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Apache Spark for developers - large-scale data processing

Advanced Apache Spark training focusing on the practical aspects of data processing in distributed environments. The program covers both fundamental concepts of distributed processing and advanced techniques for optimizing and implementing complex data flows. The workshop is conducted in the form of intensive hands-on classes, where participants work on real data sets, implementing a variety of analytical scenarios. Special emphasis is placed on understanding the internal mechanisms of Spark and the ability to use them effectively in production projects.

Issues

  • Apache Spark architecture

  • RDD and data transformations

  • Spark SQL and DataFrame API

  • Structured Streaming

  • Performance optimization

  • Data partitioning

  • Memory management

  • Application monitoring

  • Implementation patterns

  • Application debugging

  • Integration of data sources

  • Processing reliability

This training is part of the path:

Benefits

  • Gain in-depth knowledge of Apache Spark's data processing mechanisms
  • Designing and implementing efficient analytical solutions
  • Assimilate methods for efficient resource management in distributed environments
  • Advanced data processing optimization strategies
  • Acquire skills for implementing and debugging streaming applications
  • Understand best practices for implementing production solutions

Who is this training for?

Big Data developers working with large data sets
Data engineers designing processing pipelines
Analytics solution architects
Data Scientists needing knowledge of scalable processing
Developers migrating to Big Data environments
Data processing optimization specialists

Prerequisites

  • Knowledge of programming in Scala or Python
  • Basic knowledge of data processing
  • Experience in working with databases
  • Understand the concept of distributed processing

Training program

01

Architecture and components

  • RDD and transformations
02

Memory management

  • Spark SQL and DataFrame API
  • Advanced processing
03

Query optimization

  • Data partitioning
  • Concurrency management
  • Integration with external sources
04

Stream processing

  • Structured Streaming
  • Windowing operations
  • Checkpointing and reliability
  • Monitoring and debugging
  • Optimization and implementation
05

Performance tuning

  • Resource management
  • Application monitoring
  • Deployment patterns

Delivery Methods

Online

  • Convenience of participating from anywhere
  • Interactive live sessions with trainer
  • Materials available for 30 days
  • No travel costs

On-site

  • Direct contact with trainer and group
  • Intensive hands-on workshops
  • Networking with other participants
  • Full focus on learning

Frequently asked questions

Who is the Apache Spark for developers - large-scale data processing training for?

This training is designed for professionals looking to develop skills in apache spark for developers - large-scale data processing. Required level: advanced.

How long is the Apache Spark for developers - large-scale data processing training?

The training lasts 3. Available in online or on-site format.

Will I receive a certificate?

Yes — every participant receives a completion certificate confirming acquired competencies. EITT holds ISO 9001 accreditation.

Can this training be conducted for a closed group?

Yes — we offer dedicated closed trainings for companies. We customize the program to your team's needs. Contact us for an individual quote.

Monika Fengler
Monika Fengler Opiekun szkolenia

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Funding Options

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Up to 80%

Development Services Database

Up to 80% funding for SMEs from EU funds

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Up to 100%

National Training Fund

Up to 100% funding for employers

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We train teams at Poland's largest companies

ING Bank - EITT client
mBank - EITT client
PKO Bank Polski - EITT client
PZU - EITT client
Allianz - EITT client
T-Mobile - EITT client
KGHM - EITT client
PGE - EITT client
IKEA - EITT client
InPost - EITT client
Leroy Merlin - EITT client
ZUS - EITT client

Interested in this training?

Contact us - we'll prepare an offer tailored to your organization's needs.

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