felipepessoto opened a new pull request, #13132:
URL: https://github.com/apache/gluten/pull/13132

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   ## What changes are proposed in this pull request?
   
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   Standalone follow-up to #12663, related to #12412. The main native workflows 
already use AlmaLinux 8, but the separately owned Delta Spark UT workflow still 
uses CentOS 7.
   
   - Use `apache/gluten:vcpkg-almalinux-8-gcc13`, `dnf install -y bison 
tzdata`, and the existing `dev/ci-velox-buildstatic-centos-8.sh` build path. 
GCC remains at version 13.
   - Rename the native job and its downstream dependency/artifacts from 
`centos-7` to `centos-8`, and align restore/save cache keys with 
`ccache-almalinux8-release-default`.
   - Upload dependency/native build diagnostics on failure with seven-day 
retention, including hidden `.vcpkg` build logs, the vcpkg issue body, and 
CMake logs.
   - Update the related workflow comments and Delta CI README.
   
   Only `.github/workflows/delta_spark_ut.yml` and 
`.github/workflows/util/delta-spark-ut/README.md` change. The downstream CentOS 
9 bundle/test environments, all eight test shards, triggers, 
regression/fail-on-fixed gates, and baselines are unchanged. No Delta DV 
implementation or baseline changes are included; this is based directly on 
`main`, not stacked on the DV feature.
   
   ## How was this patch tested?
   
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   - Parsed the workflow with PyYAML 6.0.1, rejecting duplicate mapping keys. 
Compared the complete YAML structure against current `main`, allowing only the 
native migration and failure-diagnostics step; confirmed all test/shard and 
aggregate jobs, triggers, permissions, concurrency, and gate inputs are 
unchanged.
   - Verified job dependencies, matching native artifact upload/download names, 
restore/save cache consistency with the main x86 workflow, and all requested 
diagnostic paths with hidden-file inclusion and seven-day retention.
   - Passed `git diff --check` and the repository CI license checker 
(`.github/workflows/util/license-header.py -k` on the changed YAML).
   
   **Prior combined-branch evidence, not standalone-head CI:** the legacy 
CentOS 7 [native 
build](https://github.com/apache/gluten/actions/runs/36057829606/job/107829444083)
 failed in `mvfst:x64-linux-avx` version `2026.09.07.00` before Gluten 
compilation. With this native-builder migration, [run 
36061115435](https://github.com/apache/gluten/actions/runs/36061115435) passed 
both the [native 
build](https://github.com/apache/gluten/actions/runs/36061115435/job/107840033501)
 and [bundle 
build](https://github.com/apache/gluten/actions/runs/36061115435/job/107873933024).
 All eight Delta shards completed with zero new regressions: six gates passed, 
while two flagged ten now-passing baseline tests from the unrelated DV feature. 
Those baseline entries are untouched here.
   
   This draft still needs its own standalone-head CI. No local JVM/native 
rebuild was needed for this workflow/documentation-only change.
   
   ## Was this patch authored or co-authored using generative AI tooling?
   
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