Updated project metadata. Efficient and reproducible sample preparation is a prerequisite for any robust and sensitive quantitative bottom-up proteomics workflow. Over the past years, several protocols been specifically developed for the preparation of samples, which are limited in quantity. In the present study, we carried out an independent comparison between three recently described methods: Single-Pot Solid-Phase-enhanced Sample Preparation (SP3), Filter Aided Sample Preparation (FASP) and a commercial kit based on the in-Stage Tip (iST) method. We assessed their performance for the processing of proteomic samples in the low μg-range using varying amounts of HeLa cell lysate (1 µg - 20 μg of total protein). All three workflows showed similar performance for 20 µg of starting material. When handling sample sizes below 10 µg, the number of identified proteins and peptides as well as the quantitative reproducibility and precision drastically dropped in case of FASP. In contrast, SP3 and iST provided high proteome coverage even in the low µg-range. Even when digesting 1 µg of starting material both methods still enabled the identification of over 3,000 proteins and between 25,000 to 30,000 peptides. On average, the quantitative reproducibility between experimental replicates was slightly higher in case of SP3 (R2= 0.97 (SP3); R2= 0.93 (iST)).