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Sounds your CSV has formatting issues, I would try to parse/validate it some other way to identify what's wrong, sometimes invisible characters can break the parsing but if it's missing records my guess is that some quote is not properly closed/escaped.
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How much is the difference? Is possible you have bookmarks enabled? How many do you get if you do spark.table(f"{DATABASE}.{table_name}").count()
Hi,
Th Glue data Catalog is not a constraint, it is for information. You can force the schema using the glue resolve function. you have to manually force the schema