- Admission Open For New batch
Spark Scala Course in Pune
In Association with:
Certification aligned to:
- Advanced Certification Training Program by Ethan’s.
- 09-Week intensive Spark Scala training program with hybrid classes (online + offline), ideal for learners aiming to build a career in big data engineering and distributed data processing in Pune.
- Suitable for college students, graduates, postgraduates, working professionals, data engineers, software developers, candidates with a career gap, and early big data professionals.
- Start from scratch – no prior big data or Scala experience required, all fundamentals and prerequisites will be covered step by step.
- Industry-aligned curriculum designed for modern big data environments, covering Apache Spark, Scala programming, distributed computing, real-time processing, and large-scale data analytics.
31st Dec
Next Batch
09 Week
Course Duration
Hybrid
Online + Offline
5 LPA
Avg Package
Spark Scala Course in Pune
Spark Scala Course
in Pune
Our Spark and Scala course is expected to take two months with a total 16-18 classes which includes practical Scala and Spark training, each class is having three-four hours training. It majorly covers : Scala Programming, Spark programming, Advanced Examples of Spark Programs, Running Spark on a Cluster, Spark DataFrames and Datasets, Regression with Spark, Classification with Spark, Model Evaluation, Clustering with Spark etc
Lectures: 8-9 Weekends | Duration: 54-60 hours | Training Mode: Classroom & Online
Register to confirm your seat. Limited seats are available.
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Spark & Scala Course Training Location
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- Shivajinagar













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Ex IIT Kharagpur, AI
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Ex Microsoft – Azure
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Ex IIT Bombay, GenAI
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Cloud & DevOps Architect
Jatin Sir
Ex Credit Suisse, Python
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Ex IIIT Allahabad, DSA
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Ex-Data Analyst, MuSigma
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Ex-IIM Bangalore, GenAI
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Syllabus
Spark & Scala Course Training in Pune
Spark & Scala Course Content
- Module 1 – Scala Programming: Level One
- Introduction to Scala and Spark
- Arithmetic and Numbers
- Values and Variables
- Booleans and Comparison Operators
- Strings and Basic Regex
- Tuples
- Scala Basics – Assessment Test Exercises
- Module 2 – Collections
- Intro to Collections
- Lists
- Arrays
- Sets
- Maps
- Collections – Assessment Test Exercise
- Module 3 – Scala Programming: Level Two
- Flow Control
- For Loops
- While Loops
- Functions
- Scala Programming Exercises
- Module 4 – Spark programming basics
- The Resilient Distributed Dataset
- Ratings Histogram Walkthrough
- Spark Internals
- Key / Value RDD’s, and the Average Friends by Age example
- [POC] Running the Average Friends by Age Example
- Filtering RDD’s, and the Minimum Temperature by Location Example
- [POC] Running the Minimum Temperature Example, and Modifying it for Maximum
- [POC] Counting Word Occurrences using Flatmap()
- [POC] Improving the Word Count Script with Regular Expressions
- [POC] Sorting the Word Count Results
- [Exercise] Find the Total Amount Spent by Customer and Sort Them by Total Amount Spen
- Module 5 – Advanced Examples of Spark Programs
- [POC] Find the Most Popular Movie
- [POC] Use Broadcast Variables to Display Movie Names
- [POC] Find the Most Popular Superhero in a Social Graph
- Superhero Degrees of Separation: Introducing Breadth-First Search
- Superhero Degrees of Separation: Accumulators, and Implementing BFS in Spark
- Superhero Degrees of Separation: Review the code, and run it!
- Item-Based Collaborative Filtering in Spark, cache(), and persist()
- [POC] Running the Similar Movies Script using Spark’s Cluster Manager
- [Exercise] Improve the Quality of Similar Movies
- Module 6 – Running Spark on a Cluster
- [POC] Using spark-submit to run Spark driver scripts
- [POC] Packaging driver scripts with SBT
- Introducing Amazon Elastic MapReduce
- Creating Similar Movies from One Million Ratings on EMR
- Partitioning
- Best Practices for Running on a Cluster
- Troubleshooting, and Managing Dependencies
- Module 7 – Spark DataFrames and Datasets
- Introduction to Spark DataFrames
- DataFrames Overview
- Spark DataFrame Operations
- GroupBy and Aggregate Functions
- Missing data
- Date and Timestamps
- DataFrame Project Exercises
- [POC] Using DataSets instead of RDD’s
- Module 8 – Regression with Spark
- Introduction to Linear Regression
- Introduction to Regression Section
- Linear Regression Documentation Example
- Alternate Linear Regression Data CSV File
- Linear Regression Walkthrough Part 1
- Linear Regression Walkthrough Part 2
- Linear Regression Exercise Project
- Module 9 – Classification with Spark
- Introduction to Classification
- Classification Documentation Example
- Spark Classification – Logistic Regression Example – Part 1
- Spark Classification – Logistic Regression Example – Part 2
- Logistic Regression Project Exercise
- Module 10 – Model Evaluation
- Model Evaluation Overview
- Spark Model Evaluation – Documentation Example
- Spark – Model Evaluation – Regression Example
- Module 11 – Clustering with Spark
- Introduction to Clustering with Spark
- KMeans Theory Lecture
- Example of KMeans with Spark
- Clustering Project Exercise Overview
- Module 12 – PCA with Spark
- PCA Theory Overview
- PCA with Spark – Project Exercise
- PCA with Spark – Documentation Example
- Module 13 – DataBricks and Spark
- Databricks Overview
- Introduction to Spark Recommendation Systems
- Spark Recommender System Implementation
- Zeppelin Notebooks on AWS Elastic MapReduce.
- Module 14 – Intro to Spark Streaming
- Spark Streaming Overview
- [POC] Set up a Twitter Developer Account, and Stream Tweets
- Structured Streaming
- Projects
- Live Twitter Sentiments Analysis using Spark
- Yelp Data Processing Using Spark and Hive Part 1
Features
Classroom Sessions
Ethans Pune delivers training designed to meet real-world demands, with strong emphasis on hands-on and project-based learning. Sessions are interactive, ensuring individual attention for every student. Learners also get access to online doubt-clearing sessions, recorded backup classes, and a discussion forum for continuous academic support.
Learning Management System
Our LMS provides free add-on courses to strengthen cross-functional skills required in the industry. Students can revisit recorded sessions from their ongoing batches and access structured study resources. These include assignments, projects, POCs, and reference materials that support learning across all modules and help reinforce key concepts.
Quiz, Assignments & POC's
Each course is supported with topic-wise quizzes, practical assignments, and interview-oriented tasks. Assignments are customized based on student skill level and project needs, typically requiring around one hour daily. These tasks simulate real company scenarios, ensuring hands-on exposure, along with complementary study material for every module.
FutureSkills Prime Certification
Ethans is an ISO 9001:2015 certified institute, offering certifications recognized across industries. After successful assessment by industry experts, students receive a course completion certificate endorsed by FutureSkills Prime. This certification adds credibility to your profile, strengthens your resume, and enhances opportunities upon course and project completion.
Real-life Case Studies
Ethans integrates real-time projects with practical business use cases into its curriculum. Students learn to understand business requirements, perform analysis, and solve implementation challenges. This hands-on approach bridges the gap between theory and practice, helping learners gain confidence by applying concepts to real-world industry scenarios.
Job Assistance Program
After completing a course, eligible students can opt for Ethans’ job assistance program. This includes resume building, profile optimization, and interview guidance. With a strong alumni network of over 5,000 members, job opportunities are regularly shared. Over 3,000 students have successfully placed across leading companies in India.
Learning Management System Here (LMS)
Learn anytime, anywhere & track your progress.
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Industry Projects
Big Data Processing Project Using Spark & Scala
This project focuses on processing large-scale datasets using Apache Spark and Scala, performing transformations, actions, and optimizations for high-performance analytics.
Real-Time Data Processing & Streaming Analytics Project
This project involves building real-time data pipelines using Spark Streaming to process live data streams, detect patterns, and generate actionable insights at scale.
Data Engineering & ETL Pipeline Optimization Project
This project designs and implements end-to-end ETL pipelines using Spark and Scala, integrating multiple data sources and ensuring data quality and scalability across systems.
Big Data Analytics & Reporting Dashboard Project
This project builds analytics dashboards by integrating Spark-processed data with visualization tools, enabling insights into trends, performance, and data patterns.
Trusted by Leading Platforms
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Spark Scala – Program Highlights
Accelerate your big data career with Ethan’s Tech’s Spark Scala Certification Training, designed for aspiring data engineers, big data developers, and analytics professionals. This program takes you from Spark fundamentals to advanced distributed data processing and analytics.
- 15+ Hands-on Big Data Projects – Gain experience working on big data use cases, Spark jobs, and distributed data processing scenarios.
- Internship-Integrated Spark Scala Program – Apply your big data skills in business environments through hands-on internship exposure.
- Comprehensive Coverage – Master Scala programming, Apache Spark Core, Spark SQL, DataFrames, Datasets, and cluster management.
- Tied-Up with 500+ Companies – Explore job opportunities with organizations hiring Spark Scala and big data professionals.
- 100% Career Support – Access our POD hiring platform, expert mentorship, and placement assistance.
- Master Big Data Engineering & Distributed Analytics – Learn to process datasets efficiently, build scalable pipelines, and optimize applications.
- Job Readiness Program – Includes resume building, mock interviews, real-world scenario discussions, and soft skill training for cloud roles.
- Recognized Certification – Earn an industry-recognized Azure certification with dedicated support to launch your cloud career.
- Receive industry-recognized certification and 100% placement support, including resume building, mock interviews.
Up-Skill with an Industry-Recognized Certificate
Gain a competitive edge in the job market with our industry-recognized certification, designed to validate your skills and elevate your career.
Validated Certification from Ethans Tech
Receive a professional certificate that validates your expertise and is recognized across leading IT companies.
Training Backed by Real-World Expertise
Ethans Tech follows a practical, hands-on training approach aligned with industry needs, boosting your job readiness.
Professional Credential for Career Growth
Showcase your technical skills with a credible certificate that strengthens your portfolio and improves hiring prospects.
Master 12+ In-demand Skills in Spark & Scala
- Scala Programming Fundamentals
- Introduction to Apache Spark
- Data Processing & Transformation
- Functional & Object-Oriented Programming in Scala
- RDDs & DataFrames in Spark
- Performance Tuning in Spark
- Collections & Data Structures
- Spark SQL & Structured Streaming
- Integration with Hadoop & Cloud
- Error Handling & Exception Management
- Spark MLlib for Machine Learning
- Spark & Scala Project Implementation
Why to Join this Program
Guest Lectures by IIT professors
Learn directly from top IIT faculty through hands-on, real-time sessions
Ethan’s Tech Career Track
Flexible timelines to complete your course and projects at your own pace
IIT Approved Mentors
Get personalized guidance and career insights from experienced professionals
Advance Curriculum
Master concepts from basic to expert level through structured, applied learning
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Why Choose Ethan’s Tech?
OTHERS
- Breadth and Depth of Curriculum
- Beginner-Friendly Bootcamp
- GenAI Integration
- Specialised Paths
- Projects Experience
- Alumni & Outcomes
- Hands-On Learning Model
- Mentorship & Faculty Access
- Comprehensive
- Structured Start
- Fully Applied
- Multiple Tracks
- Real-World & Personalized
- Large Network
- Applied & Practical
- Expert-Led
- Limited
- No On-Ramp
- Light Touch
- One Track
- Minimal & Fixed
- Small Base
- Theory-Heavy
- Basic Support
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What our Students Say
Ethan’s Tech played a key role in shaping my Python development skills. The course focused on core concepts with real-world applications. Trainers explained topics clearly and provided support. This training helped me gain confidence and secure my role as Python Developer at Automata Pvt. Ltd.
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Cloud Engineer | Minutus Computing
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Ethans Tech is a leading professional training institute founded with the mission to bridge the gap between academic learning and real-world skills. With a strong presence in Pune and expanding across India, Ethans Tech has trained thousands of students and working professionals, helping them upgrade their careers in the most in-demand technologies.
The name “Ethans” represents a commitment to “education with excellence”. It’s not just a name; it’s a culture — built by passionate industry experts who believe in practical, hands-on learning rather than rote education. Every trainer at Ethan’s is a seasoned professional with real industry exposure, making the learning experience highly relevant, practical, and impactful.
At Ethans, it’s not just about completing a course — it’s about building a career.
Ethans Tech is a premier professional training institute dedicated to bridging the gap between academic education and real-world industry skills. Headquartered in Pune and expanding across India, Ethans Tech has empowered thousands of students and working professionals to advance their careers in today’s most in-demand technologies. With experienced industry trainers and a strong focus on practical, hands-on learning, the institute ensures highly relevant and career-oriented training that prepares learners to succeed in the professional world.
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Learners Profile
- 11% – College Graduates (Non-technical backgrounds)
- 23% – B.Tech & M.Tech Graduates (CS, IT, ME, CIVIL)
- 27% – BCA, B.Sc (IT/CS/Maths/Stats) Graduates
- 23% – Early Career Professionals (1–6 years of experience)
- 16% – Career Comeback Learners (with a gap in education or employment)
This blend of learners adds immense value to the learning experience — offering unique perspectives, fresh ideas, and real-world context to every session
Learner Profiles & Trusted Companies
Spark Scala Course in Pune FAQs
Everything you need to know about the program.
What are the prerequisites for Spark Scala Training?
Who should go for Spark Scala training?
What if I have queries after I complete this course?
Who are the instructors?
Will Ethans be providing any study materials?
What types of courses are available at Ethans?
Does Ethans provide Job Assistance?
Does Ethans provide weekend classes for professionals?
What are the profiles and experiences of trainers at Ethans?
Do I need to pay the complete fee lump sum or I can have an installment facility too?
The fee which I will pay is refundable or transferable?
What are the facilities and infrastructure at Ethans?
Does Ethans provide Online Training?
Yes. Ethans renders Online training too. It’s a virtual and absolutely interactive training by the identical faculties that educate at our different branches with the help of a specific software which is best to intercommunicate online. You will be obtaining uniformly the same study material and assessment in online training as in the classroom. Educating yourself from Ethans Tech either by classroom or online means is the same, as the instructors don’t change. Now, it depends on the students, which mode to prefer based on their comfort levels.
Does Ethans provide facility to repeat the batch?
Does Ethans provide Institutional Certification after the course?
Does Ethan's conduct training at Corporates?
Yes, we are frequently engaged in corporate training being the market leader with a big pool of corporate trainers having a wide network with collaboration with several top MNC’S that ultimately becomes an add-on for placing our students with such references.