This study aimed to evaluate the effects of early group housing on the performance, health, and behavior of dairy calves during the pre-weaning period using systematic and meta-analysis approaches. Peer-reviewed articles written in English that compared dairy calves individually and group-housed with performance, health, or behavior outcomes were collected from Web of Science, PubMed and CabDirect databases. The resulting articles (n = 850) underwent a PRISMA 4-step appraisal process, resulting in a final sample of 51 articles containing 85 studies. The weighted or standardized mean differences between individually and group [pair or group (with > 2 calves)] housed calves were analyzed for each variable using the Der-Simonian and Laird methods. Heterogeneity between calf housing systems was evaluated by the chi-squared test and I2 statistics. A meta-regression analysis was conducted to identify categorical covariate effects for variables with high heterogeneity. Most of the studies included in this review evaluated female calves (45.8%) weaned at 8 weeks old (52.6%). Housing systems were mainly paired housing (55.3%), followed by groups of 3 to 6 calves (30.65) and groups of 7 to 15 calves (4.7%). We did not find studies with comparable outcomes for more robust health parameters (as occurrence of diseases), only blood parameters, that were not influenced by the housing system (P > 0.05). But, weight gain and feed intake parameters were higher (P < 0.05) in group-housed calves. Through the meta-regression, we found that average daily gain was positively affected (P < 0.05) by the group housing in studies with calves housed in small pen areas (<1.5 m2 per calf). Group-housed calves presented more active behaviors (feeding and playing) and less stress-related behaviors (self-grooming and interacting with the pen) than individually-housed calves. The behavioral tests most used were novel object, human approach, novel environment, and social tests. Individually-housed calves presented fewer vocalizations on these tests and spent more time interacting with humans during the human approach test than group-housed calves. Our findings provide consistent evidence that group housing improves the welfare of dairy calves; however, the effects on health parameters are still scarce and unclear.