Insider know it: In the bottom under this little church (St.Ioannis) is the reservoir for the water from the spring.
Carried by 15 pillars.
From here the water in ceramic pipes was lead following the terrain to the north-
entrance of Eupalinos-tunnel.
The spring even today is active. Of course not the duct.