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The phrase "a giant scale" is correct and usable in written English.
It can be used to describe something that is large in size or magnitude, often in a metaphorical sense.
Example: "The project was undertaken on a giant scale, involving thousands of participants and extensive resources."
Alternatives: "a massive scale" or "a large scale".
Exact(28)
He wanted to work on a giant scale impossible in Los Angeles.
Democracy in contemporary America can be enacted only on a giant scale.
It operated as a community notice board on a giant scale.
But is there another way to provide affordable education to poor people on a giant scale?
Data on a giant scale exposes truths hidden in smaller sets.
In other words, passenger pigeons lived by collaboration on a giant scale, and may have died by it.
Similar(32)
We found that 40% of the total genomic elements involved in chromatin interactions converged to a giant, scale-free-like, hierarchical network organized into chromatin communities.
For long periods a basking, restless stadium felt more like a giant-scale village fete than a glossily staged international sporting event.
The one-hour premier felt a little rushed and barely underway before the giant scale was making an appearance.
(Models of that giant scale energize a small exhibition at the Vuitton museum, curated by Migayrou, on that building's design and construction).
A lot of teachers, some of whom had been browsing Harvard MOOCs, worried that they threatened to centralize higher education to an uncomfortable degree, and that their giant scale clashed with Amherst's small-class style.
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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