The US officials have repeatedly mentioned Headley's case to defend the controversial spying programme, saying the surveillance had been critical in thwarting potential terror attacks and also to track the 2008 Mumbai attack convict.
"The government surveillance only caught up with Headley after the US had been tipped by British intelligence. And even that victory came after seven years in which US intelligence failed to stop Headley as he roamed the globe on missions for Islamic terror networks and Pakistan's spy agency," said ProPublica, an investigative publication.
Senator Dianne Feinstein, the Senate intelligence chairwoman, also called Headley's capture a success.
"Supporters of the sweeping US surveillance effort say it's needed to build a haystack of information in which to find a needle that will stop a terrorist. In Headley's case, however, it appears the US was handed the needle first - and then deployed surveillance that led to the arrest and prosecution of Headley and other plotters," ProPublica said.
Pakistani-American businessman and ex-drug informant, 51-year-old Headley, avoided arrest despite a half dozen warnings to federal agents about extremist activities from his family and associates in different locales.
"If those leads from human sources had been investigated more aggressively, authorities could have prevented the Mumbai attacks with little need for high-tech resources, critics say," it said.
"The failure here is the failure to connect systems," a US law enforcement official, who worked on the case, was quoted as saying by the ProPublica.
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