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That observation is a valid indicator for “A retried microbatch may repeat external side effects” when using Store or use the microbatch ID to make downstream operations idempotent. The scenario instead tests “An application uses `foreachBatch` but assumes exactly-once by default for every external sink”; the relevant result is An injected retry leaves the sink with one logical result per source key.

That observation is a valid indicator for “Microbatch processing unexpectedly skips later records because the consumer ignores part of the batch” when using Ensure the batch handler consumes all input needed by the stateful source. The scenario instead tests “An application uses `foreachBatch` but assumes exactly-once by default for every external sink”; the relevant result is An injected retry leaves the sink with one logical result per source key.

This signal belongs to the adjacent case “A custom MERGE must execute for every streaming microbatch with batch semantics,” whose remedy is Use `foreachBatch` to invoke a batch MERGE for each microbatch DataFrame. The observed result for the present requirement is An injected retry leaves the sink with one logical result per source key.

Configure appropriate task run-if behavior for the notification belongs to the separate case “A notification task must run after upstream processing fails or succeeds,” where The notification task runs under the intended upstream result condition would be expected. That differs from the condition in this stem: “Data validation must finish before any downstream publishing task starts.”

The alternative Use a Jobs If/else condition task and condition-dependent downstream tasks has a distinct purpose—The workflow must choose different branches based on a numeric validation result. It would not establish the required outcome (Data validation must finish before any downstream publishing task starts); the necessary verification concerns The job graph starts publication only after validation succeeds.

Use a Jobs For each task with the array input and nested task is appropriate when “The workflow should iterate one notebook task over a supplied list of region identifiers”; it would be verified by A run produces the intended task iteration for each region. It does not directly satisfy “Data validation must finish before any downstream publishing task starts,” whose relevant acceptance evidence is The job graph starts publication only after validation succeeds.

That observation is a valid indicator for “The workflow should iterate one notebook task over a supplied list of region identifiers” when using Use a Jobs For each task with the array input and nested task. The scenario instead tests “Data validation must finish before any downstream publishing task starts”; the relevant result is The job graph starts publication only after validation succeeds.

This signal belongs to the adjacent case “The workflow must choose different branches based on a numeric validation result,” whose remedy is Use a Jobs If/else condition task and condition-dependent downstream tasks. The observed result for the present requirement is The job graph starts publication only after validation succeeds.

The notification task runs under the intended upstream result condition pertains to a different control (Configure appropriate task run-if behavior for the notification) and a different need (A notification task must run after upstream processing fails or succeeds). It cannot establish that Make publishing depend on successful completion of validation met the stated goal.

This action solves a different issue: “The workflow must choose different branches based on a numeric validation result.” Its normal signal is The correct branch runs for each tested validation value. Here the requested behavior is “Two independent feature-processing tasks should run concurrently after ingestion,” so that signal is not sufficient.

The alternative Make publishing depend on successful completion of validation has a distinct purpose—Data validation must finish before any downstream publishing task starts. It would not establish the required outcome (Two independent feature-processing tasks should run concurrently after ingestion); the necessary verification concerns The job execution graph schedules both branches after ingestion.

The alternative Use a Jobs For each task with the array input and nested task has a distinct purpose—The workflow should iterate one notebook task over a supplied list of region identifiers. It would not establish the required outcome (Two independent feature-processing tasks should run concurrently after ingestion); the necessary verification concerns The job execution graph schedules both branches after ingestion.

The notification task runs under the intended upstream result condition pertains to a different control (Configure appropriate task run-if behavior for the notification) and a different need (A notification task must run after upstream processing fails or succeeds). It cannot establish that Create parallel dependent tasks with no dependency between the two transformations met the stated goal.

A run produces the intended task iteration for each region pertains to a different control (Use a Jobs For each task with the array input and nested task) and a different need (The workflow should iterate one notebook task over a supplied list of region identifiers). It cannot establish that Create parallel dependent tasks with no dependency between the two transformations met the stated goal.

That observation is a valid indicator for “The workflow must choose different branches based on a numeric validation result” when using Use a Jobs If/else condition task and condition-dependent downstream tasks. The scenario instead tests “Two independent feature-processing tasks should run concurrently after ingestion”; the relevant result is The job execution graph schedules both branches after ingestion.

The alternative Make publishing depend on successful completion of validation has a distinct purpose—Data validation must finish before any downstream publishing task starts. It would not establish the required outcome (A notification task must run after upstream processing fails or succeeds); the necessary verification concerns The notification task runs under the intended upstream result condition.

This action solves a different issue: “The workflow must choose different branches based on a numeric validation result.” Its normal signal is The correct branch runs for each tested validation value. Here the requested behavior is “A notification task must run after upstream processing fails or succeeds,” so that signal is not sufficient.

Use a Jobs For each task with the array input and nested task is appropriate when “The workflow should iterate one notebook task over a supplied list of region identifiers”; it would be verified by A run produces the intended task iteration for each region. It does not directly satisfy “A notification task must run after upstream processing fails or succeeds,” whose relevant acceptance evidence is The notification task runs under the intended upstream result condition.

That observation is a valid indicator for “Data validation must finish before any downstream publishing task starts” when using Make publishing depend on successful completion of validation. The scenario instead tests “A notification task must run after upstream processing fails or succeeds”; the relevant result is The notification task runs under the intended upstream result condition.

That observation is a valid indicator for “The workflow must choose different branches based on a numeric validation result” when using Use a Jobs If/else condition task and condition-dependent downstream tasks. The scenario instead tests “A notification task must run after upstream processing fails or succeeds”; the relevant result is The notification task runs under the intended upstream result condition.

The job execution graph schedules both branches after ingestion would demonstrate the separate action Create parallel dependent tasks with no dependency between the two transformations, which addresses “Two independent feature-processing tasks should run concurrently after ingestion.” It does not verify the requirement “A notification task must run after upstream processing fails or succeeds” following Configure appropriate task run-if behavior for the notification.

Configure appropriate task run-if behavior for the notification belongs to the separate case “A notification task must run after upstream processing fails or succeeds,” where The notification task runs under the intended upstream result condition would be expected. That differs from the condition in this stem: “The workflow must choose different branches based on a numeric validation result.”

The alternative Make publishing depend on successful completion of validation has a distinct purpose—Data validation must finish before any downstream publishing task starts. It would not establish the required outcome (The workflow must choose different branches based on a numeric validation result); the necessary verification concerns The correct branch runs for each tested validation value.

The alternative Create parallel dependent tasks with no dependency between the two transformations has a distinct purpose—Two independent feature-processing tasks should run concurrently after ingestion. It would not establish the required outcome (The workflow must choose different branches based on a numeric validation result); the necessary verification concerns The correct branch runs for each tested validation value.

That observation is a valid indicator for “Two independent feature-processing tasks should run concurrently after ingestion” when using Create parallel dependent tasks with no dependency between the two transformations. The scenario instead tests “The workflow must choose different branches based on a numeric validation result”; the relevant result is The correct branch runs for each tested validation value.

This signal belongs to the adjacent case “The workflow should iterate one notebook task over a supplied list of region identifiers,” whose remedy is Use a Jobs For each task with the array input and nested task. The observed result for the present requirement is The correct branch runs for each tested validation value.

This signal belongs to the adjacent case “A notification task must run after upstream processing fails or succeeds,” whose remedy is Configure appropriate task run-if behavior for the notification. The observed result for the present requirement is The correct branch runs for each tested validation value.

The alternative Create parallel dependent tasks with no dependency between the two transformations has a distinct purpose—Two independent feature-processing tasks should run concurrently after ingestion. It would not establish the required outcome (The workflow should iterate one notebook task over a supplied list of region identifiers); the necessary verification concerns A run produces the intended task iteration for each region.

The alternative Configure appropriate task run-if behavior for the notification has a distinct purpose—A notification task must run after upstream processing fails or succeeds. It would not establish the required outcome (The workflow should iterate one notebook task over a supplied list of region identifiers); the necessary verification concerns A run produces the intended task iteration for each region.

The alternative Make publishing depend on successful completion of validation has a distinct purpose—Data validation must finish before any downstream publishing task starts. It would not establish the required outcome (The workflow should iterate one notebook task over a supplied list of region identifiers); the necessary verification concerns A run produces the intended task iteration for each region.

The job graph starts publication only after validation succeeds pertains to a different control (Make publishing depend on successful completion of validation) and a different need (Data validation must finish before any downstream publishing task starts). It cannot establish that Use a Jobs For each task with the array input and nested task met the stated goal.

The correct branch runs for each tested validation value would demonstrate the separate action Use a Jobs If/else condition task and condition-dependent downstream tasks, which addresses “The workflow must choose different branches based on a numeric validation result.” It does not verify the requirement “The workflow should iterate one notebook task over a supplied list of region identifiers” following Use a Jobs For each task with the array input and nested task.

That observation is a valid indicator for “Two independent feature-processing tasks should run concurrently after ingestion” when using Create parallel dependent tasks with no dependency between the two transformations. The scenario instead tests “The workflow should iterate one notebook task over a supplied list of region identifiers”; the relevant result is A run produces the intended task iteration for each region.