The GitHub Actions job "Required Checks" on 
texera.git/gh-readonly-queue/release/v1.2/pr-7104-a9fa9bc091e2a8a3861c0d05586c0ab5c5bece8d
 has succeeded.
Run started by GitHub user xuang7 (triggered by xuang7).

Head commit for run:
d3915afe1c81e9d591bba40ffc002a072c9965f2 / Yicong Huang 
<[email protected]>
fix(amber, v1.2): surface real cause when output port schema is unavailable 
(#7104)

### What changes were proposed in this PR?

Backport of #5784 to `release/v1.2`, cherry-picked from
6433e713a08606eb952581828e8f9c360a763013.

Follows the Direct Backport Push convention; opened as a PR (rather than
a direct push) as part of a backport-coverage audit for fixes merged to
`main` since early June that were never labeled for backport.

### Any related issues, documentation, discussions?

Backport of #5784. Originally linked #3546.

### How was this PR tested?

Release-branch CI runs once the conflicts are resolved and this PR is
marked ready for review. The cherry-pick **conflicted** and was
committed with conflict markers.

### Was this PR authored or co-authored using generative AI tooling?

Yes — backport prepared with Claude Code (mechanical cherry-pick;
conflicts left as markers for the original author to resolve; the change
itself is #5784 by its original author).

Co-authored-by: Tanishq Gandhi 
<[email protected]>

Report URL: https://github.com/apache/texera/actions/runs/30523733665

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