CaracasEC,
It is important to know the duty of the subject pumps. There is nothing unusual about pumps operating in parallel, but the risk and potential for severity of damage varies greatly with the power levels and pumped materials involved. Artisi is absolutely correct in stating that the specific drivers or mix of drivers is involved so long as their operation is controlled suitably for the application.
It is common in steam power plants for boiler feed pumps to operate in parallel. Depending on reliability requirements for the plant, there is likely to be at least one extra pump in addition to the number required for maximum power production. Typically, multiple boiler feed pumps operating in parallel are of identical design, but it is not unusual for some to be driven by electric motors and others to be driven by steam turbines. Commonly, the power level of each boiler feed pump is several thousand horsepower. At these power levels, destructive conditions can develop in seconds, so these pumps are well instrumented to assure safe operation. The number of pumps allows operation of the steam cycle over a wider range while keeping the individual pumps operating within their safe range by operating fewer pumps when the steam generator(s) are operating at reduced power levels.
Where power levels are much lower, operating conditions can be much less critical. For example, several pumps of different designs may be supplying water to a header system where the total flow requirement may vary greatly but the header pressure is kept within a very narrow range. So long as all of the pumps involved can operate properly within this pressure range, they can work very nicely together. Pumps are started and stopped as needed to maintain the needed flow rare. Problems can develop if the header pressure is allowed to get too high or too low. The pumps with the steeper head vs. flow curves will be the least troublesome, but the pumps that have flatter curves can get into trouble much more easily. If the header pressure rises too high, flow can stop in these pumps turning them into mechanical water heaters. If the header pressure drops too low, they can run out on their curve and overload their drivers. For an application such as this, the pumps are likely to have one or two stages. Instrumentation for a system such as this is likely to be minimal. Here too, drivers can be of different types so long as they can develop sufficient power to keep their pumps operating at proper speeds.
Valuable advice from a professor many years ago: First, design for graceful failure. Everything we build will eventually fail, so we must strive to avoid injuries or secondary damage when that failure occurs. Only then can practicality and economics be properly considered.