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Failing the DSA-C02 means paying the registration fee all over again, plus weeks of lost momentum. The Snowflake SnowPro Advanced: Data Scientist Certification practice material from 2Pass4sure is built to help you succeed on the first attempt, with 67 questions that mirror the scope of the official syllabus.

Snowflake DSA-C02 Exam Overview:

Certification Vendor:Snowflake
Exam Name:SnowPro Advanced: Data Scientist Certification Exam
Exam Number:DSA-C02
Exam Format:Multiple Choice, Scenario-based Questions, Multiple Select
Passing Score:750/1000
Available Languages:English
Real Exam Qty:65
Related Certifications:SnowPro Core Certification
SnowPro Advanced: Data Scientist
Certificate Validity Period:2 years
Exam Duration:115 minutes
Exam Price:$375 USD
Sample Questions: DOWNLOAD DEMO
Exam Way:Online proctored exam or test center delivery through Pearson VUE
Pre Condition:Active SnowPro Core Certification is recommended. Snowflake recommends 2+ years of hands-on experience as a Data Scientist using Snowflake in a production environment.
Official Syllabus URL:https://learn.snowflake.com/en/certifications/snowpro-advanced-datascientistC03

Snowflake DSA-C02 Exam Syllabus Topics:

SectionWeightObjectives
Data Preparation and Feature Engineering25-30%- Feature Engineering
  • 1. Create derived features
  • 2. Use Snowpark DataFrames
  • 3. Normalization and scaling
  • 4. Encoding categorical variables
- Data Preparation
  • 1. Sampling and aggregation
  • 2. Clean and transform data in Snowflake
  • 3. Data type conversion
  • 4. Handle missing values
- Exploratory Data Analysis
  • 1. Identify correlations
  • 2. Analyze distributions
  • 3. Detect anomalies
Model Development30-35%- Model Training
  • 1. Hyperparameter tuning
  • 2. Model selection strategies
  • 3. Train machine learning models
- Snowflake Machine Learning Capabilities
  • 1. Integrated machine learning services
  • 2. Snowpark ML workflows
  • 3. Python-based data science development
- Model Evaluation
  • 1. Evaluate model performance
  • 2. Compare candidate models
  • 3. Interpret model results
Model Deployment and Operations20-25%- Model Deployment
  • 1. Production integration patterns
  • 2. Deploy models in Snowflake
  • 3. Batch and real-time inference
- Generative AI and Advanced Capabilities
  • 1. Apply GenAI workflows
  • 2. Use LLM capabilities in Snowflake
  • 3. Evaluate AI model outputs
- Monitoring and Governance
  • 1. Monitor model performance
  • 2. Manage model versions
  • 3. Ensure security and compliance
Data Science Concepts15-20%- Data Science Methodologies
  • 1. Cross-validation methods
  • 2. Bias and variance concepts
  • 3. Feature selection techniques
  • 4. Experiment design
- Machine Learning Fundamentals
  • 1. Classification and regression
  • 2. Model evaluation metrics
  • 3. Supervised learning
  • 4. Unsupervised learning

DSA-C02 Exam FAQ: What Candidates Ask Most

The Snowflake SnowPro Advanced: Data Scientist Certification (exam code DSA-C02) is the exam you pass to earn the SnowPro Advanced Certification certification, a credential at the Advanced level. It is also connected with related credentials such as SnowPro Core Certification, SnowPro Advanced: Data Scientist. If you are mapping out a certification path with Snowflake, this exam is a milestone worth planning around.

The DSA-C02 exam includes 65 questions, and you have 115 minutes to complete them. With that many questions on the clock, pacing is part of the challenge: divide your time into rough blocks as you go, and flag the items that stall you so you can circle back at the end instead of burning minutes on a single question. A week or two before your exam date, sit at least one full timed session in the 2Pass4sure test engine under the same time limit, so the pace feels familiar rather than frantic on the day.

You need 750/1000 to pass the DSA-C02 exam, and the official registration fee is $375 USD. That fee is due again in full for every retake, which makes thorough preparation the cheaper investment by far. Before you book your seat, test yourself with the 2Pass4sure practice questions until you are scoring comfortably above the passing mark on a consistent basis — it is the simplest way to avoid paying for the same exam twice.

Active SnowPro Core Certification is recommended. Snowflake recommends 2+ years of hands-on experience as a Data Scientist using Snowflake in a production environment.

Eligibility rules can be adjusted by Snowflake over time, so before you register, confirm the current requirements on the official exam page: view the official DSA-C02 exam information.

Yes. 2Pass4sure offers a free PDF demo of the DSA-C02 practice questions, so you can judge the quality of the material firsthand before paying anything. Every purchase also includes 365 days of free updates — if Snowflake changes the exam during that year, your material changes with it. And when the free update period expires, you can extend it at a 50% discount from within your member zone.

Every DSA-C02 purchase at 2Pass4sure is backed by a 100% Money Back Guarantee: if you take the corresponding exam within 60 days of your purchase and do not pass, you can apply for a full refund. The guarantee has clear conditions — it does not apply if you sit the exam within 3 days of purchase, if you downloaded the material but never actually took the exam, or to free materials and expired orders, and the candidate name must match the payer name. To file a claim, send a scan of your exam enrollment slip together with your official Score Report PDF within 2 days of the exam; claims are processed within 7 days. If you would rather not take a refund, you can exchange the product instead and receive two additional exam preparation products of equal value for free, while your original product keeps its update service. Delivery itself is instant: your material is available for download right after payment and is also sent to your email within one minute — if it has not arrived within 2 hours, contact our customer service. There is no limit on how many computers you can install it on.

The official Snowflake SnowPro Advanced: Data Scientist Certification outline divides the exam content into 4 main domains. The first three are:

  • Data Science Concepts — 15-20%
  • Data Preparation and Feature Engineering — 25-30%
  • Model Deployment and Operations — 20-25%

That is only the headline view — scroll back up to the Exam Topics section on this page for the complete domain-by-domain breakdown before you plan your study schedule.

Snowflake SnowPro Advanced: Data Scientist Certification Sample Questions:

Consider a data frame df with columns ['A', 'B', 'C', 'D'] and rows ['r1', 'r2', 'r3']. What does the ex-pression df[lambda x : x.index.str.endswith('3')] do?

  • A. Returns the row name r3
  • B. Returns the third column
  • C. Filters the row labelled r3
  • D. Results in Error
Answer: C

Explanation: Only visible for 2Pass4sure members. You can sign-up / login (it's free).

Which one is not Types of Feature Scaling?

  • A. Min-Max Scaling
  • B. Robust Scaling
  • C. Standard Scaling
  • D. Economy Scaling
Answer: A

Explanation: Only visible for 2Pass4sure members. You can sign-up / login (it's free).

The most widely used metrics and tools to assess a classification model are:

  • A. Cost-sensitive accuracy
  • B. Area under the ROC curve
  • C. All of the above
  • D. Confusion matrix
Answer: C

Which of the following process best covers all of the following characteristics?
Collecting descriptive statistics like min, max, count and sum.
Collecting data types, length and recurring patterns.
Tagging data with keywords, descriptions or categories.
Performing data quality assessment, risk of performing joins on the data.
Discovering metadata and assessing its accuracy.
Identifying distributions, key candidates, foreign-key candidates,functional dependencies, embedded value dependencies, and performing inter-table analysis.

  • A. Data Virtualization
  • B. Data Collection
  • C. Data Profiling
  • D. Data Visualization
Answer: C

Explanation: Only visible for 2Pass4sure members. You can sign-up / login (it's free).

Secure Data Sharing do not let you share which of the following selected objects in a database in your account with other Snowflake accounts?

  • A. External tables
  • B. Sequences
  • C. Secure UDFs
  • D. Tables
Answer: B

Explanation: Only visible for 2Pass4sure members. You can sign-up / login (it's free).

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