Inclusion Criteria:

          -  Has histologically or cytologically confirmed diagnosis of CTX N+ M0 or cT2-T4a NX M0
             ESCC, GEJC, EAC, or histologically or cytologically confirmed diagnosis of cTX N+ M1
             cervical or upper thoracic esophageal carcinoma with supraclavicular lymph node
             metastases only

          -  Is deemed suitable for dCRT

          -  Is ineligible for curative surgery based on the documented opinion of a qualified
             medical/surgical/radiation oncologist

          -  Is not expected to require tumor resection during the course of the study

          -  Has an Eastern Cooperative Oncology Group (ECOG) performance status of 0 to 1 within 3
             days of the first dose of study treatment.

          -  Has adequate organ function

          -  Male participants must use adequate contraception (a male condom plus partner use of
             an additional contraceptive method) unless confirmed to be azoospermic (vasectomized
             or secondary to medical cause) and refrain from donating sperm during the study
             treatment period and through 90 days after the last dose of chemotherapy

          -  Female participants who are a Woman of Childbearing Potential (WOCBP) must use
             contraception that is highly effective (with a failure rate of <1% per year), with low
             user dependency, or be abstinent from heterosexual intercourse as their preferred and
             usual lifestyle, during the study treatment period through 180 days after the last
             dose of chemotherapy or 120 days after the last dose of pembrolizumab, whichever is
             greater, and agree not to donate eggs to others or freeze/store for her own use for
             the purpose of reproduction during this period

          -  Female participants must not be pregnant or breastfeeding

        Exclusion Criteria:

          -  Has direct invasion of tumor into adjacent organs such as the aorta or trachea or has
             radiographic evidence of >90 degree encasement or invasion of a major blood vessel, or
             of intratumoral cavitation

          -  Has had major surgery other than for insertion of a feeding tube, open biopsy, or
             significant traumatic injury within 28 days prior to randomization, or anticipates the
             need for major surgery during study treatment; participants with gastric or esophageal
             fistulae are excluded

          -  Has had weight loss of >20% in the previous 3 months

          -  Has had prior chemotherapy or radiotherapy for esophageal cancer

          -  Has had a myocardial infarction within the past 6 months

          -  Has symptomatic congestive heart failure

          -  Has received prior therapy with an anti-programmed cell death-1 (anti PD-1),
             anti-programmed cell death-ligand 1 (anti-PD-L1), or anti-programmed cell death-ligand
             2 (anti-PD-L2) agent or with an agent directed to another stimulatory or coinhibitory
             T-cell receptor (e.g. cytotoxic T-lymphocyte-associated protein 4 [CTLA-4], OX-40,
             CD137)

          -  Has received a live or live-attenuated vaccine within 30 days prior to the first dose
             of study intervention; administration of killed vaccines is allowed

          -  Has received any prior systemic anticancer therapy for esophageal cancer including
             investigational agents

          -  Has not recovered from all adverse events (AEs) due to previous non-anticancer
             therapies to ≤Grade 1 or Baseline

          -  Has a diagnosis of immunodeficiency or is receiving chronic systemic steroid therapy
             or any other form of immunosuppressive therapy within 7 days prior the first dose of
             study treatment

          -  Has a known additional malignancy that is progressing or has required active treatment
             within the past 3 years. Note: Participants with basal cell carcinoma of the skin,
             squamous cell carcinoma of the skin, or carcinoma in situ (e.g. breast carcinoma,
             cervical cancer in situ) that have undergone potentially curative therapy are not
             excluded from the study. Participants with localized prostate cancer that has
             undergone potentially curative treatment can be enrolled in the study.

          -  Has severe hypersensitivity (≥Grade 3) to pembrolizumab, any of the study chemotherapy
             agents, or their excipients

          -  Has an active autoimmune disease that has required systemic treatment in past 2 years

          -  Has a history of (non-infectious) pneumonitis that required steroids or has current
             pneumonitis

          -  Has an active infection requiring systemic therapy

          -  Has a known history of human immunodeficiency virus (HIV) infection

          -  Has a known history of Hepatitis B or known active Hepatitis C virus infection

          -  Has a known history of active tuberculosis (TB; Bacillus tuberculosis)

          -  Is pregnant or breastfeeding or expecting to conceive or father children within the
             projected duration of the study, starting with the screening visit through 120 days
             after the last dose of study treatment (180 days for participants receiving cisplatin
             who are breastfeeding)

          -  Has had an allogenic tissue/solid organ transplant