How to compare only date part when delivery date is today

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I'm trying to create a report that gets records from a SQL Server database where the delivery date is today.

I've tried

select * from (tablename)
where delivery_date = getdate()

Although that didn't give me any errors, it didn't give me any records either.

I'm assuming it is because all dates are like:

2016-03-15 00:00:00.000

Perhaps, I need to truncate the date to remove the time-stamp and then try?

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