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"collect personal data" is a correct and usable phrase in written English.
You could use it in a variety of contexts such as in a warning to customers that a website or app will be collecting their personal data or in a policy about data collection. For example: "The website collects personal data from its customers in accordance with its privacy policy."
Exact(55)
The 'personal data collection' module was used to collect personal data from various Web services.
As a result, they allow the federal government to collect personal data in search of wrongdoing.
Scientists often collect personal data from subjects but pledge to keep it confidential.
They can depress privacy protection below competitive levels and collect personal data above competitive levels.
Organisations that collect personal data must take reasonable steps to notify an individual user about that collection.
Miniaturized smart sensors are increasingly being used to collect personal data which embed minute details of our everyday life.
Similar(5)
European lawmakers tried to shove the genie back in its bottle last week by banning kids under 16 from using Internet services that collect personal data--including social media, apps, email, and more--without parental consent.
His speciality was collecting personal data.
Facebook collects personal data from its users — lots of it.
Google first said it had not collected personal data.
So far, percent of our readers were comfortable with sites collecting personal data.
More suggestions(15)
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gather personal data
collect bodily data
collect personal communications
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gathered personal data
gathers personal data
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com