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Exam Code: Databricks-Certified-Data-Engineer-Professional
Exam Name: Databricks Certified Data Engineer Professional Exam
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NEW QUESTION: 1
Flowlogistic Case Study
Company Overview
Flowlogistic is a leading logistics and supply chain provider. They help businesses throughout the world
manage their resources and transport them to their final destination. The company has grown rapidly,
expanding their offerings to include rail, truck, aircraft, and oceanic shipping.
Company Background
The company started as a regional trucking company, and then expanded into other logistics market.
Because they have not updated their infrastructure, managing and tracking orders and shipments has
become a bottleneck. To improve operations, Flowlogistic developed proprietary technology for tracking
shipments in real time at the parcel level. However, they are unable to deploy it because their technology
stack, based on Apache Kafka, cannot support the processing volume. In addition, Flowlogistic wants to
further analyze their orders and shipments to determine how best to deploy their resources.
Solution Concept
Flowlogistic wants to implement two concepts using the cloud:
Use their proprietary technology in a real-time inventory-tracking system that indicates the location of

their loads
Perform analytics on all their orders and shipment logs, which contain both structured and unstructured

data, to determine how best to deploy resources, which markets to expand info. They also want to use
predictive analytics to learn earlier when a shipment will be delayed.
Existing Technical Environment
Flowlogistic architecture resides in a single data center:
Databases

8 physical servers in 2 clusters
- SQL Server - user data, inventory, static data
3 physical servers
- Cassandra - metadata, tracking messages
10 Kafka servers - tracking message aggregation and batch insert
Application servers - customer front end, middleware for order/customs

60 virtual machines across 20 physical servers
- Tomcat - Java services
- Nginx - static content
- Batch servers
Storage appliances

- iSCSI for virtual machine (VM) hosts
- Fibre Channel storage area network (FC SAN) - SQL server storage
- Network-attached storage (NAS) image storage, logs, backups
10 Apache Hadoop /Spark servers

- Core Data Lake
- Data analysis workloads
20 miscellaneous servers

- Jenkins, monitoring, bastion hosts,
Business Requirements
Build a reliable and reproducible environment with scaled panty of production.

Aggregate data in a centralized Data Lake for analysis

Use historical data to perform predictive analytics on future shipments

Accurately track every shipment worldwide using proprietary technology

Improve business agility and speed of innovation through rapid provisioning of new resources

Analyze and optimize architecture for performance in the cloud

Migrate fully to the cloud if all other requirements are met

Technical Requirements
Handle both streaming and batch data

Migrate existing Hadoop workloads

Ensure architecture is scalable and elastic to meet the changing demands of the company.

Use managed services whenever possible

Encrypt data flight and at rest

Connect a VPN between the production data center and cloud environment

SEO Statement
We have grown so quickly that our inability to upgrade our infrastructure is really hampering further growth
and efficiency. We are efficient at moving shipments around the world, but we are inefficient at moving
data around.
We need to organize our information so we can more easily understand where our customers are and
what they are shipping.
CTO Statement
IT has never been a priority for us, so as our data has grown, we have not invested enough in our
technology. I have a good staff to manage IT, but they are so busy managing our infrastructure that I
cannot get them to do the things that really matter, such as organizing our data, building the analytics, and
figuring out how to implement the CFO' s tracking technology.
CFO Statement
Part of our competitive advantage is that we penalize ourselves for late shipments and deliveries. Knowing
where out shipments are at all times has a direct correlation to our bottom line and profitability.
Additionally, I don't want to commit capital to building out a server environment.
Flowlogistic's CEO wants to gain rapid insight into their customer base so his sales team can be better
informed in the field. This team is not very technical, so they've purchased a visualization tool to simplify
the creation of BigQuery reports. However, they've been overwhelmed by all the data in the table, and are
spending a lot of money on queries trying to find the data they need. You want to solve their problem in the
most cost-effective way. What should you do?
A. Create an additional table with only the necessary columns.
B. Create a view on the table to present to the virtualization tool.
C. Create identity and access management (IAM) roles on the appropriate columns, so only they appear
in a query.
D. Export the data into a Google Sheet for virtualization.
Answer: B

NEW QUESTION: 2
Which of the following objects can you use as target objects in a transformation? (Choose two)
A. InfoCube
B. Data Foundation
C. InfoSource
D. InfoSet
E. Business Layer
Answer: A,C

NEW QUESTION: 3
The components of an effective substance abuse program include all of the following except:
A. Targeted drug testing for employees who have substance abuse problems
B. Educational awareness for incoming employees regarding the company's substance abuse policy
C. Management training programs for implementing substance abuse policy
D. A written statement regarding the company's notolerance policy about substance abuse
E. Upperlevel management support for all substance abuse programs and policies
Answer: A
Explanation:
Explanation: Effective substance abuse programs require that drug testing be completely fair, and targeted drug testing for employees who betray substance abuse problems would not necessarily fall under the description of "fair." Answer choices A, B, C, and D are incorrect because all represent components of an effective substance abuse program within an organization.

NEW QUESTION: 4
Refer to the exhibit.

What in a ponnible reanon for the IPSec tunnel not entablinhing?
A. The accenn lintn do not match.
B. The trannform netn do not match.
C. The peer in unreachable.
D. The proxy IDn are invalid.
Answer: A
Explanation:
Proxy Identitien Not Supported
Thin mennage appearn in debugn if the accenn lint for IPnec traffic doen not match.
1d00h: IPSec(validate_trannform_proponal): proxy identitien not nupported
1d00h: ISAKMP: IPSec policy invalidated proponal
1d00h: ISAKMP (0:2): SA not acceptable!
The accenn lintn on each peer needn to mirror each other (all entrien need to be revernible). Thin example illuntraten
thin point.
Peer A
accenn-lint 150 permit ip 172.21.113.0 0.0.0.255 172.21.114.0 0.0.0.255
accenn-lint 150 permit ip hont 15.15.15.1 hont 172.21.114.123
Peer B
accenn-lint 150 permit ip 172.21.114.0 0.0.0.255 172.21.113.0 0.0.0.255
accenn-lint 150 permit ip hont 172.21.114.123 hont 15.15.15.1
Reference: http://www.cinco.com/c/en/un/nupport/docn/necurity-vpn/ipnec-negotiation-ike-protocoln/5409-ipnec-
debug-00.html#proxy


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