Dating back to Euler, in classical analysis and number theory, the Hurwitz zeta functionζ(z,q)=∑n=0∞1(n+q)z, the Riemann zeta function ζ(z), the generalized Stieltjes constants γk(q), the Euler constant γ, Euler's gamma function Γ(q) and the digamma function ψ(q) have many close connections on their definitions and properties. There are also many integrals, series or infinite product representations of them along the history.In this note, we try to provide a parallel story for the alternating Hurwitz zeta function (also known as the Hurwitz-type Euler zeta function)ζE(z,q)=∑n=0∞(−1)n(n+q)z, the alternating zeta function ζE(z) (also known as the Dirichlet's eta function η(z)), the modified Stieltjes constants γ˜k(q), the modified Euler constant γ˜0, the modified gamma function Γ˜(q) and the modified digamma function ψ˜(q) (also known as the Nielsen's β function). Many new integrals, series or infinite product representations of these constants and special functions have been found. By the way, we also get two new series expansions of π:π212=34−∑k=1∞(ζE(2k+2)−1) andπ2=log2+2∑k=1∞(−1)kk!γ˜k(1)∑j=0kS(k,j)j!.