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01. A Talend team wants to mark the exact point in a project's Git history that corresponds to the version currently running in production, without creating an ongoing line of new development from that point.
Which Git concept best fits this need?
a) A tag, which marks a fixed, named point in history for later reference without itself becoming a line of continuing development.
b) A commit message, which only records descriptive text about a change and cannot itself be used to identify a specific point in history.
c) A repository clone, which produces a whole separate copy of the project rather than marking any single point within the existing history.
d) A branch, which is intended specifically to continue accumulating new, ongoing changes from the marked point forward rather than stay fixed.
02. Which two capabilities does properly configured communication between Talend Studio and Talend Administration Center provide to a development team?
(Choose two.)
a) Studio automatically writes finished Jobs directly onto a JobServer's file system without the Job ever passing through the conductor.
b) Multiple developers' Studio clients can work against the same centrally managed, shared project repository rather than isolated local copies.
c) Talend Administration Center compiles each Job's underlying code automatically the moment a developer saves it in Studio, with no separate deployment step.
d) Every developer's Studio client is merged into a single shared installation so that only one Studio license is required for a whole team.
e) Administrators can centrally manage user access and project authorizations for the projects that Studio clients connect to.
03. Larkspur Data Services wants a contractor to work only on the "Migration" project and nothing else, while keeping the contractor's existing role unchanged.
Which TAC concept should the administrator adjust?
a) The contractor's authentication method, since changing how a user's identity is verified also limits which projects that identity can subsequently see
b) The contractor's project authorization, scoping their access to only the Migration project
c) The Git repository branch permissions, since Git branch access is what ultimately determines project-level visibility in TAC
d) The JobServer cluster configuration, since restricting a cluster to one project also restricts every user's visibility to that project
04. An instructor at Quartz Manufacturing asks trainees to place three activities correctly: designing a Job, scheduling and administering its rollout, and actually executing its compiled code.
Which component is responsible for actually executing a Job's compiled code at runtime, as distinct from designing or scheduling it?
a) Talend Studio, which is where a Job is designed and built rather than where its compiled code is actually executed at runtime
b) TAC's Conductor, which schedules and rolls out a Job for execution rather than carrying out that execution itself directly
c) The shared Git repository, which stores versioned Job designs rather than carrying out any execution of compiled code at all
d) The JobServer, which carries out execution of a deployed Job rather than designing it or scheduling its rollout beforehand
05. Within the overall Talend Data Integration architecture, what is the primary role of Talend Studio?
a) It is the execution server on which deployed Jobs actually run at runtime.
b) It is the web-based application that centralizes administration of users, roles, and deployed Jobs.
c) It is the design-time client where developers build and design Jobs.
d) It is the repository that stores logs of previously executed Jobs for later review.
06. Coral Reef Media's administrator is comparing two ways of investigating a Job that intermittently misbehaves: watching the Conductor's live task list while the Job runs, versus reviewing that run's log once it has finished.
Which best distinguishes these two approaches?
a) Watching the live task list shows current progress while the run happens, while the log preserves details of a run after it is over
b) Both approaches show exactly the same information at exactly the same moment, so choosing between them makes no practical difference
c) The live task list only exists for Jobs deployed as compiled Jobs, while the log only exists for Artifact-repository Jobs specifically
d) The live task list is generated by Talend Studio at design time, while the log is instead generated by Git during a commit
07. Thistle Foods is rolling out Talend Data Integration to a small development team for the first time.
What is the general purpose of configuring a Talend Studio client to communicate with the organization's TAC?
a) So that TAC can automatically write the Job's transformation logic on the developer's behalf without any further input
b) So that the Studio client can work against the organization's shared, centrally administered project rather than an isolated local one
c) So that a JobServer can be installed directly onto the very same machine that Talend Studio happens to be running on
d) So that Studio can compile Jobs faster on the developer's own machine, entirely independent of anything TAC is otherwise used for at all
08. At Pinegate Logistics, a newly installed TAC instance cannot list any projects, users, or prior settings, even though the application starts normally.
Which of the following is the most likely root cause?
a) A JobServer cluster node failed to register with the Conductor, which prevents any previously deployed Jobs from appearing in the execution history list
b) An execution plan was deleted, which removes the scheduled tasks but leaves users and projects intact
c) The TAC admin database connection was left unconfigured, so TAC has nowhere to read or write its administrative records
d) The Git repository configured for Studio has an invalid branch name, which blocks developers from committing new Jobs
09. Which statement best defines a "project authorization" in TAC?
a) A record that scopes which users, or groups, may act on a specific project and in what capacity
b) A configuration property that sets the admin database connection string for the entire TAC instance
c) A log entry generated automatically whenever a Job completes successfully in the Conductor
d) A record that lists which JobServer cluster nodes are permitted to execute any Job regardless of which project it belongs to
10. Brightwater Logistics runs a nightly job that consolidates the previous day’s shipment records into a reporting database, while a separate feed reacts to individual tracking events as they occur.
Which statement best distinguishes batch data integration from real-time (streaming) data integration?
a) Batch integration can only ever move data between two systems at a time, whereas real-time integration is the only approach able to reach more than one target
b) Batch integration processes data in scheduled groups at defined intervals, whereas real-time integration processes each record continuously as it arrives
c) Batch integration always transforms data at the source while real-time integration always transforms it at the destination after loading
d) Batch integration guarantees that no data is ever transformed in transit, whereas real-time integration guarantees every record is enriched before delivery
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