Hi Sushil,
Could you check your sniffer settings for 'Data retention timeframe' and your 'Filter' settings for the Query Analyzer? When using a large data retention time-frame, a whole lot of data is accumulated, and as a result it will slow down the analysis process (as the entire data-set is processed unless you change the filter settings).