SlideShare une entreprise Scribd logo
1  sur  22
Télécharger pour lire hors ligne
Big Data: Apache Spark -novo pojačanje tradicionalnom BI ili ne?
Big Data: Apache Spark – novo
pojačanje tradicionalnom BI ili
ne?
Darko Marjanović
Things Solver
darko@thingsolver.com
• Big Data
• Apache Spark
• Spark i Azure
• Spark i PowerBI
Agenda
Big Data predstavlja podatke koji pristižu velikom brzinom i one su količine koja prevazilazu
mogućnosti tradicionalnog softvera za skladištenje, obradu i upravljanje podacima.
Big Data je sve ono što ne može da stane u Excel.
Big Data
• Društvene mreže (Twitter, Facebook…)
• Email, HTML, Click Stream
• Slike, Video, Logovi, Senzorski podaci
• Relacione baze podataka
• Nestrukturirani (Tekst, Slike…)
• Polustrukturirani (JSON)
• Strutkturirani (Relacione baze)
Big Data
Big Data Primer
Apache Spark je platforma za big data obradu, sa ugrađenim modulima za mašinsko učenje, SQL,
streaming i graf obradu.
Apache Spark
• RDD (Resilient Distributed Datasets )
• Kolekcija objekta rasprostranjenih kroz klaster, u RAM-u ili na disku
• Automatski oporavak
• Praralelizam
• Operacije
• Lazy transformacije (Map, Filter, groupBy…)
• Akcije (count, collect, save…)
Apache Spark - Osnovni koncepti
• Obrada u memoriji
• Premeštanje na disk ako podaci ne mogu da stanu u memoriju
Apache Spark memorija?
• Java, Scala, Python
• Batch, Streaming, Interactive
• Standalone, YARN…
• Izvori podataka (HDFS, Hive, Cassandra, HBase..)
• SparkSQL, Streamin, MLib, GraphX
Razvoj Spark Aplikacija
• Problemi koji se rešavaju pomoću više iteracija
• Mašinsko učenje
• Analitika u realnom vremenu
• Brži razvoj jednostavnih aplikacija
Spark Prednosti
• Bazirani na Python Pandas
• Distribuirana kolekcija podataka organizovana u imenovane kolone
• Koncept iz relacionih baza podataka
• Bolja optimizacija
• Dizajnirani za velike količine podataka
• JSON, Parquet, Baze podataka…
Apache Spark – Data Frames
• SQL Like
• Python, Scala, Java
• ETL (JSON, Parquet ili bilo koja baza podataka)
• Ad-hoc upiti
• Pristup Spark podacima preko tradicionalnih BI alata kroz JDBC
Spark SQL
Spark i Azure
Spark i Azure
• Podrška
• Cena
• Administracija
• Integracija sa ostalim alatima
• Razvojno okruženje (Zeppelin i IPython)
Spark i Azure prednosti
Spark i PowerBI
Senzorski podaci
Senzorski podaci
• Hadoop Srbija
• Spark i PowerBI
• Spark
Korisni linkovi
Big Data: Apache Spark -novo pojačanje tradicionalnom BI ili ne?
Big Data: Apache Spark – novo
pojačanje tradicionalnom BI ili
ne?
Darko Marjanović
Things Solver
darko@thingsolver.com

Contenu connexe

En vedette

AI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfAI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfmarketingartwork
 
PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024Neil Kimberley
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)contently
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024Albert Qian
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsKurio // The Social Media Age(ncy)
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Search Engine Journal
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summarySpeakerHub
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next Tessa Mero
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentLily Ray
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best PracticesVit Horky
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project managementMindGenius
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...RachelPearson36
 
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Applitools
 
12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at WorkGetSmarter
 

En vedette (20)

AI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfAI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
 
Skeleton Culture Code
Skeleton Culture CodeSkeleton Culture Code
Skeleton Culture Code
 
PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search Intent
 
How to have difficult conversations
How to have difficult conversations How to have difficult conversations
How to have difficult conversations
 
Introduction to Data Science
Introduction to Data ScienceIntroduction to Data Science
Introduction to Data Science
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best Practices
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project management
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
 
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
 
12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work
 
ChatGPT webinar slides
ChatGPT webinar slidesChatGPT webinar slides
ChatGPT webinar slides
 
More than Just Lines on a Map: Best Practices for U.S Bike Routes
More than Just Lines on a Map: Best Practices for U.S Bike RoutesMore than Just Lines on a Map: Best Practices for U.S Bike Routes
More than Just Lines on a Map: Best Practices for U.S Bike Routes
 

Big Data: Apache Spark -novo pojačanje tradicionalnom BI ili ne?

  • 2. Big Data: Apache Spark – novo pojačanje tradicionalnom BI ili ne? Darko Marjanović Things Solver darko@thingsolver.com
  • 3. • Big Data • Apache Spark • Spark i Azure • Spark i PowerBI Agenda
  • 4. Big Data predstavlja podatke koji pristižu velikom brzinom i one su količine koja prevazilazu mogućnosti tradicionalnog softvera za skladištenje, obradu i upravljanje podacima. Big Data je sve ono što ne može da stane u Excel. Big Data
  • 5. • Društvene mreže (Twitter, Facebook…) • Email, HTML, Click Stream • Slike, Video, Logovi, Senzorski podaci • Relacione baze podataka • Nestrukturirani (Tekst, Slike…) • Polustrukturirani (JSON) • Strutkturirani (Relacione baze) Big Data
  • 7. Apache Spark je platforma za big data obradu, sa ugrađenim modulima za mašinsko učenje, SQL, streaming i graf obradu. Apache Spark
  • 8. • RDD (Resilient Distributed Datasets ) • Kolekcija objekta rasprostranjenih kroz klaster, u RAM-u ili na disku • Automatski oporavak • Praralelizam • Operacije • Lazy transformacije (Map, Filter, groupBy…) • Akcije (count, collect, save…) Apache Spark - Osnovni koncepti
  • 9. • Obrada u memoriji • Premeštanje na disk ako podaci ne mogu da stanu u memoriju Apache Spark memorija?
  • 10. • Java, Scala, Python • Batch, Streaming, Interactive • Standalone, YARN… • Izvori podataka (HDFS, Hive, Cassandra, HBase..) • SparkSQL, Streamin, MLib, GraphX Razvoj Spark Aplikacija
  • 11. • Problemi koji se rešavaju pomoću više iteracija • Mašinsko učenje • Analitika u realnom vremenu • Brži razvoj jednostavnih aplikacija Spark Prednosti
  • 12. • Bazirani na Python Pandas • Distribuirana kolekcija podataka organizovana u imenovane kolone • Koncept iz relacionih baza podataka • Bolja optimizacija • Dizajnirani za velike količine podataka • JSON, Parquet, Baze podataka… Apache Spark – Data Frames
  • 13. • SQL Like • Python, Scala, Java • ETL (JSON, Parquet ili bilo koja baza podataka) • Ad-hoc upiti • Pristup Spark podacima preko tradicionalnih BI alata kroz JDBC Spark SQL
  • 16. • Podrška • Cena • Administracija • Integracija sa ostalim alatima • Razvojno okruženje (Zeppelin i IPython) Spark i Azure prednosti
  • 20. • Hadoop Srbija • Spark i PowerBI • Spark Korisni linkovi
  • 22. Big Data: Apache Spark – novo pojačanje tradicionalnom BI ili ne? Darko Marjanović Things Solver darko@thingsolver.com