Just to add to the above suggestions (and more that will surely follow), it is most likely a job for grep:

cat big-file.txt | grep -v 'bad line' > new-file.txt
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Or, alternatively:

perl -i.orig -pe '$_="" if /bad line/' big-file.txt
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