Multi-way tables with specified marginals arise in a variety of applications in
statistics and operations research. We provide a comprehensive complexity classification of
three fundamental computational problems on tables: existence, counting and entry-security.
One major outcome of our work is that each of the following problems is intractable already
for "slim" 3-tables, with constant and smallest possible number 3 of rows: (1) deciding
existence of 3-tables with given consistent 2-marginals; (2) counting all 3-tables with
given 2-marginals; (3) finding whether an integer value is attained in entry (i,j,k) by at
least one of the 3-tables satisfying given (feasible) 2-marginals. This implies that a
characterization of feasible marginals for such slim tables, sought by much recent
research, is unlikely to exist. Another important consequence of our study is a systematic
efficient way of embedding the set of 3-tables satisfying any given 1-marginals and entry
upper bounds in a set of slim 3-tables satisfying suitable 2-marginals with no entry
bounds. This provides a valuable tool for studying multi-index transportation problems and
multi-index transportation polytopes.