To get down to work / To get cracking
Literally 'to put one's hands to the work'. Means starting a task with energy and determination. Very common in professional and everyday contexts.
We've talked enough, it's time to get down to work.
—Shall we start? —Yes, let's get cracking.
As soon as she arrived, she got down to work.