Merseyside Fire and Rescue says the incident has been divided into sections in order to deal with the fire.
Part of the roof of the building has collapsed and a large number of tyres are involved in the fire.
The nearby Pilkington's factory has been evacuated but emergency services say it is not currently affected by the fire.
Residents are being advised to keep doors and windows shut until further notice.
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