Peake's family migrated from Chelsea, London in 1862, initially settled in Victoria, before moving to South Australia two years later. Peake was educated at state schools under his father, but in later life widened his education by studying in English history and literature. He entered the service of the District Council of Naracoorte, became district clerk in 1878. In 1893 he contested Albert in an election for the House of Assembly and was beaten by 50 votes, but four years later won the seat by two votes. He resigned his position as district clerk when he entered politics, and afterward was in business at Mount Barker as a member of the firm of auctioneers, Monks and Peake.
After Price's death, the Labor Party demanded the Premier position for its new leader John Verran. Peake refused and was able to form a Government which lasted for a year. The LDU relied on support from the two independent conservative parties, the Australasian National League and the Farmers and Producers Political Union with representatives of both parties joining the Government. Labor was victorious, forming South Australia's first majority government at the 1910 election. In the same year, the LDU merged with the two independent conservative parties to form the Liberal Union under Peake's leadership. The parties readily approved the merger, however the LDU which salvaged the fewest of their principles from the merger were more hesitant. Peake persuaded a party conference that 'the day of the middle party is passed', and approved the merger by just one vote. The Liberal Union was affiliated with the federal Commonwealth Liberal Party. Peake was elected as Premier at the 1912 election as Verran's Government had been unable to deal with a number of significant industrial disputes. Peake's Government created the Industrial arbitration court which established a minimum wage for state awards but limited the right to strike. During his premiership, he reached agreement with the Federal, New South Wales and Victorian Governments over the Murray River leading to the River Murray Commission which is now the Murray-Darling Basin Commission. Peake was a teetotaller Presbyterian who held a plebiscite establishing six o'clock closing for hotels in 1915 which became the law in South Australia for the next fifty years. Peake lost to the Labor Party under Crawford Vaughan at the 1915 election and lost his seat. However, he was elected as Member for Alexandra and became Leader of the Opposition. Vaughan lost his majority after the Labor Party split over conscription. Peake became Premier of a coalition government of Liberal Union and National Labor members. This government reformed apprenticeship arrangements and reformed divorce laws. It won a solid majority at the 1918 election and established soldier settlements. However, the National Party crossed the floor to amend the Industrial Code Bill in concert with the Labor Party leading Peake to demand their full support. They refused leading Peake to form a totally Liberal Government. However, he died of a cerebral haemorrhage hours after the new Ministry was sworn in.