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| Certification Vendor: | Databricks |
|---|---|
| Exam Name: | Databricks Certified Associate Developer for Apache Spark 3.0 Exam |
| Exam Number: | Associate-Developer-Apache-Spark |
| Exam Price: | $200 USD |
| Exam Duration: | 120 minutes |
| Available Languages: | English |
| Exam Format: | Multiple Select, Multiple Choice |
| Passing Score: | 70% |
| Related Certifications: | Databricks Certified Professional Data Engineer Databricks Certified Associate Data Engineer |
| Certificate Validity Period: | 2 years |
| Real Exam Qty: | 60 |
| Recommended Training: | Databricks Exam Guide Databricks Academy - Apache Spark for Developers |
| Exam Registration: | Databricks Certification Portal |
| Sample Questions: | ![]() |
| Exam Way: | Online proctored or in-person at authorized test centers |
| Pre Condition: | Basic programming experience in Python or Scala; working knowledge of SQL; recommended 6+ months of hands-on Spark experience |
| Official Syllabus URL: | https://www.databricks.com/learn/certification/apache-spark-developer-associate |
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Using Spark SQL | 12% | - Supported file formats and data sources - Querying data with Spark SQL - Working with views and tables |
| Topic 2: Apache Spark Architecture and Components | 28% | - Driver and executor architecture - Spark execution model and hierarchy - Lazy evaluation, transformations vs actions - Fault tolerance and shuffle operations |
| Topic 3: Developing DataFrame API Applications | 44% | - Reading/writing data and partitioning - Column and row manipulation - Filtering, sorting, aggregation - User-defined functions (UDFs) - Handling missing data and duplicates |
| Topic 4: Structured Streaming | 8% | - Streaming concepts and operations - Output modes and triggers |
| Topic 5: Troubleshooting and Tuning | 8% | - Performance optimization - Query plans and execution analysis |
Databricks Certified Associate Developer for Apache Spark 3.0 is an official Databricks exam, catalogued under the code Associate-Developer-Apache-Spark. Passing it awards the Databricks Certified Associate Developer for Apache Spark 3.0 certification at the Associate level. It also links to Databricks Certified Professional Data Engineer, Databricks Certified Associate Data Engineer, which broadens its career value. Qualifying exams exist to prove ability in a measurable way, and this one proves yours against the vendor's own standard.
Databricks Certified Associate Developer for Apache Spark 3.0 gives you 60 questions and 120 minutes to answer them. Treat time as a resource to allocate, not a countdown to fear: rehearse full sessions in the ValidDumps test engine, practice skipping and returning, and build the calm familiarity that lets your actual knowledge show up on exam day.
Passing Databricks Certified Associate Developer for Apache Spark 3.0 takes 70%, and the official fee is $200 USD. Retakes cost the full $200 USD again, which makes verified readiness the cheapest insurance there is. Track your ValidDumps practice scores across sessions and book the exam only when clearing the requirement has become your baseline, not your best day.
Basic programming experience in Python or Scala; working knowledge of SQL; recommended 6+ months of hands-on Spark experience
Since vendor requirements are revised periodically, confirm the current conditions before registering on the official exam page.
Registration for Databricks Certified Associate Developer for Apache Spark 3.0 runs through the official channels below.
One scheduling note: the exam is delivered Online proctored or in-person at authorized test centers.
Databricks recommends the following training for Databricks Certified Associate Developer for Apache Spark 3.0 candidates.
Whichever path you choose, reinforce it with the 179 practice questions in the ValidDumps Associate-Developer-Apache-Spark package, because exam confidence is built by answering, not just reading.
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Your purchase carries a 100% money-back guarantee with defined conditions. Take the Databricks Certified Associate Developer for Apache Spark 3.0 exam within 60 days of purchase; if you fail, you can claim a full refund, provided the exam matches your product. Attempts within 3 days of purchase are not eligible, and neither are downloaded-but-unused products, free materials, or expired orders; the candidate name must match the payer name. File with a scanned enrollment slip and the official Score Report PDF within 2 days of the exam, and claims are processed within 7 days. If you prefer, exchange instead: two other exam products of equal value, free, with the update service on your original purchase retained.
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The Databricks Certified Associate Developer for Apache Spark 3.0 exam is divided into 5 domains. The most prominent are Using Spark SQL (12%), Structured Streaming (8%), and Troubleshooting and Tuning (8%). The complete outline is above on this page; candidates who know the map waste far less time getting to the destination.
Which of the following code blocks returns a new DataFrame with the same columns as DataFrame transactionsDf, except for columns predError and value which should be removed?
Correct Answer: D 🗳️
Explanation: Only visible for ValidDumps members. You can sign-up / login (it's free).
The code block shown below should return a copy of DataFrame transactionsDf with an added column cos.
This column should have the values in column value converted to degrees and having the cosine of those converted values taken, rounded to two decimals. Choose the answer that correctly fills the blanks in the code block to accomplish this.
Code block:
transactionsDf.__1__(__2__, round(__3__(__4__(__5__)),2))
Correct Answer: B 🗳️
Explanation: Only visible for ValidDumps members. You can sign-up / login (it's free).
Which of the following describes a narrow transformation?
Correct Answer: A 🗳️
Explanation: Only visible for ValidDumps members. You can sign-up / login (it's free).
Which of the following describes the difference between client and cluster execution modes?
Correct Answer: B 🗳️
Explanation: Only visible for ValidDumps members. You can sign-up / login (it's free).
Which of the following statements about broadcast variables is correct?
Correct Answer: A 🗳️
Explanation: Only visible for ValidDumps members. You can sign-up / login (it's free).
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