Privacy advocates and some tech firms are welcoming the end of the bulk gathering of so-called "metadata," but some security hawks fear law enforcement will be hampered in their efforts to thwart terror attacks.
As of yesterday, the National Security Agency (NSA) stopped the program whose existence its former analyst Snowden revealed in 2013.
US lawmakers earlier this year passed legislation known as the USA Freedom Act to stop the program and roll back some powers the NSA had gained under the Patriot Act in the wake of the September 11, 2001 attacks.
It shifts responsibility for storing the data to telephone companies, allowing authorities to access it only with a warrant from a secret counterterror court that identifies a specific person or group of people suspected of terror ties.
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Critics have attacked the move, saying it makes Americans more vulnerable to attacks such as those in Paris earlier this month that left 130 people dead.
"A presidential leadership void and gross misinformation... Combined to kill critical intelligence programs at a time of rising terrorist threats to the United States and our allies," Republican presidential hopeful Senator Marco Rubio said.
Republican Senator Richard Burr of North Carolina told Fox News today that "the United States made a real mistake when they eliminated this program" and claimed similar schemes in France and Belgium had helped investigators there halt additional attacks.
Stewart Baker, a former assistant secretary of homeland security who now practices law in Washington, said it will become harder for investigators to draw a suspect's "social graph," meaning a chart of everyone the person has contacted, and who they in turn have spoken to.