Paige Thompson, 33, a former Seattle technology company software engineer, was nabbed by FBI agents after she boasted about the data theft -- one of the biggest to hit a financial services company -- on the information sharing site GitHub, authorities said.

"The intrusion occurred through a misconfigured web application firewall that enabled access to the data," a statement by the US attorney's office in Washington said. "On July 17, 2019, a GitHub user who saw the post alerted Capital One to the possibility it had suffered a data theft."

It said the Virginia-based bank that specializes in credit cards contacted the FBI after confirming the data theft, which took place between March 12 and July 17 of this year.

"According to Capital One, the data includes data regarding large numbers of (credit card) applications, likely tens of millions of applications," according to the complaint.

In a statement, Capital One said the hack affected 100 million individuals in the United States and six million in Canada.

"Importantly, no credit card account numbers or log-in credentials were compromised and over 99 percent of social security numbers were not compromised," the bank said.

- Up to five years in prison -

Thompson, who used the alias "erratic" in online conversations, allegedly posted several times about the theft on GitHub and on social media.

One posting on a Twitter account with the user name "erratic" read: "I've basically strapped myself with a bomb vest, fucking dropping capital ones dox and admitting it," according to the complaint.

Authorities said electronic storage devices containing a copy of the stolen data were recovered at her residence on Monday.

Capital One said although some of the information in the applications stolen, such as social security numbers, is encrypted or tokenized, other information such as names, addresses, dates of birth and credit card history was not secured.

Capital One said it expects the breach to generate incremental costs of approximately $100 to $150 million in 2019.

"While I am grateful that the perpetrator has been caught, I am deeply sorry for what has happened," Richard D. Fairbank, the company's chairman and CEO, said in a statement. "I sincerely apologize for the understandable worry this incident must be causing those affected and I am committed to making it right."

Thompson faces up to five years in prison and a $250,000 fine if convicted of computer fraud.

She was ordered held in jail Monday pending a detention hearing later this week.