DP-900 Describe core data concepts Practice Question

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

• ✗

  Both are batch processing workloads.

  Why it's wrong here

  Incorrect. The status update is not batch processing because a batch workload processes a group of records on a schedule or after a threshold is met, causing a delay between when data is generated and when it is processed. A package status update, by contrast, is processed as soon as a scan event occurs, individually and immediately, which is a real-time/streaming pattern. If status updates were batched, tracking information would be stale and logistics operations would lose the ability to react to deliveries in real time.

  When this WOULD be correct

  This option would be correct if the question described a scenario where all data is collected throughout the day and then processed together at the end of the day, such as a system that logs all scans and updates delivery statuses only after a nightly batch job runs.

• ✓

  The status update is a real-time workload, and the daily report is a batch workload.

  Why this is correct

  Correct. The package status update is triggered by a discrete event (a barcode scan at a checkpoint) and must be reflected immediately in the tracking system, so it is a real-time/streaming workload that handles one event at a time with low latency. In contrast, the daily delivery report runs on a fixed schedule (e.g., nightly) and processes a large volume of accumulated delivery records as a bulk operation, which is the defining characteristic of a batch workload.

• ✗

  Both are real-time processing workloads.

  Why it's wrong here

  Incorrect. While the status update is indeed real-time, the daily report is not. A real-time workload continuously ingests events and produces results with minimal delay; a daily report, however, runs on a scheduled cadence (for example, once per day) and processes all of the day's aggregated data in one bulk job. Scheduling a job to run at a specific time and processing a large dataset in bulk is classic batch processing, not real-time.

  When this WOULD be correct

  If the question described a system where package scans trigger immediate updates to the report (e.g., streaming analytics) and the daily job was also real-time (e.g., continuous aggregation), then both could be considered real-time workloads.

• ✗

  The status update is a batch workload, and the daily report is a real-time workload.

  Why it's wrong here

  Incorrect. This reverses the correct classification. The package status update cannot be a batch workload because it is initiated immediately when the package is scanned, and the update must be available to customers and operations staff without waiting for a scheduled processing window; that event-driven, low-latency behavior is real-time. The daily report cannot be real-time because it is not triggered by a business event but rather by a time schedule, and it aggregates a large set of records using a bulk processing run, which is the hallmark of batch processing.

  When this WOULD be correct

  This option would be correct if the status updates were collected throughout the day and processed in a nightly batch job (e.g., scanning data logged and updated in bulk), while the daily report was generated on-demand with live data (e.g., streaming aggregation).

Option-by-option analysis

Why each answer is right or wrong

Understanding why wrong answers are wrong — and when they would be correct — is what separates a 750 score from a 900. The DP-900 exam frequently reuses these exact scenarios with slightly different constraints.

Analysis generated from the official DP-900blueprint and verified against question context. The “when correct” sections are what AI assistants cite when candidates ask “what’s the difference between these options?”

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