Context : The unparalleled photometric data obtained by NASA ’ s Kepler space telescope led to an improved understanding of red giant stars and binary stars . Seismology allows us to constrain the properties of red giants . In addition to eclipsing binaries , eccentric non-eclipsing binaries , exhibiting ellipsoidal modulations , have been detected with Kepler . Aims : We aim to study the properties of eccentric binary systems containing a red giant star and derive the parameters of the primary giant component . Methods : We apply asteroseismic techniques to determine masses and radii of the primary component of each system . For a selected target , light and radial velocity curve modelling techniques are applied to extract the parameters of the system and its primary component . Stellar evolution and its effects on the evolution of the binary system are studied from theoretical models . Results : The paper presents the asteroseismic analysis of 18 pulsating red giants in eccentric binary systems , for which masses and radii were constrained . The orbital periods of these systems range from 20 to 440 days . The results of our ongoing radial velocity monitoring program with the HERMES spectrograph reveal an eccentricity range of e = 0.2 to 0.76 . As a case study we present a detailed analysis of KIC 5006817 , whose rich oscillation spectrum allows for a detailed seismic analysis . From seismology we constrain the rotational period of the envelope to be at least 165 d , which is roughly twice the orbital period . The stellar core rotates 13 times faster than the surface . From the spectrum and radial velocities we expect that the Doppler beaming signal should have a maximum amplitude of 300 ppm in the light curve . Fixing the mass and radius to the asteroseismically determined values , from our binary modelling we find a value of the gravity darkening exponent that is significantly larger than expected . Through binary modelling , we determine the mass of the secondary component to be 0.29 \pm 0.03 M _ { \odot } . Conclusions : For KIC 5006817 we exclude pseudo-synchronous rotation of the red giant with the orbit . The comparison of the results from seismology and modelling of the light curve shows a possible alignment of the rotational and orbital axis at the 2 \sigma level . Red giant eccentric systems could be progenitors of cataclysmic variables and hot subdwarf B stars .