py-1.32.1

## 🚀 Performance improvements

- Optimise `BytecodeParser` usage from `warn_on_inefficient_map` (#23809)
- Lower extend\_constant to the streaming engine (#23824)
- Lower pl.repeat to streaming engine (#23804)
- Remove redundant clone (#23771)

## ✨ Enhancements

- Lower `rle_id` to a native streaming node (#23894)
- Pass `endpoint_url` loaded from `CredentialProviderAWS` to `scan/write_delta` (#23812)
- Dispatch `scan_iceberg` to native by default (#23912)
- Lower `unique_counts` and `value_counts` to streaming engine (#23890)
- Support initializing from `__arrow_c_schema__` protocol in `pl.Schema` (#23879)
- Better handle broken local package environment in `show_versions` (#23885)
- Implement `dt.days_in_month` function (#23119)
- Making `Expr.rolling_*_by` methods available to `pl.Series` (#23742)
- Fix errors on native `scan_iceberg` (#23811)
- Reinterpret binary data to fixed size numerical array (#22840)
- Make `rolling_map` serializable (#23848)
- Ensure `CachingCredentialProvider` returns copied credentials dict (#23817)
- Change typing for `.remote()` from `LazyFrameExt` to `LazyFrameRemote` (#23825)
- Implement `repeat_by` for `Array` and `Null` (#23794)
- Add DeprecationWarning on passing physical ordering to Categorical (#23779)
- Pre-filtered decode and row group skipping with Iceberg / Delta / scans with cast options (#23792)
- Update `BytecodeParser` opcode awareness for upcoming Python 3.14 (#23782)

## 🐞 Bug fixes

- Categorical namespace functions fail on `Enum` columns (#23925)
- Properly set sumwise complete on filter for missing columns (#23877)
- Restore Arrow-FFI-based Python\<->Rust conversion in pyo3-polars (#23881)
- Group By with filters (#23917)
- Fix `read_csv` ignoring Decimal schema for header-only data (#23886)
- Ensure `collect()` native Iceberg always scans latest when no `snapshot_id` is given (#23907)
- Writing List(Array) columns to JSON without panic (#23875)
- Fill Iceberg missing fields with partition values if present in metadata (#23900)
- Create file for streaming sink even if unspawned (#23672)
- Update cloud testing environment (#23908)
- Parquet filtering on multiple RGs with literal predicate (#23903)
- Incorrect datatype passed to libc::write (#23904)
- Properly feature gate TZ\_AWARE\_RE usage (#23888)
- Improve identification of "non group-key" aggregates in SQL `GROUP BY` queries (#23191)
- Spawning tokio task outside reactor (#23884)
- Correctly raise DuplicateError on asof\_join with suffix="" (#23864)
- Fix errors on native `scan_iceberg` (#23811)
- Fix index out of bounds panic filtering parquet (#23850)
- Fix error on empty range requests (#23844)
- Fix handling of hive partitioning `hive_start_idx` parameter (#23843)
- Allow encoding of `pl.Enum` with smaller physicals (#23829)
- Filter sorted flag from physical in CategoricalChunked (#23827)
- Remove accidental todo! in repeat node (#23822)
- Make `meta.pop` operate on `Expr` only (#23808)
- Stack overflow in `DslPlan` serde (#23801)
- Clear credentials cached in Python when rebuilding object store (#23756)
- Datetime selectors with mixed timezone info (#23774)
- Support i128 in asof join (#23770)
- Remove sleep for credential refresh (#23768)

## 📖 Documentation

- Improve StackOverflow links in contributing guide (#23895)
- Fix `pyo3` documentation page link (#23839)
- Document the pureness requirements of udfs (#23787)
- Correct the `name.*` methods on their removal of aliases (#23773)

## 📦 Build system

- Workaround for pyiceberg `make requirements` on Python 3.13 (#23810)
- Add pyiceberg to dev dependencies (#23791)

## 🛠️ Other improvements

- Ensure `clippy` and `rustfmt` run in CI when changing `pyo3-polars` (#23930)
- Fix pyo3-polars proc-macro re-exports (#23918)
- Rewrite `evaluate_on_groups` for `.gather` / `.get` (#23700)
- Move Python C API to `python-polars` (#23876)
- Improve/fix internal `LRUCache` implementation and move into "\_utils" module (#23813)
- Relax constraint on maximum Python version for `numba` (#23838)
- Automatically tag PRs mentioning "SQL" with the appropriate label (#23816)
- Update `typos` package (#23818)
- Fix typos path (#23803)
- Remove `deserialize_with_unknown_fields` (#23802)
- Add pyiceberg to dev dependencies (#23791)
- Remove old schema file (#23798)
- Mark more tests as ready for cloud (#23743)
- Reduce required deps for pyo3-polars (#23761)

Thank you to all our contributors for making this release possible!
@JakubValtar, @Kevin-Patyk, @Liyixin95, @alexander-beedie, @cgevans, @cmdlineluser, @coastalwhite, @eitsupi, @gfvioli, @itamarst, @jimmmmmmmmmmmy, @kdn36, @math-hiyoko, @mcrumiller, @mpasa, @mrkn, @nameexhaustion, @orlp, @pka, @pomo-mondreganto, @ritchie46 and @stijnherfst