A SIPP comes with the same tax benefits as other pension plans.
You get tax relief on your contributions (as long as you stay within the limits) and any growth will be free from tax.
When it comes to accessing your pension later in life, there will be the option to take part of the pension as a tax-free lump sum and the rest will be subject to income tax.