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Tax Lots
The Department of Finance maintains Tax Lots in the Property Information Portal (PIP). The Department of Finance publishes these tax lots as a service on the NYCMaps ArcGIS Online organization. The Department of Finance also publishes these tax lots in some form on the NYC Open Data Portal.
https://propertyinformationportal.nyc.gov/
This is what you want.
Item Page
REST Service
Tax Lots can be difficult to find on Open Data because they're hidden inside a zip file in the "Department of Finance Digital Tax Map" dataset. Historically the NYC Office of Technology and Innovation loaded this dataset weekly. It's a big(~500 MB) zip file containing 7 related shapefiles. You may also find a zipped file geodatabase with tax lots somewhere inside the file geodatabase.
Polygonal tax lots are inside the zip file and named like "DTM_Tax_Lot_Polygon." Do not be fooled by the shapefile "DTM_Tax_Lot_Face" which describes lines around tax lots. Unless you are a tax map wizard you probably do not want to look at these lines.
More (outdated) metadata here: https://github.com/CityOfNewYork/nyc-geo-metadata/blob/master/Metadata/Metadata_DigitalTaxMap.md