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Here is the explaination of above command (Go through any awk tutorial to get a basic idea of how awk works.)
awk processes input file line by line and in each line, $0 represents the whole line, $1...

awk 'NR==FNR{a[$2]=$0;next;}{print $0,a[$2]}' secondFile firstFile