Inclusion Criteria:
* Self-identifies as a member of racial and/or ethnic minority populations as defined by the Food and Drug Administration (FDA), such as Black or African American, Hispanic or Latino, American Indian or Alaska Native, and Native Hawaiian or Other Pacific Islander
* Histologically confirmed, locally advanced unresectable or metastatic gastric or gastroesophageal adenocarcinoma (GAC/GEA) or esophageal squamous cell carcinoma (ESCC)
* No previous systemic therapy for locally advanced unresectable or metastatic GAC/GEA or ESCC
* At least 1 measurable lesion per RECIST v1.1 as determined by investigator assessment
* Patients must have positive tumor programmed death-ligand 1 (PD-L1) expression. Documented PD-L1 results are acceptable
* Eastern Cooperative Oncology Group (ECOG) Performance Status score ≤ 1
* Adequate organ function as indicated by the following laboratory values ≤ 14 days prior to study treatment
* Women of childbearing potential must be willing to use a highly effective method of birth control for the duration of the study, and ≥ 120 days after the last dose of tislelizumab and ≥ 180 days after the last dose of chemotherapy, and have a negative urine or serum pregnancy test ≤ 7 days prior to study treatment
* Non-sterile males must be willing to use a highly effective method of birth control for the duration of the study and for ≥ 120 days after the last dose of tislelizumab and ≥ 180 days after the last dose of chemotherapy
Exclusion Criteria:
* Patient has squamous cell or undifferentiated or other histological type gastric cancer
* Active leptomeningeal disease or uncontrolled brain metastasis. Patients with equivocal findings or with confirmed brain metastases are eligible for enrollment provided that they are asymptomatic and radiologically stable without the need for corticosteroid treatment for ≥ 4 weeks before study treatment.
* Patients with evidence of esophageal/bronchial or esophageal/aorta fistula, or complete esophageal obstruction not amenable to treatment.
* Diagnosed with GAC/GEA with positive human epidermal growth factor receptor 2 (HER2). Results of the tumor HER2 testing must be known prior to study treatment
* Active autoimmune diseases or history of autoimmune diseases that may relapse Note: Patients with the following diseases are not excluded and may proceed to further screening:
1. Controlled Type I diabetes
2. Hypothyroidism (provided it is managed with hormone replacement therapy only)
3. Controlled celiac disease
4. Skin diseases not requiring systemic treatment (eg, vitiligo, psoriasis, alopecia)
5. Any other disease that is not expected to recur in the absence of external triggering factors
* Any active malignancy ≤ 2 years before study treatment, with the exception of the specific cancer under investigation in this trial or any locally recurring cancer that has been treated curatively (eg, resected basal or squamous cell skin cancer, superficial bladder cancer, carcinoma in situ of the cervix or breast)
* Uncontrollable pleural effusion, pericardial effusion, or ascites requiring frequent drainage (at least once a week) and/or diuretics within 7 days prior to study treatment (the cytological confirmation of any effusion is permitted)
* Have clinically significant bleeding (Common Terminology Criteria for Adverse Events (CTCAE) ≥ Grade 2) from the GI tract within 1 month prior to study treatment
* Have a history of gastrointestinal (GI) perforation (CTCAE ≥ Grade 2) and/or fistulae (including prior gastric fistula operation) within 6 months prior to study treatment
* Have a clinically significant bowel obstruction (CTCAE ≥ Grade 2)
* Any condition that required systemic treatment with either corticosteroids (\> 10 mg daily of prednisone or equivalent) or other immunosuppressive medication ≤ 14 days before study treatment.
Note: Other protocol defined Inclusion/Exclusion criteria may apply.