Use Parameters according to MSDN
MSDN[
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But it's wrong: there is no SqlDataAdapter.Parameters. Use this:
using (SqlConnection connection_v = new SqlConnection(strCon))
{
SqlDataAdapter fgrid = new SqlDataAdapter("Select Date,Item_Code,Quantity,ID From Finished_Goods_Stock Where Date = @f_date,Item_Code = @f_code", connection_v);
fgrid.SelectCommand.Parameters.AddWithValue("@f_date", DateTime.Now);
...
}