How was power divided in the English parliamentary system of government?

The Conservative Party didn't gain overall majority at the last election. So a coalition was formed with the Liberal Democrats. This means that while the Conservatives are in effective power, the Liberals must be considered and their influence taken into consideration in Conservative policy.