Which country are you from, and what shops did you try?
dx.com is often cheap but do not have every possible sensor, and cheap often implies not so accurate sensors...
What is your requirement wrt precision and accuracy and repeatability?
Can you share with us how you derive the flow from the difference in pressure?
NB the Arduino has roughly 10 bit ADC with 1-2 bit noise.