You didn't mention the year of the vehicle. The Audi 1.8l turbo 1998-2008 has had a number of engine failures due to oil sludging and the heat generated by the turbo which is very hard on engine oil. A couple things to consider:
- Check the oil level
- Is the engine oil dirty
- Has the oil been serviced per the manufactures recommendation
- Have the oil pressure checked to ensure it is within spec
- It could be the valve lifters are worn and need adjusting
- Fuel injectors are failing
- Cam tensioner is failing. This could be due to the aforementioned oil sludging
I would recommend taking your vehicle to a reliable independent mechanic and have the above checked out to determine the cause and the condition of your engine.