After a successful first edition in polish Warsaw the second workshop on "Algorithmic Challenges of Big Data" (short: ACBD) took place on September 28-30, which was organized by SFB876 and the department of computer science. ACBD focused on information compression/extraction, ressource efficient algorithms, distributed and parallel computing, sublinear algorithms and other question arising in modern data analysis.