In this course, you will explore the fundamentals of Apache Spark and Delta Lake on Databricks. You will learn the architectural components of Spark, the DataFrame and Structured Streaming APIs, and how Delta Lake can improve your data pipelines. Lastly, you will execute streaming queries to process streaming data and understand the advantages of using Delta Lake.
Course Objectives:
- Define Spark’s architectural components
- Describe how DataFrames are transformed, executed, and optimized in Spark
- Apply the DataFrame API to explore, preprocess, join, and ingest data in Spark
- Apply the Structured Streaming API to perform analysis on streaming data
- Use Delta Lake to improve the quality and performance of data pipelines
Course content
Databricks
- Spark overview
- Databricks platform overview
- Spark SQL
- DataFrame reader, writer, transformation, and aggregation
- Datetimes
- Complex types
- User-defined functions (UDFs) and vectorized UDFs
- Spark internals
- Query optimization
- Partitioning
- Streaming API
- Delta Lake
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Course Prerequisites
- Familiarity with Python and basic programming concepts, including data types, lists, dictionaries, variables, functions, loops, conditional statements, exception handling, accessing classes, and using third-party libraries
- Basic knowledge of SQL, including writing queries using SELECT, WHERE, GROUP BY, ORDER BY, LIMIT, and JOIN
Who can attend
- Software developers
- Data scientists
- Big Data Analysts
- Data Engineers
- IT professionals interested in Big Data Analytics
- Individuals seeking to enhance their Apache Spark skills
- Professionals looking for data processing advancement
- Database administrators aiming to stay relevant in the industry
Number of Hours: 30hrs
Certification
Key features
- One to One Training
- Online Training
- Fastrack & Normal Track
- Resume Modification
- Mock Interviews
- Video Tutorials
- Materials
- Real Time Projects
- Virtual Live Experience
- Preparing for Certification
FAQs
DASVM Technologies offers 300+ IT training courses with 10+ years of Experienced Expert level Trainers.
- One to One Training
- Online Training
- Fastrack & Normal Track
- Resume Modification
- Mock Interviews
- Video Tutorials
- Materials
- Real Time Projects
- Materials
- Preparing for Certification
Call now: +91-99003 49889 and know the exciting offers available for you!
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All of our highly qualified trainers are industry experts with at least 10-12 years of relevant teaching experience. Each of them has gone through a rigorous selection process which includes profile screening, technical evaluation, and a training demo before they are certified to train for us. We also ensure that only those trainers with a high alumni rating continue to train for us.
No worries. DASVM technologies assure that no one misses single lectures topics. We will reschedule the classes as per your convenience within the stipulated course duration with all such possibilities. If required you can even attend that topic with any other batches.
DASVM Technologies provides many suitable modes of training to the students like:
- Classroom training
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