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Delta kernel conversion target#801

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vaibhavk1992 wants to merge 58 commits intoapache:mainfrom
vaibhavk1992:test-4
Open

Delta kernel conversion target#801
vaibhavk1992 wants to merge 58 commits intoapache:mainfrom
vaibhavk1992:test-4

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@vaibhavk1992
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@vaibhavk1992 vaibhavk1992 commented Feb 6, 2026

What is the purpose of the pull request

This PR migrates
XTable's Delta Lake integration from Delta Standalone to
Delta Kernel for writers

Brief change log

  • Added unit test for delta kernel data file updates
  • Added unit tests for conversion target

Verify this pull request

(Please pick either of the following options)

This pull request is a trivial rework / code cleanup without any test coverage.

(or)

This pull request is already covered by existing tests, such as (please describe tests).

(or)

This change added tests and can be verified as follows:

(example:)

  • Added integration tests for end-to-end.
  • Added TestConversionController to verify the change.
  • Manually verified the change by running a job locally.

- Add DeltaKernelConversionTarget for writing to Delta tables
- Add DeltaKernelDataFileUpdatesExtractor for incremental sync
- Add TestDeltaKernelSync with comprehensive test coverage
- Disable 8 tests due to Delta Kernel 4.0.0 _last_checkpoint bug
- Update DeltaKernelSchemaExtractor with new schema conversion methods
- Remove security manager argument from pom.xml for Java 11 compatibility

Tests disabled until Delta Kernel is upgraded to version with fix:
- testCreateSnapshotControlFlow
- testFileRemovalWithCheckpoint
- testPrimitiveFieldPartitioning
- testMultipleFieldPartitioning
- testSourceTargetIdMapping
- testSchemaEvolution
- testGetTableMetadata
- testFileRemoval

All disabled tests call getLatestSnapshot() which fails due to missing
_last_checkpoint file created by PostCommitHook.threadSafeInvoke().
@the-other-tim-brown
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@vaibhavk1992 can you update the PR description?

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@the-other-tim-brown the-other-tim-brown left a comment

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@vaibhavk1992 can you complete a self-review of the code first to clean up a bit?

Merged 7 upstream commits:
- f991e31 Parquet Source: snapshot sync fixes (apache#806)
- 4307565 Parquet source: column stats support (apache#805)
- 5c25674 Remove wildcard imports and enforce with spotless (apache#809)
- fe7215e add .sdkmanrc to .gitignore (apache#793)
- abbf4b7 fix(iceberg): nested comments (apache#797)
- 8e58367 Remove redundant getSnapshotAt calls (apache#791)
- 8cab6a2 fix(delta): avoid NPE for binary in map/array (apache#795)

Resolved conflicts:
- TestDeltaKernelSchemaExtractor.java: kept StructField import needed for new tests
Fixed wildcard imports in Delta Kernel test files to comply with
spotless rules enforced in upstream commit 5c25674.
The spotless:apply command removed wildcard imports but didn't add
back all necessary specific imports. Added missing imports:

TestDeltaKernelReadWriteIntegration.java:
- Static assertions (assertEquals, assertTrue, assertFalse, assertNotNull)
- java.util.* (Random, UUID, List, Map, Set, Arrays, Collections, etc.)

TestDeltaKernelSync.java:
- Static assertions (including fail)
- java.util.* (Random, UUID, List, Map, Set, Arrays, Collections, etc.)

TestDeltaKernelDataFileUpdatesExtractor.java:
- Static assertions (assertEquals, assertTrue, assertFalse, assertNotNull)
- java.util.* (List, Arrays, Collections)

All tests now compile successfully.
@vaibhavk1992
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I have tried to address all the comments @vinishjail97 @the-other-tim-brown

}

@Override
public void init(TargetTable targetTable, Configuration configuration) {
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init() creates a new Engine from configuration, silently discarding the engine injected via the constructor. If someone builds a DeltaKernelConversionTarget with a custom engine (e.g. in tests or via direct construction), calling init() will override it without any warning. The two initialization paths (constructor vs init()) are competing and confusing — should either merge them or explicitly document when each is used.

actionSet.add(io.delta.kernel.internal.DeltaLogActionUtils.DeltaAction.COMMITINFO);

// Get changes from version 0 to current version
try (CloseableIterator<ColumnarBatch> iter =
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getChanges(engine, 0, currentSnapshot.getVersion(), actionSet) scans all commits from version 0 every time getTargetCommitIdentifier is called. For tables with thousands of commits, this is O(n) per call. Additionally, the @Disabled test (testSourceTargetIdMapping) documents that commit tags aren't supported, meaning this method always returns Optional.empty(). If the feature is broken/unimplemented, should this throw NotSupportedException rather than silently scanning all history and returning empty?

}
} catch (Exception e) {
// Log and continue to next commit
log.warn(
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log.warn("...", version, e.getMessage()) swallows the stack trace. Pass the exception as the last argument instead: log.warn("Failed to parse commit metadata for version {}", version, e). On-call engineers debugging a production issue won't know where the parse failure originated.

try {
Table table = Table.forPath(engine, basePath);
this.latestSchema = table.getLatestSnapshot(engine).getSchema();
} catch (Exception e) {
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catch (Exception e) silently sets this.latestSchema = null. If the error is a network issue, permissions error, or anything other than "table doesn't exist", this will silently proceed with a null schema and cause an NPE in addColumn() at line 366 (latestSchema.add(field)). Should catch only the specific "table not found" exception from Delta Kernel, not the broad Exception.

@vaibhavk1992
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@vinishjail97 I have implemented all the above suggestions.

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