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Hi,
Is there any way to extract pixel values (NDVI) along with coordinates instead of images into .csv.

You can use the Statistical API:

016498c3cde2fc1abe30c9d18da735e73dca36ee.pngsentinel-hub.com
d3714e73b38a87afa3c31502a6696052a7395163.png

FIS - DEPRECATED

The Statistical Info API (FIS), performed elementary statistical computations on remotely sensed data. It has been deprecated, as we developed a new powerful Statistical API.

Generally though CSV format is not optimal for these kind of information.
You might want to look at the following links as well:

stackoverflow.com Saz

Converting a raster to a csv in R

r, csv, dataframe, r-raster
4c5b254007bdabcb888f6987048340841a357a9b.pngdocs.qgis.org

27.2.2. Raster conversion — QGIS Documentation documentation

QGIS 3.28 documentation: 27.2.2. Raster conversion