⚠️ Deprecations
- Deprecate casts from string to temporal dtypes (#28056)
🚀 Performance improvements
- Add bytes-based concurrency control for cloud IO (#27924)
- Stop flushing multiplexer on phase change (#28013)
- Prevent empty chunks from triggering copy in rechunk (#27953)
- Improve performance of struct unnest inside list eval on streaming (#27905)
- Eliminate filters with contradictory predicates (#27775)
✨ Enhancements
- Deprecate casts from string to temporal dtypes (#28056)
- Add naive out-of-core spilling to Polars (#27998)
- Add experimental strict mode (#28023)
- Optimize non-negative len and null_count comparisons (#28002)
- Optimize len and null_count comparisons (#27727)
- Support SQL's implicit
JOINsyntax (#27890) - Add
Expr.is_sorted(#26708) - Add suggestions in wrong api usage or mismatched column names (#27954)
- Add external object_store support for non-native schemes (#27871)
- Skip Delta files and parquet row groups using per-field struct statistics (#27887)
- Improve IR sortedness detection for with_row_index and explode (#27875)
- Add
DataFrame.is_sorted()(#27870) - Expose fixed-size rolling window expressions in Python visitor (#27108)
- Fix SchemaError using lazy HConcat->Sink (#27770)
- Add tiered multi-file parquet metadata resolver (#27720)
- Cache and shuffle DNS for cloud object_store (#27659)
🐞 Bug fixes
- Add a deprecation warning for
.explode()withoutempty_as_nullargument (#28040) - Fix
select(len())incorrectly returned 0 when usingscan_icebergwithpyicebergas reader override (#28044) - Ensure slice expr always observes input order (#28041)
- Fix projection pushdown with row index out of order (#28043)
- Fix cross-join predicates not applied when using
sink_*functions (#28042) - Grammar corrections (recommend to → recommend, allows to → allows using) (#28038)
- Ensure optimisations aren't omitted by cached IR nodes (#28004)
- Computed GROUP keys in SQL projections (#27989)
- Handle empty DataFrames in
dt.truncateanddt.round(#26120) - Address join alias state leakage in SQL CTEs (#27985)
- Support scanning
file://URIs with percent-encoded paths (#27876) - Lower SQL
[NOT] IN (subquery)to semi/anti join (#27888) - Check for continuity across morsels in AsOf join node (#27461)
- Add test for projection pushdown with hconcat regression (#27937)
- Traverse caches only once in explain (#27939)
- Preserve null placement when collapsing
sort.reverse()into single sort (#27918) - Incorrect schema order for hstack in projection pushdown optimizer (#27920)
- Fix duplicated map_elements warning on streaming engine (#27919)
- Use block_in_place_on for calls which can come from executor thread (#27855)
- Mismatch in max_threads -> pipeline configuration (#27854)
- Keep maintain_order on sliced unique (#27852)
- Fix SchemaError using lazy HConcat->Sink (#27770)
- Fix incorrect projection height when selecting only literals (#27825)
- Select with expr slice and len gave incorrect len (#27824)
- Prevent import panic when environment variable set to unexpected value (#27831)
📖 Documentation
- New On-Prem release (#27979)
- Add note on OOM behavior on Kubernetes (#27972)
- Properly render backslashes in CSV
eol_chardocstrings (#27962) - Add entry for
DataFrame.is_sorted()(#27913) - Clarify compat_level export docs (#27715)
- Add robots.txt disallowing stale docs and added sitemap for better SEO (#27901)
- Update Polars <> Spark comparison (#27873)
- Bump to patched version (#27851)
- Replace Typeform sign-up URL with new enterprise link (#27838)
- Correct wrong head call (#27848)
- Add Polars On-Prem 0.5.0 release (#27849)
- Correct onprem license helm values (#27847)
- Update connecting Polars Cloud to AWS documentation (#27823)
- Correct cost/connectivity sections (#27813)
- Add sections about egress (#27805)
- Tragic typo in On-Prem docs (#27804)
🛠️ Other improvements
- Add AI agent disclsoure (#28064)
- Bump memmap2 version (#28050)
- Update
sqlparserdependency (#28021) - Update
pyo3andrust-numpyto0.29.0(#27970) - Add
2.0branch as primary branch (#27978) - Patch jemalloc-sys for Makefile bug (#27945)
- Restore Cargo.lock (#27964)
- Add test for projection pushdown with hconcat regression (#27937)
- Update
deny.tomlconfiguration (#27949) - Doctest skip refactor and add hugging face rate limited tests (#27885)
- Run Pyrefly type-checker on source code (#27722)
- Bump Rust dependencies (#27874)
- Changes needed for Rust 0.54.x (#27853)
- Use
Vecinstead ofPlHashMapforProjectionInfo.map(#27856) - Reduce
codegen-units(#27835) - Refactor to avoid
unbound-namePyright/Pyrefly errors (#27827)
Thank you to all our contributors for making this release possible!
@0guban0v, @April-Sonnet, @BitWeaverDev, @EndPositive, @JakubValtar, @Kevin-Patyk, @Liyixin95, @MarcoGorelli, @Matt711, @TNieuwdorp, @alexander-beedie, @ankane, @azimafroozeh, @cBournhonesque, @carnarez, @dsprenkels, @gautamvarmadatla, @kdn36, @nameexhaustion, @orlp, @ritchie46, @tolleybot, @toreerdmann, @uurl and @xixixao