐛 Bug Fixes - fix(python): use namespace-backed rust connection for namespace tables by @jackye1995 in https://github.com/lancedb/lancedb/pull/3286 High4/19/2026
python-v0.31.0-beta.8## 🐛 Bug Fixes - fix(python): use namespace-backed rust connection for namespace tables by @jackye1995 in https://github.com/lancedb/lancedb/pull/3286 High4/19/2026
python-v0.31.0-beta.7## 🐛 Bug Fixes - fix(python): pass namespace client on schema-only table create by @jackye1995 in https://github.com/lancedb/lancedb/pull/3283 High4/17/2026
v0.28.0-beta.7## 🐛 Bug Fixes - fix(python): pass namespace client on schema-only table create by @jackye1995 in https://github.com/lancedb/lancedb/pull/3283 High4/17/2026
python-v0.31.0-beta.6## 🎉 New Features - feat(rust): support nested namespace ops in listing db by @jackye1995 in https://github.com/lancedb/lancedb/pull/3279 ## 📚 Documentation - docs: fix broken documentation links by @Gezi-lzq in https://github.com/lancedb/lancedb/pull/3278 High4/16/2026
v0.28.0-beta.6## 🎉 New Features - feat(rust): support nested namespace ops in listing db by @jackye1995 in https://github.com/lancedb/lancedb/pull/3279 ## 📚 Documentation - docs: fix broken documentation links by @Gezi-lzq in https://github.com/lancedb/lancedb/pull/3278 High4/16/2026
python-v0.31.0-beta.5## 🎉 New Features - feat(python): support child namepsace operations and json serialization for LanceDBConnection by @jackye1995 in https://github.com/lancedb/lancedb/pull/3265 High4/12/2026
v0.28.0-beta.5## 🎉 New Features - feat(python): support child namepsace operations and json serialization for LanceDBConnection by @jackye1995 in https://github.com/lancedb/lancedb/pull/3265 Medium4/12/2026
python-v0.31.0-beta.4Release python-v0.31.0-beta.4Medium4/12/2026
v0.28.0-beta.4Release v0.28.0-beta.4Medium4/12/2026
v0.28.0-beta.3- no changesMedium4/11/2026
python-v0.31.0-beta.3- no changesMedium4/11/2026
v0.28.0-beta.2## 🎉 New Features - feat: add user_id field to ClientConfig for user identification by @jackye1995 in https://github.com/lancedb/lancedb/pull/3240 ## 🐛 Bug Fixes - fix(python): sanitize bad vectors before Arrow cast by @myandpr in https://github.com/lancedb/lancedb/pull/3158 - fix(python): guard against None before .decode() on split_names metadata key by @lennylxx in https://github.com/lancedb/lancedb/pull/3229 - fix(python): migrate gemini-text provider to google-genai sdk by @DhruvGarg11High4/11/2026
python-v0.31.0-beta.2## 🎉 New Features - feat: add user_id field to ClientConfig for user identification by @jackye1995 in https://github.com/lancedb/lancedb/pull/3240 ## 🐛 Bug Fixes - fix(python): sanitize bad vectors before Arrow cast by @myandpr in https://github.com/lancedb/lancedb/pull/3158 - fix(python): guard against None before .decode() on split_names metadata key by @lennylxx in https://github.com/lancedb/lancedb/pull/3229 - fix(python): migrate gemini-text provider to google-genai sdk by @DhruvGarg11Medium4/11/2026
python-v0.31.0-beta.1## 🎉 New Features - feat(python): support Enum types in Pydantic to Arrow schema conversion by @Zelys-DFKH in https://github.com/lancedb/lancedb/pull/3232 High4/5/2026
v0.28.0-beta.1## 🎉 New Features - feat(python): support Enum types in Pydantic to Arrow schema conversion by @Zelys-DFKH in https://github.com/lancedb/lancedb/pull/3232 Medium4/5/2026
v0.28.0-beta.0## 🛠 Breaking Changes - refactor!: consolidate namespace related naming and enterprise integration by @jackye1995 in https://github.com/lancedb/lancedb/pull/3205 Medium4/3/2026
python-v0.31.0-beta.0## 🛠 Breaking Changes - refactor!: consolidate namespace related naming and enterprise integration by @jackye1995 in https://github.com/lancedb/lancedb/pull/3205 Medium4/3/2026
v0.27.2## 🎉 New Features - feat: update lance dependency to v3.0.1 by @lancedb-robot in https://github.com/lancedb/lancedb/pull/3168 - feat(rust): parallel inserts for remote tables via multipart write by @wjones127 in https://github.com/lancedb/lancedb/pull/3071 - feat: progress bar for `add()` by @wjones127 in https://github.com/lancedb/lancedb/pull/3067 - feat: update lance dependency to v4.0.0-rc.3 by @westonpace in https://github.com/lancedb/lancedb/pull/3187 - feat(node): support Float16, FloatMedium3/31/2026
python-v0.30.2## 🎉 New Features - feat: update lance dependency to v3.0.1 by @lancedb-robot in https://github.com/lancedb/lancedb/pull/3168 - feat(rust): parallel inserts for remote tables via multipart write by @wjones127 in https://github.com/lancedb/lancedb/pull/3071 - feat: progress bar for `add()` by @wjones127 in https://github.com/lancedb/lancedb/pull/3067 - feat: update lance dependency to v4.0.0-rc.3 by @westonpace in https://github.com/lancedb/lancedb/pull/3187 - feat(node): support Float16, FloatMedium3/31/2026
python-v0.30.2-beta.1## 🎉 New Features - feat: update lance dependency to v4.0.0-rc.3 by @westonpace in https://github.com/lancedb/lancedb/pull/3187 Medium3/25/2026
v0.27.2-beta.1## 🎉 New Features - feat: update lance dependency to v4.0.0-rc.3 by @westonpace in https://github.com/lancedb/lancedb/pull/3187 Medium3/25/2026
v0.27.2-beta.0## 🎉 New Features - feat: update lance dependency to v3.0.1 by @lancedb-robot in https://github.com/lancedb/lancedb/pull/3168 - feat(rust): parallel inserts for remote tables via multipart write by @wjones127 in https://github.com/lancedb/lancedb/pull/3071 - feat: progress bar for `add()` by @wjones127 in https://github.com/lancedb/lancedb/pull/3067 ## 🐛 Bug Fixes - fix(ci): bump AWS SDK MSRV pins to March 2025 release by @esteban in https://github.com/lancedb/lancedb/pull/3179 ## 📚 DocumMedium3/25/2026
python-v0.30.2-beta.0## 🎉 New Features - feat: update lance dependency to v3.0.1 by @lancedb-robot in https://github.com/lancedb/lancedb/pull/3168 - feat(rust): parallel inserts for remote tables via multipart write by @wjones127 in https://github.com/lancedb/lancedb/pull/3071 - feat: progress bar for `add()` by @wjones127 in https://github.com/lancedb/lancedb/pull/3067 ## 🐛 Bug Fixes - fix(ci): bump AWS SDK MSRV pins to March 2025 release by @esteban in https://github.com/lancedb/lancedb/pull/3179 ## 📚 DocumMedium3/25/2026
v0.27.1## 🐛 Bug Fixes - fix: pre-filtering on hybrid search by @marca116 in https://github.com/lancedb/lancedb/pull/3096 ## 🔧 Build and CI - ci: modify check_lance_release.py to prefer stable releases over betas by @westonpace in https://github.com/lancedb/lancedb/pull/3146 Low3/20/2026
python-v0.30.1## 🐛 Bug Fixes - fix: pre-filtering on hybrid search by @marca116 in https://github.com/lancedb/lancedb/pull/3096 ## 🔧 Build and CI - ci: modify check_lance_release.py to prefer stable releases over betas by @westonpace in https://github.com/lancedb/lancedb/pull/3146 Low3/20/2026
v0.27.0## 🛠 Breaking Changes - feat(rust)!: accept `RecordBatch`, `Vec<RecordBatch>` in `create_table()` and `Table.add()` by @wjones127 in https://github.com/lancedb/lancedb/pull/2948 ## 🎉 New Features - feat: add third party licenses lists by @jackye1995 in https://github.com/lancedb/lancedb/pull/3010 - feat: show reranker info in hybrid search explain plan by @dask-58 in https://github.com/lancedb/lancedb/pull/3006 - feat: add a getitems implementation for the permutation by @westonpace in httpLow3/16/2026
python-v0.30.0## 🛠 Breaking Changes - feat(rust)!: accept `RecordBatch`, `Vec<RecordBatch>` in `create_table()` and `Table.add()` by @wjones127 in https://github.com/lancedb/lancedb/pull/2948 ## 🎉 New Features - feat: add third party licenses lists by @jackye1995 in https://github.com/lancedb/lancedb/pull/3010 - feat: show reranker info in hybrid search explain plan by @dask-58 in https://github.com/lancedb/lancedb/pull/3006 - feat: add a getitems implementation for the permutation by @westonpace in httpLow3/16/2026
v0.27.0-beta.5## 🎉 New Features - feat: infer js native arrays by @westonpace in https://github.com/lancedb/lancedb/pull/3119 - feat: upgrade Lance to 3.0.0-rc.3 by @wjones127 in https://github.com/lancedb/lancedb/pull/3104 Low3/9/2026
python-v0.30.0-beta.5## 🎉 New Features - feat: infer js native arrays by @westonpace in https://github.com/lancedb/lancedb/pull/3119 - feat: upgrade Lance to 3.0.0-rc.3 by @wjones127 in https://github.com/lancedb/lancedb/pull/3104 Low3/9/2026
v0.27.0-beta.4## 🎉 New Features - feat: add `num_deleted_rows` to delete result by @wkalt in https://github.com/lancedb/lancedb/pull/3077 - feat: add support for remote index params by @wkalt in https://github.com/lancedb/lancedb/pull/3087 - feat: add parity between fast_search keyword argument between vector and FTS searches by @mackrorysd in https://github.com/lancedb/lancedb/pull/3091 - feat(python): support dict to SQL struct conversion in table.update() by @mrncstt in https://github.com/lancedb/lancedbLow3/9/2026
python-v0.30.0-beta.4## 🎉 New Features - feat: add `num_deleted_rows` to delete result by @wkalt in https://github.com/lancedb/lancedb/pull/3077 - feat: add support for remote index params by @wkalt in https://github.com/lancedb/lancedb/pull/3087 - feat: add parity between fast_search keyword argument between vector and FTS searches by @mackrorysd in https://github.com/lancedb/lancedb/pull/3091 - feat(python): support dict to SQL struct conversion in table.update() by @mrncstt in https://github.com/lancedb/lancedbLow3/9/2026
v0.27.0-beta.3## 🎉 New Features - feat: upgrade lance to 3.0.0-rc.2 and add bindings for fast_search by @westonpace in https://github.com/lancedb/lancedb/pull/3083 ## 🐛 Bug Fixes - fix(python): pin pylance to make datafusion table provider match version by @wjones127 in https://github.com/lancedb/lancedb/pull/3080 ## 🔧 Build and CI - ci(rust): fix linux job by @wjones127 in https://github.com/lancedb/lancedb/pull/3076 Low2/28/2026
python-v0.30.0-beta.3## 🎉 New Features - feat: upgrade lance to 3.0.0-rc.2 and add bindings for fast_search by @westonpace in https://github.com/lancedb/lancedb/pull/3083 ## 🐛 Bug Fixes - fix(python): pin pylance to make datafusion table provider match version by @wjones127 in https://github.com/lancedb/lancedb/pull/3080 ## 🔧 Build and CI - ci(rust): fix linux job by @wjones127 in https://github.com/lancedb/lancedb/pull/3076 Low2/28/2026
python-v0.30.0-beta.2## 🎉 New Features - feat(nodejs): upgrade napi-rs from v2 to v3 by @wjones127 in https://github.com/lancedb/lancedb/pull/3057 - feat: hook up new writer for insert by @wjones127 in https://github.com/lancedb/lancedb/pull/3029 - feat: parallel inserts for local tables by @wjones127 in https://github.com/lancedb/lancedb/pull/3062 - feat(rust): add expression builder API for type-safe query filters by @Mesut-Doner in https://github.com/lancedb/lancedb/pull/3032 ## 🐛 Bug Fixes - fix: don't expeLow2/25/2026
v0.27.0-beta.2## 🎉 New Features - feat(nodejs): upgrade napi-rs from v2 to v3 by @wjones127 in https://github.com/lancedb/lancedb/pull/3057 - feat: hook up new writer for insert by @wjones127 in https://github.com/lancedb/lancedb/pull/3029 - feat: parallel inserts for local tables by @wjones127 in https://github.com/lancedb/lancedb/pull/3062 - feat(rust): add expression builder API for type-safe query filters by @Mesut-Doner in https://github.com/lancedb/lancedb/pull/3032 ## 🐛 Bug Fixes - fix: don't expeLow2/25/2026
v0.27.0-beta.1## 🎉 New Features - feat: check for dataset updates in the background by @wjones127 in https://github.com/lancedb/lancedb/pull/3021 ## 🐛 Bug Fixes - fix(python): graceful handling of empty result sets in hybrid search by @omair445 in https://github.com/lancedb/lancedb/pull/3030 - fix: allow permutation reader to be used with remote tables by @westonpace in https://github.com/lancedb/lancedb/pull/3019 - fix: deprecate outdated files for embedding registry by @prrao87 in https://github.com/laLow2/23/2026
python-v0.30.0-beta.1## 🎉 New Features - feat: check for dataset updates in the background by @wjones127 in https://github.com/lancedb/lancedb/pull/3021 ## 🐛 Bug Fixes - fix(python): graceful handling of empty result sets in hybrid search by @omair445 in https://github.com/lancedb/lancedb/pull/3030 - fix: allow permutation reader to be used with remote tables by @westonpace in https://github.com/lancedb/lancedb/pull/3019 - fix: deprecate outdated files for embedding registry by @prrao87 in https://github.com/laLow2/23/2026
v0.27.0-beta.0## 🛠 Breaking Changes - feat(rust)!: accept `RecordBatch`, `Vec<RecordBatch>` in `create_table()` and `Table.add()` by @wjones127 in https://github.com/lancedb/lancedb/pull/2948 ## 🎉 New Features - feat: add third party licenses lists by @jackye1995 in https://github.com/lancedb/lancedb/pull/3010 - feat: show reranker info in hybrid search explain plan by @dask-58 in https://github.com/lancedb/lancedb/pull/3006 - feat: add a getitems implementation for the permutation by @westonpace in httpLow2/17/2026
python-v0.30.0-beta.0## 🛠 Breaking Changes - feat(rust)!: accept `RecordBatch`, `Vec<RecordBatch>` in `create_table()` and `Table.add()` by @wjones127 in https://github.com/lancedb/lancedb/pull/2948 ## 🎉 New Features - feat: add third party licenses lists by @jackye1995 in https://github.com/lancedb/lancedb/pull/3010 - feat: show reranker info in hybrid search explain plan by @dask-58 in https://github.com/lancedb/lancedb/pull/3006 - feat: add a getitems implementation for the permutation by @westonpace in httpLow2/17/2026
v0.26.2## 🐛 Bug Fixes - ci(nodejs): add repository field to package.json for npm provenance by @jackye1995 in https://github.com/lancedb/lancedb/pull/3003 ## 🔧 Build and CI - ci(nodejs): add repository field to package.json for npm provenance by @jackye1995 in https://github.com/lancedb/lancedb/pull/3003 Low2/9/2026
python-v0.29.2## 🐛 Bug Fixes - ci(nodejs): add repository field to package.json for npm provenance by @jackye1995 in https://github.com/lancedb/lancedb/pull/3003 ## 🔧 Build and CI - ci(nodejs): add repository field to package.json for npm provenance by @jackye1995 in https://github.com/lancedb/lancedb/pull/3003 Low2/9/2026
v0.26.1## Other Changes - refactor: extract schema evolution logic from table.rs into submodule by @Abhisheklearn12 in https://github.com/lancedb/lancedb/pull/2973 ## 🔧 Build and CI - ci: upgrade node version for publishing by @jackye1995 in https://github.com/lancedb/lancedb/pull/2993 Low2/7/2026
python-v0.29.1## Other Changes - refactor: extract schema evolution logic from table.rs into submodule by @Abhisheklearn12 in https://github.com/lancedb/lancedb/pull/2973 ## 🔧 Build and CI - ci: upgrade node version for publishing by @jackye1995 in https://github.com/lancedb/lancedb/pull/2993 Low2/7/2026
v0.26.0## 🎉 New Features - feat: allow the permutation builder memory limit to be configured by env var by @westonpace in https://github.com/lancedb/lancedb/pull/2946 - feat(python): adding VoyageAI v4 models by @fzowl in https://github.com/lancedb/lancedb/pull/2959 - feat(python): expose fast_search in synchronous API (Fixes #2612) by @Ra5hidIslam in https://github.com/lancedb/lancedb/pull/2962 - feat(rust): implement `TableProvider::insert_into()` for LanceDB tables by @wjones127 in https://github.Low2/6/2026
python-v0.29.0## 🎉 New Features - feat: allow the permutation builder memory limit to be configured by env var by @westonpace in https://github.com/lancedb/lancedb/pull/2946 - feat(python): adding VoyageAI v4 models by @fzowl in https://github.com/lancedb/lancedb/pull/2959 - feat(python): expose fast_search in synchronous API (Fixes #2612) by @Ra5hidIslam in https://github.com/lancedb/lancedb/pull/2962 - feat(rust): implement `TableProvider::insert_into()` for LanceDB tables by @wjones127 in https://github.Low2/6/2026
v0.25.0-beta.0## 🎉 New Features - feat: allow the permutation builder memory limit to be configured by env var by @westonpace in https://github.com/lancedb/lancedb/pull/2946 - feat(python): adding VoyageAI v4 models by @fzowl in https://github.com/lancedb/lancedb/pull/2959 ## 🐛 Bug Fixes - fix: support pydantic list of structs or optional struct by @eddyxu in https://github.com/lancedb/lancedb/pull/2953 - fix: don't store all columns in the permutation table by @westonpace in https://github.com/lancedb/lLow2/3/2026
python-v0.28.0-beta.0## 🎉 New Features - feat: allow the permutation builder memory limit to be configured by env var by @westonpace in https://github.com/lancedb/lancedb/pull/2946 - feat(python): adding VoyageAI v4 models by @fzowl in https://github.com/lancedb/lancedb/pull/2959 ## 🐛 Bug Fixes - fix: support pydantic list of structs or optional struct by @eddyxu in https://github.com/lancedb/lancedb/pull/2953 - fix: don't store all columns in the permutation table by @westonpace in https://github.com/lancedb/lLow2/3/2026

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