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Google Professional Data Engineer Exam - Topic 4 Question 99 Discussion

Actual exam question for Google's Professional Data Engineer exam
Question #: 99
Topic #: 4
[All Professional Data Engineer Questions]

You are running your BigQuery project in the on-demand billing model and are executing a change data capture (CDC) process that ingests dat

a. The CDC process loads 1 GB of data every 10 minutes into a temporary table, and then performs a merge into a 10 TB target table. This process is very scan intensive and you want to explore options to enable a predictable cost model. You need to create a BigQuery reservation based on utilization information gathered from BigQuery Monitoring and apply the reservation to the CDC process. What should you do?

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Suggested Answer: D

https://cloud.google.com/blog/products/data-analytics/manage-bigquery-costs-with-custom-quotas.

Here's why creating a BigQuery reservation for the project is the most suitable solution:

Project-Level Reservation: BigQuery reservations are applied at the project level. This means that the reserved slots (processing capacity) are shared across all jobs and queries running within that project. Since your CDC process is a significant contributor to your BigQuery usage, reserving slots for the entire project ensures that your CDC process always has access to the necessary resources, regardless of other activities in the project.

Predictable Cost Model: Reservations provide a fixed, predictable cost model. Instead of paying the on-demand price for each query, you pay a fixed monthly fee for the reserved slots. This eliminates the variability of costs associated with on-demand billing, making it easier to budget and forecast your BigQuery expenses.

BigQuery Monitoring: You can use BigQuery Monitoring to analyze the historical usage patterns of your CDC process and other queries within your project. This information helps you determine the appropriate amount of slots to reserve, ensuring that you have enough capacity to handle your workload while optimizing costs.

Why other options are not suitable:

A . Create a BigQuery reservation for the job: BigQuery does not support reservations at the individual job level. Reservations are applied at the project or assignment level.

B . Create a BigQuery reservation for the service account running the job: While you can create reservations for assignments (groups of users or service accounts), it's less efficient than a project-level reservation in this scenario. A project-level reservation covers all jobs within the project, regardless of the service account used.

C . Create a BigQuery reservation for the dataset: BigQuery does not support reservations at the dataset level.

By creating a BigQuery reservation for your project based on your utilization analysis, you can achieve a predictable cost model while ensuring that your CDC process and other queries have the necessary resources to run smoothly.


Contribute your Thoughts:

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Teddy
4 months ago
Definitely not the dataset, that won't help with costs.
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Mickie
4 months ago
Wait, can you really reserve for just the job? That’s surprising!
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Colette
4 months ago
Why not just reserve for the project? Seems easier.
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Otis
4 months ago
I think a reservation for the service account makes more sense!
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Aileen
4 months ago
A reservation for the job seems like the best option.
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Aide
5 months ago
I believe creating a reservation for the service account could be beneficial since it would cover all jobs run by that account, but I'm not entirely certain.
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Franklyn
5 months ago
I vaguely recall that reservations can be tied to specific jobs, but I'm not confident if that's the best option here.
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Ocie
5 months ago
I think we practiced a similar question where we had to choose between different levels for reservations. I feel like creating a reservation for the project might be the right approach.
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Adell
5 months ago
I remember we discussed how reservations can help manage costs, but I'm not sure if it should be for the job or the service account.
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Dianne
5 months ago
I'm pretty confident the answer is A - create a BigQuery reservation for the job. The question specifically mentions that we want to apply the reservation to the CDC process, so that seems like the logical choice here.
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Florinda
5 months ago
Okay, let me break this down. The key is that we want to create a predictable cost model for this CDC process, which is scan-intensive. Creating a reservation for the job itself seems like the most targeted approach to achieve that.
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Josphine
5 months ago
Hmm, I'm a bit confused here. Is it really just about creating a reservation for the job, or do we need to consider the service account, dataset, or project as well? I'll need to think this through carefully.
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Herminia
5 months ago
This question seems straightforward - I think the answer is to create a BigQuery reservation for the job itself, since that's what we're trying to optimize the cost for.
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Maybelle
1 year ago
Hold up, is this a trick question? I'm just gonna go with option E: 'Pray to the BigQuery gods for mercy and hope the costs don't bankrupt the company.'
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Karima
1 year ago
B) Create a BigQuery reservation for the service account running the job.
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Stevie
1 year ago
A) Create a BigQuery reservation for the job.
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Jeffrey
1 year ago
This CDC process sounds like a real data-munching machine! I'd pick option C and reserve the dataset to make sure it has the resources it needs to get the job done.
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Ashlyn
1 year ago
I'm thinking option B is the right choice. Reserving the service account running the job ensures the resources are there when it needs them.
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Rosio
1 year ago
A) Create a BigQuery reservation for the job.
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Jesusa
1 year ago
That makes sense, reserving the service account would ensure the resources are available for the job.
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Chun
1 year ago
B) Create a BigQuery reservation for the service account running the job.
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Marylou
1 year ago
A) Create a BigQuery reservation for the job.
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Whitney
1 year ago
I'm not sure, maybe creating a reservation for the project could also work. We should consider all options before deciding.
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Galen
1 year ago
I agree with Elinore. Creating a reservation for the job based on utilization information seems like the best option.
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Jina
1 year ago
Option D is the way to go. Creating a project-level reservation gives you the most flexibility to manage costs across all your BigQuery workloads.
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Shawana
1 year ago
D) Create a BigQuery reservation for the project.
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Helene
1 year ago
B) Create a BigQuery reservation for the service account running the job.
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Tarra
1 year ago
A) Create a BigQuery reservation for the job.
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Elinore
1 year ago
I think we should create a BigQuery reservation for the job to enable a predictable cost model.
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Sabra
1 year ago
I'd go with option A. Creating a reservation for the job itself seems like the most targeted approach to manage the cost of this CDC process.
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Catrice
1 year ago
I think creating a reservation for the job itself would be more effective in this case.
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Vincenza
1 year ago
B) Create a BigQuery reservation for the service account running the job.
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Heike
1 year ago
That makes sense, it would help control costs for that specific process.
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Rosendo
1 year ago
I think focusing on the job directly would be more effective in this case.
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Emelda
1 year ago
A) Create a BigQuery reservation for the job.
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Viola
1 year ago
B) Create a BigQuery reservation for the service account running the job.
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Elke
1 year ago
That makes sense, it would help control costs for the specific process.
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Gregg
1 year ago
A) Create a BigQuery reservation for the job.
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