SlideShare une entreprise Scribd logo
1  sur  24
Télécharger pour lire hors ligne
Client Data
Fluency
Office
Skype
Bing
Modern Data
Capability
Instrumentation & Ingestion
Processing & Storage
Reporting & Analytics
Information Management
Mobile-First Analytics Experience
Experimentation
Data Size	
Query
Latency
Get results inline
in Zeppelin
Need to open the
results in Excel
0 20 40 60 80 100 120 140 160 180 200
Cosmos
SparkSQL
SparkSQL with Cache
Write and Compile Query Submit and Wait in Job Queue Job Run Time
Mesos Cluster/HDFS	
Job Manager	
 Zookeeper	
Job Frontend Web API	
Spark Driver Host Pool	
Spark Hive Thrift Server	
Zeppelin Server	
Avocado
(Hive Query + Schedule Task)	
Rover
(Drag & Drop
BI tool with
Hive Code
Gen)	
Zeppelin Web UI	
MetastoreDB Hive Loader
Cosmos Storage
Partition	
  1
Partition	
  2
...
Partition	
  n
Export	
  Cosmos	
  
Partition
Partition	
  1
Partition	
  2
...
Partition	
  n
Task	
  2
HDFS.copyFrom
LocalFile
...
Task	
  n
Partition	
  1
Partition	
  2
...
Partition	
  n
saveAsParquetFile
Task	
  2
...
Task	
  n
<Database2>
<Table1>
<Database1>
<Partition1>
<Table2>
<Partition2>
MetastoreDB
Hive	
  Thrift	
  Server
Hive	
  Loader
Zeppelin	
  Server
UserQuery
Query
Data
Ingest
Services
Clients
Transform
Compute
Transform
Compute
Data
Streams
Data
Sets
Store
Event
Processing
HDFSData
Transportation
Spark
Streaming
Receiver
Analyst
Zeppelin
Notebooks
Avocado
Simple
query
Query
language
“Analyze”
“Debug”
“Mine”
“Glance”
Dat
a
Unified
platform
Intelligence
Interactive
analytics
Data
Products
Better
Digital
Experience
s
Dual users
“Bing”
“Office”
Solving Low Latency Query Over Big Data with Spark SQL-(Julien Pierre, Microsoft)
Solving Low Latency Query Over Big Data with Spark SQL-(Julien Pierre, Microsoft)

Contenu connexe

Tendances

ETL with SPARK - First Spark London meetup
ETL with SPARK - First Spark London meetupETL with SPARK - First Spark London meetup
ETL with SPARK - First Spark London meetupRafal Kwasny
 
SparkSQL: A Compiler from Queries to RDDs
SparkSQL: A Compiler from Queries to RDDsSparkSQL: A Compiler from Queries to RDDs
SparkSQL: A Compiler from Queries to RDDsDatabricks
 
Tuning and Debugging in Apache Spark
Tuning and Debugging in Apache SparkTuning and Debugging in Apache Spark
Tuning and Debugging in Apache SparkPatrick Wendell
 
Top 5 mistakes when writing Spark applications
Top 5 mistakes when writing Spark applicationsTop 5 mistakes when writing Spark applications
Top 5 mistakes when writing Spark applicationshadooparchbook
 
SORT & JOIN IN SPARK 2.0
SORT & JOIN IN SPARK 2.0SORT & JOIN IN SPARK 2.0
SORT & JOIN IN SPARK 2.0Sigmoid
 
Efficient Data Storage for Analytics with Apache Parquet 2.0
Efficient Data Storage for Analytics with Apache Parquet 2.0Efficient Data Storage for Analytics with Apache Parquet 2.0
Efficient Data Storage for Analytics with Apache Parquet 2.0Cloudera, Inc.
 
Parquet performance tuning: the missing guide
Parquet performance tuning: the missing guideParquet performance tuning: the missing guide
Parquet performance tuning: the missing guideRyan Blue
 
Extending Apache Spark – Beyond Spark Session Extensions
Extending Apache Spark – Beyond Spark Session ExtensionsExtending Apache Spark – Beyond Spark Session Extensions
Extending Apache Spark – Beyond Spark Session ExtensionsDatabricks
 
Vitalii Bondarenko HDinsight: spark. advanced in memory big-data analytics wi...
Vitalii Bondarenko HDinsight: spark. advanced in memory big-data analytics wi...Vitalii Bondarenko HDinsight: spark. advanced in memory big-data analytics wi...
Vitalii Bondarenko HDinsight: spark. advanced in memory big-data analytics wi...Аліна Шепшелей
 
Spark shuffle introduction
Spark shuffle introductionSpark shuffle introduction
Spark shuffle introductioncolorant
 
Running Apache Spark on a High-Performance Cluster Using RDMA and NVMe Flash ...
Running Apache Spark on a High-Performance Cluster Using RDMA and NVMe Flash ...Running Apache Spark on a High-Performance Cluster Using RDMA and NVMe Flash ...
Running Apache Spark on a High-Performance Cluster Using RDMA and NVMe Flash ...Databricks
 
Apache Carbondata: An Indexed Columnar File Format for Interactive Query with...
Apache Carbondata: An Indexed Columnar File Format for Interactive Query with...Apache Carbondata: An Indexed Columnar File Format for Interactive Query with...
Apache Carbondata: An Indexed Columnar File Format for Interactive Query with...Spark Summit
 
Apache Spark RDDs
Apache Spark RDDsApache Spark RDDs
Apache Spark RDDsDean Chen
 
Strata NYC 2015: What's new in Spark Streaming
Strata NYC 2015: What's new in Spark StreamingStrata NYC 2015: What's new in Spark Streaming
Strata NYC 2015: What's new in Spark StreamingDatabricks
 
Spark Summit EU talk by Qifan Pu
Spark Summit EU talk by Qifan PuSpark Summit EU talk by Qifan Pu
Spark Summit EU talk by Qifan PuSpark Summit
 
Project Tungsten Phase II: Joining a Billion Rows per Second on a Laptop
Project Tungsten Phase II: Joining a Billion Rows per Second on a LaptopProject Tungsten Phase II: Joining a Billion Rows per Second on a Laptop
Project Tungsten Phase II: Joining a Billion Rows per Second on a LaptopDatabricks
 
Robust and Scalable ETL over Cloud Storage with Apache Spark
Robust and Scalable ETL over Cloud Storage with Apache SparkRobust and Scalable ETL over Cloud Storage with Apache Spark
Robust and Scalable ETL over Cloud Storage with Apache SparkDatabricks
 
Four Things to Know About Reliable Spark Streaming with Typesafe and Databricks
Four Things to Know About Reliable Spark Streaming with Typesafe and DatabricksFour Things to Know About Reliable Spark Streaming with Typesafe and Databricks
Four Things to Know About Reliable Spark Streaming with Typesafe and DatabricksLegacy Typesafe (now Lightbend)
 
Exploiting GPU's for Columnar DataFrrames by Kiran Lonikar
Exploiting GPU's for Columnar DataFrrames by Kiran LonikarExploiting GPU's for Columnar DataFrrames by Kiran Lonikar
Exploiting GPU's for Columnar DataFrrames by Kiran LonikarSpark Summit
 
Beneath RDD in Apache Spark by Jacek Laskowski
Beneath RDD in Apache Spark by Jacek LaskowskiBeneath RDD in Apache Spark by Jacek Laskowski
Beneath RDD in Apache Spark by Jacek LaskowskiSpark Summit
 

Tendances (20)

ETL with SPARK - First Spark London meetup
ETL with SPARK - First Spark London meetupETL with SPARK - First Spark London meetup
ETL with SPARK - First Spark London meetup
 
SparkSQL: A Compiler from Queries to RDDs
SparkSQL: A Compiler from Queries to RDDsSparkSQL: A Compiler from Queries to RDDs
SparkSQL: A Compiler from Queries to RDDs
 
Tuning and Debugging in Apache Spark
Tuning and Debugging in Apache SparkTuning and Debugging in Apache Spark
Tuning and Debugging in Apache Spark
 
Top 5 mistakes when writing Spark applications
Top 5 mistakes when writing Spark applicationsTop 5 mistakes when writing Spark applications
Top 5 mistakes when writing Spark applications
 
SORT & JOIN IN SPARK 2.0
SORT & JOIN IN SPARK 2.0SORT & JOIN IN SPARK 2.0
SORT & JOIN IN SPARK 2.0
 
Efficient Data Storage for Analytics with Apache Parquet 2.0
Efficient Data Storage for Analytics with Apache Parquet 2.0Efficient Data Storage for Analytics with Apache Parquet 2.0
Efficient Data Storage for Analytics with Apache Parquet 2.0
 
Parquet performance tuning: the missing guide
Parquet performance tuning: the missing guideParquet performance tuning: the missing guide
Parquet performance tuning: the missing guide
 
Extending Apache Spark – Beyond Spark Session Extensions
Extending Apache Spark – Beyond Spark Session ExtensionsExtending Apache Spark – Beyond Spark Session Extensions
Extending Apache Spark – Beyond Spark Session Extensions
 
Vitalii Bondarenko HDinsight: spark. advanced in memory big-data analytics wi...
Vitalii Bondarenko HDinsight: spark. advanced in memory big-data analytics wi...Vitalii Bondarenko HDinsight: spark. advanced in memory big-data analytics wi...
Vitalii Bondarenko HDinsight: spark. advanced in memory big-data analytics wi...
 
Spark shuffle introduction
Spark shuffle introductionSpark shuffle introduction
Spark shuffle introduction
 
Running Apache Spark on a High-Performance Cluster Using RDMA and NVMe Flash ...
Running Apache Spark on a High-Performance Cluster Using RDMA and NVMe Flash ...Running Apache Spark on a High-Performance Cluster Using RDMA and NVMe Flash ...
Running Apache Spark on a High-Performance Cluster Using RDMA and NVMe Flash ...
 
Apache Carbondata: An Indexed Columnar File Format for Interactive Query with...
Apache Carbondata: An Indexed Columnar File Format for Interactive Query with...Apache Carbondata: An Indexed Columnar File Format for Interactive Query with...
Apache Carbondata: An Indexed Columnar File Format for Interactive Query with...
 
Apache Spark RDDs
Apache Spark RDDsApache Spark RDDs
Apache Spark RDDs
 
Strata NYC 2015: What's new in Spark Streaming
Strata NYC 2015: What's new in Spark StreamingStrata NYC 2015: What's new in Spark Streaming
Strata NYC 2015: What's new in Spark Streaming
 
Spark Summit EU talk by Qifan Pu
Spark Summit EU talk by Qifan PuSpark Summit EU talk by Qifan Pu
Spark Summit EU talk by Qifan Pu
 
Project Tungsten Phase II: Joining a Billion Rows per Second on a Laptop
Project Tungsten Phase II: Joining a Billion Rows per Second on a LaptopProject Tungsten Phase II: Joining a Billion Rows per Second on a Laptop
Project Tungsten Phase II: Joining a Billion Rows per Second on a Laptop
 
Robust and Scalable ETL over Cloud Storage with Apache Spark
Robust and Scalable ETL over Cloud Storage with Apache SparkRobust and Scalable ETL over Cloud Storage with Apache Spark
Robust and Scalable ETL over Cloud Storage with Apache Spark
 
Four Things to Know About Reliable Spark Streaming with Typesafe and Databricks
Four Things to Know About Reliable Spark Streaming with Typesafe and DatabricksFour Things to Know About Reliable Spark Streaming with Typesafe and Databricks
Four Things to Know About Reliable Spark Streaming with Typesafe and Databricks
 
Exploiting GPU's for Columnar DataFrrames by Kiran Lonikar
Exploiting GPU's for Columnar DataFrrames by Kiran LonikarExploiting GPU's for Columnar DataFrrames by Kiran Lonikar
Exploiting GPU's for Columnar DataFrrames by Kiran Lonikar
 
Beneath RDD in Apache Spark by Jacek Laskowski
Beneath RDD in Apache Spark by Jacek LaskowskiBeneath RDD in Apache Spark by Jacek Laskowski
Beneath RDD in Apache Spark by Jacek Laskowski
 

Similaire à Solving Low Latency Query Over Big Data with Spark SQL-(Julien Pierre, Microsoft)

The Roadmap for SQL Server 2019
The Roadmap for SQL Server 2019The Roadmap for SQL Server 2019
The Roadmap for SQL Server 2019Amit Banerjee
 
PayPal merchant ecosystem using Apache Spark, Hive, Druid, and HBase
PayPal merchant ecosystem using Apache Spark, Hive, Druid, and HBase PayPal merchant ecosystem using Apache Spark, Hive, Druid, and HBase
PayPal merchant ecosystem using Apache Spark, Hive, Druid, and HBase DataWorks Summit
 
Discovery Day 2019 Sofia - Big data clusters
Discovery Day 2019 Sofia - Big data clustersDiscovery Day 2019 Sofia - Big data clusters
Discovery Day 2019 Sofia - Big data clustersIvan Donev
 
Spark Based Distributed Deep Learning Framework For Big Data Applications
Spark Based Distributed Deep Learning Framework For Big Data Applications Spark Based Distributed Deep Learning Framework For Big Data Applications
Spark Based Distributed Deep Learning Framework For Big Data Applications Humoyun Ahmedov
 
Paris Data Geek - Spark Streaming
Paris Data Geek - Spark Streaming Paris Data Geek - Spark Streaming
Paris Data Geek - Spark Streaming Djamel Zouaoui
 
Scalding big ADta
Scalding big ADtaScalding big ADta
Scalding big ADtab0ris_1
 
Discovery Day 2019 Sofia - What is new in SQL Server 2019
Discovery Day 2019 Sofia - What is new in SQL Server 2019Discovery Day 2019 Sofia - What is new in SQL Server 2019
Discovery Day 2019 Sofia - What is new in SQL Server 2019Ivan Donev
 
[AI04] Scaling Machine Learning to Big Data Using SparkML and SparkR
[AI04] Scaling Machine Learning to Big Data Using SparkML and SparkR[AI04] Scaling Machine Learning to Big Data Using SparkML and SparkR
[AI04] Scaling Machine Learning to Big Data Using SparkML and SparkRde:code 2017
 
Fluentd - RubyKansai 65
Fluentd - RubyKansai 65Fluentd - RubyKansai 65
Fluentd - RubyKansai 65N Masahiro
 
5 Years of Progress in Active Data Warehousing
5 Years of Progress in Active Data Warehousing5 Years of Progress in Active Data Warehousing
5 Years of Progress in Active Data WarehousingTeradata
 
Log everything! @DC13
Log everything! @DC13Log everything! @DC13
Log everything! @DC13DECK36
 
What's New for Data?
What's New for Data?What's New for Data?
What's New for Data?ukdpe
 
Spark Summit EU talk by Sital Kedia
Spark Summit EU talk by Sital KediaSpark Summit EU talk by Sital Kedia
Spark Summit EU talk by Sital KediaSpark Summit
 
Spark Seattle meetup - Breaking ETL barrier with Spark Streaming
Spark Seattle meetup - Breaking ETL barrier with Spark StreamingSpark Seattle meetup - Breaking ETL barrier with Spark Streaming
Spark Seattle meetup - Breaking ETL barrier with Spark StreamingSantosh Sahoo
 
Spark and Shark: Lightning-Fast Analytics over Hadoop and Hive Data
Spark and Shark: Lightning-Fast Analytics over Hadoop and Hive DataSpark and Shark: Lightning-Fast Analytics over Hadoop and Hive Data
Spark and Shark: Lightning-Fast Analytics over Hadoop and Hive DataJetlore
 
RackN Physical Layer Automation Innovation
RackN Physical Layer Automation InnovationRackN Physical Layer Automation Innovation
RackN Physical Layer Automation Innovationrhirschfeld
 

Similaire à Solving Low Latency Query Over Big Data with Spark SQL-(Julien Pierre, Microsoft) (20)

20170126 big data processing
20170126 big data processing20170126 big data processing
20170126 big data processing
 
The Roadmap for SQL Server 2019
The Roadmap for SQL Server 2019The Roadmap for SQL Server 2019
The Roadmap for SQL Server 2019
 
PayPal merchant ecosystem using Apache Spark, Hive, Druid, and HBase
PayPal merchant ecosystem using Apache Spark, Hive, Druid, and HBase PayPal merchant ecosystem using Apache Spark, Hive, Druid, and HBase
PayPal merchant ecosystem using Apache Spark, Hive, Druid, and HBase
 
My Master's Thesis
My Master's ThesisMy Master's Thesis
My Master's Thesis
 
Discovery Day 2019 Sofia - Big data clusters
Discovery Day 2019 Sofia - Big data clustersDiscovery Day 2019 Sofia - Big data clusters
Discovery Day 2019 Sofia - Big data clusters
 
Spark Based Distributed Deep Learning Framework For Big Data Applications
Spark Based Distributed Deep Learning Framework For Big Data Applications Spark Based Distributed Deep Learning Framework For Big Data Applications
Spark Based Distributed Deep Learning Framework For Big Data Applications
 
Paris Data Geek - Spark Streaming
Paris Data Geek - Spark Streaming Paris Data Geek - Spark Streaming
Paris Data Geek - Spark Streaming
 
Scalding big ADta
Scalding big ADtaScalding big ADta
Scalding big ADta
 
Discovery Day 2019 Sofia - What is new in SQL Server 2019
Discovery Day 2019 Sofia - What is new in SQL Server 2019Discovery Day 2019 Sofia - What is new in SQL Server 2019
Discovery Day 2019 Sofia - What is new in SQL Server 2019
 
[AI04] Scaling Machine Learning to Big Data Using SparkML and SparkR
[AI04] Scaling Machine Learning to Big Data Using SparkML and SparkR[AI04] Scaling Machine Learning to Big Data Using SparkML and SparkR
[AI04] Scaling Machine Learning to Big Data Using SparkML and SparkR
 
Fluentd - RubyKansai 65
Fluentd - RubyKansai 65Fluentd - RubyKansai 65
Fluentd - RubyKansai 65
 
5 Years of Progress in Active Data Warehousing
5 Years of Progress in Active Data Warehousing5 Years of Progress in Active Data Warehousing
5 Years of Progress in Active Data Warehousing
 
Log everything! @DC13
Log everything! @DC13Log everything! @DC13
Log everything! @DC13
 
What's New for Data?
What's New for Data?What's New for Data?
What's New for Data?
 
Spark Summit EU talk by Sital Kedia
Spark Summit EU talk by Sital KediaSpark Summit EU talk by Sital Kedia
Spark Summit EU talk by Sital Kedia
 
HANA SITSP 2011
HANA SITSP 2011HANA SITSP 2011
HANA SITSP 2011
 
Osd ctw spark
Osd ctw sparkOsd ctw spark
Osd ctw spark
 
Spark Seattle meetup - Breaking ETL barrier with Spark Streaming
Spark Seattle meetup - Breaking ETL barrier with Spark StreamingSpark Seattle meetup - Breaking ETL barrier with Spark Streaming
Spark Seattle meetup - Breaking ETL barrier with Spark Streaming
 
Spark and Shark: Lightning-Fast Analytics over Hadoop and Hive Data
Spark and Shark: Lightning-Fast Analytics over Hadoop and Hive DataSpark and Shark: Lightning-Fast Analytics over Hadoop and Hive Data
Spark and Shark: Lightning-Fast Analytics over Hadoop and Hive Data
 
RackN Physical Layer Automation Innovation
RackN Physical Layer Automation InnovationRackN Physical Layer Automation Innovation
RackN Physical Layer Automation Innovation
 

Plus de Spark Summit

FPGA-Based Acceleration Architecture for Spark SQL Qi Xie and Quanfu Wang
FPGA-Based Acceleration Architecture for Spark SQL Qi Xie and Quanfu Wang FPGA-Based Acceleration Architecture for Spark SQL Qi Xie and Quanfu Wang
FPGA-Based Acceleration Architecture for Spark SQL Qi Xie and Quanfu Wang Spark Summit
 
VEGAS: The Missing Matplotlib for Scala/Apache Spark with DB Tsai and Roger M...
VEGAS: The Missing Matplotlib for Scala/Apache Spark with DB Tsai and Roger M...VEGAS: The Missing Matplotlib for Scala/Apache Spark with DB Tsai and Roger M...
VEGAS: The Missing Matplotlib for Scala/Apache Spark with DB Tsai and Roger M...Spark Summit
 
Apache Spark Structured Streaming Helps Smart Manufacturing with Xiaochang Wu
Apache Spark Structured Streaming Helps Smart Manufacturing with  Xiaochang WuApache Spark Structured Streaming Helps Smart Manufacturing with  Xiaochang Wu
Apache Spark Structured Streaming Helps Smart Manufacturing with Xiaochang WuSpark Summit
 
Improving Traffic Prediction Using Weather Data with Ramya Raghavendra
Improving Traffic Prediction Using Weather Data  with Ramya RaghavendraImproving Traffic Prediction Using Weather Data  with Ramya Raghavendra
Improving Traffic Prediction Using Weather Data with Ramya RaghavendraSpark Summit
 
A Tale of Two Graph Frameworks on Spark: GraphFrames and Tinkerpop OLAP Artem...
A Tale of Two Graph Frameworks on Spark: GraphFrames and Tinkerpop OLAP Artem...A Tale of Two Graph Frameworks on Spark: GraphFrames and Tinkerpop OLAP Artem...
A Tale of Two Graph Frameworks on Spark: GraphFrames and Tinkerpop OLAP Artem...Spark Summit
 
No More Cumbersomeness: Automatic Predictive Modeling on Apache Spark Marcin ...
No More Cumbersomeness: Automatic Predictive Modeling on Apache Spark Marcin ...No More Cumbersomeness: Automatic Predictive Modeling on Apache Spark Marcin ...
No More Cumbersomeness: Automatic Predictive Modeling on Apache Spark Marcin ...Spark Summit
 
Apache Spark and Tensorflow as a Service with Jim Dowling
Apache Spark and Tensorflow as a Service with Jim DowlingApache Spark and Tensorflow as a Service with Jim Dowling
Apache Spark and Tensorflow as a Service with Jim DowlingSpark Summit
 
Apache Spark and Tensorflow as a Service with Jim Dowling
Apache Spark and Tensorflow as a Service with Jim DowlingApache Spark and Tensorflow as a Service with Jim Dowling
Apache Spark and Tensorflow as a Service with Jim DowlingSpark Summit
 
MMLSpark: Lessons from Building a SparkML-Compatible Machine Learning Library...
MMLSpark: Lessons from Building a SparkML-Compatible Machine Learning Library...MMLSpark: Lessons from Building a SparkML-Compatible Machine Learning Library...
MMLSpark: Lessons from Building a SparkML-Compatible Machine Learning Library...Spark Summit
 
Next CERN Accelerator Logging Service with Jakub Wozniak
Next CERN Accelerator Logging Service with Jakub WozniakNext CERN Accelerator Logging Service with Jakub Wozniak
Next CERN Accelerator Logging Service with Jakub WozniakSpark Summit
 
Powering a Startup with Apache Spark with Kevin Kim
Powering a Startup with Apache Spark with Kevin KimPowering a Startup with Apache Spark with Kevin Kim
Powering a Startup with Apache Spark with Kevin KimSpark Summit
 
Improving Traffic Prediction Using Weather Datawith Ramya Raghavendra
Improving Traffic Prediction Using Weather Datawith Ramya RaghavendraImproving Traffic Prediction Using Weather Datawith Ramya Raghavendra
Improving Traffic Prediction Using Weather Datawith Ramya RaghavendraSpark Summit
 
Hiding Apache Spark Complexity for Fast Prototyping of Big Data Applications—...
Hiding Apache Spark Complexity for Fast Prototyping of Big Data Applications—...Hiding Apache Spark Complexity for Fast Prototyping of Big Data Applications—...
Hiding Apache Spark Complexity for Fast Prototyping of Big Data Applications—...Spark Summit
 
How Nielsen Utilized Databricks for Large-Scale Research and Development with...
How Nielsen Utilized Databricks for Large-Scale Research and Development with...How Nielsen Utilized Databricks for Large-Scale Research and Development with...
How Nielsen Utilized Databricks for Large-Scale Research and Development with...Spark Summit
 
Spline: Apache Spark Lineage not Only for the Banking Industry with Marek Nov...
Spline: Apache Spark Lineage not Only for the Banking Industry with Marek Nov...Spline: Apache Spark Lineage not Only for the Banking Industry with Marek Nov...
Spline: Apache Spark Lineage not Only for the Banking Industry with Marek Nov...Spark Summit
 
Goal Based Data Production with Sim Simeonov
Goal Based Data Production with Sim SimeonovGoal Based Data Production with Sim Simeonov
Goal Based Data Production with Sim SimeonovSpark Summit
 
Preventing Revenue Leakage and Monitoring Distributed Systems with Machine Le...
Preventing Revenue Leakage and Monitoring Distributed Systems with Machine Le...Preventing Revenue Leakage and Monitoring Distributed Systems with Machine Le...
Preventing Revenue Leakage and Monitoring Distributed Systems with Machine Le...Spark Summit
 
Getting Ready to Use Redis with Apache Spark with Dvir Volk
Getting Ready to Use Redis with Apache Spark with Dvir VolkGetting Ready to Use Redis with Apache Spark with Dvir Volk
Getting Ready to Use Redis with Apache Spark with Dvir VolkSpark Summit
 
Deduplication and Author-Disambiguation of Streaming Records via Supervised M...
Deduplication and Author-Disambiguation of Streaming Records via Supervised M...Deduplication and Author-Disambiguation of Streaming Records via Supervised M...
Deduplication and Author-Disambiguation of Streaming Records via Supervised M...Spark Summit
 
MatFast: In-Memory Distributed Matrix Computation Processing and Optimization...
MatFast: In-Memory Distributed Matrix Computation Processing and Optimization...MatFast: In-Memory Distributed Matrix Computation Processing and Optimization...
MatFast: In-Memory Distributed Matrix Computation Processing and Optimization...Spark Summit
 

Plus de Spark Summit (20)

FPGA-Based Acceleration Architecture for Spark SQL Qi Xie and Quanfu Wang
FPGA-Based Acceleration Architecture for Spark SQL Qi Xie and Quanfu Wang FPGA-Based Acceleration Architecture for Spark SQL Qi Xie and Quanfu Wang
FPGA-Based Acceleration Architecture for Spark SQL Qi Xie and Quanfu Wang
 
VEGAS: The Missing Matplotlib for Scala/Apache Spark with DB Tsai and Roger M...
VEGAS: The Missing Matplotlib for Scala/Apache Spark with DB Tsai and Roger M...VEGAS: The Missing Matplotlib for Scala/Apache Spark with DB Tsai and Roger M...
VEGAS: The Missing Matplotlib for Scala/Apache Spark with DB Tsai and Roger M...
 
Apache Spark Structured Streaming Helps Smart Manufacturing with Xiaochang Wu
Apache Spark Structured Streaming Helps Smart Manufacturing with  Xiaochang WuApache Spark Structured Streaming Helps Smart Manufacturing with  Xiaochang Wu
Apache Spark Structured Streaming Helps Smart Manufacturing with Xiaochang Wu
 
Improving Traffic Prediction Using Weather Data with Ramya Raghavendra
Improving Traffic Prediction Using Weather Data  with Ramya RaghavendraImproving Traffic Prediction Using Weather Data  with Ramya Raghavendra
Improving Traffic Prediction Using Weather Data with Ramya Raghavendra
 
A Tale of Two Graph Frameworks on Spark: GraphFrames and Tinkerpop OLAP Artem...
A Tale of Two Graph Frameworks on Spark: GraphFrames and Tinkerpop OLAP Artem...A Tale of Two Graph Frameworks on Spark: GraphFrames and Tinkerpop OLAP Artem...
A Tale of Two Graph Frameworks on Spark: GraphFrames and Tinkerpop OLAP Artem...
 
No More Cumbersomeness: Automatic Predictive Modeling on Apache Spark Marcin ...
No More Cumbersomeness: Automatic Predictive Modeling on Apache Spark Marcin ...No More Cumbersomeness: Automatic Predictive Modeling on Apache Spark Marcin ...
No More Cumbersomeness: Automatic Predictive Modeling on Apache Spark Marcin ...
 
Apache Spark and Tensorflow as a Service with Jim Dowling
Apache Spark and Tensorflow as a Service with Jim DowlingApache Spark and Tensorflow as a Service with Jim Dowling
Apache Spark and Tensorflow as a Service with Jim Dowling
 
Apache Spark and Tensorflow as a Service with Jim Dowling
Apache Spark and Tensorflow as a Service with Jim DowlingApache Spark and Tensorflow as a Service with Jim Dowling
Apache Spark and Tensorflow as a Service with Jim Dowling
 
MMLSpark: Lessons from Building a SparkML-Compatible Machine Learning Library...
MMLSpark: Lessons from Building a SparkML-Compatible Machine Learning Library...MMLSpark: Lessons from Building a SparkML-Compatible Machine Learning Library...
MMLSpark: Lessons from Building a SparkML-Compatible Machine Learning Library...
 
Next CERN Accelerator Logging Service with Jakub Wozniak
Next CERN Accelerator Logging Service with Jakub WozniakNext CERN Accelerator Logging Service with Jakub Wozniak
Next CERN Accelerator Logging Service with Jakub Wozniak
 
Powering a Startup with Apache Spark with Kevin Kim
Powering a Startup with Apache Spark with Kevin KimPowering a Startup with Apache Spark with Kevin Kim
Powering a Startup with Apache Spark with Kevin Kim
 
Improving Traffic Prediction Using Weather Datawith Ramya Raghavendra
Improving Traffic Prediction Using Weather Datawith Ramya RaghavendraImproving Traffic Prediction Using Weather Datawith Ramya Raghavendra
Improving Traffic Prediction Using Weather Datawith Ramya Raghavendra
 
Hiding Apache Spark Complexity for Fast Prototyping of Big Data Applications—...
Hiding Apache Spark Complexity for Fast Prototyping of Big Data Applications—...Hiding Apache Spark Complexity for Fast Prototyping of Big Data Applications—...
Hiding Apache Spark Complexity for Fast Prototyping of Big Data Applications—...
 
How Nielsen Utilized Databricks for Large-Scale Research and Development with...
How Nielsen Utilized Databricks for Large-Scale Research and Development with...How Nielsen Utilized Databricks for Large-Scale Research and Development with...
How Nielsen Utilized Databricks for Large-Scale Research and Development with...
 
Spline: Apache Spark Lineage not Only for the Banking Industry with Marek Nov...
Spline: Apache Spark Lineage not Only for the Banking Industry with Marek Nov...Spline: Apache Spark Lineage not Only for the Banking Industry with Marek Nov...
Spline: Apache Spark Lineage not Only for the Banking Industry with Marek Nov...
 
Goal Based Data Production with Sim Simeonov
Goal Based Data Production with Sim SimeonovGoal Based Data Production with Sim Simeonov
Goal Based Data Production with Sim Simeonov
 
Preventing Revenue Leakage and Monitoring Distributed Systems with Machine Le...
Preventing Revenue Leakage and Monitoring Distributed Systems with Machine Le...Preventing Revenue Leakage and Monitoring Distributed Systems with Machine Le...
Preventing Revenue Leakage and Monitoring Distributed Systems with Machine Le...
 
Getting Ready to Use Redis with Apache Spark with Dvir Volk
Getting Ready to Use Redis with Apache Spark with Dvir VolkGetting Ready to Use Redis with Apache Spark with Dvir Volk
Getting Ready to Use Redis with Apache Spark with Dvir Volk
 
Deduplication and Author-Disambiguation of Streaming Records via Supervised M...
Deduplication and Author-Disambiguation of Streaming Records via Supervised M...Deduplication and Author-Disambiguation of Streaming Records via Supervised M...
Deduplication and Author-Disambiguation of Streaming Records via Supervised M...
 
MatFast: In-Memory Distributed Matrix Computation Processing and Optimization...
MatFast: In-Memory Distributed Matrix Computation Processing and Optimization...MatFast: In-Memory Distributed Matrix Computation Processing and Optimization...
MatFast: In-Memory Distributed Matrix Computation Processing and Optimization...
 

Dernier

Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Callshivangimorya083
 
Determinants of health, dimensions of health, positive health and spectrum of...
Determinants of health, dimensions of health, positive health and spectrum of...Determinants of health, dimensions of health, positive health and spectrum of...
Determinants of health, dimensions of health, positive health and spectrum of...shambhavirathore45
 
Best VIP Call Girls Noida Sector 22 Call Me: 8448380779
Best VIP Call Girls Noida Sector 22 Call Me: 8448380779Best VIP Call Girls Noida Sector 22 Call Me: 8448380779
Best VIP Call Girls Noida Sector 22 Call Me: 8448380779Delhi Call girls
 
BabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxBabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxolyaivanovalion
 
100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptxAnupama Kate
 
Data-Analysis for Chicago Crime Data 2023
Data-Analysis for Chicago Crime Data  2023Data-Analysis for Chicago Crime Data  2023
Data-Analysis for Chicago Crime Data 2023ymrp368
 
FESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfFESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfMarinCaroMartnezBerg
 
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779Best VIP Call Girls Noida Sector 39 Call Me: 8448380779
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779Delhi Call girls
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxolyaivanovalion
 
BigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptxBigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptxolyaivanovalion
 
VidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptxVidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptxolyaivanovalion
 
CebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxCebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxolyaivanovalion
 
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
Vip Model Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...
Vip Model  Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...Vip Model  Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...
Vip Model Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...shivangimorya083
 
April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysismanisha194592
 
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al Barsha
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al BarshaAl Barsha Escorts $#$ O565212860 $#$ Escort Service In Al Barsha
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al BarshaAroojKhan71
 
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptxBPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptxMohammedJunaid861692
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxolyaivanovalion
 

Dernier (20)

Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
 
Determinants of health, dimensions of health, positive health and spectrum of...
Determinants of health, dimensions of health, positive health and spectrum of...Determinants of health, dimensions of health, positive health and spectrum of...
Determinants of health, dimensions of health, positive health and spectrum of...
 
Best VIP Call Girls Noida Sector 22 Call Me: 8448380779
Best VIP Call Girls Noida Sector 22 Call Me: 8448380779Best VIP Call Girls Noida Sector 22 Call Me: 8448380779
Best VIP Call Girls Noida Sector 22 Call Me: 8448380779
 
BabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxBabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptx
 
100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx
 
Data-Analysis for Chicago Crime Data 2023
Data-Analysis for Chicago Crime Data  2023Data-Analysis for Chicago Crime Data  2023
Data-Analysis for Chicago Crime Data 2023
 
FESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfFESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdf
 
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779Best VIP Call Girls Noida Sector 39 Call Me: 8448380779
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptx
 
BigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptxBigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptx
 
VidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptxVidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptx
 
CebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxCebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptx
 
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
 
Vip Model Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...
Vip Model  Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...Vip Model  Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...
Vip Model Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...
 
Sampling (random) method and Non random.ppt
Sampling (random) method and Non random.pptSampling (random) method and Non random.ppt
Sampling (random) method and Non random.ppt
 
April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysis
 
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al Barsha
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al BarshaAl Barsha Escorts $#$ O565212860 $#$ Escort Service In Al Barsha
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al Barsha
 
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptxBPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFx
 
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get CytotecAbortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
 

Solving Low Latency Query Over Big Data with Spark SQL-(Julien Pierre, Microsoft)