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The drivers above price the dispatch low by construction \u2014 a dispatch is charged once however many cases it lists, while each branch inside an arm is charged in full \u2014 so most of this count is what the case bodies hold, and the arms are where it can be reduced. To reduce it, keep the dispatch but shrink the arms: move each non-trivial case body into its own named function (or onto the value being matched) so the dispatch reads one line per case, and group related cases into a sub-dispatch. 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To reduce it, extract each cohesive step of the body \u2014 the runs of statements that work on the same values and would earn the same name \u2014 into its own named unit, and have this one call them in order."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"src/main/scala/org/apache/spark/sql/pulsar/PulsarDeserializer.scala"},"region":{"startLine":201}}}],"partialFingerprints":{"codehealthFindingId/v1":"9d3eeb5a94f46595fbb50c082a9cd8d948674d3c0b24b6981f17a12d9a66cc1e"}},{"ruleId":"D4","level":"warning","message":{"text":"Duplicated block (23 lines \u00D7 2): src/main/scala/org/apache/spark/sql/pulsar/PulsarMicroBatchReader.scala:90-112 | src/main/scala/org/apache/spark/sql/pulsar/PulsarSource.scala:154-176 \u2014 the copies sit in sibling files of one directory, so a shared home is within easy reach: extract the block into a single shared function the call sites can all reach \u2014 a file they already depend on, or a new one alongside them \u2014 and call it from both call sites, so a change lands once. Read the line range as the matched WINDOW rather than a finished unit: at \u0060src/main/scala/org/apache/spark/sql/pulsar/PulsarMicroBatchReader.scala:90\u0060 it runs out through the closing brace of the declaration holding it and carries on into the declaration that follows \u2014 the window is the tail of one member plus the head of the next, so no call can be substituted for those exact lines, and the smallest declaration that contains all of them is the type they sit in. The repeated unit is the member each site sits in: where those members\u0027 bodies are the same, move one whole member to the shared location and have the others delegate to it; where the copies are a run of near-identical overloads or wrappers that differ only in their signatures, the repetition IS the run \u2014 a one-line delegation has no helper inside it to lift \u2014 so generate the run from the set it enumerates, or accept it and keep each member\u0027s own documentation with it. \u2605 These copies have DRIFTED, and that is worth reading before extracting anything: just before the matched lines, \u0060src/main/scala/org/apache/spark/sql/pulsar/PulsarMicroBatchReader.scala:88\u0060 calls \u0060getSortedExecutorList\u0060 and \u0060src/main/scala/org/apache/spark/sql/pulsar/PulsarSource.scala:153\u0060 does not \u2014 after which the two agree again for 3 more lines. One of those two behaviours is the intended one and the other is what a copy-paste left behind, so decide which BEFORE unifying them: extracting the shared part will silently settle it, and if the copy that skips the call is the wrong one, that bug is already live."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"src/main/scala/org/apache/spark/sql/pulsar/PulsarMicroBatchReader.scala"},"region":{"startLine":90}}}],"partialFingerprints":{"codehealthFindingId/v1":"51fdf62c984cb2fef89e12f210c709fe141a0fd4e75b71eb313e25317d542a5d"}},{"ruleId":"D4","level":"warning","message":{"text":"Duplicated block (10 lines \u00D7 2): src/main/scala/org/apache/spark/sql/pulsar/PulsarDeserializer.scala:186-195 | src/main/scala/org/apache/spark/sql/pulsar/PulsarDeserializer.scala:257-266 \u2014 both copies are in the same file, so extract the block into one function there and call it from each site \u2014 the copies drift apart the first time only one of them is edited."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"src/main/scala/org/apache/spark/sql/pulsar/PulsarDeserializer.scala"},"region":{"startLine":186}}}],"partialFingerprints":{"codehealthFindingId/v1":"4e4a029c747291f47baa8614fa05826bcc6773e9e47aa5f2cde61bec4b3846b6"}},{"ruleId":"D4","level":"warning","message":{"text":"Duplicated block (8\u20139 lines \u00D7 2): src/main/scala/org/apache/spark/sql/pulsar/PulsarProvider.scala:325-332 | src/main/scala/org/apache/spark/sql/pulsar/PulsarProvider.scala:359-367 \u2014 both copies are in the same file, so extract the block into one function there and call it from each site \u2014 the copies drift apart the first time only one of them is edited. Read the line range as the matched WINDOW rather than a finished unit: at \u0060src/main/scala/org/apache/spark/sql/pulsar/PulsarProvider.scala:325\u0060 it begins part-way through the construct above it, so those exact lines cannot be lifted as they stand \u2014 widen the region to the smallest complete statement or declaration that contains it, and extract that."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"src/main/scala/org/apache/spark/sql/pulsar/PulsarProvider.scala"},"region":{"startLine":325}}}],"partialFingerprints":{"codehealthFindingId/v1":"0d6ec48691f4afff88dad60e967e0cf6e24795b160e449a1dad1e94ccd18554a"}},{"ruleId":"D4","level":"warning","message":{"text":"Duplicated block (8 lines \u00D7 2): src/main/scala/org/apache/spark/sql/pulsar/PulsarSerializer.scala:79-86 | src/main/scala/org/apache/spark/sql/pulsar/PulsarSerializer.scala:124-131 \u2014 both copies are in the same file, so extract the block into one function there and call it from each site \u2014 the copies drift apart the first time only one of them is edited. Read the line range as the matched WINDOW rather than a finished unit: at \u0060src/main/scala/org/apache/spark/sql/pulsar/PulsarSerializer.scala:79\u0060 it begins part-way through the construct above it, so those exact lines cannot be lifted as they stand \u2014 widen the region to the smallest complete statement or declaration that contains it, and extract that."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"src/main/scala/org/apache/spark/sql/pulsar/PulsarSerializer.scala"},"region":{"startLine":79}}}],"partialFingerprints":{"codehealthFindingId/v1":"5ffd15ca30240420fbfb366b2d768a142442dd323c407767a4f0af2d493849f4"}},{"ruleId":"D4","level":"warning","message":{"text":"Duplicated block (8 lines \u00D7 2): src/main/scala/org/apache/spark/sql/pulsar/PulsarSourceRDD.scala:306-313 | src/main/scala/org/apache/spark/sql/pulsar/PulsarSourceRDD.scala:343-350 \u2014 both copies are in the same file, so extract the block into one function there and call it from each site \u2014 the copies drift apart the first time only one of them is edited. The matched lines also transfer control out of the body holding them, which cannot survive a move into a called unit unchanged: have the extracted unit return that decision and let each site act on it."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"src/main/scala/org/apache/spark/sql/pulsar/PulsarSourceRDD.scala"},"region":{"startLine":306}}}],"partialFingerprints":{"codehealthFindingId/v1":"c421d3b8416e9472a25dcfed50f7edf3536373f5ab9ac03fc1645ea9a88a5231"}},{"ruleId":"D4","level":"warning","message":{"text":"Duplicated block (6\u20137 lines \u00D7 2): src/main/scala/org/apache/spark/sql/pulsar/PulsarSerializer.scala:70-76 | src/main/scala/org/apache/spark/sql/pulsar/PulsarSerializer.scala:115-120 \u2014 both copies are in the same file, so extract the block into one function there and call it from each site \u2014 the copies drift apart the first time only one of them is edited. Read the line range as the matched WINDOW rather than a finished unit: at \u0060src/main/scala/org/apache/spark/sql/pulsar/PulsarSerializer.scala:70\u0060 it does not close everything it opens, so those exact lines cannot be lifted as they stand \u2014 widen the region to the smallest complete statement or declaration that contains it, and extract that. Note that the copies do not run to the end of the range shown: their LAST lines are different code, not the same code under different names \u2014 the matched region ends inside that line. Extract the lines above it, and read the last line of each site separately."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"src/main/scala/org/apache/spark/sql/pulsar/PulsarSerializer.scala"},"region":{"startLine":70}}}],"partialFingerprints":{"codehealthFindingId/v1":"c3b963c0768ae3ad79cfb7d1be51e0bff78762d726b47cfe928b7ae0f685533c"}},{"ruleId":"D6","level":"warning","message":{"text":"Low cohesion: PulsarSource (LCOM4 4): PulsarSource\u0027s methods fall into 4 groups that share no field and call none of each other, against a bar of more than 3 for this run (LCOM4, configurable \u2014 your repository\u0027s bar is the one quoted here). Each group is a set of methods reachable from one another through shared fields or direct calls, so 4 groups means the type has that many internally-connected clusters with nothing tying them together. Types whose shape makes a high count expected \u2014 and which would otherwise dominate this list \u2014 are excluded before this row is raised, so this is a genuine split candidate rather than a metric reading. It is still a shape, not a defect: confirm the groups match responsibilities you can name before splitting."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"src/main/scala/org/apache/spark/sql/pulsar/PulsarSource.scala"},"region":{"startLine":37}}}],"partialFingerprints":{"codehealthFindingId/v1":"7f46cdc9a0bfa0536ef0a01c00464c899b435bfcbcae94df36ec2b393f0c3585"}},{"ruleId":"D17","level":"warning","message":{"text":"FixmeComment: // FIXME: integration with pulsar schema \u2014 source code is not a task system: move the work to your tracker and leave a reference instead (e.g. \u0060// REF: #123\u0060), so the task is planned where tasks live and the ticket links back to the code."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"src/main/scala/org/apache/spark/sql/pulsar/PulsarProvider.scala"},"region":{"startLine":222}}}],"partialFingerprints":{"codehealthFindingId/v1":"d12afb397ea567f6b1db21e85ebafb3476c0d6d3cfbc8b78a3ced46845280238"}},{"ruleId":"D17","level":"warning","message":{"text":"TodoComment: // TODO: Remove this once we have upgraded to a version so that this is no longer needed \u2014 source code is not a task system: move the work to your tracker and leave a reference instead (e.g. \u0060// REF: #123\u0060), so the task is planned where tasks live and the ticket links back to the code."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"src/main/scala/org/apache/spark/sql/pulsar/PulsarHelper.scala"},"region":{"startLine":147}}}],"partialFingerprints":{"codehealthFindingId/v1":"71aeb4baec2200addde65be5d514ed510d5cfc2f887c8791635086cffec06145"}},{"ruleId":"D17","level":"warning","message":{"text":"TodoComment: // TODO: disable task retry when pulsar reader seek failure is fixed. \u2014 source code is not a task system: move the work to your tracker and leave a reference instead (e.g. \u0060// REF: #123\u0060), so the task is planned where tasks live and the ticket links back to the code."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"src/test/scala/org/apache/spark/sql/pulsar/PulsarSourceTest.scala"},"region":{"startLine":55}}}],"partialFingerprints":{"codehealthFindingId/v1":"a26d9c31390ac24a2ca1c5e76504c0e473350fe9ad94e7eff5d9a29a20569adc"}},{"ruleId":"D17","level":"warning","message":{"text":"TodoComment: // TODO: figure out what the new behavior is and re-enable the test. \u2014 source code is not a task system: move the work to your tracker and leave a reference instead (e.g. \u0060// REF: #123\u0060), so the task is planned where tasks live and the ticket links back to the code."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"src/test/scala/org/apache/spark/sql/pulsar/PulsarSourceSuiteBase.scala"},"region":{"startLine":179}}}],"partialFingerprints":{"codehealthFindingId/v1":"44812ed3893ce7ca0275f6bad9f251d3c842923b9967d49d803e1f236f7a3416"}},{"ruleId":"D29","level":"error","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"2cc84d5afc8b0df88b5ae431d6075d5b14b13b98ccaeb7a1be8a6642257657d9"},"taxa":[{"id":"CWE-269","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"CWE-829","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"A06:2025","toolComponent":{"name":"OWASP Top 10","guid":"7d1f0c2e-4b6a-4e39-9a51-0b2e8c3d5f61"}},{"id":"CICD-SEC-4","toolComponent":{"name":"OWASP Top 10 CI/CD Security Risks","guid":"3c9b2a6e-5d14-4f7b-8e02-6a1d9c4b7f35"}}]},{"ruleId":"D29","level":"error","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"4a574fc079e8410cbabb8c5e721b385bcc7205883e0ce35f90c6ec81b08fe9c4"},"taxa":[{"id":"CWE-1357","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"CWE-353","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"A03:2025","toolComponent":{"name":"OWASP Top 10","guid":"7d1f0c2e-4b6a-4e39-9a51-0b2e8c3d5f61"}}]},{"ruleId":"D29","level":"error","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"dfe0c405bc99f4f2499bd664dc11c96979f469759e333e51169d34da5002305a"},"taxa":[{"id":"CWE-1357","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"CWE-353","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"A03:2025","toolComponent":{"name":"OWASP Top 10","guid":"7d1f0c2e-4b6a-4e39-9a51-0b2e8c3d5f61"}}]},{"ruleId":"D29","level":"error","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"f1d4310d253460918f5debed33864d349d424b0dd4a4c9765c97f8130f2a1b1f"},"taxa":[{"id":"CWE-522","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"CWE-829","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"A06:2025","toolComponent":{"name":"OWASP Top 10","guid":"7d1f0c2e-4b6a-4e39-9a51-0b2e8c3d5f61"}},{"id":"CICD-SEC-6","toolComponent":{"name":"OWASP Top 10 CI/CD Security Risks","guid":"3c9b2a6e-5d14-4f7b-8e02-6a1d9c4b7f35"}}]},{"ruleId":"D29","level":"error","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"2b50d6185f231a28fa9959e31861b0be76667502f1a2f794cc5c60d4fa797cb7"},"taxa":[{"id":"CWE-1357","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"CWE-353","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"A03:2025","toolComponent":{"name":"OWASP Top 10","guid":"7d1f0c2e-4b6a-4e39-9a51-0b2e8c3d5f61"}}]},{"ruleId":"D29","level":"error","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"b084deba18fe695fd181ce54d9bc60c94af417f07daf68e37cdadef3853e8975"},"taxa":[{"id":"CWE-1357","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"CWE-353","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"A03:2025","toolComponent":{"name":"OWASP Top 10","guid":"7d1f0c2e-4b6a-4e39-9a51-0b2e8c3d5f61"}}]},{"ruleId":"D29","level":"error","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"b21ef51d97f04d1a8b921e635aca9ef4e877341aa2c3b0f6eaeabc61234774b6"},"taxa":[{"id":"CWE-1357","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"CWE-353","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"A03:2025","toolComponent":{"name":"OWASP Top 10","guid":"7d1f0c2e-4b6a-4e39-9a51-0b2e8c3d5f61"}}]},{"ruleId":"D29","level":"error","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"0a25692745ad0ed3ca68036746171ef1bfebcc093c4887320630d8afff98acf8"},"taxa":[{"id":"CWE-1357","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"CWE-353","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"A03:2025","toolComponent":{"name":"OWASP Top 10","guid":"7d1f0c2e-4b6a-4e39-9a51-0b2e8c3d5f61"}}]},{"ruleId":"D29","level":"error","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"6504d8d1633fd2629c17cb911821ef9d4b240f323d5e1ebac2df01ac4726a04a"},"taxa":[{"id":"CWE-1357","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"CWE-353","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"A03:2025","toolComponent":{"name":"OWASP Top 10","guid":"7d1f0c2e-4b6a-4e39-9a51-0b2e8c3d5f61"}}]},{"ruleId":"D29","level":"error","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"bafe3a067c930651ce52f35b41bb170f5963ac60937fb31fbc94d3beb941deaa"},"taxa":[{"id":"CWE-1357","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"CWE-353","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"A03:2025","toolComponent":{"name":"OWASP Top 10","guid":"7d1f0c2e-4b6a-4e39-9a51-0b2e8c3d5f61"}}]},{"ruleId":"D29","level":"error","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"d983c6b309aab57d3aec885550e5eac850c78998ca5532ea00d9a747140b986b"},"taxa":[{"id":"CWE-522","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"CWE-829","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"A06:2025","toolComponent":{"name":"OWASP Top 10","guid":"7d1f0c2e-4b6a-4e39-9a51-0b2e8c3d5f61"}},{"id":"CICD-SEC-6","toolComponent":{"name":"OWASP Top 10 CI/CD Security Risks","guid":"3c9b2a6e-5d14-4f7b-8e02-6a1d9c4b7f35"}}]},{"ruleId":"D29","level":"error","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"d0975781ddb6c14804a7b9b92aaa40551470e8e2f5123f1ff2920ad5fe88dd6f"},"taxa":[{"id":"CWE-522","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"CWE-829","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"A06:2025","toolComponent":{"name":"OWASP Top 10","guid":"7d1f0c2e-4b6a-4e39-9a51-0b2e8c3d5f61"}},{"id":"CICD-SEC-6","toolComponent":{"name":"OWASP Top 10 CI/CD Security Risks","guid":"3c9b2a6e-5d14-4f7b-8e02-6a1d9c4b7f35"}}]},{"ruleId":"D29","level":"warning","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"498d7c86863f6fc8c99f1745da28de621890c918a7ce776587d12e3636426dbe"},"taxa":[{"id":"CWE-1104","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"CWE-1329","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"A03:2025","toolComponent":{"name":"OWASP Top 10","guid":"7d1f0c2e-4b6a-4e39-9a51-0b2e8c3d5f61"}},{"id":"CICD-SEC-8","toolComponent":{"name":"OWASP Top 10 CI/CD Security Risks","guid":"3c9b2a6e-5d14-4f7b-8e02-6a1d9c4b7f35"}}]},{"ruleId":"D29","level":"warning","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"7573696c7617026fe16fde62b4c3d666f9846a9cbab5bbbc29621c3cbeb85deb"},"taxa":[{"id":"CWE-1104","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"CWE-1329","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"A03:2025","toolComponent":{"name":"OWASP Top 10","guid":"7d1f0c2e-4b6a-4e39-9a51-0b2e8c3d5f61"}},{"id":"CICD-SEC-8","toolComponent":{"name":"OWASP Top 10 CI/CD Security Risks","guid":"3c9b2a6e-5d14-4f7b-8e02-6a1d9c4b7f35"}}]},{"ruleId":"D29","level":"warning","message":{"text":"A security finding was recorded here. 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Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"009208b256cf4001fc3c3d9770761f3d8989a94dbb6f395892d3f51386bd2654"},"properties":{"dependency":{"package":"io.netty:netty-codec-http","version":"4.2.7.Final","advisory":"[GHSA redacted]","aliases":["[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]"],"reachability":{"kind":"unknown"}}}},{"ruleId":"D30","level":"error","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"8fdf61ce68c4493a71995c068398d63ae28930bd944b19ae86309651c3583901"},"properties":{"dependency":{"package":"io.netty:netty-resolver-dns","version":"4.2.7.Final","advisory":"[GHSA redacted]","aliases":["[CVE redacted]","[CVE redacted]","[CVE redacted]","[GHSA redacted]","[GHSA redacted]"],"reachability":{"kind":"unknown"}}}},{"ruleId":"D30","level":"error","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"f6ee101389ca7f44ad7364fae740789ae36c4d08ee853dcc3e4806c33f276397"},"properties":{"dependency":{"package":"com.fasterxml.jackson.core:jackson-core","version":"2.20.0","advisory":"[GHSA redacted]","aliases":["[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]"],"reachability":{"kind":"unknown"}}}},{"ruleId":"D30","level":"error","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"635c8f3e399f9139461aa45a324a3b04dd16b1cec72f2f811f889a73bd5462a1"},"properties":{"dependency":{"package":"org.apache.zookeeper:zookeeper","version":"3.9.4","advisory":"[GHSA redacted]","aliases":["BIT-zookeeper-2026-24281","BIT-zookeeper-2026-24308","[CVE redacted]","[CVE redacted]","[GHSA redacted]"],"reachability":{"kind":"unknown"}}}},{"ruleId":"D30","level":"error","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"7835a638e9592480cbcfc1dd155b7832bf53f95f494874d8aec0e9fde485c7d1"},"properties":{"dependency":{"package":"io.netty:netty-codec-http2","version":"4.2.7.Final","advisory":"[GHSA redacted]","aliases":["[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]"],"reachability":{"kind":"unknown"}}}},{"ruleId":"D30","level":"error","message":{"text":"A security finding was recorded here. 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Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"1355f292e77244550ba29e1dd6a2097014a7e8006386047b1ad1ea67d740ca98"},"properties":{"dependency":{"package":"com.fasterxml.jackson.core:jackson-databind","version":"2.20.0","advisory":"[GHSA redacted]","aliases":["[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[CVE redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]","[GHSA redacted]"],"reachability":{"kind":"unknown"}}}},{"ruleId":"D30","level":"error","message":{"text":"A security finding was recorded here. 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Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"f404223cae5722ff8c6ce21262923cd81e0ddff33668dc9cae742f8107490b04"},"properties":{"dependency":{"package":"org.bouncycastle:bcpkix-jdk18on","version":"1.78.1","advisory":"[GHSA redacted]","aliases":["[CVE redacted]","[CVE redacted]","[GHSA redacted]"],"reachability":{"kind":"unknown"}}}},{"ruleId":"D30","level":"warning","message":{"text":"A security finding was recorded here. 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Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"466494a61acfad602ff6bf38923f54f729b27798d4db3a6062fc953f47319e02"},"properties":{"dependency":{"package":"org.apache.logging.log4j:log4j-api","version":"2.24.3","advisory":"[GHSA redacted]","aliases":["[CVE redacted]"],"reachability":{"kind":"unknown"}}}},{"ruleId":"D30","level":"warning","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"a7b4b126155a1f73d831f5fb4ed8a9fd8b9479d63f87fad7bdee86e36804e264"},"properties":{"dependency":{"package":"io.opentelemetry:opentelemetry-api","version":"1.45.0","advisory":"[GHSA redacted]","aliases":["[CVE redacted]"],"reachability":{"kind":"unknown"}}}},{"ruleId":"D30","level":"warning","message":{"text":"A security finding was recorded here. 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Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"cdb434eef7f750f122eaa9f9b7e15dd3467fc000f5bc96b57796f5ebf9ee3d44"},"properties":{"dependency":{"package":"io.netty:netty-transport-native-epoll","version":"4.2.7.Final","advisory":"[GHSA redacted]","aliases":["[CVE redacted]"],"reachability":{"kind":"unknown"}}}},{"ruleId":"D30","level":"warning","message":{"text":"A security finding was recorded here. 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Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"a5ac3a440e40b92d38f04c144d77d045f7f823d912ff0f7304badcaa6669f6a1"},"properties":{"dependency":{"package":"io.netty:netty-handler-proxy","version":"4.2.7.Final","advisory":"[GHSA redacted]","aliases":["[CVE redacted]"],"reachability":{"kind":"unknown"}}}},{"ruleId":"D34","level":"error","message":{"text":"Orphaned knowledge: No living knowledge remains for this large file \u2014 its last meaningful change has decayed away; if it breaks, no one currently understands it. Schedule a read-through / add characterisation tests before it bites."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"src/main/scala/org/apache/spark/sql/pulsar/PulsarHelper.scala"},"region":{"startLine":1}}}],"partialFingerprints":{"codehealthFindingId/v1":"f446d47fa205a68b458865bdd14137245cc0df3d4eed22bf44f9bd102d3e5ec9"}},{"ruleId":"D34","level":"error","message":{"text":"Orphaned knowledge: No living knowledge remains for this large file \u2014 its last meaningful change has decayed away; if it breaks, no one currently understands it. 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Schedule a read-through / add characterisation tests before it bites."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"src/main/scala/org/apache/spark/sql/pulsar/PulsarProvider.scala"},"region":{"startLine":1}}}],"partialFingerprints":{"codehealthFindingId/v1":"4512924d70bd696a7727002e2bf1f5f0676d10e0c489a38e36381a6add8db88e"}},{"ruleId":"D34","level":"note","message":{"text":"Further orphaned files (smaller): 16 smaller file(s) also have no living knowledge \u2014 folded into the freshness score and metrics rather than raised one row each \u2014 most significant first: src/main/scala/org/apache/spark/sql/pulsar/JSONParser.scala, src/main/scala/org/apache/spark/sql/pulsar/SchemaUtils.scala, src/main/scala/org/apache/spark/sql/pulsar/PulsarSourceRDD.scala, src/main/scala/org/apache/spark/sql/pulsar/PulsarSerializer.scala, src/main/scala/org/apache/spark/sql/pulsar/PulsarSources.scala, src/main/scala/org/apache/spark/sql/pulsar/PulsarMicroBatchReader.scala, src/main/scala/org/apache/spark/sql/pulsar/PulsarSource.scala, src/main/scala/org/apache/spark/sql/pulsar/PulsarWriteTask.scala (and 8 more) (19 orphaned of 19 analysed files in total, counted over production source files of roughly 2,400 bytes or more, excluding vendored, generated and example/demo trees and test files identified by path convention, largest first; 19 of the 24 production source files in this repository met that bar). 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Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"src/main/scala/org/apache/spark/sql/pulsar/SchemaUtils.scala"},"region":{"startLine":1}}}],"partialFingerprints":{"codehealthFindingId/v1":"a287c325477e702937001c3135998c44802840df16ad558e00bb7f2c41790a88"}},{"ruleId":"D34","level":"note","message":{"text":"Orphaned file: No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. Attach the read to the next change that touches it: have a second person review that change, and leave behind a short comment or test recording what the file is for."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"src/main/scala/org/apache/spark/sql/pulsar/PulsarSourceRDD.scala"},"region":{"startLine":1}}}],"partialFingerprints":{"codehealthFindingId/v1":"f26e7a603be908bb886720d8054e233b286c105ee2b656da0c01bf513e6d6332"}},{"ruleId":"D34","level":"note","message":{"text":"Orphaned file: No one still active in this repository holds living knowledge of this file: everyone who made a meaningful change to it has gone quiet, or what the current team did to it (moves, reformatting, log-level or import edits, renames) never needed understanding it. If it breaks, no one currently understands it. 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Credentials"},"helpUri":"https://cwe.mitre.org/data/definitions/798.html"},{"id":"CWE-829","guid":"13c33925-97fb-5a5e-b40c-56d328b8a4d7","name":"Inclusion of Functionality from Untrusted Control Sphere","shortDescription":{"text":"Inclusion of Functionality from Untrusted Control Sphere"},"helpUri":"https://cwe.mitre.org/data/definitions/829.html"},{"id":"CWE-89","guid":"6d08fdad-37eb-c150-bbf0-d7d946863407","name":"Improper Neutralization of Special Elements used in an SQL Command (\u0027SQL Injection\u0027)","shortDescription":{"text":"Improper Neutralization of Special Elements used in an SQL Command (\u0027SQL Injection\u0027)"},"helpUri":"https://cwe.mitre.org/data/definitions/89.html"},{"id":"CWE-937","guid":"16f316ae-415c-b354-a59b-1f7905f756e9","name":"Using Components with Known Vulnerabilities","shortDescription":{"text":"Using Components with Known Vulnerabilities"},"helpUri":"https://cwe.mitre.org/data/definitions/937.html"},{"id":"CWE-94","guid":"75e7f50c-6c2f-dd52-bf40-bf6c52b861fd","name":"Improper Control of Generation of Code (\u0027Code Injection\u0027)","shortDescription":{"text":"Improper Control of Generation of Code (\u0027Code Injection\u0027)"},"helpUri":"https://cwe.mitre.org/data/definitions/94.html"}]},{"name":"OWASP Top 10","guid":"7d1f0c2e-4b6a-4e39-9a51-0b2e8c3d5f61","version":"2025","organization":"OWASP Foundation","informationUri":"https://top10.owasp.org/2025/","isComprehensive":false,"shortDescription":{"text":"The OWASP Top 10:2025 web application security risks."},"taxa":[{"id":"A03:2025","guid":"168e227c-7735-2e57-bc6e-997affe644c5","name":"Software Supply Chain Failures","shortDescription":{"text":"Software Supply Chain Failures"},"helpUri":"https://top10.owasp.org/2025/A03_2025-Software_Supply_Chain_Failures/"},{"id":"A05:2025","guid":"87e86033-3231-8458-8e4a-5cb82743553a","name":"Injection","shortDescription":{"text":"Injection"},"helpUri":"https://top10.owasp.org/2025/A05_2025-Injection/"},{"id":"A06:2025","guid":"491554d7-b8e4-9652-91a9-53700dc92ece","name":"Insecure Design","shortDescription":{"text":"Insecure Design"},"helpUri":"https://top10.owasp.org/2025/A06_2025-Insecure_Design/"},{"id":"A07:2025","guid":"334ddd78-539d-d35c-83dd-253647eb7eaf","name":"Authentication Failures","shortDescription":{"text":"Authentication Failures"},"helpUri":"https://top10.owasp.org/2025/A07_2025-Authentication_Failures/"},{"id":"A08:2025","guid":"84b0c297-710e-9a5f-9335-936ecb260c36","name":"Software or Data Integrity Failures","shortDescription":{"text":"Software or Data Integrity Failures"},"helpUri":"https://top10.owasp.org/2025/A08_2025-Software_or_Data_Integrity_Failures/"}]},{"name":"OWASP Top 10 CI/CD Security Risks","guid":"3c9b2a6e-5d14-4f7b-8e02-6a1d9c4b7f35","organization":"OWASP Foundation","informationUri":"https://owasp.org/www-project-top-10-ci-cd-security-risks/","isComprehensive":false,"shortDescription":{"text":"The OWASP Top 10 CI/CD Security Risks."},"taxa":[{"id":"CICD-SEC-3","guid":"458c83a6-ebf7-cf55-8cc3-b4d949bbf271","name":"Dependency Chain Abuse","shortDescription":{"text":"Dependency Chain Abuse"},"helpUri":"https://owasp.github.io/www-project-top-10-ci-cd-security-risks/CICD-SEC-03-Dependency-Chain-Abuse"},{"id":"CICD-SEC-4","guid":"c859d8ea-8b24-a157-9406-94929c10397a","name":"Poisoned Pipeline Execution (PPE)","shortDescription":{"text":"Poisoned Pipeline Execution (PPE)"},"helpUri":"https://owasp.github.io/www-project-top-10-ci-cd-security-risks/CICD-SEC-04-Poisoned-Pipeline-Execution"},{"id":"CICD-SEC-6","guid":"f2ee2486-b260-2952-a41f-6b67fa713940","name":"Insufficient Credential Hygiene","shortDescription":{"text":"Insufficient Credential Hygiene"},"helpUri":"https://owasp.github.io/www-project-top-10-ci-cd-security-risks/CICD-SEC-06-Insufficient-Credential-Hygiene"},{"id":"CICD-SEC-8","guid":"b6b2dacf-a168-4957-876e-a8c73ee00eb0","name":"Ungoverned Usage of 3rd Party Services","shortDescription":{"text":"Ungoverned Usage of 3rd Party Services"},"helpUri":"https://owasp.github.io/www-project-top-10-ci-cd-security-risks/CICD-SEC-08-Ungoverned-Usage-of-3rd-Party-Services"},{"id":"CICD-SEC-9","guid":"b3d36727-0395-5b51-94c4-5e173d62eab3","name":"Improper Artifact Integrity Validation","shortDescription":{"text":"Improper Artifact Integrity Validation"},"helpUri":"https://owasp.github.io/www-project-top-10-ci-cd-security-risks/CICD-SEC-09-Improper-Artifact-Integrity-Validation"}]}],"properties":{"codehealthPublication":{"public":true,"notice":"This is the PUBLIC form of this artifact. Findings are listed in full, but the details of SECURITY findings \u2014 which rule fired, in which file, on which line, and how to fix it \u2014 are deliberately withheld, and any secret-scanner results are excluded entirely. Where detail is absent here it was REMOVED FOR PUBLICATION; it is not missing from the analysis. The complete artifact is available from the repository owner.","securityFindingsRedacted":47,"secretScannerRunsExcluded":0}},"redactionTokens":["A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."]}]}