Databricks Lakehouse Accreditation
Badge Exam Questions 2025/2026 Exam
All Answers and Illustrations Given
Which of the following is a common problem within a data lake architecture
that can be easily solved by using the Databricks Lakehouse Platform?
Select three responses.
- Ineffective partitioning
- Too many small files
- Lack of cloud service integrations
- Inability to use open-source data formats
,- Lack of ACID transaction support - 🧠ANSWER ✔✔Ineffective partitioning,
Too many small files, Lack of ACID transaction support.
Also: Lack of schema enforcement, lack of integration with a data catalog
Maintaining and improving data quality is a major goal of modern data
engineering. Which of the following contributes directly to high levels of
data quality within the Databricks Lakehouse Platform? Select two
responses.
- Data expectations enforcement
- Business intelligence tool integrations
- Simplified machine learning model serving
- Table schema evolution
- Apache Spark's data format flexibility - 🧠ANSWER ✔✔data expectations
enforcement, Apache Spark's data format flexibility?
, Which of the following is a benefit of the Databricks Lakehouse Platform
being designed to support all data and artificial intelligence (AI) workloads?
Select four responses.
1 Analysts can easily integrate their favorite business intelligence (BI) tools
for further analysis.
2 Data analysts, data engineers, and data scientists can easily collaborate
within a single platform.
3 Data workloads can be automatically scaled when needed.
4 There is increased need for multiple, specialist platform administrators to
maintain each component of the unified platform.
5 Data teams can all utilize secure data from a single source to deliver
reliable, consistent results across workloads at scale. - 🧠ANSWER ✔✔1, 2,
3, 5
Data sharing has traditionally been performed by proprietary vendor
solutions, SSH File Transfer Protocol (SFTP), or cloud-specific solutions.
However, each of these sharing tools and solutions comes with its own set
3
COPYRIGHT©JOSHCLAY 2025/2026. YEAR PUBLISHED 2025. COMPANY REGISTRATION NUMBER: 619652435. TERMS OF USE. PRIVACY
STATEMENT. ALL RIGHTS RESERVED
Badge Exam Questions 2025/2026 Exam
All Answers and Illustrations Given
Which of the following is a common problem within a data lake architecture
that can be easily solved by using the Databricks Lakehouse Platform?
Select three responses.
- Ineffective partitioning
- Too many small files
- Lack of cloud service integrations
- Inability to use open-source data formats
,- Lack of ACID transaction support - 🧠ANSWER ✔✔Ineffective partitioning,
Too many small files, Lack of ACID transaction support.
Also: Lack of schema enforcement, lack of integration with a data catalog
Maintaining and improving data quality is a major goal of modern data
engineering. Which of the following contributes directly to high levels of
data quality within the Databricks Lakehouse Platform? Select two
responses.
- Data expectations enforcement
- Business intelligence tool integrations
- Simplified machine learning model serving
- Table schema evolution
- Apache Spark's data format flexibility - 🧠ANSWER ✔✔data expectations
enforcement, Apache Spark's data format flexibility?
, Which of the following is a benefit of the Databricks Lakehouse Platform
being designed to support all data and artificial intelligence (AI) workloads?
Select four responses.
1 Analysts can easily integrate their favorite business intelligence (BI) tools
for further analysis.
2 Data analysts, data engineers, and data scientists can easily collaborate
within a single platform.
3 Data workloads can be automatically scaled when needed.
4 There is increased need for multiple, specialist platform administrators to
maintain each component of the unified platform.
5 Data teams can all utilize secure data from a single source to deliver
reliable, consistent results across workloads at scale. - 🧠ANSWER ✔✔1, 2,
3, 5
Data sharing has traditionally been performed by proprietary vendor
solutions, SSH File Transfer Protocol (SFTP), or cloud-specific solutions.
However, each of these sharing tools and solutions comes with its own set
3
COPYRIGHT©JOSHCLAY 2025/2026. YEAR PUBLISHED 2025. COMPANY REGISTRATION NUMBER: 619652435. TERMS OF USE. PRIVACY
STATEMENT. ALL RIGHTS RESERVED
