tar cf should create an uncompressed archive, which means that the size of your directory should be almost the same as your archive, maybe even larger.
tar czfwill perform compression gunzipthrough it.
You can further verify this by running man tara command prompt on Linux,
-z, --gzip, --gunzip, --ungzip
filter the archive through gzip
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