-
Notifications
You must be signed in to change notification settings - Fork 247
Expand file tree
/
Copy pathspark-release-4-1-0.html
More file actions
1224 lines (1152 loc) · 68.7 KB
/
Copy pathspark-release-4-1-0.html
File metadata and controls
1224 lines (1152 loc) · 68.7 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>
Spark Release 4.1.0 | Apache Spark
</title>
<link href="/css/bootstrap.min.css" rel="stylesheet">
<link rel="preconnect" href="https://fonts.googleapis.com">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link href="https://fonts.googleapis.com/css2?family=DM+Sans:ital,wght@0,400;0,500;0,700;1,400;1,500;1,700&Courier+Prime:wght@400;700&display=swap" rel="stylesheet">
<link href="/css/custom.css" rel="stylesheet">
<!-- Code highlighter CSS -->
<link href="/css/pygments-default.css" rel="stylesheet">
<link rel="icon" href="/favicon.ico" type="image/x-icon">
<!-- Matomo -->
<script>
var _paq = window._paq = window._paq || [];
/* tracker methods like "setCustomDimension" should be called before "trackPageView" */
_paq.push(["disableCookies"]);
_paq.push(['trackPageView']);
_paq.push(['enableLinkTracking']);
(function() {
var u="https://analytics.apache.org/";
_paq.push(['setTrackerUrl', u+'matomo.php']);
_paq.push(['setSiteId', '40']);
var d=document, g=d.createElement('script'), s=d.getElementsByTagName('script')[0];
g.async=true; g.src=u+'matomo.js'; s.parentNode.insertBefore(g,s);
})();
</script>
<!-- End Matomo Code -->
</head>
<body class="global">
<nav class="navbar navbar-expand-lg navbar-dark p-0 px-4" style="background: #1D6890;">
<a class="navbar-brand" href="/">
<img src="/images/spark-logo-rev.svg" alt="" width="141" height="72">
</a>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbarContent"
aria-controls="navbarContent" aria-expanded="false" aria-label="Toggle navigation">
<span class="navbar-toggler-icon"></span>
</button>
<div class="collapse navbar-collapse col-md-12 col-lg-auto pt-4" id="navbarContent">
<ul class="navbar-nav me-auto">
<li class="nav-item">
<a class="nav-link active" aria-current="page" href="/downloads.html">Download</a>
</li>
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="#" id="libraries" role="button" data-bs-toggle="dropdown"
aria-expanded="false">
Libraries
</a>
<ul class="dropdown-menu" aria-labelledby="libraries">
<li><a class="dropdown-item" href="/sql/">SQL and DataFrames</a></li>
<li><a class="dropdown-item" href="/spark-connect/">Spark Connect</a></li>
<li><a class="dropdown-item" href="/streaming/">Spark Streaming</a></li>
<li><a class="dropdown-item" href="/pandas-on-spark/">pandas on Spark</a></li>
<li><a class="dropdown-item" href="/mllib/">MLlib (machine learning)</a></li>
<li><a class="dropdown-item" href="/graphx/">GraphX (graph)</a></li>
<li>
<hr class="dropdown-divider">
</li>
<li><a class="dropdown-item" href="/third-party-projects.html">Third-Party Projects</a></li>
</ul>
</li>
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="#" id="documentation" role="button" data-bs-toggle="dropdown"
aria-expanded="false">
Documentation
</a>
<ul class="dropdown-menu" aria-labelledby="documentation">
<li><a class="dropdown-item" href="/docs/latest/">Latest Release</a></li>
<li><a class="dropdown-item" href="/documentation.html">Older Versions and Other Resources</a></li>
<li><a class="dropdown-item" href="/faq.html">Frequently Asked Questions</a></li>
</ul>
</li>
<li class="nav-item">
<a class="nav-link active" aria-current="page" href="/examples.html">Examples</a>
</li>
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="#" id="community" role="button" data-bs-toggle="dropdown"
aria-expanded="false">
Community
</a>
<ul class="dropdown-menu" aria-labelledby="community">
<li><a class="dropdown-item" href="/community.html">Mailing Lists & Resources</a></li>
<li><a class="dropdown-item" href="/contributing.html">Contributing to Spark</a></li>
<li><a class="dropdown-item" href="/improvement-proposals.html">Improvement Proposals (SPIP)</a>
</li>
<li><a class="dropdown-item" href="https://issues.apache.org/jira/browse/SPARK">Issue Tracker</a>
</li>
<li><a class="dropdown-item" href="/powered-by.html">Powered By</a></li>
<li><a class="dropdown-item" href="/committers.html">Project Committers</a></li>
<li><a class="dropdown-item" href="/history.html">Project History</a></li>
</ul>
</li>
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="#" id="developers" role="button" data-bs-toggle="dropdown"
aria-expanded="false">
Developers
</a>
<ul class="dropdown-menu" aria-labelledby="developers">
<li><a class="dropdown-item" href="/developer-tools.html">Useful Developer Tools</a></li>
<li><a class="dropdown-item" href="/versioning-policy.html">Versioning Policy</a></li>
<li><a class="dropdown-item" href="/release-process.html">Release Process</a></li>
<li><a class="dropdown-item" href="/security.html">Security</a></li>
</ul>
</li>
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="#" id="github" role="button" data-bs-toggle="dropdown" aria-expanded="false">
GitHub
</a>
<ul class="dropdown-menu" aria-labelledby="github">
<li><a class="dropdown-item" href="https://github.com/apache/spark">spark</a></li>
<li><a class="dropdown-item" href="https://github.com/apache/spark-connect-go">spark-connect-go</a></li>
<li><a class="dropdown-item" href="https://github.com/apache/spark-connect-rust">spark-connect-rust</a></li>
<li><a class="dropdown-item" href="https://github.com/apache/spark-connect-swift">spark-connect-swift</a></li>
<li><a class="dropdown-item" href="https://github.com/apache/spark-docker">spark-docker</a></li>
<li><a class="dropdown-item" href="https://github.com/apache/spark-kubernetes-operator">spark-kubernetes-operator</a></li>
<li><a class="dropdown-item" href="https://github.com/apache/spark-website">spark-website</a></li>
</ul>
</li>
</ul>
<ul class="navbar-nav ml-auto">
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="#" id="apacheFoundation" role="button"
data-bs-toggle="dropdown" aria-expanded="false">
Apache Software Foundation
</a>
<ul class="dropdown-menu" aria-labelledby="apacheFoundation">
<li><a class="dropdown-item" href="https://www.apache.org/">Apache Homepage</a></li>
<li><a class="dropdown-item" href="https://www.apache.org/licenses/">License</a></li>
<li><a class="dropdown-item"
href="https://www.apache.org/foundation/sponsorship.html">Sponsorship</a></li>
<li><a class="dropdown-item" href="https://www.apache.org/foundation/thanks.html">Thanks</a></li>
<li><a class="dropdown-item" href="https://www.apache.org/events/current-event">Event</a></li>
</ul>
</li>
</ul>
</div>
</nav>
<div class="container">
<div class="row mt-4">
<div class="col-12 col-md-9">
<h1>Spark Release 4.1.0</h1>
<p>Apache Spark 4.1.0 is the second release in the 4.x series. With significant contributions from the open-source community, this release addressed over 1,800 Jira tickets with contributions from more than 230 individuals.</p>
<p>This release continues the Spark 4.x momentum and focuses on higher-level data engineering, lower-latency streaming, faster and easier PySpark, and a more capable SQL surface.</p>
<p>This release adds Spark Declarative Pipelines (SDP): A new declarative framework where you define datasets and queries, and Spark handles the execution graph, dependency ordering, parallelism, checkpoints, and retries.</p>
<p>This release supports Structured Streaming Real-Time Mode (RTM): First official support for Structured Streaming queries running in real-time mode for continuous, sub-second latency processing. For stateless tasks, latency can even drop to single-digit milliseconds.</p>
<p>PySpark UDFs and Data Sources have been improved: New Arrow-native UDF and UDTF decorators for efficient PyArrow execution without Pandas conversion overhead, plus Python Data Source filter pushdown to reduce data movement.</p>
<p>Spark ML on Connect is GA for the Python client, with smarter model caching and memory management. Spark 4.1 also improves stability for large workloads with zstd-compressed protobuf plans, chunked Arrow result streaming, and enhanced support for large local relations.</p>
<p>SQL Scripting is GA and enabled by default, with improved error handling and cleaner declarations. VARIANT is GA with shredding for faster reads on semi-structured data, plus recursive CTE support and new approximate data sketches (KLL and Theta).</p>
<p>To download Apache Spark 4.1.0, please visit the <a href="https://spark.apache.org/downloads.html">downloads</a> page. For <a href="https://issues.apache.org/jira/projects/SPARK/versions/12355581">detailed changes</a>, you can consult JIRA. We have also curated a list of high-level changes here, grouped by major components.</p>
<ul id="markdown-toc">
<li><a href="#highlights" id="markdown-toc-highlights">Highlights</a></li>
<li><a href="#sql-foundation" id="markdown-toc-sql-foundation">SQL Foundation</a> <ul>
<li><a href="#built-in-functions-77-new-functions" id="markdown-toc-built-in-functions-77-new-functions">Built-in Functions (77 new functions)</a></li>
</ul>
</li>
<li><a href="#query-api" id="markdown-toc-query-api">Query API</a></li>
<li><a href="#connectors" id="markdown-toc-connectors">Connectors</a> <ul>
<li><a href="#data-source-v2-framework" id="markdown-toc-data-source-v2-framework">Data Source V2 framework</a></li>
<li><a href="#file-sources" id="markdown-toc-file-sources">File Sources</a></li>
<li><a href="#jdbc-and-hive" id="markdown-toc-jdbc-and-hive">JDBC and Hive</a></li>
<li><a href="#python-data-source" id="markdown-toc-python-data-source">Python Data Source</a></li>
</ul>
</li>
<li><a href="#udf-user-defined-functions" id="markdown-toc-udf-user-defined-functions">UDF (User Defined Functions)</a></li>
<li><a href="#streaming" id="markdown-toc-streaming">Streaming</a> <ul>
<li><a href="#state-store" id="markdown-toc-state-store">State Store</a></li>
<li><a href="#other-notable-changes" id="markdown-toc-other-notable-changes">Other notable changes</a></li>
</ul>
</li>
<li><a href="#spark-connect-framework" id="markdown-toc-spark-connect-framework">Spark Connect Framework</a> <ul>
<li><a href="#api-coverage" id="markdown-toc-api-coverage">API coverage</a></li>
<li><a href="#other-notable-changes-1" id="markdown-toc-other-notable-changes-1">Other notable changes</a></li>
</ul>
</li>
<li><a href="#performance-and-stability" id="markdown-toc-performance-and-stability">Performance and stability</a> <ul>
<li><a href="#query-optimizer-and-execution" id="markdown-toc-query-optimizer-and-execution">Query Optimizer and Execution</a></li>
<li><a href="#stability" id="markdown-toc-stability">Stability</a></li>
<li><a href="#python-performance" id="markdown-toc-python-performance">Python Performance</a></li>
</ul>
</li>
<li><a href="#infrastructure" id="markdown-toc-infrastructure">Infrastructure</a> <ul>
<li><a href="#build-and-scalapython-upgrades" id="markdown-toc-build-and-scalapython-upgrades">Build and Scala/Python Upgrades</a></li>
<li><a href="#observability" id="markdown-toc-observability">Observability</a></li>
<li><a href="#debug-ability" id="markdown-toc-debug-ability">Debug-ability</a></li>
</ul>
</li>
<li><a href="#deployment" id="markdown-toc-deployment">Deployment</a></li>
<li><a href="#version-upgrade-of-java-and-scala-libraries" id="markdown-toc-version-upgrade-of-java-and-scala-libraries">Version upgrade of Java and Scala libraries</a></li>
<li><a href="#credits" id="markdown-toc-credits">Credits</a></li>
</ul>
<h3 id="highlights">Highlights</h3>
<ul>
<li><strong><a href="https://issues.apache.org/jira/browse/SPARK-51727">[SPARK-51727]</a></strong> SPIP: <strong>Declarative Pipelines</strong>, a new component to define and run data pipelines</li>
<li><strong><a href="https://issues.apache.org/jira/browse/SPARK-54499">[SPARK-54499]</a></strong> Enable SQL Scripting by default (SQL Scripting GA)</li>
<li><strong><a href="https://issues.apache.org/jira/browse/SPARK-54454">[SPARK-54454]</a></strong> Enable VARIANT type by default (VARIANT type GA)</li>
<li><strong><a href="https://issues.apache.org/jira/browse/SPARK-53736">[SPARK-53736]</a></strong> SPIP: Real-time Mode in Structured Streaming (Scala stateless support)</li>
<li><strong><a href="https://issues.apache.org/jira/browse/SPARK-53484">[SPARK-53484]</a></strong> SPIP: JDBC Driver for Spark Connect</li>
<li><strong><a href="https://issues.apache.org/jira/browse/SPARK-52214">[SPARK-52214]</a></strong> Python Arrow UDF</li>
<li><strong><a href="https://issues.apache.org/jira/browse/SPARK-52979">[SPARK-52979]</a></strong> Python Arrow UDTF</li>
<li><strong><a href="https://issues.apache.org/jira/browse/SPARK-51756">[SPARK-51756]</a></strong> Checksum-based shuffle stage full retry to avoid incorrect results</li>
<li><strong><a href="https://issues.apache.org/jira/browse/SPARK-44167">[SPARK-44167]</a></strong> SPIP: Stored Procedures API for Catalogs</li>
<li><strong><a href="https://issues.apache.org/jira/browse/SPARK-51236">[SPARK-51236]</a></strong> ML Connect improvements</li>
<li><strong><a href="https://issues.apache.org/jira/browse/SPARK-54357">[SPARK-54357]</a></strong> Improve SparkConnect usability and performance</li>
</ul>
<hr />
<h3 id="sql-foundation">SQL Foundation</h3>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54499">[SPARK-54499]</a> Enable SQL scripting by default (SQL scripting GA)
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53621">[SPARK-53621]</a> Add support for CONTINUE HANDLER</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52998">[SPARK-52998]</a> Multiple variables inside DECLARE</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52345">[SPARK-52345]</a> Fix NULL behavior in scripting conditions</li>
</ul>
</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54454">[SPARK-54454]</a> Enable VARIANT type by default (VARIANT type GA)
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51298">[SPARK-51298]</a> Support variant in CSV scan</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51503">[SPARK-51503]</a> Support variant in XML scan</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53659">[SPARK-53659]</a> Infer Variant shredding schema in parquet writer</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54306">[SPARK-54306]</a> Annotate Variant type on Parquet Write</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54410">[SPARK-54410]</a> Add read support for Parquet Variant logical type</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52494">[SPARK-52494]</a> Support colon-sign operator syntax to access Variant fields</li>
</ul>
</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-44167">[SPARK-44167]</a> SPIP: Stored Procedures API for Catalogs</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53573">[SPARK-53573]</a> Allow query parameter markers everywhere via pre-parser</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-24497">[SPARK-24497]</a> Recursive CTE support</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52545">[SPARK-52545]</a> Standardize double-quote escaping to follow SQL specification</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52338">[SPARK-52338]</a> Support for inheriting default collation from schema to View</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52219">[SPARK-52219]</a> Schema level collation support for tables</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53444">[SPARK-53444]</a> Rework EXECUTE IMMEDIATE</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52782">[SPARK-52782]</a> Return NULL from +/- on datetime with NULL</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52828">[SPARK-52828]</a> Make hashing for collated strings collation agnostic</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53348">[SPARK-53348]</a> Always persist ANSI value when creating a view or assume it when querying</li>
</ul>
<h4 id="built-in-functions-77-new-functions">Built-in Functions (77 new functions)</h4>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52588">[SPARK-52588]</a> Approx_top_k: accumulate and estimate</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52515">[SPARK-52515]</a> Add approx_top_k function</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54199">[SPARK-54199]</a><a href="https://issues.apache.org/jira/browse/SPARK-53991">[SPARK-53991]</a> new KLL quantiles sketch functions</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52407">[SPARK-52407]</a> Add support for Theta Sketch</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53877">[SPARK-53877]</a> Introduce BITMAP_AND_AGG function</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52798">[SPARK-52798]</a> Add function approx_top_k_combine</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53947">[SPARK-53947]</a> Count null in approx_top_k</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52233">[SPARK-52233]</a> Fix map_zip_with for Floating Point Types</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52866">[SPARK-52866]</a> Add support for try_to_date</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53654">[SPARK-53654]</a> Support seed in function uuid</li>
</ul>
<hr />
<h3 id="query-api">Query API</h3>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53779">[SPARK-53779]</a> Implement transform in column API</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-50131">[SPARK-50131]</a> Add IN Subquery DataFrame API</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53402">[SPARK-53402]</a> Support Direct Passthrough Partitioning Dataset API</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51877">[SPARK-51877]</a> Add functions ‘chr’, ‘random’ and ‘uuid’</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53544">[SPARK-53544]</a> Support complex types in PySpark observations</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53654">[SPARK-53654]</a> Support seed parameter in uuid function</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52433">[SPARK-52433]</a> Unify string coercion in createDataFrame</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52694">[SPARK-52694]</a> Add o.a.s.sql.Encoders#udtAPI</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52601">[SPARK-52601]</a> Support primitive types in TransformingEncoder</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52592">[SPARK-52592]</a> Support creating a ps.Series from another ps.Series</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53645">[SPARK-53645]</a> Add skipna parameter to ps.DataFrame.any()</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53295">[SPARK-53295]</a> Enable ANSI mode by default for Pandas API on Spark</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52570">[SPARK-52570]</a> Enable divide-by-zero for numeric rmod with ANSI enabled</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53696">[SPARK-53696]</a> Default to bytes for BinaryType in PySpark</li>
</ul>
<hr />
<h3 id="connectors">Connectors</h3>
<h4 id="data-source-v2-framework">Data Source V2 framework</h4>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54309">[SPARK-54309]</a> Metrics for DML Operations</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54274">[SPARK-54274]</a> Support MERGE INTO Schema Evolution</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51207">[SPARK-51207]</a> Table Constraints</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52187">[SPARK-52187]</a> Introduce Join pushdown for DSv2</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52109">[SPARK-52109]</a> Add listTableSummaries API to Data Source V2 Table Catalog API</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52551">[SPARK-52551]</a> Add a new v2 Predicate BOOLEAN_EXPRESSION</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54022">[SPARK-54022]</a> Make DSv2 table resolution aware of cached tables</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53924">[SPARK-53924]</a> Reload DSv2 tables in views created using plans on each access</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53074">[SPARK-53074]</a> Avoid partial clustering in SPJ to meet a child’s required distribution</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54157">[SPARK-54157]</a> Fix refresh of DSv2 tables in Dataset</li>
</ul>
<h4 id="file-sources">File Sources</h4>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52482">[SPARK-52482]</a> ZStandard support for file source reader</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52582">[SPARK-52582]</a> Improve the memory usage of XML parser</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54220">[SPARK-54220]</a> NullType/VOID/UNKNOWN Type Support in Parquet</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-47618">[SPARK-47618]</a> Use Magic Committer for all S3 buckets by default</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52917">[SPARK-52917]</a> Read support to enable round-trip for binary in xml format</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53633">[SPARK-53633]</a> Reuse InputStream in vectorized Parquet reader</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53535">[SPARK-53535]</a> Fix missing structs always being assumed as nulls</li>
</ul>
<h4 id="jdbc-and-hive">JDBC and Hive</h4>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53095">[SPARK-53095]</a> Support of Hive Metastore 4.1</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53450">[SPARK-53450]</a> Fix unexpected null fill after converting hive table scan to logical relation</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52823">[SPARK-52823]</a> Support Join pushdown for Oracle connector</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52906">[SPARK-52906]</a> Support Join pushdown for Postgres connector</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52929">[SPARK-52929]</a> Support MySQL and SQLServer connector for DSv2 Join pushdown</li>
</ul>
<h4 id="python-data-source">Python Data Source</h4>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51919">[SPARK-51919]</a> Allow overwriting statically registered Python Data Source</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51271">[SPARK-51271]</a> Add filter pushdown API to Python Data Sources</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53030">[SPARK-53030]</a> Support Arrow writer for streaming Python data sources</li>
</ul>
<hr />
<h3 id="udf-user-defined-functions">UDF (User Defined Functions)</h3>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52214">[SPARK-52214]</a> Python Arrow UDF</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52979">[SPARK-52979]</a> Python Arrow UDTF</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53592">[SPARK-53592]</a> Make @udf support vectorized UDF</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-49547">[SPARK-49547]</a> Add iterator of RecordBatch API to applyInArrow</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51619">[SPARK-51619]</a> Support UDT input / output in Arrow-optimized Python UDF</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52959">[SPARK-52959]</a> Support UDT in Arrow-optimized Python UDTF</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52934">[SPARK-52934]</a> Allow yielding scalar values with Arrow-optimized Python UDTF</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52821">[SPARK-52821]</a> Add int→DecimalType pyspark udf return type coercion</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53614">[SPARK-53614]</a> Add Iterator[pandas.DataFrame] support to applyInPandas</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54226">[SPARK-54226]</a> Extend Arrow compression to Pandas UDF</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51814">[SPARK-51814]</a> Introduce new row based transformWithState Python API</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54153">[SPARK-54153]</a> Support python profiler for iterator based UDFs</li>
</ul>
<hr />
<h3 id="streaming">Streaming</h3>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53736">[SPARK-53736]</a> Real-time Mode in Structured Streaming (Scala stateless support)</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52171">[SPARK-52171]</a><a href="https://issues.apache.org/jira/browse/SPARK-51779">[SPARK-51779]</a> Stream-stream join support with virtual column families including support with state data source reader</li>
</ul>
<h4 id="state-store">State Store</h4>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51745">[SPARK-51745]</a> Revamped lock management with RocksDB state store provider</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53001">[SPARK-53001]</a> Integrate RocksDB Memory Usage with the Unified Memory Manager</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51358">[SPARK-51358]</a> Snapshot lag detection with RocksDB state store provider</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51972">[SPARK-51972]</a> File level checksum verification with RocksDB state store provider</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53332">[SPARK-53332]</a><a href="https://issues.apache.org/jira/browse/SPARK-53333">[SPARK-53333]</a> State data source support with state checkpoint format v2</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54121">[SPARK-54121]</a> Automatic Snapshot Repair for State store</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51097">[SPARK-51097]</a> Re-introduce RocksDB state store’s last uploaded snapshot version instance metrics</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51940">[SPARK-51940]</a> Add interface for managing streaming checkpoint metadata</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54106">[SPARK-54106]</a> Recheckin State store row checksum implementation</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53794">[SPARK-53794]</a> Add option to limit deletions per maintenance operation associated with rocksdb state provider</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51823">[SPARK-51823]</a> Add config to not persist state store on executors</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52008">[SPARK-52008]</a> Throwing an error if State Stores do not commit at the end of a batch when ForeachBatch is used</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52968">[SPARK-52968]</a> Emit additional state store metrics</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52989">[SPARK-52989]</a> Add explicit close() API to State Store iterators</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54063">[SPARK-54063]</a> Trigger snapshot for next batch when upload lag</li>
</ul>
<h4 id="other-notable-changes">Other notable changes</h4>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53942">[SPARK-53942]</a> Support changing shuffle partitions in stateless streaming workloads</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53941">[SPARK-53941]</a> Support AQE in stateless streaming workloads</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53103">[SPARK-53103]</a> Throw an error if state directory is not empty when query starts</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51981">[SPARK-51981]</a> Add JobTags to queryStartedEvent</li>
</ul>
<hr />
<h3 id="spark-connect-framework">Spark Connect Framework</h3>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53484">[SPARK-53484]</a> JDBC Driver for Spark Connect</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51236">[SPARK-51236]</a> ML Connect improvements</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54357">[SPARK-54357]</a> Improve SparkConnect usability and performance</li>
</ul>
<h4 id="api-coverage">API coverage</h4>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51827">[SPARK-51827]</a> transformWithState</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52448">[SPARK-52448]</a> Add simplified Struct Expression.Literal</li>
</ul>
<h4 id="other-notable-changes-1">Other notable changes</h4>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53808">[SPARK-53808]</a> Allow to pass optional JVM args to spark-connect-scala-client</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52723">[SPARK-52723]</a> Server side column name validation</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52397">[SPARK-52397]</a> Idempotent ExecutePlan: the second ExecutePlan with same operationId and plan reattaches</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51774">[SPARK-51774]</a> Add GRPC Status code to Python Connect GRPC Exception</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53455">[SPARK-53455]</a> Add CloneSession RPC</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53507">[SPARK-53507]</a> Add breaking change info to errors</li>
</ul>
<hr />
<h3 id="performance-and-stability">Performance and stability</h3>
<h4 id="query-optimizer-and-execution">Query Optimizer and Execution</h4>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52956">[SPARK-52956]</a> Preserve alias metadata when collapsing projects</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53155">[SPARK-53155]</a> Global lower aggregation should not be replaced with a project</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53124">[SPARK-53124]</a> Prune unnecessary fields from JsonTuple</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53399">[SPARK-53399]</a> Merge Python UDFs</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51831">[SPARK-51831]</a> Column pruning with existsJoin for Datasource V2</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53762">[SPARK-53762]</a> Add date and time conversions simplifier rule to optimizer</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51559">[SPARK-51559]</a> Make max broadcast table size configurable</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52777">[SPARK-52777]</a> Add shuffle cleanup mode configuration for Spark SQL</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52873">[SPARK-52873]</a> Further restrict when SHJ semi/anti join can ignore duplicate keys on the build side</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54354">[SPARK-54354]</a> Fix Spark hanging when there’s not enough JVM heap memory for broadcast hashed relation</li>
</ul>
<h4 id="stability">Stability</h4>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51756">[SPARK-51756]</a> checksum-based shuffle stage full retry to avoid incorrect results</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52395">[SPARK-52395]</a> Fast fail when shuffle fetch failure happens</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52924">[SPARK-52924]</a> Support ZSTD_strategy for compression</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-49386">[SPARK-49386]</a> Add memory based thresholds for shuffle spill</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52174">[SPARK-52174]</a> Enable spark.checkpoint.compress by default</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-47547">[SPARK-47547]</a> Add BloomFilter V2 and use it as default</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53999">[SPARK-53999]</a> Native KQueue Transport support on BSD/MacOS</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54009">[SPARK-54009]</a> Support spark.io.mode.default</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54023">[SPARK-54023]</a> Support AUTO IO Mode</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54032">[SPARK-54032]</a> Prefer to use native Netty transports by default</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53562">[SPARK-53562]</a> Limit Arrow batch sizes in applyInArrow and applyInPandas</li>
</ul>
<h4 id="python-performance">Python Performance</h4>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51127">[SPARK-51127]</a> Kill the Python worker on idle timeout</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54134">[SPARK-54134]</a> Optimize Arrow memory usage</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51688">[SPARK-51688]</a> Use Unix Domain Socket between Python and JVM communication</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52971">[SPARK-52971]</a> Limit idle Python worker queue size</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54344">[SPARK-54344]</a> Kill the worker if flush fails in daemon.py</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52877">[SPARK-52877]</a> Improve Python UDF Arrow Serializer Performance</li>
</ul>
<hr />
<h3 id="infrastructure">Infrastructure</h3>
<h4 id="build-and-scalapython-upgrades">Build and Scala/Python Upgrades</h4>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53585">[SPARK-53585]</a> Upgrade Scala to 2.13.17</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52561">[SPARK-52561]</a> Upgrade minimum Python version to 3.10</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51169">[SPARK-51169]</a> Add Python 3.14 support in Spark Classic</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52703">[SPARK-52703]</a> Upgrade minimum Python version for Pandas API to 3.10</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52928">[SPARK-52928]</a> Upgrade minimum PyArrow version to 15.0.0</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52844">[SPARK-52844]</a> Update numpy to 1.22</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54269">[SPARK-54269]</a> Upgrade cloudpickle to 3.1.2 for Python 3.14</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54287">[SPARK-54287]</a> Add Python 3.14 support in pyspark-client and pyspark-connect</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52904">[SPARK-52904]</a> Enable convertToArrowArraySafely by default</li>
</ul>
<h4 id="observability">Observability</h4>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52502">[SPARK-52502]</a> Thread count overview</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52487">[SPARK-52487]</a> Add Stage Submitted Time and Duration to StagePage Detail</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51651">[SPARK-51651]</a> Link the root execution id for current execution if any</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51686">[SPARK-51686]</a> Link the execution IDs of sub-executions for current execution if any</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51629">[SPARK-51629]</a> Add a download link on the ExecutionPage for svg/dot/txt format plans</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51452">[SPARK-51452]</a> Improve Thread dump table search</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51467">[SPARK-51467]</a> Make tables of the environment page filterable</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-51509">[SPARK-51509]</a> Make Spark Master Environment page support filters</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52458">[SPARK-52458]</a> Support spark.eventLog.excludedPatterns</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52456">[SPARK-52456]</a> Lower the minimum limit of spark.eventLog.rolling.maxFileSize</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52914">[SPARK-52914]</a> Support On-Demand Log Loading for rolling logs in History Server</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53631">[SPARK-53631]</a> Optimize memory and perf on SHS bootstrap</li>
</ul>
<h4 id="debug-ability">Debug-ability</h4>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53975">[SPARK-53975]</a> Add Python worker logging support</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54340">[SPARK-54340]</a> Add a script to enable viztracer on daemon/workers for python udf</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52579">[SPARK-52579]</a> Add periodic traceback dump for Python workers</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53976">[SPARK-53976]</a> Support logging in Pandas/Arrow UDFs</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53977">[SPARK-53977]</a> Support logging in UDTFs</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53978">[SPARK-53978]</a> Support logging in driver-side workers</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53857">[SPARK-53857]</a> Enable messageTemplate propagation to SparkThrowable</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-52426">[SPARK-52426]</a> Support redirecting stdout/stderr to logging system</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53157">[SPARK-53157]</a> Decouple driver and executor heartbeat intervals</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-47404">[SPARK-47404]</a> Add configurable size limits for ANTLR DFA cache</li>
</ul>
<hr />
<h3 id="deployment">Deployment</h3>
<ul>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53944">[SPARK-53944]</a> Support spark.kubernetes.executor.useDriverPodIP</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-53335">[SPARK-53335]</a> Support spark.kubernetes.driver.annotateExitException</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-54312">[SPARK-54312]</a> Avoid repeatedly scheduling tasks for SendHeartbeat/WorkDirClean in standalone worker</li>
<li><a href="https://issues.apache.org/jira/browse/SPARK-48547">[SPARK-48547]</a> Add opt-in flag to have SparkSubmit automatically call System.exit after user code main method exits</li>
</ul>
<hr />
<h3 id="version-upgrade-of-java-and-scala-libraries">Version upgrade of Java and Scala libraries</h3>
<table>
<thead>
<tr>
<th style="text-align: left">Library Name</th>
<th style="text-align: left">Version Change</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align: left">analyticsaccelerator-s3</td>
<td style="text-align: left">-> 1.3.0 (NEW)</td>
</tr>
<tr>
<td style="text-align: left">annotations</td>
<td style="text-align: left">17.0.0 -> REMOVED</td>
</tr>
<tr>
<td style="text-align: left">arpack</td>
<td style="text-align: left">3.0.3 -> 3.0.4</td>
</tr>
<tr>
<td style="text-align: left">arrow-compression</td>
<td style="text-align: left">-> 18.3.0 (NEW)</td>
</tr>
<tr>
<td style="text-align: left">arrow-format</td>
<td style="text-align: left">18.1.0 -> 18.3.0</td>
</tr>
<tr>
<td style="text-align: left">arrow-memory-core</td>
<td style="text-align: left">18.1.0 -> 18.3.0</td>
</tr>
<tr>
<td style="text-align: left">arrow-memory-netty</td>
<td style="text-align: left">18.1.0 -> 18.3.0</td>
</tr>
<tr>
<td style="text-align: left">arrow-memory-netty-buffer-patch</td>
<td style="text-align: left">18.1.0 -> 18.3.0</td>
</tr>
<tr>
<td style="text-align: left">arrow-vector</td>
<td style="text-align: left">18.1.0 -> 18.3.0</td>
</tr>
<tr>
<td style="text-align: left">avro</td>
<td style="text-align: left">1.12.0 -> 1.12.1</td>
</tr>
<tr>
<td style="text-align: left">avro-ipc</td>
<td style="text-align: left">1.12.0 -> 1.12.1</td>
</tr>
<tr>
<td style="text-align: left">avro-mapred</td>
<td style="text-align: left">1.12.0 -> 1.12.1</td>
</tr>
<tr>
<td style="text-align: left">bcprov-jdk18on</td>
<td style="text-align: left">1.80 -> REMOVED</td>
</tr>
<tr>
<td style="text-align: left">blas</td>
<td style="text-align: left">3.0.3 -> 3.0.4</td>
</tr>
<tr>
<td style="text-align: left">bundle</td>
<td style="text-align: left">2.25.53 -> 2.29.52</td>
</tr>
<tr>
<td style="text-align: left">checker-qual</td>
<td style="text-align: left">3.43.0 -> REMOVED</td>
</tr>
<tr>
<td style="text-align: left">commons-cli</td>
<td style="text-align: left">1.9.0 -> 1.10.0</td>
</tr>
<tr>
<td style="text-align: left">commons-codec</td>
<td style="text-align: left">1.17.2 -> 1.19.0</td>
</tr>
<tr>
<td style="text-align: left">commons-collections</td>
<td style="text-align: left">3.2.2 -> REMOVED</td>
</tr>
<tr>
<td style="text-align: left">commons-collections4</td>
<td style="text-align: left">4.4 -> 4.5.0</td>
</tr>
<tr>
<td style="text-align: left">commons-compress</td>
<td style="text-align: left">1.27.1 -> 1.28.0</td>
</tr>
<tr>
<td style="text-align: left">commons-io</td>
<td style="text-align: left">2.18.0 -> 2.21.0</td>
</tr>
<tr>
<td style="text-align: left">commons-lang3</td>
<td style="text-align: left">3.17.0 -> 3.19.0</td>
</tr>
<tr>
<td style="text-align: left">commons-text</td>
<td style="text-align: left">1.13.0 -> 1.14.0</td>
</tr>
<tr>
<td style="text-align: left">curator-client</td>
<td style="text-align: left">5.7.1 -> 5.9.0</td>
</tr>
<tr>
<td style="text-align: left">curator-framework</td>
<td style="text-align: left">5.7.1 -> 5.9.0</td>
</tr>
<tr>
<td style="text-align: left">curator-recipes</td>
<td style="text-align: left">5.7.1 -> 5.9.0</td>
</tr>
<tr>
<td style="text-align: left">datasketches-java</td>
<td style="text-align: left">6.1.1 -> 6.2.0</td>
</tr>
<tr>
<td style="text-align: left">error_prone_annotations</td>
<td style="text-align: left">2.36.0 -> REMOVED</td>
</tr>
<tr>
<td style="text-align: left">failureaccess</td>
<td style="text-align: left">1.0.2 -> 1.0.3</td>
</tr>
<tr>
<td style="text-align: left">flatbuffers-java</td>
<td style="text-align: left">24.3.25 -> 25.2.10</td>
</tr>
<tr>
<td style="text-align: left">gcs-connector</td>
<td style="text-align: left">hadoop3-2.2.26 -> hadoop3-2.2.28</td>
</tr>
<tr>
<td style="text-align: left">guava</td>
<td style="text-align: left">33.4.0-jre -> 33.4.8-jre</td>
</tr>
<tr>
<td style="text-align: left">hadoop-aliyun</td>
<td style="text-align: left">3.4.1 -> 3.4.2</td>
</tr>
<tr>
<td style="text-align: left">hadoop-annotations</td>
<td style="text-align: left">3.4.1 -> 3.4.2</td>
</tr>
<tr>
<td style="text-align: left">hadoop-aws</td>
<td style="text-align: left">3.4.1 -> 3.4.2</td>
</tr>
<tr>
<td style="text-align: left">hadoop-azure</td>
<td style="text-align: left">3.4.1 -> 3.4.2</td>
</tr>
<tr>
<td style="text-align: left">hadoop-azure-datalake</td>
<td style="text-align: left">3.4.1 -> 3.4.2</td>
</tr>
<tr>
<td style="text-align: left">hadoop-client-api</td>
<td style="text-align: left">3.4.1 -> 3.4.2</td>
</tr>
<tr>
<td style="text-align: left">hadoop-client-runtime</td>
<td style="text-align: left">3.4.1 -> 3.4.2</td>
</tr>
<tr>
<td style="text-align: left">hadoop-cloud-storage</td>
<td style="text-align: left">3.4.1 -> 3.4.2</td>
</tr>
<tr>
<td style="text-align: left">hadoop-huaweicloud</td>
<td style="text-align: left">3.4.1 -> 3.4.2</td>
</tr>
<tr>
<td style="text-align: left">hadoop-shaded-guava</td>
<td style="text-align: left">1.3.0 -> 1.4.0</td>
</tr>
<tr>
<td style="text-align: left">icu4j</td>
<td style="text-align: left">76.1 -> 77.1</td>
</tr>
<tr>
<td style="text-align: left">j2objc-annotations</td>
<td style="text-align: left">3.0.0 -> REMOVED</td>
</tr>
<tr>
<td style="text-align: left">jackson-annotations</td>
<td style="text-align: left">2.18.2 -> 2.20</td>
</tr>
<tr>
<td style="text-align: left">jackson-core</td>
<td style="text-align: left">2.18.2 -> 2.20.0</td>
</tr>
<tr>
<td style="text-align: left">jackson-core-asl</td>
<td style="text-align: left">1.9.13 -> REMOVED</td>
</tr>
<tr>
<td style="text-align: left">jackson-databind</td>
<td style="text-align: left">2.18.2 -> 2.20.0</td>
</tr>
<tr>
<td style="text-align: left">jackson-dataformat-cbor</td>
<td style="text-align: left">2.18.2 -> 2.20.0</td>
</tr>
<tr>
<td style="text-align: left">jackson-dataformat-yaml</td>
<td style="text-align: left">2.18.2 -> 2.20.0</td>
</tr>
<tr>
<td style="text-align: left">jackson-datatype-jsr310</td>
<td style="text-align: left">2.18.2 -> 2.20.0</td>
</tr>
<tr>
<td style="text-align: left">jackson-mapper-asl</td>
<td style="text-align: left">1.9.13 -> REMOVED</td>
</tr>
<tr>
<td style="text-align: left">jackson-module-scala</td>
<td style="text-align: left">2.18.2 -> 2.20.0</td>
</tr>
<tr>
<td style="text-align: left">java-diff-utils</td>
<td style="text-align: left">4.15 -> 4.16</td>
</tr>
<tr>
<td style="text-align: left">jcl-over-slf4j</td>
<td style="text-align: left">2.0.16 -> 2.0.17</td>
</tr>
<tr>
<td style="text-align: left">jetty-util</td>
<td style="text-align: left">11.0.24 -> 11.0.26</td>
</tr>
<tr>
<td style="text-align: left">jetty-util-ajax</td>
<td style="text-align: left">11.0.24 -> 11.0.26</td>
</tr>
<tr>
<td style="text-align: left">jline</td>
<td style="text-align: left">3.27.1 -> 3.29.0</td>
</tr>
<tr>
<td style="text-align: left">joda-time</td>
<td style="text-align: left">2.13.0 -> 2.14.0</td>
</tr>
<tr>
<td style="text-align: left">jodd-core</td>
<td style="text-align: left">3.5.2 -> REMOVED</td>
</tr>
<tr>
<td style="text-align: left">jts-core</td>
<td style="text-align: left">-> 1.20.0 (NEW)</td>
</tr>
<tr>
<td style="text-align: left">jul-to-slf4j</td>
<td style="text-align: left">2.0.16 -> 2.0.17</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-client</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-client-api</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-httpclient-vertx</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-admissionregistration</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-apiextensions</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-apps</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-autoscaling</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-batch</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-certificates</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-common</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-coordination</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-core</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-discovery</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-events</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-extensions</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-flowcontrol</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-gatewayapi</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-metrics</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-networking</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-node</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-policy</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-rbac</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-resource</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-scheduling</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">kubernetes-model-storageclass</td>
<td style="text-align: left">7.1.0 -> 7.4.0</td>
</tr>
<tr>
<td style="text-align: left">lapack</td>
<td style="text-align: left">3.0.3 -> 3.0.4</td>
</tr>
<tr>
<td style="text-align: left">listenablefuture</td>
<td style="text-align: left">9999.0-empty-to-avoid-conflict-with-guava -> REMOVED</td>
</tr>
<tr>
<td style="text-align: left">metrics-core</td>
<td style="text-align: left">4.2.30 -> 4.2.37</td>
</tr>
<tr>
<td style="text-align: left">metrics-graphite</td>
<td style="text-align: left">4.2.30 -> 4.2.37</td>
</tr>
<tr>
<td style="text-align: left">metrics-jmx</td>
<td style="text-align: left">4.2.30 -> 4.2.37</td>
</tr>
<tr>
<td style="text-align: left">metrics-json</td>
<td style="text-align: left">4.2.30 -> 4.2.37</td>
</tr>
<tr>
<td style="text-align: left">metrics-jvm</td>
<td style="text-align: left">4.2.30 -> 4.2.37</td>
</tr>
<tr>
<td style="text-align: left">netty-all</td>
<td style="text-align: left">4.1.118.Final -> 4.2.7.Final</td>
</tr>
<tr>
<td style="text-align: left">netty-buffer</td>
<td style="text-align: left">4.1.118.Final -> 4.2.7.Final</td>
</tr>
<tr>
<td style="text-align: left">netty-codec</td>
<td style="text-align: left">4.1.118.Final -> 4.2.7.Final</td>
</tr>
<tr>
<td style="text-align: left">netty-codec-base</td>
<td style="text-align: left">-> 4.2.7.Final (NEW)</td>
</tr>
<tr>
<td style="text-align: left">netty-codec-classes-quic</td>
<td style="text-align: left">-> 4.2.7.Final (NEW)</td>
</tr>
<tr>
<td style="text-align: left">netty-codec-compression</td>
<td style="text-align: left">-> 4.2.7.Final (NEW)</td>
</tr>
<tr>
<td style="text-align: left">netty-codec-dns</td>
<td style="text-align: left">4.1.118.Final -> 4.2.7.Final</td>
</tr>
<tr>
<td style="text-align: left">netty-codec-http</td>
<td style="text-align: left">4.1.118.Final -> 4.2.7.Final</td>
</tr>
<tr>
<td style="text-align: left">netty-codec-http2</td>
<td style="text-align: left">4.1.118.Final -> 4.2.7.Final</td>
</tr>
<tr>
<td style="text-align: left">netty-codec-http3</td>
<td style="text-align: left">-> 4.2.7.Final (NEW)</td>
</tr>
<tr>
<td style="text-align: left">netty-codec-marshalling</td>
<td style="text-align: left">-> 4.2.7.Final (NEW)</td>
</tr>
<tr>
<td style="text-align: left">netty-codec-native-quic</td>
<td style="text-align: left">-> 4.2.7.Final (NEW)</td>
</tr>
<tr>
<td style="text-align: left">netty-codec-protobuf</td>
<td style="text-align: left">-> 4.2.7.Final (NEW)</td>
</tr>
<tr>
<td style="text-align: left">netty-codec-socks</td>
<td style="text-align: left">4.1.118.Final -> 4.2.7.Final</td>
</tr>
<tr>
<td style="text-align: left">netty-common</td>
<td style="text-align: left">4.1.118.Final -> 4.2.7.Final</td>
</tr>
<tr>
<td style="text-align: left">netty-handler</td>
<td style="text-align: left">4.1.118.Final -> 4.2.7.Final</td>
</tr>
<tr>
<td style="text-align: left">netty-handler-proxy</td>
<td style="text-align: left">4.1.118.Final -> 4.2.7.Final</td>
</tr>
<tr>
<td style="text-align: left">netty-resolver</td>
<td style="text-align: left">4.1.118.Final -> 4.2.7.Final</td>
</tr>
<tr>
<td style="text-align: left">netty-resolver-dns</td>
<td style="text-align: left">4.1.118.Final -> 4.2.7.Final</td>
</tr>
<tr>
<td style="text-align: left">netty-tcnative-boringssl-static</td>
<td style="text-align: left">2.0.70.Final -> 2.0.74.Final</td>
</tr>
<tr>
<td style="text-align: left">netty-tcnative-classes</td>
<td style="text-align: left">2.0.70.Final -> 2.0.74.Final</td>
</tr>
<tr>
<td style="text-align: left">netty-transport</td>
<td style="text-align: left">4.1.118.Final -> 4.2.7.Final</td>