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Revolutionize Java Database App
Development with Reactive Streams and
Virtual Threads
CloudLand 2023
Juarez Barbosa Junior @juarezjunior
Sr. Principal Java Developer Evangelist
ORACLE
Copyright © 2023, Oracle and/or its affiliates
About me
• Juarez Barbosa Junior - @juarezjunior
• Senior Principal Java Developer Evangelist
• 27 years of experience in IT
• SW Engineering & Developer Relations
• Microsoft, Oracle, IBM, Nokia, Unisys, Accenture, and a
few startups
• Microsoft Azure Developer Relations Lead
• IBM Watson Tech Evangelist & Cloud Rockstar
• IBM Mobile Tech Evangelist & Global Thought Leader
• Nokia Developers Global Champion
• Lead Software/DevOps Architect
• Expertise
• Java, Cloud, DevOps, Cloud-native, Blockchain
Copyright © 2023, Oracle and/or its affiliates
Agenda
• Java App Dev with Oracle Database
• Support for the Latest Java Versions
• Overview of Oracle DB Access with Java
• Oracle JDBC – Sync and Async
• Classic Java Platform Threads
• Project Loom – Virtual Threads
• Virtual Threads - JEPs 425, 436, 444
• Demo # 1: Virtual vs Platform Threads
• Reactive JDBC - Synchronous vs Asynchronous JDBC
• Reactive Streams Ingestion (RSI)
• Demo # 2: Reactive Streams Ingestion (RSI)
• From Sync to Reactive JDBC: Oracle R2DBC
• Demo # 3: Oracle R2DBC with Project Reactor
• Live Labs/Free Oracle Cloud Account/Oracle ACE Program
Copyright © 2023, Oracle and/or its affiliates
Copyright © 2023, Oracle and/or its affiliates
Java App Dev with Oracle Database
Copyright © 2023, Oracle and/or its affiliates
Support for the Latest Java Versions
• Java 11 - native support, compiled with it
• Java 17 - certified
• JDBC Standards - 4.2 and 4.3
• GraalVM - native image instrumentation
• Reactive Streams - Java Flow API support
• Project Loom - Virtual Threads support
• Data access is critical in mission-critical apps
Copyright © 2023, Oracle and/or its affiliates
Overview of Oracle DB Access with Java
User
Java
Code
JDBC
Reactive
Extension Standard
JDBC API
R2DBC
+
3rd party
Reactive
Streams
Libraries
Async call with non-blocking
backpressure
operators (map, reduce, filters),
concurrency modeling,
monitoring, tracing
Implements Java SE
reactive stream
interface (Flow)
Full Reactive
Streams
Sync/blocking JDBC calls
Java
Business
Logic
User Java code
Oracle
Database
Oracle JDBC
driver
VTs/lightweight JDBC calls
Copyright © 2022, Oracle and/or its affiliates
Oracle JDBC – Async and Sync
⚫ Project Loom/Virtual Threads
− Synchronous database access with lightweight threads
− Standard JDBC + Virtual Threads
− Client application call stack may use conventional (synchronous) code
− Libraries must be compatible with Virtual Threads
− Oracle instrumented the Oracle JDBC 21c driver to support Virtual Threads
⚫ Reactive Programming
− Asynchronous database access with non-blocking network I/O
− Oracle Reactive Streams Ingestion + Oracle R2DBC + Oracle JDBC Reactive Extensions
− Application call stack must be fully asynchronous
− Libraries are available: Reactor, RxJava, Akka, Vert.x
Copyright © 2023, Oracle and/or its affiliates
Classic Java Platform Threads
⚫ Database access with blocking threads
⚫ A JDBC call blocks a thread for 100’s of milliseconds (thread-per-request style)
⚫ Thread count increases linearly with the number of JDBC calls
⚫ Performance degrades as the number of threads increases
⚫ 1 MB of stack memory per thread
⚫ Scheduling many platform threads is expensive
⚫ Preemptive scheduling vs time-slicing
Copyright © 2022, Oracle and/or its affiliates
Virtual Threads - JEPs 425, 436, 444
⚫ Virtual Threads – JEPs (JDK Enhancement Proposals)
⚫ Lightweight threads that dramatically reduce the effort of writing, maintaining, and
observing high-throughput concurrent applications
⚫ Enable applications written in the simple thread-per-request style to scale with near-
optimal hardware utilization
⚫ Enable easy troubleshooting, debugging, and profiling of virtual threads with existing
JDK tools
⚫ Do not remove the traditional implementation of threads
⚫ Do not alter the basic concurrency model of Java
⚫ Enable existing code that uses Java threads (java.lang.Thread, etc) to adopt virtual
threads with minimal change
Copyright © 2023, Oracle and/or its affiliates
Virtual Threads - JEPs 425, 436, 444
⚫ java.lang.Thread
⚫ final Boolean - isVirtual()
⚫ static Thread.Builder.OfVirtual - ofVirtual()
⚫ static Thread.Builder.OfPlatform - ofPlatform()
⚫ static Thread - startVirtualThread(Runnable task)
⚫ java.util.concurrent.Executors
⚫ static ExecutorService - newVirtualThreadPerTaskExecutor()
Copyright © 2022, Oracle and/or its affiliates
Demo # 1: Virtual vs Platform Threads
⚫ Virtual Threads versus Platform Threads
⚫ JEP 425 Virtual Threads (Preview)
⚫ JEP 436 (Second Preview)
⚫ JEP 444 (Target -> JDK 21)
⚫ Runs on Java 19, 20, 21
⚫ javac --release 19 --enable-preview
⚫ java --enable-preview
⚫ Oracle JDBC Driver 21c instrumented to support Virtual Threads
⚫ Verifiable comparison of OS/HW resources consumption (Platform Threads x Virtual
Threads)
Copyright © 2023, Oracle and/or its affiliates
Reactive JDBC - Sync vs Async JDBC
Setup
Blocking
Handle Result
Setup
Non-Blocking
Handle Result
Synchronous JDBC Setup
Blocking
Handle Result
Setup
Non-Blocking
Handle Result
Setup
Non-Blocking
Handle Result
Reactive JDBC
Database
Setup
Blocking
Handle Result
Database
Copyright © 2022, Oracle and/or its affiliates
Reactive Streams Ingestion (RSI)
⚫ Java Library for Reactive Streams Ingestion
⚫ Streaming capability: Ingest data in an unblocking, and
reactive way from a large group of clients
⚫ Group records through RAC (Real App Clusters),
and Shard affinity using native UCP (Universal Connection
Pool)
⚫ Optimize CPU allocation while decoupling record
Processing from I/O
⚫ Fastest insert method for the Oracle Database through
Direct Path Insert, bypassing SQL and writing directly into the DB files
Copyright © 2023, Oracle and/or its affiliates
Demo # 2: Reactive Streams Ingestion (RSI)
Container
Pipelines,
Jenkins, etc.
Build
Test
Push
Push Docker
images to
Registry
Cloud
Infrastructur
e Registry
Container
Engine for
Kubernetes
Pull images
from Registry
Deploy
images to
production
Kubernetes
worker nodes
Containers
running
microservices
deployed over
Kubernetes
ORACLE CLOUD INFRASTRUCTURE
ATP, ADW, ATP-D,
AFDW-D
Memoptimized
Rowstore
RSI Runtime: Non-
blocking, optimized library
for streaming data
through Direct Path, Shard
& RAC/FAN support.
HTTP / REST Engine over
Helidon
Define build
for CI/CD
toolchain
gRPC / AMQP / MQTT
Engines
Microservices
Files / Logs
IoT
Devices
/
Apps
cv
MQTT
gRPC
AMQP
HTTP / REST
JDBC
Direct Path
INSERT
Record
Streaming
over
multiple
protocols.
Copyright © 2022, Oracle and/or its affiliates
Oracle R2DBC
⚫ Oracle Reactive Relational Database Connectivity (R2DBC)
⚫ Oracle R2DBC Driver is a Java library that supports reactive
Programming with Oracle Database
⚫ It implements the R2DBC Service Provider Interface (SPI) as
specified by the Reactive Relational Database Connectivity (R2DBC)
⚫ The R2DBC SPI exposes Reactive Streams as an abstraction for
Remote database operations
⚫ The sample code uses Project Reactor. It could use RxJava, Akka,
or any RS library
⚫ Runs on Java 11+
Copyright © 2023, Oracle and/or its affiliates
From Sync to Reactive JDBC: Oracle R2DBC
static String queryJdbc(java.sql.Connection connection) throws
SQLException {
try (java.sql.Statement statement = connection.createStatement()) {
ResultSet resultSet =
statement.executeQuery("SELECT * FROM CUSTOMERS");
if (resultSet.next())
return resultSet.getString(1);
else
throw new NoSuchElementException("Query returned zero rows");
}
}
static Publisher<String> queryR2dbc(io.r2dbc.spi.Connection
connection) {
return Flux.from(connection.createStatement(
"SELECT * FROM CUSTOMERS")
.execute())
.flatMap(result ->
result.map(row -> row.get(0, String.class)))
.switchIfEmpty(Flux.error(
new NoSuchElementException("Query returned zero rows")));
}
Virtual Threads or
Reactive?
• Oracle JDBC supports both!
• Want Virtual Threads?
• Oracle JDBC has been “Virtual
Thread Compatible” since 21.1.0.0
• Want Reactive?
• Oracle R2DBC 1.0.0 is available now
• Consume Flow interfaces directly
from Oracle JDBC’s Reactive
Extensions
Copyright © 2023, Oracle and/or its affiliates
Virtual Threads or Reactive?
• Benefits of Virtual Threads:
• Easier to read and write
• Easier to debug
• Integration with JDK tools
• Do not alter the basic concurrency model of Java
• Limitations of Virtual Threads:
• Some libraries are not compatible
• Still not in GA –> JDK 21
• JEP 425: Virtual Threads (Preview)
• JEP 436: Virtual Threads (Second Preview)
• JEP 444: Virtual Threads
Copyright © 2023, Oracle and/or its affiliates
Benefits of Reactive:
• Reactive Libraries (Reactor, RxJava, Akka, Vert.x)
• Stream-like API with a functional style
• Low-level concurrency is handled for you
(locks, atomics, queues).
Limitations of Reactive:
• Steep learning curve
• Harder to read and write
• Harder to debug
Copyright © 2023, Oracle and/or its affiliates
References
• Project Loom / Virtual Threads
• Loom - https://openjdk.org/projects/loom/
• JEP 444 Virtual Threads (Targeted) - https://openjdk.org/jeps/444
• Introduction to Oracle JDBC 21c Driver Support for Virtual Threads - https://bit.ly/3UlNJWP
• Reactive Streams Ingestion Library
• Getting Started with the Java library for Reactive Streams Ingestion (RSI) -
https://bit.ly/3rEiRnC
• High-throughput stream processing with the Java Library for Reactive Streams Ingestion (RSI),
Virtual Threads, and the Oracle ATP Database - https://bit.ly/3rATCTd
• RSI - https://docs.oracle.com/en/database/oracle/
• R2DBC
• Oracle R2DBC Driver – https://github.com/oracle/oracle-r2dbc
• Develop Java applications with Oracle Database
• JDBC – https://www.oracle.com/database/technologies/appdev/jdbc.html
Oracle
Database
23c Oracle Database 23c Free – Developer Edition
available for download now
• Oracle Database 23c accelerates Oracle’s
mission to make it simple to develop and
run all data-driven apps
• Provides developers easy early access to
23c app dev features
• Limited database size, memory, CPU
threads (same limits as Express Edition)
Free Developer Release
http://oracle.com/23cFree
http://oracle.com/23cFree
Oracle LiveLabs
Showcasing how Oracle’s solutions can
solve your business problems
500+
free workshops,
available or in
development
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people have already visited
LiveLabs
developer.oracle.com/livelabs
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600+
events run
using LiveLabs
workshops
3 membership tiers
Connect: @oracleace facebook.com/OracleACEs
aceprogram_ww@oracle.com
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community leaders helping peers globally
The Oracle ACE Program recognizes & rewards individuals for
their technical & community contributions to the Oracle community
Nominate
yourself or a candidate:
ace.oracle.com/nominate
Learn more - ace.oracle.com
blogs.oracle.com/ace
Create your FREE
Cloud Account
• Go to
https://signup.cloud.oracle.com/
Copyright © 2023, Oracle and/or its affiliates
About me
• Juarez Barbosa Junior - @juarezjunior
• Senior Principal Java Developer Evangelist
• 27 years of experience in IT
• SW Engineering & Developer Relations
• Microsoft, Oracle, IBM, Nokia, Unisys, Accenture, and a
few startups
• Microsoft Azure Developer Relations Lead
• IBM Watson Tech Evangelist & Cloud Rockstar
• IBM Mobile Tech Evangelist & Global Thought Leader
• Nokia Developers Global Champion
• Lead Software/DevOps Architect
• Expertise
• Java, Cloud, DevOps, Cloud-native, Blockchain
Copyright © 2023, Oracle and/or its affiliates
Thank you!
25
Copyright © 2023, Oracle and/or its affiliates | Confidential: Internal

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CloudLand - Revolutionize Java DB AppDev with Reactive Streams and Virtual Threads

  • 1. Revolutionize Java Database App Development with Reactive Streams and Virtual Threads CloudLand 2023 Juarez Barbosa Junior @juarezjunior Sr. Principal Java Developer Evangelist ORACLE Copyright © 2023, Oracle and/or its affiliates
  • 2. About me • Juarez Barbosa Junior - @juarezjunior • Senior Principal Java Developer Evangelist • 27 years of experience in IT • SW Engineering & Developer Relations • Microsoft, Oracle, IBM, Nokia, Unisys, Accenture, and a few startups • Microsoft Azure Developer Relations Lead • IBM Watson Tech Evangelist & Cloud Rockstar • IBM Mobile Tech Evangelist & Global Thought Leader • Nokia Developers Global Champion • Lead Software/DevOps Architect • Expertise • Java, Cloud, DevOps, Cloud-native, Blockchain Copyright © 2023, Oracle and/or its affiliates
  • 3. Agenda • Java App Dev with Oracle Database • Support for the Latest Java Versions • Overview of Oracle DB Access with Java • Oracle JDBC – Sync and Async • Classic Java Platform Threads • Project Loom – Virtual Threads • Virtual Threads - JEPs 425, 436, 444 • Demo # 1: Virtual vs Platform Threads • Reactive JDBC - Synchronous vs Asynchronous JDBC • Reactive Streams Ingestion (RSI) • Demo # 2: Reactive Streams Ingestion (RSI) • From Sync to Reactive JDBC: Oracle R2DBC • Demo # 3: Oracle R2DBC with Project Reactor • Live Labs/Free Oracle Cloud Account/Oracle ACE Program Copyright © 2023, Oracle and/or its affiliates
  • 4. Copyright © 2023, Oracle and/or its affiliates Java App Dev with Oracle Database
  • 5. Copyright © 2023, Oracle and/or its affiliates Support for the Latest Java Versions • Java 11 - native support, compiled with it • Java 17 - certified • JDBC Standards - 4.2 and 4.3 • GraalVM - native image instrumentation • Reactive Streams - Java Flow API support • Project Loom - Virtual Threads support • Data access is critical in mission-critical apps
  • 6. Copyright © 2023, Oracle and/or its affiliates Overview of Oracle DB Access with Java User Java Code JDBC Reactive Extension Standard JDBC API R2DBC + 3rd party Reactive Streams Libraries Async call with non-blocking backpressure operators (map, reduce, filters), concurrency modeling, monitoring, tracing Implements Java SE reactive stream interface (Flow) Full Reactive Streams Sync/blocking JDBC calls Java Business Logic User Java code Oracle Database Oracle JDBC driver VTs/lightweight JDBC calls
  • 7. Copyright © 2022, Oracle and/or its affiliates Oracle JDBC – Async and Sync ⚫ Project Loom/Virtual Threads − Synchronous database access with lightweight threads − Standard JDBC + Virtual Threads − Client application call stack may use conventional (synchronous) code − Libraries must be compatible with Virtual Threads − Oracle instrumented the Oracle JDBC 21c driver to support Virtual Threads ⚫ Reactive Programming − Asynchronous database access with non-blocking network I/O − Oracle Reactive Streams Ingestion + Oracle R2DBC + Oracle JDBC Reactive Extensions − Application call stack must be fully asynchronous − Libraries are available: Reactor, RxJava, Akka, Vert.x
  • 8. Copyright © 2023, Oracle and/or its affiliates Classic Java Platform Threads ⚫ Database access with blocking threads ⚫ A JDBC call blocks a thread for 100’s of milliseconds (thread-per-request style) ⚫ Thread count increases linearly with the number of JDBC calls ⚫ Performance degrades as the number of threads increases ⚫ 1 MB of stack memory per thread ⚫ Scheduling many platform threads is expensive ⚫ Preemptive scheduling vs time-slicing
  • 9. Copyright © 2022, Oracle and/or its affiliates Virtual Threads - JEPs 425, 436, 444 ⚫ Virtual Threads – JEPs (JDK Enhancement Proposals) ⚫ Lightweight threads that dramatically reduce the effort of writing, maintaining, and observing high-throughput concurrent applications ⚫ Enable applications written in the simple thread-per-request style to scale with near- optimal hardware utilization ⚫ Enable easy troubleshooting, debugging, and profiling of virtual threads with existing JDK tools ⚫ Do not remove the traditional implementation of threads ⚫ Do not alter the basic concurrency model of Java ⚫ Enable existing code that uses Java threads (java.lang.Thread, etc) to adopt virtual threads with minimal change
  • 10. Copyright © 2023, Oracle and/or its affiliates Virtual Threads - JEPs 425, 436, 444 ⚫ java.lang.Thread ⚫ final Boolean - isVirtual() ⚫ static Thread.Builder.OfVirtual - ofVirtual() ⚫ static Thread.Builder.OfPlatform - ofPlatform() ⚫ static Thread - startVirtualThread(Runnable task) ⚫ java.util.concurrent.Executors ⚫ static ExecutorService - newVirtualThreadPerTaskExecutor()
  • 11. Copyright © 2022, Oracle and/or its affiliates Demo # 1: Virtual vs Platform Threads ⚫ Virtual Threads versus Platform Threads ⚫ JEP 425 Virtual Threads (Preview) ⚫ JEP 436 (Second Preview) ⚫ JEP 444 (Target -> JDK 21) ⚫ Runs on Java 19, 20, 21 ⚫ javac --release 19 --enable-preview ⚫ java --enable-preview ⚫ Oracle JDBC Driver 21c instrumented to support Virtual Threads ⚫ Verifiable comparison of OS/HW resources consumption (Platform Threads x Virtual Threads)
  • 12. Copyright © 2023, Oracle and/or its affiliates Reactive JDBC - Sync vs Async JDBC Setup Blocking Handle Result Setup Non-Blocking Handle Result Synchronous JDBC Setup Blocking Handle Result Setup Non-Blocking Handle Result Setup Non-Blocking Handle Result Reactive JDBC Database Setup Blocking Handle Result Database
  • 13. Copyright © 2022, Oracle and/or its affiliates Reactive Streams Ingestion (RSI) ⚫ Java Library for Reactive Streams Ingestion ⚫ Streaming capability: Ingest data in an unblocking, and reactive way from a large group of clients ⚫ Group records through RAC (Real App Clusters), and Shard affinity using native UCP (Universal Connection Pool) ⚫ Optimize CPU allocation while decoupling record Processing from I/O ⚫ Fastest insert method for the Oracle Database through Direct Path Insert, bypassing SQL and writing directly into the DB files
  • 14. Copyright © 2023, Oracle and/or its affiliates Demo # 2: Reactive Streams Ingestion (RSI) Container Pipelines, Jenkins, etc. Build Test Push Push Docker images to Registry Cloud Infrastructur e Registry Container Engine for Kubernetes Pull images from Registry Deploy images to production Kubernetes worker nodes Containers running microservices deployed over Kubernetes ORACLE CLOUD INFRASTRUCTURE ATP, ADW, ATP-D, AFDW-D Memoptimized Rowstore RSI Runtime: Non- blocking, optimized library for streaming data through Direct Path, Shard & RAC/FAN support. HTTP / REST Engine over Helidon Define build for CI/CD toolchain gRPC / AMQP / MQTT Engines Microservices Files / Logs IoT Devices / Apps cv MQTT gRPC AMQP HTTP / REST JDBC Direct Path INSERT Record Streaming over multiple protocols.
  • 15. Copyright © 2022, Oracle and/or its affiliates Oracle R2DBC ⚫ Oracle Reactive Relational Database Connectivity (R2DBC) ⚫ Oracle R2DBC Driver is a Java library that supports reactive Programming with Oracle Database ⚫ It implements the R2DBC Service Provider Interface (SPI) as specified by the Reactive Relational Database Connectivity (R2DBC) ⚫ The R2DBC SPI exposes Reactive Streams as an abstraction for Remote database operations ⚫ The sample code uses Project Reactor. It could use RxJava, Akka, or any RS library ⚫ Runs on Java 11+
  • 16. Copyright © 2023, Oracle and/or its affiliates From Sync to Reactive JDBC: Oracle R2DBC static String queryJdbc(java.sql.Connection connection) throws SQLException { try (java.sql.Statement statement = connection.createStatement()) { ResultSet resultSet = statement.executeQuery("SELECT * FROM CUSTOMERS"); if (resultSet.next()) return resultSet.getString(1); else throw new NoSuchElementException("Query returned zero rows"); } } static Publisher<String> queryR2dbc(io.r2dbc.spi.Connection connection) { return Flux.from(connection.createStatement( "SELECT * FROM CUSTOMERS") .execute()) .flatMap(result -> result.map(row -> row.get(0, String.class))) .switchIfEmpty(Flux.error( new NoSuchElementException("Query returned zero rows"))); }
  • 17. Virtual Threads or Reactive? • Oracle JDBC supports both! • Want Virtual Threads? • Oracle JDBC has been “Virtual Thread Compatible” since 21.1.0.0 • Want Reactive? • Oracle R2DBC 1.0.0 is available now • Consume Flow interfaces directly from Oracle JDBC’s Reactive Extensions Copyright © 2023, Oracle and/or its affiliates
  • 18. Virtual Threads or Reactive? • Benefits of Virtual Threads: • Easier to read and write • Easier to debug • Integration with JDK tools • Do not alter the basic concurrency model of Java • Limitations of Virtual Threads: • Some libraries are not compatible • Still not in GA –> JDK 21 • JEP 425: Virtual Threads (Preview) • JEP 436: Virtual Threads (Second Preview) • JEP 444: Virtual Threads Copyright © 2023, Oracle and/or its affiliates Benefits of Reactive: • Reactive Libraries (Reactor, RxJava, Akka, Vert.x) • Stream-like API with a functional style • Low-level concurrency is handled for you (locks, atomics, queues). Limitations of Reactive: • Steep learning curve • Harder to read and write • Harder to debug
  • 19. Copyright © 2023, Oracle and/or its affiliates References • Project Loom / Virtual Threads • Loom - https://openjdk.org/projects/loom/ • JEP 444 Virtual Threads (Targeted) - https://openjdk.org/jeps/444 • Introduction to Oracle JDBC 21c Driver Support for Virtual Threads - https://bit.ly/3UlNJWP • Reactive Streams Ingestion Library • Getting Started with the Java library for Reactive Streams Ingestion (RSI) - https://bit.ly/3rEiRnC • High-throughput stream processing with the Java Library for Reactive Streams Ingestion (RSI), Virtual Threads, and the Oracle ATP Database - https://bit.ly/3rATCTd • RSI - https://docs.oracle.com/en/database/oracle/ • R2DBC • Oracle R2DBC Driver – https://github.com/oracle/oracle-r2dbc • Develop Java applications with Oracle Database • JDBC – https://www.oracle.com/database/technologies/appdev/jdbc.html
  • 20. Oracle Database 23c Oracle Database 23c Free – Developer Edition available for download now • Oracle Database 23c accelerates Oracle’s mission to make it simple to develop and run all data-driven apps • Provides developers easy early access to 23c app dev features • Limited database size, memory, CPU threads (same limits as Express Edition) Free Developer Release http://oracle.com/23cFree http://oracle.com/23cFree
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  • 22. 3 membership tiers Connect: @oracleace facebook.com/OracleACEs aceprogram_ww@oracle.com 500+ technical experts & community leaders helping peers globally The Oracle ACE Program recognizes & rewards individuals for their technical & community contributions to the Oracle community Nominate yourself or a candidate: ace.oracle.com/nominate Learn more - ace.oracle.com blogs.oracle.com/ace
  • 23. Create your FREE Cloud Account • Go to https://signup.cloud.oracle.com/ Copyright © 2023, Oracle and/or its affiliates
  • 24. About me • Juarez Barbosa Junior - @juarezjunior • Senior Principal Java Developer Evangelist • 27 years of experience in IT • SW Engineering & Developer Relations • Microsoft, Oracle, IBM, Nokia, Unisys, Accenture, and a few startups • Microsoft Azure Developer Relations Lead • IBM Watson Tech Evangelist & Cloud Rockstar • IBM Mobile Tech Evangelist & Global Thought Leader • Nokia Developers Global Champion • Lead Software/DevOps Architect • Expertise • Java, Cloud, DevOps, Cloud-native, Blockchain Copyright © 2023, Oracle and/or its affiliates
  • 25. Thank you! 25 Copyright © 2023, Oracle and/or its affiliates | Confidential: Internal