Background: Spoilage microbes remain a significant economic burden for the dairy industry. Validated approaches are needed to identify microbes present in low numbers in those foods and starting ingredients prior to spoilage. Therefore, we applied a combination of propidium monoazide treatment combined with 16S rRNA gene amplicon DNA sequencing for viable cell detection, qPCR for bacterial enumeration, and laboratory culture, isolate identification, and pilot-scale cheese production to identify the causative bacterial agents of slit defects in industrially-produced Cheddar cheese. Because spoilage cannot be predicted in advance, the bacterial composition in milk was measured immediately before and after High Temperature Short Time (HTST) pasteurization over time and on multiple days and in resulting cheese blocks. Results: Milk was sampled over 10 h periods on ten days immediately before and after the final HTST pasteurization step prior to the initiation of cheese fermentations. HTST reduced the alpha-diversity of the viable, but not total, bacterial contents in milk and increased the proportions of thermoduric and endospore-forming bacterial taxa. There was a significant increase in viable bacterial cell numbers over the 10-h run times of the pasteurizer, including 68-fold higher numbers of Thermus. Between 0.22% to 10.9% of the bacteria in cheese were non-starter contaminants comprised mainly of Lactobacillus and Streptococcus, however, only Lactobacillus proportions increased during cheese aging. Lactobacillus, and Lactobacillus fermentum in particular, was also enriched in slit-containing cheeses and in the pre-HTST and post-HTST milk used to make them. Although some endospore-forming bacteria were associated with slits and could be isolated from milk and cheese, none were consistently associated with slit development. Pilot-scale cheeses developed slits when inoculated with L. fermentum, other heterofermentative lactic acid bacteria isolates, or with uncultured bacterial consortia collected from the pre-HTST or post-HTST milk, thus confirming that low abundance taxa in milk can negatively affect cheese quality. Conclusions: We identified and verified that certain low-abundance, bacterial taxa in milk are responsible for causing slit defects in Cheddar cheese. The likelihood for microorganisms in milk to cause defects could be predicted based on comparisons of the bacteria present in the pre- and post-HTST milk used for cheesemaking.