Conventional Non-destructive Testing (NDT) methods namely; Magnetic Particle Testing (MPT) and Penetrant Testing (PT), that are used for inspection of surface and near-surface indications have multiple limitations. Slow deployment, need for dedicated surface preparation, dependence on operator skills and inability to archive inspection data are examples of these limitations. Eddy Current Array (ECA) Technology, which is the digital generation of Eddy Current Test (ECT), has recently emerged to address the challenges and limitations of convectional NDT methods used for inspection of surface and near surface indications including Stress Corrosion Cracking (SCC). This paper will discuss and analyse the capability ECA technology by evaluating the trial results conducted utilizing different ECA systems and probes. The trials were conducted on a pipeline segment experienced multiple SCC. ECA results from different probes and systems were compared against alternate NDT methods to evaluate the capability and accuracy. The evaluation outcome revealed that all probes of different ECA systems were able to detect the SCC in the pipeline with some variance in the accuracy.