# Roadmap & Changelog **Last updated:** June 3, 2026 ## Roadmap - ⚡ Faster & smarter cache warming - 📊 Major dashboard improvements - 📉 Query and indexing performance, _always_ - 📕 More full-text search features ([~rank by attribute~](#february-2026), [~rank by distance~](#february-2026), highlighting, [~fuzzy search~](#may-2026), native search-as-you-type, ...) - ∑ More aggregate functions ([~count~](#may-2025), [~group by~](#august-2025), [~sum~](#november-2025), distinct, min, max...) - ⏱ī¸ Late interaction support - 🗂ī¸ [~Multiple vector columns~](#march-2026) - đŸĒ† Nested attributes - đŸŒŋ [~Namespace branching~](#may-2026) - đŸĒ“ Automatic namespace sharding - đŸĢ› Hosted vector embedding ## Changelog ### May 2026 - đŸŒŋ [Namespace branching](/docs/branching): instant copy-on-write namespace cloning - ✏ī¸ Typo-tolerant string matching with the [Fuzzy filter](/docs/fts#fuzzy-matching) - đŸ—ēī¸ View [namespace metadata](https://x.com/turbopuffer/status/2054275230584201665) in the dashboard - #ī¸âƒŖ [C# API client](https://github.com/turbopuffer/turbopuffer-csharp) - 🔤 [`word_v4` tokenizer](/docs/fts#tokenizers), ~3x faster than `word_v3` - ⏱ī¸ Make [asynchronous requests](/docs/overview#asynchronous-requests) to `copy_from_namespace` and `recall` endpoints - 📋 New API key permission to [`list` namespaces](/docs/namespaces) ### April 2026 - 📌 [Pin a namespace to cache](/docs/pinning) for lower cost at high QPS - 🕸ī¸ Support for [sparse vector search](/docs/query/#sparse-vector-search) - ↔ī¸ GCP <-> AWS namespace copies with [`copy_from_namespace`](/docs/write#param-copy_from_namespace) - 🔎 [Search](https://x.com/turbopuffer/status/2049175568621650275) the turbopuffer docs (type cmd+K!) - 🏃‍♂ī¸ Faster commit cadence on AWS for [2.5x lower write latency](https://x.com/turbopuffer/status/2042256535989125461) - 💗 Increased full-text query length limit to [8,192 chars](/docs/limits) - đŸĻŖ Increased attributes per namespace limit to [1,024](/docs/limits) - 🌎 3 new [regions](/docs/regions) (SÃŖo Paulo, South Carolina, Belgium) - 🧱 Drop #002 (lil block puff) now live on [turbopuffer.supply](https://turbopuffer.supply) ### March 2026 - 🗂ī¸ [Multiple vectors per document](/docs/write#multiple-vector-columns) now available for everyone - 🔐 [Audit logs](/docs/audit-logs) with SIEM integration [opt-in, beta] - ⚡ī¸ [Up to 30% faster AND queries](https://x.com/turbopuffer/status/2029580228121800909) - 📄 [Copy docs as markdown](https://x.com/turbopuffer/status/2036458185591234891) with token counts - 3ī¸âƒŖ Control term frequency's influence on BM25 scores with [k3](/docs/fts#advanced-tuning) ### February 2026 - đŸ’ĩ [Query pricing reduced by up to 94%](/docs/pricing-log) - 🔤 [Regex index](https://x.com/turbopuffer/status/2031097396743336409) for much faster `Regex`, `Glob`, and `IGlob` filters - đŸĩ [Up to 20% faster filtered FTS queries](https://x.com/turbopuffer/status/2023783644704452759) - 💎 [Use attribute values](/docs/query#rank-by-attribute) to influence full-text search ranking - 📐 Boost result recency with [distance ranking](/docs/query#rank-by-distance) in full-text search - 🗂ī¸ Store and query multiple vectors per document [opt-in, beta] - đŸ‡Ŧ🇧 [AWS eu-west-2 (London) region](/docs/regions) - 🐡 [turbopuffer.supply](https://turbopuffer.supply) - the official tpuf store ### January 2026 - 🔡 [FTS v2](/blog/fts-v2): up to 20x faster full-text search, now live for everyone - ☯ī¸ Up to 26% faster FTS queries on high-frequency terms with [dynamic bit set encoding](https://x.com/turbopuffer/status/2012205150669086892) - 🔌 [turbopuffer MCP Server](https://github.com/turbopuffer/turbopuffer-typescript/tree/main/packages/mcp-server) [beta] - 🏷ī¸ Match documents on any token with [`ContainsAnyToken`](/docs/query#param-ContainsAnyToken) - 🔐 [Permissions guide](/docs/permissions) for document-level access control using filters - 📝 [`remove_stopwords`](/docs/write#param-full_text_search) now defaults to `false` for more predictable FTS behavior - 📊 Increase aggregate [`group_by` limit](/docs/query#param-group_by) to 10k ### December 2025 - 🧱 [Redesigned inverted index structure](/blog/fts-v2-postings) for faster full-text search queries - 📤 New [object storage-native indexing queue](https://x.com/turbopuffer/status/2003504825817006549) for up to 10x faster queue time - đŸ”Ļ [`kNN` exact search](/docs/query#knn-exact-search) for 100% recall on filtered vector search queries - đŸĒŖ Return a max number of search results per attribute value using [`limit.per`](/docs/query#param-limit) - 🇨đŸ‡Ļ [AWS ca-central-1 (Montreal) region](/docs/regions) - 🌏 [Cross-region backups guide](/docs/backups) - 🤝 Link multiple orgs to a single account for unified billing, SSO, and roles [opt-in, beta] ### November 2025 - 🏎ī¸ [FTS v2](/blog/fts-v2): up to 20x faster full-text search [opt-in, beta] - 🔑 `copy_from_namespace` can now [encrypt with a different key into the destination](/docs/encryption#does-turbopuffer-support-key-rotation) - ✈ī¸ [Cross-region, cross-org `copy_from_namespace`](/docs/write#param-copy_from_namespace) for testing, backups, branching - âŦ†ī¸ Max [limit.total](/docs/query#param-limit) raised from 1,200 to 10,000 - ➕ [`Sum` aggregate function](/docs/query#aggregations) - 🔗 [`ContainsTokenSequence` filter](/docs/query#phrase-matching) for full-text phrase matching - 🔡 [`word_v3` tokenizer](/docs/fts#tokenizers) with Unicode-aware segmentation - đŸĒ­ [`ascii_folding` option](/docs/write#param-full_text_search) for full-text search ### October 2025 - âĢ [Rank by filter](/docs/query#rank-by-filter) for full-text search - 🧩 [`patch_by_filter`](/docs/write#param-patch_by_filter) - 🔘 [`[]bool` support](/docs/write#schema) - 🏎ī¸ [Improved performance](https://x.com/turbopuffer/status/1989306083517804937) for [order-by queries](/docs/query#ordering-by-attributes) - 👁ī¸ View [indexing state](/docs/metadata#responsefield-index) in metadata API - 📚 [Read replicas](/docs/limits) for scalable read throughput (opt-in) - 🔐 Cross-region [PrivateLink connectivity](/docs/security#private-networking) - 🏛ī¸ [FIPS-compliant AWS endpoints](https://aws.amazon.com/compliance/fips/) available for BYOC deployments ### September 2025 - 🧮 [ANN v3](https://x.com/turbopuffer/status/1978173877571441135): query 100B+ vectors with p99 of 200ms [opt-in, beta] - 🚀 [5x object storage throughput](https://x.com/turbopuffer/status/1977751292891234453) for faster cold queries and indexing - 🔍 [Prefix queries](/docs/query#prefix-queries) for full-text search - 💧 [Disable backpressure](/docs/write#param-disable_backpressure) for large scale ingestions - 🔐 Org-level option to [enforce private networking](/docs/private-networking#enforcement) - 💎 Ruby client gem renamed from `turbopuffer-ruby` to [turbopuffer](https://rubygems.org/gems/turbopuffer) - 📝 [2025 SOC 2 Type 2 audit report](/docs/security#soc2) - 🇮đŸ‡Ē [Ireland region](/docs/regions) ### August 2025 - 🟰 [`Eq` operator](/docs/query#filtering) for array attributes - 🗂ī¸ [Grouped aggregates](/docs/query#group-by) (facets) - 🇰🇷 [South Korea region](/docs/regions) - 🇮đŸ‡ŗ [India region](/docs/regions) - 🔀 [`Any*` filter operators](/docs/query#filtering) for array attributes (e.g. `AnyLt`, `AnyLte`, `AnyGt`, `AnyGte`) ### July 2025 - 🇸đŸ‡Ŧ [Singapore region](/docs/regions) - 🇨đŸ‡Ļ [Canada region](/docs/regions) - đŸ•ĩī¸â€â™€ī¸ [Private Service Connect + PrivateLink support](/pricing) - 🎈 [`float` type](/docs/write#param-type) - đŸ•ŗī¸ [`exclude_attributes` query parameter](/docs/query#param-exclude_attributes) - đŸĒĸ [`Regex` filter operator](/docs/query#param-Regex) - 📋 [Listing namespaces](/docs/namespaces) is now consistent - 💎 [Ruby API client](https://github.com/turbopuffer/turbopuffer-ruby) GA release ### June 2025 - 👩đŸŊ‍⚖ī¸ [Conditional writes](/docs/write#conditional-writes) - đŸ”Ŗ [Multi-query API](/docs/query#multi-queries) - 📝 [`Contains` and `ContainsAny` filter operators](/docs/query#param-Contains) - 🐍 [Python async API client](https://github.com/turbopuffer/turbopuffer-python?tab=readme-ov-file#async-usage) - ☕ [Java API client](https://github.com/turbopuffer/turbopuffer-java) GA release (with improved ergonomics) - đŸĻĢ [Go API client](https://github.com/turbopuffer/turbopuffer-go) GA release - 💸 [Discount](/docs/pricing-log) queries on large namespaces (80% discount after 32GB) ### May 2025 - 🐡 [turbopuffer is generally available][ga] - 🎊 [v2 query API](/docs/query) (unifies vector and full-text ranking) - ✌ī¸ `Count` [aggregate function](/docs/query#aggregations) - đŸĻĢ [Go API client][go-client] beta release - ⏊ [Up to 4x faster filtering and full-text search ranking][batched-iterators] [ga]: https://x.com/turbopuffer/status/1922658719231562151 [go-client]: https://github.com/turbopuffer/turbopuffer-go [batched-iterators]: https://x.com/turbopuffer/status/1930274776779530393 ### April 2025 - đŸĨŗ [v2 write API](/docs/write) (includes [patch support](/docs/write#param-patch_columns)) - 💾 [Up to 33% reduction in p90 query latency by using Direct I/O for local SSD cache][nathandirectio] - đŸ”ŧ `Max` [operator](/docs/query#fts-operators) for full-text search - 🙅 `Not` [filtering parameter](/docs/query#filtering-parameters) - ☀ī¸ [Warm cache](/docs/warm-cache) endpoint - ☁ī¸ [AWS us-east-2 region](/docs/regions) [nathandirectio]: https://x.com/turbopuffer/status/1919869269623316631 ### March 2025 - ☁ī¸ [Public AWS regions](/docs/regions) - 🐜 [`f16` vector type](/docs/upsert#param-vectors) (50% reduced storage and query cost compared to `f32`) - đŸ”ĸ [`i64` type](/docs/write#param-type) (alongside existing `u64`) - ⏰ [`datetime` type](/docs/write#param-type) - 🔤 [Custom tokenizers](/docs/fts#tokenizers) for full-text search - 📝 [`ContainsAllTokens` filter operator](/docs/query#param-ContainsAllTokens) for full-text indexed attributes - 📉 Up to 50% faster vector bulk upserts with client-side [base64-encoding](/docs/upsert#param-vectors) (default in new API clients) ### February 2025 - ❌ [delete_by_filter](/docs/upsert#delete-by-filter) - ⚖ī¸ `Product` operator for weighted/boosted [full-text search queries](/docs/query#full-text-search) - 🌊 [Add or update full-text indexes on existing attributes](/docs/upsert#schema) - đŸĻž ARM support on GCP ([increases end-to-end indexing throughput by 70%](https://x.com/turbopuffer/status/1894871601633800276)) - 🤖 [Java API client](https://github.com/turbopuffer/turbopuffer-java) beta release ### January 2025 - 🧮 Type checking for query filters against the namespace [schema](/docs/write#schema) - 📝 Blog post on [Native filtering](/blog/native-filtering) - ⏰ Configurable consistency (strong or eventual) on [queries](/docs/query) (21ms -> 11ms p90 for 1M vectors) - 🔒 Per-namespace Customer-Managed Encryption Key (CMEK) support ### December 2024 - đŸ”ĸ [Order by attributes](https://turbopuffer.com/docs/query#ordering-by-attributes) - 🔄 `/v1/vectors` deprecated in favor of `/v1/namespaces` ### November 2024 - ✨ [Support for `Eq null` and `NotEq null` filters](https://turbopuffer.com/docs/query) - 📑 [All filter operators now supported in Filter-Only Search](https://turbopuffer.com/docs/query) - 📉 Faster queries during high write throughput (\<100ms p90 consistent reads during 200+ WPS) - 📉 Faster large namespaces (\<100ms p50 on namespaces with 10M+ documents) - 📉 Faster filters with 10-100k ids (50ms for 100k ids) - 📕 [Rewritten API docs, and new performance guide!](https://turbopuffer.com/docs/performance) ### October 2024 - 📈 Improved write throughput, up to 10x faster in some cases - 📊 Time-series data in dashboard (and faster!) - 📜 Allow [schema changes](/docs/upsert#schema) in upsert ### September 2024 - 🔒 [SOC 2 Type 2](/docs/security) - 📝 Blog post on [Continuous Recall Measurement](/blog/continuous-recall) - đŸĻŖ 8 MiB attribute value limit (up from 64 KiB) - 🚁 Add [`copy_from_namespace`](/docs/upsert) to create a namespace by copying another namespace (50% discount relative to upserting from scratch) - đŸ”ŗ [Add `uuid` type (55% discount from string) and `bool` type](/docs/write#schema) ### August 2024 - 📑 Support for range operators (Lt, Lte, Gt, Gte) within [Filter-Only Search](/docs/query#lookups) - 📉 [Faster queries with the TypeScript client](https://github.com/turbopuffer/turbopuffer-typescript/pull/26) (Observed 40% faster P99, 25% faster P90) - 📉 2-3x RTT faster queries on high-latency links from TCP tuning (e.g. dev machines, edge devices, AltClouds, co-los) - 📜 [Schema endpoint](https://turbopuffer.com/docs/write#schema) - 🔄 Allow certain schema updates (e.g. marking field as [non-filterable for 50% discount](https://turbopuffer.com/docs/write#passing-a-schema)) - 📉 Dashboard faster for filtering millions of namespaces ### July 2024 - 📉 Up to [10-100x faster document exporting](https://turbopuffer.com/docs/export) - đŸĨ HIPAA compliance - 🌐 More [public regions][regions] (us-west, us-east, europe-west) - 📑 Mark attributes as unindexed in the [schema](/docs/upsert#schema) for a 50% discount - 📉 2x faster [P90 for id queries](https://x.com/turbopuffer/status/1814727719281692979) - 📉 2-10x higher maximum write throughput [regions]: /docs/regions ### May 2024 - 🔍 [BM25/Hybrid Search](/docs/hybrid-search) - 📉 [Up to 2x faster queries on large namespaces with lots of attributes](https://x.com/pushrax/status/1799156380059967856) (zero-copy storage) - 📉 Up to 2x faster filtering for large namespaces (faster zero-copy bitmaps) - 💰 [Updated pricing to take attributes into account](/) - 🤖 [Typescript client v0.5 with better connection pooling](https://github.com/turbopuffer/turbopuffer-typescript/pull/12) - 📊 [Dashboard](https://share.cleanshot.com/g6nRqjMx) and [API](/docs/namespaces) support for prefix filtering of namespaces - 📊 [Named API Keys](https://share.cleanshot.com/swgFTcfD) ### April 2024 - 🔒 SOC2 Type 1 certification - 📉 [50% drop in all latency p50, p90, p99][jlilmao] - 🐡 [Media kit][media] [jlilmao]: https://x.com/turbopuffer/status/1781337784977850645 [media]: /press ### March 2024 - 📉 [Faster cache fills and up to ~70% faster cold queries][jlitweet] - 📉 [Faster range queries][bojantweet] - 🔍 [Complex \{And,Or,Range,Intersection\} queries via new query planner][query] - đŸ”ĸ [Number and Array attribute types][upsert] - 🌐 [Official TypeScript Client][typescriptlink] - 🔑 [API Key read/write permissions][apipermission] - 📐 [Automatic recall measurement and evaluation][automaticrecall] [bojantweet]: https://x.com/Bojan93112526/status/1773412444355829952 [jlitweet]: https://x.com/pushrax/status/1772374078709530724 [typescriptlink]: https://www.npmjs.com/package/@turbopuffer/turbopuffer [apipermission]: https://x.com/turbopuffer/status/1772717717545426997 [automaticrecall]: https://x.com/turbopuffer/status/1773111405924741194 [query]: /docs/query [upsert]: /docs/upsert ### February 2024 - 🔍 [And and Or filters][orfilter] - 🤖 [Row-based upsert API][rowupsert] - 🤖 [Namespace list][namespacelist] - 📊 [Web dashboard][dash] [orfilter]: https://x.com/Bojan93112526/status/1754952458898383012 [rowupsert]: https://x.com/Bojan93112526/status/1754905892267405464 [namespacelist]: /docs/reference/namespaces [dash]: https://x.com/turbopuffer/status/1756057099698631103 ### January 2024 - 📉 [`<= 1s` P99 cold query performance on 1M vectors][2xcoldperf] - 🤖 String ids - 🔍 Pre-filtering - 🔍 Case insensitive filtering globs [2xcoldperf]: https://x.com/Sirupsen/status/1742617541099573635 ### December 2023 - 🤖 [Python client][pypi] - 🔍 Filter by id - 🌐 Architectural improvements for scalability - 📚 Better docs [pypi]: https://pypi.org/project/turbopuffer/ ### November 2023 - 🤖 String attributes - 🔍 Filters (Glob, Exact) - 🤖 Mutable Namespaces - 🌐 New Website ### October 2023 - 📉 [Improved performance by 30-80%][jli-magic] - 🚀 Launch [jli-magic]: https://x.com/pushrax/status/1719419280788189645 --- This page: [/docs/roadmap.md](https://turbopuffer.com/docs/roadmap.md) All documentation pages: [/llms.txt](https://turbopuffer.com/llms.txt) All documentation in one file: [/llms-full.txt](https://turbopuffer.com/llms-full.txt)