Prasanth345 opened a new pull request, #55035:
URL: https://github.com/apache/airflow/pull/55035

   ### Summary
   This PR ensures consistent handling of **no-log cases** for tasks when 
`try_number=0`.  
   Instead of returning empty or confusing responses, the system now provides 
clear, structured messages across both **UI** and **API** log views.
   
   ### Implementation Details
   - Added a check for `try_number=0` before calling `read_log_chunks`.
   - Introduced fallback structured log responses for specific states:
     - **SKIPPED** → "Task was skipped — no logs available."
     - **UPSTREAM_FAILED** → "Task did not run because upstream task(s) failed."
     - Others → "No logs available for this task."
   - Reused structured log format to match API/UI expectations (timestamp, 
event, level, sources).
   - Ensured this logic is applied consistently in log streaming and API 
responses.
   
   ### Testing
   - Verified DAG runs where tasks were **SKIPPED** and **UPSTREAM_FAILED**.
   - Confirmed that API responses now return structured fallback logs instead 
of empty logs.
   - Checked that UI log viewer shows the same messages, ensuring consistency.
   
   ### Why
   Previously, tasks with `try_number=0` produced inconsistent log responses:
   - API often returned empty logs.
   - UI displayed misleading or missing messages.
   
   This change standardizes the behavior, improving observability and debugging 
for users.
   
   ### Related Issue
   
   Closes https://github.com/apache/airflow/issues/54749


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