This is an interesting video from NPR, explaining that actually the evaporated water from the ocean or lakes are powerful enough to maintain the cloud fly 2-km above. Even more fascinating, the typical rain cloud (Comumus cloud) can weigh for around billion kilograms (via Green Earth Facts).