After last couple of days, I notice that my site load is much more slower.
After fiddle around, I found that the rss agregator plugin does the culprit. It fetch the whole rss content from the source site every time this site opened.
Searching for similar plugin, I found this one, it took the offload of my site by serving the feed that has been cached locally.
Now my site is back on track... 
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