Well actually I just managed to resolve this issue.
I do already have MySQL installed. I had to specify some flags while doing running the Makefile.PL, to specify the location of some MySQL header files that it was complaining about. I obtained the value of the flags by using the mysql_config.
After that I did make and make install and everything went well.
One thing again though. DBI once again got installed in some random directory inside ~/perl5/lib/perl5 and I had to manually drag it to ~/perl5/lib/perl5. I had in fact specified PREFIX also while running the Makefile.PL and it seems to have only partly heeded to it (it went inside ~/perl5/lib/perl5). Any ideas what's going on?
Thanks so much for your help.
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