President Obama has issued his final federal budget, which includes his proposed spending for 2017. With this data, we can compare spending growth over eight years under Obama to spending growth under past presidents.
Figures 1 and 2 show annual average real (inflation-adjusted) spending growth during presidential terms back to Eisenhower. The data comes from Table 6.1 here, but I made two adjustments, as discussed below.
Figure 1 shows total federal outlays. Ike is negative because defense spending fell at the end of the Korean War. LBJ is the big-spending champ. He increased spending enormously on both guns and butter, as did fellow Texan George W. Bush. Bush II was the biggest spender since LBJ. As for Obama, he comes out as the most frugal president since Ike, based on this metric.
Figure 2 shows total outlays other than defense. Recent presidents have presided over lower spending growth than past presidents. Nixon still stands as the biggest spender since FDR, and the mid-20th century was a horror show of big spenders in general. The Bush II and Obama years have been awful for limited government, but the LBJ-Nixon tag team was a nightmare—not just for rapid spending during their tenures, but also for the creation of many spending and regulatory programs that still haunt us today.