SQL is one important part for SAS. To process the very large data set, you have to use SQL.
The most part of the SAS advanced certificate test includes SQL. This book is a good start for SQL, and is good for reference for SQL as well.
Enjoy :-)

BTW, use winzip to unzip the file.