GitHub user ANBUPRIYA-A-D created a discussion: Long delay in "queued" state 
before DAG tasks start running

### Apache Airflow version

3.0.6

### If "Other Airflow 2 version" selected, which one?

_No response_

### What happened?

I am running Airflow and using it to create a code-server container.
When I trigger the DAG, I notice that the task initially stays in the queued 
state for up to ~20 seconds before moving to the running state.
Observed behavior:
     DAG is triggered successfully. Task stays in queued state for ~20 seconds. 
After that delay, it transitions to running and executes normally.
Steps to reproduce:
    Trigger a DAG that creates a code-server container. Observe the task state 
transition in the Airflow UI.
Environment:
Airflow version: 3.0.6
Executor type: KubernetesExecutor
Deployment: Helm

### What you think should happen instead?

_No response_

### How to reproduce

Task should transition from queued → running as quickly as possible (minimal 
delay).

### Operating System

NAME="Red Hat Enterprise Linux" VERSION="8.10 (Ootpa)"

### Versions of Apache Airflow Providers

_No response_

### Deployment

Official Apache Airflow Helm Chart

### Deployment details

_No response_

### Anything else?

_No response_

### Are you willing to submit PR?

- [ ] Yes I am willing to submit a PR!

### Code of Conduct

- [x] I agree to follow this project's [Code of 
Conduct](https://github.com/apache/airflow/blob/main/CODE_OF_CONDUCT.md)


GitHub link: https://github.com/apache/airflow/discussions/73063

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