Dennis-Mircea opened a new pull request, #1075:
URL: https://github.com/apache/flink-kubernetes-operator/pull/1075

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   ## What is the purpose of the change
   
   In `JobAutoScalerImpl#scale`, when the job is not in `RUNNING` state (e.g. 
during a restart after a scaling decision), the method returns early but the 
`finally` block unconditionally calls `applyParallelismOverrides` and 
`applyConfigOverrides` on every reconciliation cycle.
   
   While these calls are idempotent, they are redundant during the rescaling 
window — the overrides were already applied to the CR spec during the scaling 
cycle that triggered the restart. This produces misleading `"Applying 
parallelism overrides: ..."` log messages and performs unnecessary state store 
reads on every reconciliation while the job is restarting.
   
   A `waiting` flag is introduced to skip the override application specifically 
when the job is not yet in a stable running state. The flag is intentionally 
scoped to only the `JobStatus != RUNNING` path, leaving all other paths 
(autoscaler disabled, scaling logic execution, exceptions, `NotReadyException`) 
unchanged:
   
   - **Autoscaler disabled**: `stateStore.clearAll()` is called first, so the 
subsequent `applyParallelismOverrides` reads an empty state and no-ops - kept 
as-is for safety.
   - **`runScalingLogic` succeeds**: Overrides must be applied - kept as-is.
   - **`runScalingLogic` throws / `NotReadyException`**: The job is `RUNNING` 
(passed the
     status check), and there may be overrides from a previous cycle - kept 
as-is.
   
   
   ## Brief change log
   
   - *[flink-autoscaler]* - Added `waiting` flag in `JobAutoScalerImpl#scale` 
to skip redundant `applyParallelismOverrides` and `applyConfigOverrides` calls 
when the job is not in `RUNNING` state
   
   ## Verifying this change
   This change does not alter observable behavior. The skipped calls were 
already no-ops during the rescaling window (overrides previously applied, 
idempotent operations).
   
   Existing tests in `JobAutoScalerImplTest` (`testParallelismOverrides`, 
`testAutoscalerDisabled`, `testRealizeParallelismOverridesExceptions`) cover 
the override application paths for the disabled, not-running, and error 
scenarios.
   
   ## Does this pull request potentially affect one of the following parts:
   
     - Dependencies (does it add or upgrade a dependency): no
     - The public API, i.e., is any changes to the `CustomResourceDescriptors`: 
no
     - Core observer or reconciler logic that is regularly executed: no
   
   ## Documentation
   
     - Does this pull request introduce a new feature? no
     - If yes, how is the feature documented? not applicable
   


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