How to extract multiple tar ball (*.tar.gz) files in directory on Linux or Unix

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I have tried tar -xvf *.tar.gz command, but getting an error that read as:
tar (child): *.gz: Cannot open: No such file or directory
tar (child): Error is not recoverable: exiting now
tar: Child returned status 2
tar: Error is not recoverable: exiting now

How can I extract multiple *.tar.gz files in directory using Linux or Unix-shell prompt?

Tar Extract a Single File(s) From a Large Tarball

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Q. I’ve couple of large tarballs such as www.tar and images.tar. Is it possible to extract a single file or a list of files from a large tarball such as images.tar instead of extracting the entire tarball? How do I extract specific files under Linux / UNIX operating systems?