21 Workflow Orchestration questions from the MLOps & Integration bank, written for Indian campus drives and tech interviews. Every question has a verified answer and an AI-tutor explanation on placd.
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A.a directed acyclic graph of tasks with dependencies that Airflow schedules and runs
B.a template defining a single task type (Bash, Python, Kubernetes) within a DAG
C.the smallest scheduled unit of work in Control-M, defined with its command, host and conditions
D.BMC's enterprise workflow orchestrator that schedules, monitors and manages batch jobs across systems
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2. Which term means: "BMC's enterprise workflow orchestrator that schedules, monitors and manages batch jobs across systems"?
Junior
A.Control-M condition
B.Control-M
C.Airflow Operator
D.Control-M calendar
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3. Which statement is correct?
Junior
A.Control-M — a definition of which dates a job is eligible to run, e.g. business days only
B.Control-M — a directed acyclic graph of tasks with dependencies that Airflow schedules and runs
C.Control-M — a template defining a single task type (Bash, Python, Kubernetes) within a DAG
D.Control-M — BMC's enterprise workflow orchestrator that schedules, monitors and manages batch jobs across systems
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4. What is Control-M Job?
Junior
A.a task safe to retry because re-running it produces the same result without duplicate side effects
B.a definition of which dates a job is eligible to run, e.g. business days only
C.an in/out prerequisite linking jobs so a successor runs only after its predecessors complete
D.the smallest scheduled unit of work in Control-M, defined with its command, host and conditions
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5. Which term means: "the smallest scheduled unit of work in Control-M, defined with its command, host and conditions"?
Junior
A.Control-M Job
B.Control-M calendar
C.Control-M
D.Airflow Operator
Answer + AI explanation with Pro
6. Which statement is correct?
Junior
A.Control-M Job — a definition of which dates a job is eligible to run, e.g. business days only
B.Control-M Job — an in/out prerequisite linking jobs so a successor runs only after its predecessors complete
C.Control-M Job — the smallest scheduled unit of work in Control-M, defined with its command, host and conditions
D.Control-M Job — a template defining a single task type (Bash, Python, Kubernetes) within a DAG
Answer + AI explanation with Pro
7. What is Control-M condition?
Mid
A.a template defining a single task type (Bash, Python, Kubernetes) within a DAG
B.the smallest scheduled unit of work in Control-M, defined with its command, host and conditions
C.a task safe to retry because re-running it produces the same result without duplicate side effects
D.an in/out prerequisite linking jobs so a successor runs only after its predecessors complete
Answer + AI explanation with Pro
8. Which term means: "an in/out prerequisite linking jobs so a successor runs only after its predecessors complete"?
Mid
A.Airflow DAG
B.Control-M condition
C.Control-M
D.Control-M calendar
Answer + AI explanation with Pro
9. Which statement is correct?
Mid
A.Control-M condition — a definition of which dates a job is eligible to run, e.g. business days only
B.Control-M condition — a task safe to retry because re-running it produces the same result without duplicate side effects
C.Control-M condition — the smallest scheduled unit of work in Control-M, defined with its command, host and conditions
D.Control-M condition — an in/out prerequisite linking jobs so a successor runs only after its predecessors complete
Answer + AI explanation with Pro
10. What is Control-M calendar?
Mid
A.an in/out prerequisite linking jobs so a successor runs only after its predecessors complete
B.a definition of which dates a job is eligible to run, e.g. business days only
C.a directed acyclic graph of tasks with dependencies that Airflow schedules and runs
D.a task safe to retry because re-running it produces the same result without duplicate side effects
Answer + AI explanation with Pro
11. Which term means: "a definition of which dates a job is eligible to run, e.g. business days only"?
Mid
A.Control-M calendar
B.Control-M condition
C.Control-M
D.Idempotent task
Answer + AI explanation with Pro
12. Which statement is correct?
Mid
A.Control-M calendar — a directed acyclic graph of tasks with dependencies that Airflow schedules and runs
B.Control-M calendar — the smallest scheduled unit of work in Control-M, defined with its command, host and conditions
C.Control-M calendar — a definition of which dates a job is eligible to run, e.g. business days only
D.Control-M calendar — a task safe to retry because re-running it produces the same result without duplicate side effects
Answer + AI explanation with Pro
13. What is Airflow DAG?
Mid
A.the smallest scheduled unit of work in Control-M, defined with its command, host and conditions
B.a directed acyclic graph of tasks with dependencies that Airflow schedules and runs
C.a task safe to retry because re-running it produces the same result without duplicate side effects
D.an in/out prerequisite linking jobs so a successor runs only after its predecessors complete
Answer + AI explanation with Pro
14. Which term means: "a directed acyclic graph of tasks with dependencies that Airflow schedules and runs"?
Mid
A.Airflow Operator
B.Control-M Job
C.Airflow DAG
D.Idempotent task
Answer + AI explanation with Pro
15. Which statement is correct?
Mid
A.Airflow DAG — a directed acyclic graph of tasks with dependencies that Airflow schedules and runs
B.Airflow DAG — a definition of which dates a job is eligible to run, e.g. business days only
C.Airflow DAG — an in/out prerequisite linking jobs so a successor runs only after its predecessors complete
D.Airflow DAG — a task safe to retry because re-running it produces the same result without duplicate side effects
Answer + AI explanation with Pro
16. What is Airflow Operator?
Mid
A.an in/out prerequisite linking jobs so a successor runs only after its predecessors complete
B.BMC's enterprise workflow orchestrator that schedules, monitors and manages batch jobs across systems
C.a template defining a single task type (Bash, Python, Kubernetes) within a DAG
D.the smallest scheduled unit of work in Control-M, defined with its command, host and conditions
Answer + AI explanation with Pro
17. Which term means: "a template defining a single task type (Bash, Python, Kubernetes) within a DAG"?
Mid
A.Control-M condition
B.Idempotent task
C.Airflow DAG
D.Airflow Operator
Answer + AI explanation with Pro
18. Which statement is correct?
Mid
A.Airflow Operator — a directed acyclic graph of tasks with dependencies that Airflow schedules and runs
B.Airflow Operator — a template defining a single task type (Bash, Python, Kubernetes) within a DAG
C.Airflow Operator — an in/out prerequisite linking jobs so a successor runs only after its predecessors complete
D.Airflow Operator — BMC's enterprise workflow orchestrator that schedules, monitors and manages batch jobs across systems
Answer + AI explanation with Pro
19. What is Idempotent task?
Senior
A.a definition of which dates a job is eligible to run, e.g. business days only
B.an in/out prerequisite linking jobs so a successor runs only after its predecessors complete
C.the smallest scheduled unit of work in Control-M, defined with its command, host and conditions
D.a task safe to retry because re-running it produces the same result without duplicate side effects
Answer + AI explanation with Pro
20. Which term means: "a task safe to retry because re-running it produces the same result without duplicate side effects"?
Senior
A.Airflow Operator
B.Idempotent task
C.Control-M calendar
D.Airflow DAG
Answer + AI explanation with Pro
21. Which statement is correct?
Senior
A.Idempotent task — an in/out prerequisite linking jobs so a successor runs only after its predecessors complete
B.Idempotent task — a template defining a single task type (Bash, Python, Kubernetes) within a DAG
C.Idempotent task — a definition of which dates a job is eligible to run, e.g. business days only
D.Idempotent task — a task safe to retry because re-running it produces the same result without duplicate side effects
Answer + AI explanation with Pro
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