SlideShare ist ein Scribd-Unternehmen logo
1 von 54
Downloaden Sie, um offline zu lesen
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Michael Rainey | Oracle OpenWorld 2016
Oracle GoldenGate and Apache Kafka: A Deep Dive Into Real-Time Data Streaming
1
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Introduction
3
• Michael Rainey - Data Integration Lead 

- Oracle Data Integration expertise
- Blog: http://ritt.md/mRainey
- Oracle ACE Director
@mRainey
info@rittmanmead.com www.rittmanmead.com @rittmanmead
About Rittman Mead
4
•World’s leading specialist partner for technical
excellence, solutions delivery and innovation in
Oracle Data Integration, Business Intelligence,
Analytics and Big Data
•Providing our customers targeted expertise; we are a
company that doesn’t try to do everything… only
what we excel at
•70+ consultants worldwide including 1 Oracle ACE
Director and 2 Oracle ACEs, offering training
courses, global services, and consulting
•Founded on the values of collaboration, learning,
integrity and getting things done
Unlock the potential of your organization’s data
•Comprehensive service portfolio designed to
support the full lifecycle of any analytics solution
info@rittmanmead.com www.rittmanmead.com @rittmanmead 5
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Data Integration Architecture
6
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Data Integration Architecture
6
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Example - Marketing
7
• Financial data stored in RDBMS

• Social media data, web logs, Google analytics, etc all in
various formats

• Bring it all together for analysis 

‣ Marketing campaign effect on sales
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Relational Data Replication - Oracle GoldenGate
8
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Oracle GoldenGate for Big Data (Then)
9
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Oracle GoldenGate for Big Data (Now)
10
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Streaming Data - Apache Kafka
11
“Publish-subscribe messaging rethought as a
distributed commit log”
Image source: kafka.apache.org/
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Streaming Data - Apache Kafka
12
Image source: kafka.apache.org/
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Kafka - How is it used?
13
• Pure Event Streams

• System Metrics

• Derived Streams

• Hadoop Data Loads / Data Publishing

• Application Logs

• Database Changes

- Log Compaction
- Data cleansing
Image source: confluent.io
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Kafka - How is it used?
13
• Pure Event Streams

• System Metrics

• Derived Streams

• Hadoop Data Loads / Data Publishing

• Application Logs

• Database Changes

- Log Compaction
- Data cleansing
Image source: confluent.io
X
O
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Enterprise Data Bus
14
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Enterprise Data Bus
14
info@rittmanmead.com www.rittmanmead.com @rittmanmead
A simple example…
15
One view of the Oracle Data Integrator logs

• ODI session logs - stored in the repository 

database

• ODI Agent logs - text files

To see the full picture of your ODI environment, they must be
combined
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Steps to extract from the database
16
• Prepare the database 

• Setup GoldenGate for Oracle Database

- Install and configure
• Setup Manager, Extract and Pump parameter files

• Add Extract and Pump process groups

• Start the Extract and Pump processes
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Prepare the Database - OGG User Permissions
17
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Prepare the Database - Logging Settings
18
• Enable supplemental logging
• Set GoldenGate Replication parameter
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Add Table Supplemental Logging
19
info@rittmanmead.com www.rittmanmead.com @rittmanmead
GoldenGate Extract Setup
No change
20
info@rittmanmead.com www.rittmanmead.com @rittmanmead
GoldenGate Manager Parameter File
21
info@rittmanmead.com www.rittmanmead.com @rittmanmead
GoldenGate Extract Parameter File
22
info@rittmanmead.com www.rittmanmead.com @rittmanmead
GoldenGate Pump Parameter File
23
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Adding the Extract and Pump Process Groups
24
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Stream ODI Agent Logs to Kafka via Logstash
25
• Application log processing is a standard use for Kafka

• Logstash

- Part of the Elastic (formerly ELK) stack
- Robin Moffatt’s post—> http://ritt.md/kafka-elk
- Producer configuration for Kafka
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Logstash to Kafka - Setup and Startup
26
• Startup Zookeeper

- Elects controller broker
- Tracks brokers and topic config
- Manages access control and quotas
• Set Kafka server.properties

- Broker ID
- Number of partitions
- Log retention period
- Zookeeper connection
• Start Kafka

info@rittmanmead.com www.rittmanmead.com @rittmanmead
Setup Logstash Configuration File
27
• Configuration File - logstash-odiagent-kafka-producer.conf

• Start Logstash
info@rittmanmead.com www.rittmanmead.com @rittmanmead
ODI Agent Logs to Kafka!
28
• Start the Kafka Console Consumer - delivered with Kafka

• Start the ODI Agent
info@rittmanmead.com www.rittmanmead.com @rittmanmead
ODI Agent Logs to Kafka!
29
info@rittmanmead.com www.rittmanmead.com @rittmanmead
GoldenGate Transactions to Kafka
30
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Oracle GoldenGate for Big Data
31
• Kafka - one of many handlers

- HDFS, HBase, Flume, Hive
• Pluggable Formatters

- Convert trail file transactions to alternate format
- Avro, delimited text, JSON, XML
• Metadata Provider

- Handles mapping of source to target columns that differ in structure/name
- Similar to SOURCEDEF file in GoldenGate
- Avro or Hive
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Oracle GoldenGate for Big Data - Kafka Handler Setup
32
• Standard GoldenGate Extract / Pump processes

- Remember, no change here
• Replicat for Java parameter file & process group

• Kakfa Handler configuration

• Kafka Producer properties

- Note: Kafka 0.9.0+ now certified with GoldenGate for Big Data
12.2.1.1
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Another approach…
33
• Kafka Connect Handler (Open Source)

- java.net/downloads/oracledi/GoldenGate
- Uses the Kafka Connect framework
- Can integrate with Confluent Platform & Schema Registry
- Tables = Topics
• Differences?

- OGG for Big Data Kafka Handler uses pluggable formatters
- Kafka Connect Handler builds up schemas and structs via the Kafka
Connect API
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Oracle GoldenGate for Big Data - Prerequisites
34
• Zookeeper & Kafka up and running

• Add topic to broker up front vs dynamically

- Option to create a topic per table (OGG for Big Data 12.2.0.1.1)
• Kafka Handler must have access to broker server

• Kafka libraries must match Kafka version
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Kafka topic per table
35
More on this later
info@rittmanmead.com www.rittmanmead.com @rittmanmead
GoldenGate and Kafka - Replicat Parameters
36
info@rittmanmead.com www.rittmanmead.com @rittmanmead
GoldenGate and Kafka - Kafka Handler Properties
37
Properties describe how communication between the
GoldenGate adapter and Kafka will occur
info@rittmanmead.com www.rittmanmead.com @rittmanmead
GoldenGate and Kafka - Kafka Handler Properties
38
• gg.handlerlist = kafkahandler
• gg.handler.kafkahandler.type = kafka
• gg.handler.kafkahandler.KafkaProducerConfigFile = kafka_producer.properties
• gg.handler.kafkahandler.TopicName = odirepo

- Kafka topic name
• gg.handler.kafkahandler.format = xml | delimitedtext | json | avro_row | avro_op

- Pluggable Formatter - Avro recommended for Kafka…
• gg.handler.kafkahandler.BlockingSend = true | false
- true - synchronous (wait for acknowledgement before sending next message)
• gg.handler.kafkahandler.mode = tx | op

- Transaction vs Operation mode
info@rittmanmead.com www.rittmanmead.com @rittmanmead
GoldenGate and Kafka - Kafka Handler Properties
39
• goldengate.userexit.timestamp = utc

• goldengate.userexit.writers = javawriter

• javawriter.stats.display = TRUE

• javawriter.stats.full = TRUE

• gg.log = log4j

• gg.log.level = INFO

• gg.report.time = 30sec

• gg.classpath = dirprm/:/u01/kafka/kafka_2.10-0.8.2.1/libs/*:

- Location of the Kafka libraries

• javawriter.bootoptions = -Xmx512m -Xms32m -Djava.class.path=ggjava/ggjava.jar
info@rittmanmead.com www.rittmanmead.com @rittmanmead
GoldenGate and Kafka - One Topic Per Table
40
• gg.handler.kafkahandler.topicPartitioning = table 

- Option to split schema into one topic per table

- Topics can be created dynamically

• gg.handler.kafkahandler.mode = op 

- Operation mode required to track individual table operations
info@rittmanmead.com www.rittmanmead.com @rittmanmead
GoldenGate and Kafka - Kafka Producer Configuration
41
• Access to the Kafka producer configuration parameters
info@rittmanmead.com www.rittmanmead.com @rittmanmead
GoldenGate and Kafka - Startup
42
• Create a topic in Kakfa (or one per table)

• Add Replicat process group to GoldenGate on target

• Start Kafka console consumer

• Start GoldenGate extract/pump on source, replicat on target
info@rittmanmead.com www.rittmanmead.com @rittmanmead
GoldenGate and Kafka Integration Complete!
43
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Schemas
44
• Schema automatically created 

- Stored in <ogg_home>/dirdef directory
- Based on gg.handler.kafkahandler.format setting
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Schemas
44
• Schema automatically created 

- Stored in <ogg_home>/dirdef directory
- Based on gg.handler.kafkahandler.format setting
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Schemas
44
• Schema automatically created 

- Stored in <ogg_home>/dirdef directory
- Based on gg.handler.kafkahandler.format setting
info@rittmanmead.com www.rittmanmead.com @rittmanmead
GoldenGate Big Data Adapter - What to Think About
45
• GoldenGate might be a single point of failure 

- Kafka is a fault-tolerant, distributed system
• Source transactions may end up larger than expected 

- max.request.size
• Performance considerations

- batch.size and linger.ms
• higher values = increased latency, better throughput
- BlockingSend = false and Mode = tx
- GROUPTRANSOPS
• Monitoring

- Confluent? Custom?
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Why GoldenGate with Kafka?
46
• GoldenGate

- …is non-invasive
- …has checkpoints for recovery
- …moves data quickly
- …is easy to setup
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Data Integration Architecture - Kafka throughout
47
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Questions?
48
info@rittmanmead.com www.rittmanmead.com @rittmanmead
Questions?
49
• Websites

- kafka.apache.org
- rittmanmead.com/blog
• Contact

- info@rittmanmead.com
- michael.rainey@rittmanmead.com
• Twitter

- @rittmanmead
- @apachekafka
- @mRainey

Weitere ähnliche Inhalte

Was ist angesagt?

Maximum Availability Architecture - Best Practices for Oracle Database 19c
Maximum Availability Architecture - Best Practices for Oracle Database 19cMaximum Availability Architecture - Best Practices for Oracle Database 19c
Maximum Availability Architecture - Best Practices for Oracle Database 19cGlen Hawkins
 
Oracle RAC 19c: Best Practices and Secret Internals
Oracle RAC 19c: Best Practices and Secret InternalsOracle RAC 19c: Best Practices and Secret Internals
Oracle RAC 19c: Best Practices and Secret InternalsAnil Nair
 
Oracle Database Performance Tuning Advanced Features and Best Practices for DBAs
Oracle Database Performance Tuning Advanced Features and Best Practices for DBAsOracle Database Performance Tuning Advanced Features and Best Practices for DBAs
Oracle Database Performance Tuning Advanced Features and Best Practices for DBAsZohar Elkayam
 
Oracle data guard for beginners
Oracle data guard for beginnersOracle data guard for beginners
Oracle data guard for beginnersPini Dibask
 
What to Expect From Oracle database 19c
What to Expect From Oracle database 19cWhat to Expect From Oracle database 19c
What to Expect From Oracle database 19cMaria Colgan
 
Migration to Oracle Multitenant
Migration to Oracle MultitenantMigration to Oracle Multitenant
Migration to Oracle MultitenantJitendra Singh
 
Fast Start Failover DataGuard
Fast Start Failover DataGuardFast Start Failover DataGuard
Fast Start Failover DataGuardBorsaniya Vaibhav
 
Oracle RAC Virtualized - In VMs, in Containers, On-premises, and in the Cloud
Oracle RAC Virtualized - In VMs, in Containers, On-premises, and in the CloudOracle RAC Virtualized - In VMs, in Containers, On-premises, and in the Cloud
Oracle RAC Virtualized - In VMs, in Containers, On-premises, and in the CloudMarkus Michalewicz
 
Exploring Oracle Database Performance Tuning Best Practices for DBAs and Deve...
Exploring Oracle Database Performance Tuning Best Practices for DBAs and Deve...Exploring Oracle Database Performance Tuning Best Practices for DBAs and Deve...
Exploring Oracle Database Performance Tuning Best Practices for DBAs and Deve...Aaron Shilo
 
The Top 5 Reasons to Deploy Your Applications on Oracle RAC
The Top 5 Reasons to Deploy Your Applications on Oracle RACThe Top 5 Reasons to Deploy Your Applications on Oracle RAC
The Top 5 Reasons to Deploy Your Applications on Oracle RACMarkus Michalewicz
 
Understanding Query Optimization with ‘regular’ and ‘Exadata’ Oracle
Understanding Query Optimization with ‘regular’ and ‘Exadata’ OracleUnderstanding Query Optimization with ‘regular’ and ‘Exadata’ Oracle
Understanding Query Optimization with ‘regular’ and ‘Exadata’ OracleGuatemala User Group
 
Oracle GoldenGate and Apache Kafka A Deep Dive Into Real-Time Data Streaming
Oracle GoldenGate and Apache Kafka A Deep Dive Into Real-Time Data StreamingOracle GoldenGate and Apache Kafka A Deep Dive Into Real-Time Data Streaming
Oracle GoldenGate and Apache Kafka A Deep Dive Into Real-Time Data StreamingMichael Rainey
 
Troubleshooting Tips and Tricks for Database 19c - EMEA Tour Oct 2019
Troubleshooting Tips and Tricks for Database 19c - EMEA Tour  Oct 2019Troubleshooting Tips and Tricks for Database 19c - EMEA Tour  Oct 2019
Troubleshooting Tips and Tricks for Database 19c - EMEA Tour Oct 2019Sandesh Rao
 
Presentation sql server to oracle a database migration roadmap
Presentation    sql server to oracle a database migration roadmapPresentation    sql server to oracle a database migration roadmap
Presentation sql server to oracle a database migration roadmapxKinAnx
 
Oracle RAC features on Exadata
Oracle RAC features on ExadataOracle RAC features on Exadata
Oracle RAC features on ExadataAnil Nair
 
Migration From Oracle to PostgreSQL
Migration From Oracle to PostgreSQLMigration From Oracle to PostgreSQL
Migration From Oracle to PostgreSQLPGConf APAC
 
Oracle to Postgres Migration - part 1
Oracle to Postgres Migration - part 1Oracle to Postgres Migration - part 1
Oracle to Postgres Migration - part 1PgTraining
 

Was ist angesagt? (20)

Maximum Availability Architecture - Best Practices for Oracle Database 19c
Maximum Availability Architecture - Best Practices for Oracle Database 19cMaximum Availability Architecture - Best Practices for Oracle Database 19c
Maximum Availability Architecture - Best Practices for Oracle Database 19c
 
Oracle RAC 19c: Best Practices and Secret Internals
Oracle RAC 19c: Best Practices and Secret InternalsOracle RAC 19c: Best Practices and Secret Internals
Oracle RAC 19c: Best Practices and Secret Internals
 
Oracle Database Performance Tuning Advanced Features and Best Practices for DBAs
Oracle Database Performance Tuning Advanced Features and Best Practices for DBAsOracle Database Performance Tuning Advanced Features and Best Practices for DBAs
Oracle Database Performance Tuning Advanced Features and Best Practices for DBAs
 
Oracle data guard for beginners
Oracle data guard for beginnersOracle data guard for beginners
Oracle data guard for beginners
 
What to Expect From Oracle database 19c
What to Expect From Oracle database 19cWhat to Expect From Oracle database 19c
What to Expect From Oracle database 19c
 
Migration to Oracle Multitenant
Migration to Oracle MultitenantMigration to Oracle Multitenant
Migration to Oracle Multitenant
 
Fast Start Failover DataGuard
Fast Start Failover DataGuardFast Start Failover DataGuard
Fast Start Failover DataGuard
 
Oracle RAC Virtualized - In VMs, in Containers, On-premises, and in the Cloud
Oracle RAC Virtualized - In VMs, in Containers, On-premises, and in the CloudOracle RAC Virtualized - In VMs, in Containers, On-premises, and in the Cloud
Oracle RAC Virtualized - In VMs, in Containers, On-premises, and in the Cloud
 
Exploring Oracle Database Performance Tuning Best Practices for DBAs and Deve...
Exploring Oracle Database Performance Tuning Best Practices for DBAs and Deve...Exploring Oracle Database Performance Tuning Best Practices for DBAs and Deve...
Exploring Oracle Database Performance Tuning Best Practices for DBAs and Deve...
 
The Top 5 Reasons to Deploy Your Applications on Oracle RAC
The Top 5 Reasons to Deploy Your Applications on Oracle RACThe Top 5 Reasons to Deploy Your Applications on Oracle RAC
The Top 5 Reasons to Deploy Your Applications on Oracle RAC
 
Understanding Query Optimization with ‘regular’ and ‘Exadata’ Oracle
Understanding Query Optimization with ‘regular’ and ‘Exadata’ OracleUnderstanding Query Optimization with ‘regular’ and ‘Exadata’ Oracle
Understanding Query Optimization with ‘regular’ and ‘Exadata’ Oracle
 
Analyzing awr report
Analyzing awr reportAnalyzing awr report
Analyzing awr report
 
AWR and ASH Deep Dive
AWR and ASH Deep DiveAWR and ASH Deep Dive
AWR and ASH Deep Dive
 
Oracle GoldenGate and Apache Kafka A Deep Dive Into Real-Time Data Streaming
Oracle GoldenGate and Apache Kafka A Deep Dive Into Real-Time Data StreamingOracle GoldenGate and Apache Kafka A Deep Dive Into Real-Time Data Streaming
Oracle GoldenGate and Apache Kafka A Deep Dive Into Real-Time Data Streaming
 
Troubleshooting Tips and Tricks for Database 19c - EMEA Tour Oct 2019
Troubleshooting Tips and Tricks for Database 19c - EMEA Tour  Oct 2019Troubleshooting Tips and Tricks for Database 19c - EMEA Tour  Oct 2019
Troubleshooting Tips and Tricks for Database 19c - EMEA Tour Oct 2019
 
Presentation sql server to oracle a database migration roadmap
Presentation    sql server to oracle a database migration roadmapPresentation    sql server to oracle a database migration roadmap
Presentation sql server to oracle a database migration roadmap
 
Oracle RAC features on Exadata
Oracle RAC features on ExadataOracle RAC features on Exadata
Oracle RAC features on Exadata
 
Migration From Oracle to PostgreSQL
Migration From Oracle to PostgreSQLMigration From Oracle to PostgreSQL
Migration From Oracle to PostgreSQL
 
Oracle to Postgres Migration - part 1
Oracle to Postgres Migration - part 1Oracle to Postgres Migration - part 1
Oracle to Postgres Migration - part 1
 
Data Guard Architecture & Setup
Data Guard Architecture & SetupData Guard Architecture & Setup
Data Guard Architecture & Setup
 

Andere mochten auch

Go Faster - Remove Inhibitors to Rapid Innovation
Go Faster - Remove Inhibitors to Rapid InnovationGo Faster - Remove Inhibitors to Rapid Innovation
Go Faster - Remove Inhibitors to Rapid InnovationFred George
 
A Walk Through the Kimball ETL Subsystems with Oracle Data Integration
A Walk Through the Kimball ETL Subsystems with Oracle Data IntegrationA Walk Through the Kimball ETL Subsystems with Oracle Data Integration
A Walk Through the Kimball ETL Subsystems with Oracle Data IntegrationMichael Rainey
 
5 Keys to Oracle GoldenGate Implemenations
5 Keys to Oracle GoldenGate Implemenations5 Keys to Oracle GoldenGate Implemenations
5 Keys to Oracle GoldenGate ImplemenationsBobby Curtis
 
Oracle GoldenGate for Big Data
Oracle GoldenGate for Big DataOracle GoldenGate for Big Data
Oracle GoldenGate for Big DataCentrifuge LLC
 
Oracle GoldenGate Presentation from OTN Virtual Technology Summit - 7/9/14 (PDF)
Oracle GoldenGate Presentation from OTN Virtual Technology Summit - 7/9/14 (PDF)Oracle GoldenGate Presentation from OTN Virtual Technology Summit - 7/9/14 (PDF)
Oracle GoldenGate Presentation from OTN Virtual Technology Summit - 7/9/14 (PDF)Bobby Curtis
 
Replacing Oracle CDC with Oracle GoldenGate
Replacing Oracle CDC with Oracle GoldenGateReplacing Oracle CDC with Oracle GoldenGate
Replacing Oracle CDC with Oracle GoldenGateStewart Bryson
 
Oracle data integrator 12c - getting started
Oracle data integrator 12c - getting startedOracle data integrator 12c - getting started
Oracle data integrator 12c - getting startedMichael Rainey
 
Real-Time Data Loading from MySQL to Hadoop with New Tungsten Replicator 3.0
Real-Time Data Loading from MySQL to Hadoop with New Tungsten Replicator 3.0Real-Time Data Loading from MySQL to Hadoop with New Tungsten Replicator 3.0
Real-Time Data Loading from MySQL to Hadoop with New Tungsten Replicator 3.0Continuent
 
Real-Time Data Replication to Hadoop using GoldenGate 12c Adaptors
Real-Time Data Replication to Hadoop using GoldenGate 12c AdaptorsReal-Time Data Replication to Hadoop using GoldenGate 12c Adaptors
Real-Time Data Replication to Hadoop using GoldenGate 12c AdaptorsMichael Rainey
 
Oracle GoldenGate and Apache Kafka A Deep Dive Into Real-Time Data Streaming
Oracle GoldenGate and Apache Kafka A Deep Dive Into Real-Time Data StreamingOracle GoldenGate and Apache Kafka A Deep Dive Into Real-Time Data Streaming
Oracle GoldenGate and Apache Kafka A Deep Dive Into Real-Time Data StreamingMichael Rainey
 
Dealing with Changed Data in Hadoop
Dealing with Changed Data in HadoopDealing with Changed Data in Hadoop
Dealing with Changed Data in HadoopDataWorks Summit
 
Hive + Tez: A Performance Deep Dive
Hive + Tez: A Performance Deep DiveHive + Tez: A Performance Deep Dive
Hive + Tez: A Performance Deep DiveDataWorks Summit
 
Kafka connect-london-meetup-2016
Kafka connect-london-meetup-2016Kafka connect-london-meetup-2016
Kafka connect-london-meetup-2016Gwen (Chen) Shapira
 
Hortonworks Oracle Big Data Integration
Hortonworks Oracle Big Data Integration Hortonworks Oracle Big Data Integration
Hortonworks Oracle Big Data Integration Hortonworks
 
Data Integration for Big Data (OOW 2016, Co-Presented With Oracle)
Data Integration for Big Data (OOW 2016, Co-Presented With Oracle)Data Integration for Big Data (OOW 2016, Co-Presented With Oracle)
Data Integration for Big Data (OOW 2016, Co-Presented With Oracle)Rittman Analytics
 
Data Architectures for Robust Decision Making
Data Architectures for Robust Decision MakingData Architectures for Robust Decision Making
Data Architectures for Robust Decision MakingGwen (Chen) Shapira
 
Streaming with Oracle Data Integration
Streaming with Oracle Data IntegrationStreaming with Oracle Data Integration
Streaming with Oracle Data IntegrationMichael Rainey
 
Processing Large Data with Apache Spark -- HasGeek
Processing Large Data with Apache Spark -- HasGeekProcessing Large Data with Apache Spark -- HasGeek
Processing Large Data with Apache Spark -- HasGeekVenkata Naga Ravi
 
Dive into Spark Streaming
Dive into Spark StreamingDive into Spark Streaming
Dive into Spark StreamingGerard Maas
 

Andere mochten auch (20)

Go Faster - Remove Inhibitors to Rapid Innovation
Go Faster - Remove Inhibitors to Rapid InnovationGo Faster - Remove Inhibitors to Rapid Innovation
Go Faster - Remove Inhibitors to Rapid Innovation
 
A Walk Through the Kimball ETL Subsystems with Oracle Data Integration
A Walk Through the Kimball ETL Subsystems with Oracle Data IntegrationA Walk Through the Kimball ETL Subsystems with Oracle Data Integration
A Walk Through the Kimball ETL Subsystems with Oracle Data Integration
 
5 Keys to Oracle GoldenGate Implemenations
5 Keys to Oracle GoldenGate Implemenations5 Keys to Oracle GoldenGate Implemenations
5 Keys to Oracle GoldenGate Implemenations
 
Oracle GoldenGate for Big Data
Oracle GoldenGate for Big DataOracle GoldenGate for Big Data
Oracle GoldenGate for Big Data
 
Oracle GoldenGate Presentation from OTN Virtual Technology Summit - 7/9/14 (PDF)
Oracle GoldenGate Presentation from OTN Virtual Technology Summit - 7/9/14 (PDF)Oracle GoldenGate Presentation from OTN Virtual Technology Summit - 7/9/14 (PDF)
Oracle GoldenGate Presentation from OTN Virtual Technology Summit - 7/9/14 (PDF)
 
Replacing Oracle CDC with Oracle GoldenGate
Replacing Oracle CDC with Oracle GoldenGateReplacing Oracle CDC with Oracle GoldenGate
Replacing Oracle CDC with Oracle GoldenGate
 
Oracle data integrator 12c - getting started
Oracle data integrator 12c - getting startedOracle data integrator 12c - getting started
Oracle data integrator 12c - getting started
 
Real-Time Data Loading from MySQL to Hadoop with New Tungsten Replicator 3.0
Real-Time Data Loading from MySQL to Hadoop with New Tungsten Replicator 3.0Real-Time Data Loading from MySQL to Hadoop with New Tungsten Replicator 3.0
Real-Time Data Loading from MySQL to Hadoop with New Tungsten Replicator 3.0
 
Real-Time Data Replication to Hadoop using GoldenGate 12c Adaptors
Real-Time Data Replication to Hadoop using GoldenGate 12c AdaptorsReal-Time Data Replication to Hadoop using GoldenGate 12c Adaptors
Real-Time Data Replication to Hadoop using GoldenGate 12c Adaptors
 
Oracle GoldenGate and Apache Kafka A Deep Dive Into Real-Time Data Streaming
Oracle GoldenGate and Apache Kafka A Deep Dive Into Real-Time Data StreamingOracle GoldenGate and Apache Kafka A Deep Dive Into Real-Time Data Streaming
Oracle GoldenGate and Apache Kafka A Deep Dive Into Real-Time Data Streaming
 
Dealing with Changed Data in Hadoop
Dealing with Changed Data in HadoopDealing with Changed Data in Hadoop
Dealing with Changed Data in Hadoop
 
Hive + Tez: A Performance Deep Dive
Hive + Tez: A Performance Deep DiveHive + Tez: A Performance Deep Dive
Hive + Tez: A Performance Deep Dive
 
Kafka connect-london-meetup-2016
Kafka connect-london-meetup-2016Kafka connect-london-meetup-2016
Kafka connect-london-meetup-2016
 
Hortonworks Oracle Big Data Integration
Hortonworks Oracle Big Data Integration Hortonworks Oracle Big Data Integration
Hortonworks Oracle Big Data Integration
 
Data Integration for Big Data (OOW 2016, Co-Presented With Oracle)
Data Integration for Big Data (OOW 2016, Co-Presented With Oracle)Data Integration for Big Data (OOW 2016, Co-Presented With Oracle)
Data Integration for Big Data (OOW 2016, Co-Presented With Oracle)
 
Data Architectures for Robust Decision Making
Data Architectures for Robust Decision MakingData Architectures for Robust Decision Making
Data Architectures for Robust Decision Making
 
Kafka for DBAs
Kafka for DBAsKafka for DBAs
Kafka for DBAs
 
Streaming with Oracle Data Integration
Streaming with Oracle Data IntegrationStreaming with Oracle Data Integration
Streaming with Oracle Data Integration
 
Processing Large Data with Apache Spark -- HasGeek
Processing Large Data with Apache Spark -- HasGeekProcessing Large Data with Apache Spark -- HasGeek
Processing Large Data with Apache Spark -- HasGeek
 
Dive into Spark Streaming
Dive into Spark StreamingDive into Spark Streaming
Dive into Spark Streaming
 

Ähnlich wie Oracle GoldenGate and Apache Kafka: A Deep Dive Into Real-Time Data Streaming

Practical Tips for Oracle Business Intelligence Applications 11g Implementations
Practical Tips for Oracle Business Intelligence Applications 11g ImplementationsPractical Tips for Oracle Business Intelligence Applications 11g Implementations
Practical Tips for Oracle Business Intelligence Applications 11g ImplementationsMichael Rainey
 
GoldenGate and Oracle Data Integrator - A Perfect Match- Upgrade to 12c
GoldenGate and Oracle Data Integrator - A Perfect Match- Upgrade to 12cGoldenGate and Oracle Data Integrator - A Perfect Match- Upgrade to 12c
GoldenGate and Oracle Data Integrator - A Perfect Match- Upgrade to 12cMichael Rainey
 
Integrating Oracle Data Integrator with Oracle GoldenGate 12c
Integrating Oracle Data Integrator with Oracle GoldenGate 12cIntegrating Oracle Data Integrator with Oracle GoldenGate 12c
Integrating Oracle Data Integrator with Oracle GoldenGate 12cEdelweiss Kammermann
 
Data Analytics Service Company and Its Ruby Usage
Data Analytics Service Company and Its Ruby UsageData Analytics Service Company and Its Ruby Usage
Data Analytics Service Company and Its Ruby UsageSATOSHI TAGOMORI
 
Gluent New World #02 - SQL-on-Hadoop : A bit of History, Current State-of-the...
Gluent New World #02 - SQL-on-Hadoop : A bit of History, Current State-of-the...Gluent New World #02 - SQL-on-Hadoop : A bit of History, Current State-of-the...
Gluent New World #02 - SQL-on-Hadoop : A bit of History, Current State-of-the...Mark Rittman
 
Architecting a Next Gen Data Platform – Strata London 2018
Architecting a Next Gen Data Platform – Strata London 2018Architecting a Next Gen Data Platform – Strata London 2018
Architecting a Next Gen Data Platform – Strata London 2018Jonathan Seidman
 
IlOUG Tech Days 2016 - Unlock the Value in your Data Reservoir using Oracle B...
IlOUG Tech Days 2016 - Unlock the Value in your Data Reservoir using Oracle B...IlOUG Tech Days 2016 - Unlock the Value in your Data Reservoir using Oracle B...
IlOUG Tech Days 2016 - Unlock the Value in your Data Reservoir using Oracle B...Mark Rittman
 
OTN EMEA Tour 2016 : Deploying Full BI Platforms to Oracle Cloud
OTN EMEA Tour 2016 : Deploying Full BI Platforms to Oracle CloudOTN EMEA Tour 2016 : Deploying Full BI Platforms to Oracle Cloud
OTN EMEA Tour 2016 : Deploying Full BI Platforms to Oracle CloudMark Rittman
 
Deploying Full BI Platforms to Oracle Cloud
Deploying Full BI Platforms to Oracle CloudDeploying Full BI Platforms to Oracle Cloud
Deploying Full BI Platforms to Oracle CloudMark Rittman
 
Overview of data analytics service: Treasure Data Service
Overview of data analytics service: Treasure Data ServiceOverview of data analytics service: Treasure Data Service
Overview of data analytics service: Treasure Data ServiceSATOSHI TAGOMORI
 
Big Data for Oracle Devs - Towards Spark, Real-Time and Predictive Analytics
Big Data for Oracle Devs - Towards Spark, Real-Time and Predictive AnalyticsBig Data for Oracle Devs - Towards Spark, Real-Time and Predictive Analytics
Big Data for Oracle Devs - Towards Spark, Real-Time and Predictive AnalyticsMark Rittman
 
Deploying Full Oracle BI Platforms to Oracle Cloud - OOW2015
Deploying Full Oracle BI Platforms to Oracle Cloud - OOW2015Deploying Full Oracle BI Platforms to Oracle Cloud - OOW2015
Deploying Full Oracle BI Platforms to Oracle Cloud - OOW2015Mark Rittman
 
Presto meetup 2015-03-19 @Facebook
Presto meetup 2015-03-19 @FacebookPresto meetup 2015-03-19 @Facebook
Presto meetup 2015-03-19 @FacebookTreasure Data, Inc.
 
OpenTSDB for monitoring @ Criteo
OpenTSDB for monitoring @ CriteoOpenTSDB for monitoring @ Criteo
OpenTSDB for monitoring @ CriteoNathaniel Braun
 
Running Airflow Workflows as ETL Processes on Hadoop
Running Airflow Workflows as ETL Processes on HadoopRunning Airflow Workflows as ETL Processes on Hadoop
Running Airflow Workflows as ETL Processes on Hadoopclairvoyantllc
 
Architectures, Frameworks and Infrastructure
Architectures, Frameworks and InfrastructureArchitectures, Frameworks and Infrastructure
Architectures, Frameworks and Infrastructureharendra_pathak
 
Avoiding Common Pitfalls: Spark Structured Streaming with Kafka
Avoiding Common Pitfalls: Spark Structured Streaming with KafkaAvoiding Common Pitfalls: Spark Structured Streaming with Kafka
Avoiding Common Pitfalls: Spark Structured Streaming with KafkaHostedbyConfluent
 
A Walk Through the Kimball ETL Subsystems with Oracle Data Integration
A Walk Through the Kimball ETL Subsystems with Oracle Data IntegrationA Walk Through the Kimball ETL Subsystems with Oracle Data Integration
A Walk Through the Kimball ETL Subsystems with Oracle Data IntegrationMichael Rainey
 
Presto @ Zalando - Big Data Tech Warsaw 2020
Presto @ Zalando - Big Data Tech Warsaw 2020Presto @ Zalando - Big Data Tech Warsaw 2020
Presto @ Zalando - Big Data Tech Warsaw 2020Piotr Findeisen
 
Large-Scale ETL Data Flows With Data Pipeline and Dataduct
Large-Scale ETL Data Flows With Data Pipeline and DataductLarge-Scale ETL Data Flows With Data Pipeline and Dataduct
Large-Scale ETL Data Flows With Data Pipeline and DataductSourabh Bajaj
 

Ähnlich wie Oracle GoldenGate and Apache Kafka: A Deep Dive Into Real-Time Data Streaming (20)

Practical Tips for Oracle Business Intelligence Applications 11g Implementations
Practical Tips for Oracle Business Intelligence Applications 11g ImplementationsPractical Tips for Oracle Business Intelligence Applications 11g Implementations
Practical Tips for Oracle Business Intelligence Applications 11g Implementations
 
GoldenGate and Oracle Data Integrator - A Perfect Match- Upgrade to 12c
GoldenGate and Oracle Data Integrator - A Perfect Match- Upgrade to 12cGoldenGate and Oracle Data Integrator - A Perfect Match- Upgrade to 12c
GoldenGate and Oracle Data Integrator - A Perfect Match- Upgrade to 12c
 
Integrating Oracle Data Integrator with Oracle GoldenGate 12c
Integrating Oracle Data Integrator with Oracle GoldenGate 12cIntegrating Oracle Data Integrator with Oracle GoldenGate 12c
Integrating Oracle Data Integrator with Oracle GoldenGate 12c
 
Data Analytics Service Company and Its Ruby Usage
Data Analytics Service Company and Its Ruby UsageData Analytics Service Company and Its Ruby Usage
Data Analytics Service Company and Its Ruby Usage
 
Gluent New World #02 - SQL-on-Hadoop : A bit of History, Current State-of-the...
Gluent New World #02 - SQL-on-Hadoop : A bit of History, Current State-of-the...Gluent New World #02 - SQL-on-Hadoop : A bit of History, Current State-of-the...
Gluent New World #02 - SQL-on-Hadoop : A bit of History, Current State-of-the...
 
Architecting a Next Gen Data Platform – Strata London 2018
Architecting a Next Gen Data Platform – Strata London 2018Architecting a Next Gen Data Platform – Strata London 2018
Architecting a Next Gen Data Platform – Strata London 2018
 
IlOUG Tech Days 2016 - Unlock the Value in your Data Reservoir using Oracle B...
IlOUG Tech Days 2016 - Unlock the Value in your Data Reservoir using Oracle B...IlOUG Tech Days 2016 - Unlock the Value in your Data Reservoir using Oracle B...
IlOUG Tech Days 2016 - Unlock the Value in your Data Reservoir using Oracle B...
 
OTN EMEA Tour 2016 : Deploying Full BI Platforms to Oracle Cloud
OTN EMEA Tour 2016 : Deploying Full BI Platforms to Oracle CloudOTN EMEA Tour 2016 : Deploying Full BI Platforms to Oracle Cloud
OTN EMEA Tour 2016 : Deploying Full BI Platforms to Oracle Cloud
 
Deploying Full BI Platforms to Oracle Cloud
Deploying Full BI Platforms to Oracle CloudDeploying Full BI Platforms to Oracle Cloud
Deploying Full BI Platforms to Oracle Cloud
 
Overview of data analytics service: Treasure Data Service
Overview of data analytics service: Treasure Data ServiceOverview of data analytics service: Treasure Data Service
Overview of data analytics service: Treasure Data Service
 
Big Data for Oracle Devs - Towards Spark, Real-Time and Predictive Analytics
Big Data for Oracle Devs - Towards Spark, Real-Time and Predictive AnalyticsBig Data for Oracle Devs - Towards Spark, Real-Time and Predictive Analytics
Big Data for Oracle Devs - Towards Spark, Real-Time and Predictive Analytics
 
Deploying Full Oracle BI Platforms to Oracle Cloud - OOW2015
Deploying Full Oracle BI Platforms to Oracle Cloud - OOW2015Deploying Full Oracle BI Platforms to Oracle Cloud - OOW2015
Deploying Full Oracle BI Platforms to Oracle Cloud - OOW2015
 
Presto meetup 2015-03-19 @Facebook
Presto meetup 2015-03-19 @FacebookPresto meetup 2015-03-19 @Facebook
Presto meetup 2015-03-19 @Facebook
 
OpenTSDB for monitoring @ Criteo
OpenTSDB for monitoring @ CriteoOpenTSDB for monitoring @ Criteo
OpenTSDB for monitoring @ Criteo
 
Running Airflow Workflows as ETL Processes on Hadoop
Running Airflow Workflows as ETL Processes on HadoopRunning Airflow Workflows as ETL Processes on Hadoop
Running Airflow Workflows as ETL Processes on Hadoop
 
Architectures, Frameworks and Infrastructure
Architectures, Frameworks and InfrastructureArchitectures, Frameworks and Infrastructure
Architectures, Frameworks and Infrastructure
 
Avoiding Common Pitfalls: Spark Structured Streaming with Kafka
Avoiding Common Pitfalls: Spark Structured Streaming with KafkaAvoiding Common Pitfalls: Spark Structured Streaming with Kafka
Avoiding Common Pitfalls: Spark Structured Streaming with Kafka
 
A Walk Through the Kimball ETL Subsystems with Oracle Data Integration
A Walk Through the Kimball ETL Subsystems with Oracle Data IntegrationA Walk Through the Kimball ETL Subsystems with Oracle Data Integration
A Walk Through the Kimball ETL Subsystems with Oracle Data Integration
 
Presto @ Zalando - Big Data Tech Warsaw 2020
Presto @ Zalando - Big Data Tech Warsaw 2020Presto @ Zalando - Big Data Tech Warsaw 2020
Presto @ Zalando - Big Data Tech Warsaw 2020
 
Large-Scale ETL Data Flows With Data Pipeline and Dataduct
Large-Scale ETL Data Flows With Data Pipeline and DataductLarge-Scale ETL Data Flows With Data Pipeline and Dataduct
Large-Scale ETL Data Flows With Data Pipeline and Dataduct
 

Mehr von Michael Rainey

Data Warehouse - Incremental Migration to the Cloud
Data Warehouse - Incremental Migration to the CloudData Warehouse - Incremental Migration to the Cloud
Data Warehouse - Incremental Migration to the CloudMichael Rainey
 
Continuous Data Replication into Cloud Storage with Oracle GoldenGate
Continuous Data Replication into Cloud Storage with Oracle GoldenGateContinuous Data Replication into Cloud Storage with Oracle GoldenGate
Continuous Data Replication into Cloud Storage with Oracle GoldenGateMichael Rainey
 
SQL on Hadoop for the Oracle Professional
SQL on Hadoop for the Oracle ProfessionalSQL on Hadoop for the Oracle Professional
SQL on Hadoop for the Oracle ProfessionalMichael Rainey
 
Going Serverless - an Introduction to AWS Glue
Going Serverless - an Introduction to AWS GlueGoing Serverless - an Introduction to AWS Glue
Going Serverless - an Introduction to AWS GlueMichael Rainey
 
Offload, Transform, and Present - the New World of Data Integration
Offload, Transform, and Present - the New World of Data IntegrationOffload, Transform, and Present - the New World of Data Integration
Offload, Transform, and Present - the New World of Data IntegrationMichael Rainey
 
Oracle Data Integrator 12c - Getting Started
Oracle Data Integrator 12c - Getting StartedOracle Data Integrator 12c - Getting Started
Oracle Data Integrator 12c - Getting StartedMichael Rainey
 
A Walk Through the Kimball ETL Subsystems with Oracle Data Integration - Coll...
A Walk Through the Kimball ETL Subsystems with Oracle Data Integration - Coll...A Walk Through the Kimball ETL Subsystems with Oracle Data Integration - Coll...
A Walk Through the Kimball ETL Subsystems with Oracle Data Integration - Coll...Michael Rainey
 
Tame Big Data with Oracle Data Integration
Tame Big Data with Oracle Data IntegrationTame Big Data with Oracle Data Integration
Tame Big Data with Oracle Data IntegrationMichael Rainey
 
Real-time Data Warehouse Upgrade – Success Stories
Real-time Data Warehouse Upgrade – Success StoriesReal-time Data Warehouse Upgrade – Success Stories
Real-time Data Warehouse Upgrade – Success StoriesMichael Rainey
 
A Picture Can Replace A Thousand Words
A Picture Can Replace A Thousand WordsA Picture Can Replace A Thousand Words
A Picture Can Replace A Thousand WordsMichael Rainey
 
GoldenGate and Oracle Data Integrator - A Perfect Match...
GoldenGate and Oracle Data Integrator - A Perfect Match...GoldenGate and Oracle Data Integrator - A Perfect Match...
GoldenGate and Oracle Data Integrator - A Perfect Match...Michael Rainey
 
GoldenGate and ODI - A Perfect Match for Real-Time Data Warehousing
GoldenGate and ODI - A Perfect Match for Real-Time Data WarehousingGoldenGate and ODI - A Perfect Match for Real-Time Data Warehousing
GoldenGate and ODI - A Perfect Match for Real-Time Data WarehousingMichael Rainey
 
Data warehouse migration to oracle data integrator 11g
Data warehouse migration to oracle data integrator 11gData warehouse migration to oracle data integrator 11g
Data warehouse migration to oracle data integrator 11gMichael Rainey
 
KScope14 - Real-Time Data Warehouse Upgrade - Success Stories
KScope14 - Real-Time Data Warehouse Upgrade - Success StoriesKScope14 - Real-Time Data Warehouse Upgrade - Success Stories
KScope14 - Real-Time Data Warehouse Upgrade - Success StoriesMichael Rainey
 

Mehr von Michael Rainey (14)

Data Warehouse - Incremental Migration to the Cloud
Data Warehouse - Incremental Migration to the CloudData Warehouse - Incremental Migration to the Cloud
Data Warehouse - Incremental Migration to the Cloud
 
Continuous Data Replication into Cloud Storage with Oracle GoldenGate
Continuous Data Replication into Cloud Storage with Oracle GoldenGateContinuous Data Replication into Cloud Storage with Oracle GoldenGate
Continuous Data Replication into Cloud Storage with Oracle GoldenGate
 
SQL on Hadoop for the Oracle Professional
SQL on Hadoop for the Oracle ProfessionalSQL on Hadoop for the Oracle Professional
SQL on Hadoop for the Oracle Professional
 
Going Serverless - an Introduction to AWS Glue
Going Serverless - an Introduction to AWS GlueGoing Serverless - an Introduction to AWS Glue
Going Serverless - an Introduction to AWS Glue
 
Offload, Transform, and Present - the New World of Data Integration
Offload, Transform, and Present - the New World of Data IntegrationOffload, Transform, and Present - the New World of Data Integration
Offload, Transform, and Present - the New World of Data Integration
 
Oracle Data Integrator 12c - Getting Started
Oracle Data Integrator 12c - Getting StartedOracle Data Integrator 12c - Getting Started
Oracle Data Integrator 12c - Getting Started
 
A Walk Through the Kimball ETL Subsystems with Oracle Data Integration - Coll...
A Walk Through the Kimball ETL Subsystems with Oracle Data Integration - Coll...A Walk Through the Kimball ETL Subsystems with Oracle Data Integration - Coll...
A Walk Through the Kimball ETL Subsystems with Oracle Data Integration - Coll...
 
Tame Big Data with Oracle Data Integration
Tame Big Data with Oracle Data IntegrationTame Big Data with Oracle Data Integration
Tame Big Data with Oracle Data Integration
 
Real-time Data Warehouse Upgrade – Success Stories
Real-time Data Warehouse Upgrade – Success StoriesReal-time Data Warehouse Upgrade – Success Stories
Real-time Data Warehouse Upgrade – Success Stories
 
A Picture Can Replace A Thousand Words
A Picture Can Replace A Thousand WordsA Picture Can Replace A Thousand Words
A Picture Can Replace A Thousand Words
 
GoldenGate and Oracle Data Integrator - A Perfect Match...
GoldenGate and Oracle Data Integrator - A Perfect Match...GoldenGate and Oracle Data Integrator - A Perfect Match...
GoldenGate and Oracle Data Integrator - A Perfect Match...
 
GoldenGate and ODI - A Perfect Match for Real-Time Data Warehousing
GoldenGate and ODI - A Perfect Match for Real-Time Data WarehousingGoldenGate and ODI - A Perfect Match for Real-Time Data Warehousing
GoldenGate and ODI - A Perfect Match for Real-Time Data Warehousing
 
Data warehouse migration to oracle data integrator 11g
Data warehouse migration to oracle data integrator 11gData warehouse migration to oracle data integrator 11g
Data warehouse migration to oracle data integrator 11g
 
KScope14 - Real-Time Data Warehouse Upgrade - Success Stories
KScope14 - Real-Time Data Warehouse Upgrade - Success StoriesKScope14 - Real-Time Data Warehouse Upgrade - Success Stories
KScope14 - Real-Time Data Warehouse Upgrade - Success Stories
 

Kürzlich hochgeladen

20240412-SmartCityIndex-2024-Full-Report.pdf
20240412-SmartCityIndex-2024-Full-Report.pdf20240412-SmartCityIndex-2024-Full-Report.pdf
20240412-SmartCityIndex-2024-Full-Report.pdfkhraisr
 
Digital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareDigital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareGraham Ware
 
Gartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptxGartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptxchadhar227
 
Fun all Day Call Girls in Jaipur 9332606886 High Profile Call Girls You Ca...
Fun all Day Call Girls in Jaipur   9332606886  High Profile Call Girls You Ca...Fun all Day Call Girls in Jaipur   9332606886  High Profile Call Girls You Ca...
Fun all Day Call Girls in Jaipur 9332606886 High Profile Call Girls You Ca...kumargunjan9515
 
7. Epi of Chronic respiratory diseases.ppt
7. Epi of Chronic respiratory diseases.ppt7. Epi of Chronic respiratory diseases.ppt
7. Epi of Chronic respiratory diseases.pptibrahimabdi22
 
Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service...
Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service...Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service...
Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service...HyderabadDolls
 
Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort...
Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort...Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort...
Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort...gragchanchal546
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...ZurliaSoop
 
Kings of Saudi Arabia, information about them
Kings of Saudi Arabia, information about themKings of Saudi Arabia, information about them
Kings of Saudi Arabia, information about themeitharjee
 
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...SOFTTECHHUB
 
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...nirzagarg
 
RESEARCH-FINAL-DEFENSE-PPT-TEMPLATE.pptx
RESEARCH-FINAL-DEFENSE-PPT-TEMPLATE.pptxRESEARCH-FINAL-DEFENSE-PPT-TEMPLATE.pptx
RESEARCH-FINAL-DEFENSE-PPT-TEMPLATE.pptxronsairoathenadugay
 
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...gajnagarg
 
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...nirzagarg
 
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...kumargunjan9515
 
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...Klinik kandungan
 
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi ArabiaIn Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabiaahmedjiabur940
 
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...nirzagarg
 
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...gajnagarg
 
Top Call Girls in Balaghat 9332606886Call Girls Advance Cash On Delivery Ser...
Top Call Girls in Balaghat  9332606886Call Girls Advance Cash On Delivery Ser...Top Call Girls in Balaghat  9332606886Call Girls Advance Cash On Delivery Ser...
Top Call Girls in Balaghat 9332606886Call Girls Advance Cash On Delivery Ser...kumargunjan9515
 

Kürzlich hochgeladen (20)

20240412-SmartCityIndex-2024-Full-Report.pdf
20240412-SmartCityIndex-2024-Full-Report.pdf20240412-SmartCityIndex-2024-Full-Report.pdf
20240412-SmartCityIndex-2024-Full-Report.pdf
 
Digital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareDigital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham Ware
 
Gartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptxGartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptx
 
Fun all Day Call Girls in Jaipur 9332606886 High Profile Call Girls You Ca...
Fun all Day Call Girls in Jaipur   9332606886  High Profile Call Girls You Ca...Fun all Day Call Girls in Jaipur   9332606886  High Profile Call Girls You Ca...
Fun all Day Call Girls in Jaipur 9332606886 High Profile Call Girls You Ca...
 
7. Epi of Chronic respiratory diseases.ppt
7. Epi of Chronic respiratory diseases.ppt7. Epi of Chronic respiratory diseases.ppt
7. Epi of Chronic respiratory diseases.ppt
 
Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service...
Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service...Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service...
Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service...
 
Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort...
Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort...Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort...
Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort...
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 
Kings of Saudi Arabia, information about them
Kings of Saudi Arabia, information about themKings of Saudi Arabia, information about them
Kings of Saudi Arabia, information about them
 
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
 
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
 
RESEARCH-FINAL-DEFENSE-PPT-TEMPLATE.pptx
RESEARCH-FINAL-DEFENSE-PPT-TEMPLATE.pptxRESEARCH-FINAL-DEFENSE-PPT-TEMPLATE.pptx
RESEARCH-FINAL-DEFENSE-PPT-TEMPLATE.pptx
 
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...
 
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
 
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...
 
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
 
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi ArabiaIn Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
 
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
 
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
 
Top Call Girls in Balaghat 9332606886Call Girls Advance Cash On Delivery Ser...
Top Call Girls in Balaghat  9332606886Call Girls Advance Cash On Delivery Ser...Top Call Girls in Balaghat  9332606886Call Girls Advance Cash On Delivery Ser...
Top Call Girls in Balaghat 9332606886Call Girls Advance Cash On Delivery Ser...
 

Oracle GoldenGate and Apache Kafka: A Deep Dive Into Real-Time Data Streaming