It may not be entirely wise to connect more than 2 fans to a single header, there is a risk, albeit a small one of overloading it.
The other obvious option is some sort of fan controller or controller hub.
A fan controller can handle several fans and is powered by a lead from the PSU, each fan has its own channel so each can be controlled individually. Usually they require a spare 5 1/4" drive bay and have a LED display.
A controller hub is also powered from the PSU but differs in that it controls all the fans attached to it simultaneously by using a connection to a motherboard header to read and control the fan speed. It's a safer option to using a 3 or 4 way splitter on a single header because it only sends a speed signal to the motherboard so it knows how fast the fans are going, power is provided directly from the PSU lead and control usually through the system BIOS.
Choose your poison.