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Any IP addresses or other DNS records will be removed from your cache by flushing DNS. In addition to other problems, this can aid with security and internet connectivity.
DNS cache poisoning, as the name indicates, is not much different from the commonly used meaning of poisoning but it is related to the poisoning of your browsing system.