Autophagy plays a complicated role in the occurrence and development of cancer. Beclin 1 is a significant autophagy-related protein that plays an essential role in tumorigenesis, but its expression is controversial in melanoma. In this meta-analysis, we searched seven studies involving 638 melanoma patients. PubMed, Web of Science, Google Scholar, Elsevier, and Chinese National Knowledge Infrastructure were used for literature retrieval. The I2 index was used to assess heterogeneity. The expression of Beclin 1 in the primary melanoma group was significantly lower than the non-tumor group tissues (P < 0.01), while higher than the metastatic melanoma group (P < 0.01). Beclin 1 expression status could not distinguish between patients with melanoma by sex (male vs. female), lymph node metastasis (metastasis vs. non-metastasis), melanin deposition (present vs. absent), ulcer formation (present vs. absent), tumor necrosis status (present vs. absent), and Breslow thickness (<1.5 mm vs. ≥1.5 mm) for the subgroups (all P values > 0.05). Different expression intensities of Beclin 1 did not affect the overall survival and disease-free survival of melanoma patients. This study showed a trend of low expression of Beclin 1 in melanoma; patients with low expression of Beclin 1 were prone to the possibility of distant metastasis. The inconsistent profile of Beclin 1 expression in the prognosis of melanoma patients warrants further clinical investigation.