The U.S. drone strike that accidentally killed two hostages in Pakistan exposes intelligence shortfalls that former and current U.S. officials say appear to be growing more frequent as militants expand their safe havens and as Washington gathers less on-the-ground human intelligence.

Obtaining timely intelligence on hostages has always been difficult, especially in volatile regions where the United States has limited access and where militants have well-established operations.

But as unrest spreads, militants are acquiring more safe havens, from Pakistan and Afghanistan to Syria, Libya, Yemen and Iraq, complicating and often hampering U.S. intelligence-gathering. This is especially so in the wake of the Arab Spring as militants exploit the vacuum left by shattered institutions.