My question is, If one masterbate’s however due to the guilt of doing he refrains and does not end up ejaculating, is ghusl required? I am well aware that this is a sin, and I’m trying my best to avoid this sin.

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Keep trying to avoid it. Seek divine intervention in doing so by constantly asking Allah to soften your heart.

Ghusl is required based on precaution.