1. Module 1: Introduction to Big Data (Week 1)
- •What big data means in practical systems
- •Big data ecosystem overview
- •Hadoop versus Spark comparison
- •Introduction to Apache Spark
- •Spark architecture overview
Learn Apache Spark, Scala, Spark SQL, Spark Streaming, and Spark MLlib with hands-on work in Jupyter, Databricks, Hadoop, Kafka, Hive, and AWS/Azure overview. This online Spark Scala course is built for learners who want practical big data skills, not just theory.
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Learning Spark and Scala is only half the problem. The other half is showing employers that you can build pipelines, handle streaming data, and explain why Spark fits a data engineering role. Inventateq aligns training with role expectations so you can present your work clearly in interviews and on your resume.
As the course moves into projects, learners get support shaping those assignments into portfolio-ready work. The final phase includes resume review, interview preparation, and guidance on how to discuss Spark, Scala, Kafka, Hive, and ETL decisions in practical terms.
Big data teams, analytics groups, and platform engineering teams hire Spark professionals in roles tied to data pipelines, streaming, and distributed processing. Salaries usually rise with ownership of production jobs, tuning, and cloud integration.
Apache Spark & Scala Average Salary by Experience
Big data teams, analytics groups, and platform engineering teams hire Spark professionals in roles tied to data pipelines, streaming, and distributed processing. Salaries usually rise with ownership of production jobs, tuning, and cloud integration.
Apache Spark & Scala Average Salary by Experience
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Inventateq has built a teaching environment around practical training, guided practice, and steady learner support. For an online Apache Spark & Scala course, that matters because the subject only clicks when you can connect Scala code, Spark execution, and real pipeline work without getting lost halfway through.
We stand apart through our commitment to:

Attend live, instructor-led classes from anywhere with the same hands-on structure as our classroom batches. Follow along step-by-step, get real-time doubt support, and revisit recordings whenever you need to.
Good for learners starting a data engineering path and needing a practical Spark foundation.
Useful if you already understand data handling and want distributed processing skills.
Fits people who want to move from manual data work to Spark-based pipelines.
Helpful for developers who need Scala and Spark skills for backend data systems.
Useful for analysts who want to understand batch, streaming, and data preparation.
A practical entry point if you can handle code, structure, and data flow concepts.
Module-based schedule: Eleven modules take you from big data basics to projects and interview prep.
Online access: Join live sessions from anywhere without losing trainer interaction.
Project phase included: The course ends with applied work instead of only classroom theory.
Career support time built in: Resume building and interview preparation are covered near the end.
4.7 Star Rating from 1,432+ Google Reviews

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3.3 LPA • Soft India
“The learning experience at Inventateq is unparalleled. The trainers are not just knowledgeable but also passionate about teaching. They make complex topics easy to understand. I am extremely satisfied with the quality of education I received here.”

Lakshmi Iyer
30 LPA • Google India
“Inventateq is a beacon of hope for aspiring professionals. Their practical approach to learning and emphasis on skill development make them stand out. The mentors provide individualized attention, nurturing each student's strengths. I owe my success to their guidance.”

Mohammed Basha
14.8 LPA • Lenovo
“I cannot speak highly enough of Inventateq. Their commitment to student success is evident in every aspect of their training program. The hands-on projects and real-world simulations prepare students for the challenges of the industry. Truly a transformative experience!”

Meera Nair
10 LPA • Tech Mahindra
“Inventateq is the epitome of excellence in industry-aligned training. The personalized attention from mentors sets them apart. The placement support provided by them is top-notch. I'm grateful for their unwavering support throughout my journey.”

Shaik Shaheed
6.5 LPA • Aptus Data Labs
“Inventateq gave me practical training and interview prep that helped me land my dream role. Mentors were always available to clear doubts and guide me through every step of the placement process.”

Nikita Jain
15 LPA • Accenture
“The placement support team connected me with top brands. Resume sessions and mock interviews made a huge difference in my confidence during campus drives and off-campus interviews.”

Manikanta Saladi
40 LPA • AWS
“Industry-focused curriculum and real-time projects prepared me for cloud roles. I highly recommend Inventateq to every aspiring developer looking for serious career growth.”

Priya Sharma
18 LPA • Microsoft
“Personalised courses and dedicated mentors helped me switch careers successfully. The learning environment is supportive, professional, and focused on real outcomes.”
Sandhya Bm
— • Inventateq
“I had a very good learning experience with Inventateq. The SAP FICO training was well-structured and covered both theoretical concepts and practical scenarios. The trainers were knowledgeable, supportive, and always ready to clarify doubts. The hands-on exercises and real-time examples helped me understand SAP FICO processes better. The course has improved my confidence in working with SAP and preparing for SAP-related job opportunities. I would recommend Inventateq to anyone looking to build their career in SAP FICO.”
Gokul A
— • Inventateq
“I enrolled in the Salesforce Admin course at Inventateq. The institute provides quality technical training with experienced trainers and useful learning materials. The sessions are practical-oriented, and trainers clarify doubts clearly, which helped me understand the concepts better. Overall, I am satisfied with the course and the learning environment. One area where the institute can improve is by including more soft skills training, communication development, and interview preparation sessions. Adding these would help students become more confident and industry-ready for placements and real-world opportunities.”
Shaik Misrath
— • Inventateq
“I had an excellent learning experience with Inventateq Training Institute. The support and teaching quality were outstanding. Nikitha was extremely helpful in managing demos, classes, and addressing all queries in a timely and professional manner. Bharannidharan Sir provided in-depth knowledge of Cloud Security with clear explanations and real-world insights. His guidance and support made learning both effective and enjoyable. I highly recommend Inventateq to anyone looking to build a strong career in cloud and cybersecurity.”
Maheswaran M
— • Inventateq
“It’s a great place to learn big data Hadoop and trainer is more supportive once after completing the course but our efforts are also more important to get the job and train better. Thank you inventateq for your support and guidance.”
Manaswini Kolupula
— • Inventateq
“Inventateq Institute Bangalore offers quality technical training with experienced trainers and helpful learning materials. The classes are practical-oriented and doubts are clarified properly. Overall, I am satisfied with the course training. However, adding soft skills, communication skills, and interview preparation sessions would greatly enhance the overall learning experience and make students more industry-ready.”
MUKTHA C V
— • Inventateq
“I completed the Data Science course at Inventateq Institute. The training covered Python, Statistics, and Machine Learning libraries like NumPy, Pandas, and Scikit-learn with practical examples. Overall, it was a good learning experience and I sincerely thank the trainers for their support and guidance.”
srikruthi n
— • Inventateq
“Excellent way of teaching with examples. Easy to understand. Crisp and clear. Highly knowledgeable and experienced sir. Practiced calculations alot. Highly recommend payroll online class . Teched very patiently. Thank you so much for everything sir.”
Thejaswini Asundi
— • Inventateq
“I completed the Data Science course at Inventateq. The training was practical and easy to understand. Trainer was supportive, and the course helped me improve my skills. Good place to learn Data Science.”
Heemanshu Mahadeva
— • Inventateq
“I enrolled for Salesforce Admin course here. From the day one support was genuine and honest.They listen to your concern and fedback regarding the course. My sincere thanks to Nikitha and Tutor Jai Yadav.”
Bindhiya gowda
— • Inventateq
“I completed a Data Science course at Inventateq, and it was an incredibly valuable experience. The training was comprehensive, covering essential topics like Python, Machine Learning algorithms, Data Visualization, and real-world project implementation. The instructors were knowledgeable and always ready to clarify doubts with practical examples. The hands-on approach, combined with real-time case studies and assignments, helped me strengthen my understanding and build confidence in applying concepts to real data. It gave me a great boost as I transitioned into applying for data science roles. I highly recommend Inventateq to anyone looking to begin or transition into the field of Data Science.”
sanhita dawn
— • Inventateq
“I joined Inventateq for the Digital Marketing course, and it was a very good experience. Arif sir was extremely helpful and supportive. He explained everything clearly and with great care. His teaching style made the concepts easy to understand. Overall, I’m very satisfied with the training and truly appreciate his guidance.”
uma bn
— • Inventateq
“I joined the HR course, and the teaching is good. It has helped me a lot, and the coordinators are very supportive.”
Dhanush D
— • Inventateq
“I completed my Salesforce Admin and developer course at Inventateq training institute, Btm Layout. The trainer was very friendly and teaching very clearly and understand the topics and most of the topics has explained with real time examples and individual guidance makes learning very easy and effective, also trainer was very clearly guide me about interview preparations. I had an amazing experience and also give the good placement support. Thank u Inventateq”
Asim Ali
— • Inventateq
“I have done AWS DevOps course in inventateq institute located in btm layout bangalore, the trainer’s deep expertise and practical exercises made complex topics easy to grasp. I now working in a IT Company as a Cloud Engineer with a good salary.”
Ganesh K S
— • Inventateq
“Inventateq provides the Aspirant an In depth knowledge of SAP MM and makes them proficient in using the software. Course training will make learner expertise in the software and provides the chances of grabbing good job opportunities in this domain.”
aditya singh
— • Inventateq
“I had a great learning experience at this institute. The faculty was knowledgeable and supportive, and the curriculum was well-structured, covering all the important concepts in depth. A good place to learn skills like Data Science and other tech courses.”

Vibhu Rajesh
3.3 LPA • Soft India
“The learning experience at Inventateq is unparalleled. The trainers are not just knowledgeable but also passionate about teaching. They make complex topics easy to understand. I am extremely satisfied with the quality of education I received here.”

Lakshmi Iyer
30 LPA • Google India
“Inventateq is a beacon of hope for aspiring professionals. Their practical approach to learning and emphasis on skill development make them stand out. The mentors provide individualized attention, nurturing each student's strengths. I owe my success to their guidance.”

Mohammed Basha
14.8 LPA • Lenovo
“I cannot speak highly enough of Inventateq. Their commitment to student success is evident in every aspect of their training program. The hands-on projects and real-world simulations prepare students for the challenges of the industry. Truly a transformative experience!”

Meera Nair
10 LPA • Tech Mahindra
“Inventateq is the epitome of excellence in industry-aligned training. The personalized attention from mentors sets them apart. The placement support provided by them is top-notch. I'm grateful for their unwavering support throughout my journey.”

Shaik Shaheed
6.5 LPA • Aptus Data Labs
“Inventateq gave me practical training and interview prep that helped me land my dream role. Mentors were always available to clear doubts and guide me through every step of the placement process.”

Nikita Jain
15 LPA • Accenture
“The placement support team connected me with top brands. Resume sessions and mock interviews made a huge difference in my confidence during campus drives and off-campus interviews.”

Manikanta Saladi
40 LPA • AWS
“Industry-focused curriculum and real-time projects prepared me for cloud roles. I highly recommend Inventateq to every aspiring developer looking for serious career growth.”

Priya Sharma
18 LPA • Microsoft
“Personalised courses and dedicated mentors helped me switch careers successfully. The learning environment is supportive, professional, and focused on real outcomes.”
Sandhya Bm
— • Inventateq
“I had a very good learning experience with Inventateq. The SAP FICO training was well-structured and covered both theoretical concepts and practical scenarios. The trainers were knowledgeable, supportive, and always ready to clarify doubts. The hands-on exercises and real-time examples helped me understand SAP FICO processes better. The course has improved my confidence in working with SAP and preparing for SAP-related job opportunities. I would recommend Inventateq to anyone looking to build their career in SAP FICO.”
Gokul A
— • Inventateq
“I enrolled in the Salesforce Admin course at Inventateq. The institute provides quality technical training with experienced trainers and useful learning materials. The sessions are practical-oriented, and trainers clarify doubts clearly, which helped me understand the concepts better. Overall, I am satisfied with the course and the learning environment. One area where the institute can improve is by including more soft skills training, communication development, and interview preparation sessions. Adding these would help students become more confident and industry-ready for placements and real-world opportunities.”
Shaik Misrath
— • Inventateq
“I had an excellent learning experience with Inventateq Training Institute. The support and teaching quality were outstanding. Nikitha was extremely helpful in managing demos, classes, and addressing all queries in a timely and professional manner. Bharannidharan Sir provided in-depth knowledge of Cloud Security with clear explanations and real-world insights. His guidance and support made learning both effective and enjoyable. I highly recommend Inventateq to anyone looking to build a strong career in cloud and cybersecurity.”
Maheswaran M
— • Inventateq
“It’s a great place to learn big data Hadoop and trainer is more supportive once after completing the course but our efforts are also more important to get the job and train better. Thank you inventateq for your support and guidance.”
Manaswini Kolupula
— • Inventateq
“Inventateq Institute Bangalore offers quality technical training with experienced trainers and helpful learning materials. The classes are practical-oriented and doubts are clarified properly. Overall, I am satisfied with the course training. However, adding soft skills, communication skills, and interview preparation sessions would greatly enhance the overall learning experience and make students more industry-ready.”
MUKTHA C V
— • Inventateq
“I completed the Data Science course at Inventateq Institute. The training covered Python, Statistics, and Machine Learning libraries like NumPy, Pandas, and Scikit-learn with practical examples. Overall, it was a good learning experience and I sincerely thank the trainers for their support and guidance.”
srikruthi n
— • Inventateq
“Excellent way of teaching with examples. Easy to understand. Crisp and clear. Highly knowledgeable and experienced sir. Practiced calculations alot. Highly recommend payroll online class . Teched very patiently. Thank you so much for everything sir.”
Thejaswini Asundi
— • Inventateq
“I completed the Data Science course at Inventateq. The training was practical and easy to understand. Trainer was supportive, and the course helped me improve my skills. Good place to learn Data Science.”
Heemanshu Mahadeva
— • Inventateq
“I enrolled for Salesforce Admin course here. From the day one support was genuine and honest.They listen to your concern and fedback regarding the course. My sincere thanks to Nikitha and Tutor Jai Yadav.”
Bindhiya gowda
— • Inventateq
“I completed a Data Science course at Inventateq, and it was an incredibly valuable experience. The training was comprehensive, covering essential topics like Python, Machine Learning algorithms, Data Visualization, and real-world project implementation. The instructors were knowledgeable and always ready to clarify doubts with practical examples. The hands-on approach, combined with real-time case studies and assignments, helped me strengthen my understanding and build confidence in applying concepts to real data. It gave me a great boost as I transitioned into applying for data science roles. I highly recommend Inventateq to anyone looking to begin or transition into the field of Data Science.”
sanhita dawn
— • Inventateq
“I joined Inventateq for the Digital Marketing course, and it was a very good experience. Arif sir was extremely helpful and supportive. He explained everything clearly and with great care. His teaching style made the concepts easy to understand. Overall, I’m very satisfied with the training and truly appreciate his guidance.”
uma bn
— • Inventateq
“I joined the HR course, and the teaching is good. It has helped me a lot, and the coordinators are very supportive.”
Dhanush D
— • Inventateq
“I completed my Salesforce Admin and developer course at Inventateq training institute, Btm Layout. The trainer was very friendly and teaching very clearly and understand the topics and most of the topics has explained with real time examples and individual guidance makes learning very easy and effective, also trainer was very clearly guide me about interview preparations. I had an amazing experience and also give the good placement support. Thank u Inventateq”
Asim Ali
— • Inventateq
“I have done AWS DevOps course in inventateq institute located in btm layout bangalore, the trainer’s deep expertise and practical exercises made complex topics easy to grasp. I now working in a IT Company as a Cloud Engineer with a good salary.”
Ganesh K S
— • Inventateq
“Inventateq provides the Aspirant an In depth knowledge of SAP MM and makes them proficient in using the software. Course training will make learner expertise in the software and provides the chances of grabbing good job opportunities in this domain.”
aditya singh
— • Inventateq
“I had a great learning experience at this institute. The faculty was knowledgeable and supportive, and the curriculum was well-structured, covering all the important concepts in depth. A good place to learn skills like Data Science and other tech courses.”
Rated 4.9/5 by AI Students
Spark skills sit at the center of modern data engineering work because companies keep moving batch jobs, streaming feeds, and large-scale transformations onto distributed systems. Scala remains valuable because Spark jobs often need clean, expressive code for production data pipelines, not just notebook experimentation.
By the end of the course, learners can move from writing Scala basics to building distributed data jobs with Spark. They also leave with project experience that shows how batch, streaming, and optimization work in real pipelines.
You can create variables, functions, collections, and classes in Scala and use them in data-processing exercises. That gives you the coding base needed to work comfortably with Spark jobs.
You can use RDDs, transformations, actions, caching, partitioning, and lazy evaluation in practical examples. This helps you understand how Spark actually executes work across a cluster.
You can build DataFrames, Datasets, and SQL queries over CSV, JSON, and Parquet data. That skill is useful in reporting, analytics, and pipeline preparation.
You can work with DStreams, Structured Streaming, window operations, and fault-tolerant stream design. That prepares you for live event pipelines and monitoring use cases.
You can design ingestion and transformation flows that connect Spark with Hadoop, Hive, Kafka, and cloud environments. This is the kind of work data engineering teams expect.
You can explain log processing, fraud detection, recommendation, and batch processing projects in interviews. You also leave with resume support that helps turn class work into job stories.
Yes, the syllabus starts with big data basics and Scala fundamentals before moving into Spark Core and advanced topics. That gives new learners a path into the subject without forcing them straight into streaming or optimization on day one. You should still be ready to practice code regularly, because the course is hands-on.
Yes, the last module includes log processing, fraud detection, recommendation, and batch data processing projects. Those assignments are useful because they connect the syllabus to real Spark work. They also give you examples you can talk about during interviews.
The course includes resume building and interview preparation, which helps you present your Spark and Scala work in a job-ready format. Support also focuses on the roles this syllabus actually fits, such as Data Engineer and Spark Developer. The aim is to help you explain your projects clearly and confidently.
A coding background helps, but the course begins with Scala basics and builds from there. If you already know SQL, scripting, or another programming language, the transition is usually smoother. Learners who are willing to practice consistently can follow the content.
Yes, the course is designed as an online training option, so you can join live sessions from wherever you are. That format is useful if you want trainer interaction without commuting to a classroom. You still get the same module flow and project-based structure.
The curriculum is organized into 11 modules, so it is designed as a full training track rather than a short overview class. The pace depends on batch timing and practice time, but the structure is long enough to cover Scala, Spark, streaming, MLlib, integration, and projects. That makes it suitable for serious learners who want applied skills.
Yes, integration is built into the syllabus. You will cover Hadoop, Hive, Kafka, and a cloud overview for AWS and Azure, along with API connectivity. That matters because Spark jobs usually live inside a broader data platform and not in isolation.
Inventateq offers classroom training across multiple locations. Explore the branch nearest to you and check available batch timings.
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