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Batch Processing
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Rodrigo Graciano
April 11, 2022
Programming
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360
Batch Processing
Deck from the Batch Processing in Action presentation
Rodrigo Graciano
April 11, 2022
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Transcript
BATCH PROCESSING IN ACTION HILLMER CHONA RODRIGO GRACIANO
WHAT SPRING BATCH IS? Spring Batch is a lightweight, comprehensive
batch framework designed to enable the development of robust batch applications vital for the daily operations of enterprise systems. https://docs.spring.io/spring-batch/docs/current/reference/html/index-single.html#spring-batch-intro
WHAT SPRING BATCH IS NOT? Spring Batch is not a
scheduler https://docs.spring.io/spring-batch/docs/current/reference/html/index-single.html#spring-batch-intro
BATCH VOCABULARY
THE BASICS
SHOW ME SOME CODE: BASIC DEMO This Photo by Unknown
Author is licensed under CC BY-NC-ND
JOB STEP REPOSITORY RUNNING
BATCH ARCHITECTURE (SIMPLIFIED ) https://docs.spring.io/spring-batch/docs/current/reference/html/images/spring-batch-reference-model.png JobRepository JobLauncher Job Step Reader
Writer 1 * 1 1 1 1
JOB REPOSITORY •It’s how Job, Step, JobParameters, JobExecution, and StepExecution
are persisted
• JobRepository • JobLauncher • JobRegistry • JobExplorer • PlatformTransactionManager
• JobBuilderFactory • StepBuilderFactory @EnableBatchProcessing
RUNNING JOBS • From the command Line (CommandLineJobRunner) • Within
a web container
SHOW ME SOME CODE: RUNNING JOBS This Photo by Unknown
Author is licensed under CC BY-NC-ND
RUNNING JOBS • From the command Line (CommandLineJobRunner) • Within
a web container • Synchronous x Asynchronous
PROCESSORS CHUNKS WE CAN DO BETTER
STEP SEQUENCE Process Step Read Write
BATCH ARCHITECTURE https://docs.spring.io/spring-batch/docs/current/reference/html/images/spring-batch-reference-model.png JobRepository JobLauncher Job Step Reader Writer 1
* 1 1 1 1 Processor 1 1
PROCESSORS •Transforming •Filtering •Validations
STEP SEQUENCE Process Step Read Write
CHUNK SEQUENCE Process Step Read Write Read Process
MORE CODE MORE CODE: PROCESSORS & CHUNKS This Photo by
Unknown Author is licensed under CC BY-NC-ND
+READERS +WRITERS TASKLETS
READERS • Database (JDBC, Mongo, Neo4j, Hibernate, etc.) • Flat
Files (delimited, fixed-length) • XML, JSON • JMS, Kafka, Amqp • Multi-file
MULTI-FILE READER •Read multiple file in a single step •Files
must have the same format •Works with XML, JSON and flat files
SHOW ME SOME CODE: MULTI-READERS This Photo by Unknown Author
is licensed under CC BY-NC-ND
WRITERS • Database (JDBC, Mongo, Neo4j, Hibernate, etc.) • Flat
Files (delimited, fixed-length) • XML, JSON • JMS, Kafka, Amqp • Multi-file • Email
TASKLETS • 1 time operation instead of read/write • Run
a DB query • Copy Files • Zip/unzip files
BEYOND THE BASICS LISTENERS STEP FLOW SCALING AND PARALLEL PROCESSING
LISTENERS JobExecutionListener StepExecutionListener ItemReadListener ItemWriteListener ChunkListener ItemProcessListener SkipListener
JOB EXECUTION LISTENERS
STEP LISTENERS • before/after step StepExecutionListener • before/after read •
onReadError ItemReadListener • before/after write • onWriteError ItemWriteListener
STEP LISTENERS • before/after/after error chunk ChunkListener • before/after process
• onProcessError ItemProcessListener • onSkipInRead • onSkipInProcess • onSkipInWrite SkipListener
STEP FLOW • Sequential
STEP FLOW: SEQUENTIAL Step 1 Step 2 Step 3
STEP FLOW • Sequential • Conditional (ExitStatus) • Decider
STEP FLOW: CONDITIONAL & DECIDER Condition Step 1 Step 3
Step 2
STEP FLOW • Sequential • Conditional (ExitStatus) • Decider •
Split
STEP FLOW: SPLIT Step 1 Step 2 Step 3 Start
Step 4
SCALING AND PARALLEL PROCESSING • Multi-threaded (Async Executor) • Parallel
steps (Split) • Remote Chunking (Data processed by slaves – Real data sent not a reference) • Remote Partitioning (Data in chunks and local to slaves)
MORE FUNCTIONALITIES RESTARTING SKIPING FAILURES RETRY
USEFUL FUNCTIONALITIES - START •startLimit(n) •allowStartIfComplete(boolean)
USEFUL FUNCTIONALITIES – SKIPPING FAILURES •faultTolerant() •skip(SomeException.class) •skipLimit(n) •noSkip(SomeException.class) •noRollback(SomeException.class)
USEFUL FUNCTIONALITIES - RETRY •faultTolerant() •retry(SomeException.class) •retryLimit(n)
CODE CODE This Photo by Unknown Author is licensed under
CC BY-NC-ND
QUESTIONS? https://github.com/rodrigolgraciano/batch-demo.git https://speakerdeck.com/graciano/batch-processing @rodrigograciano @ HillmerCh
CHUNK-ORIENTED STEP https://docs.spring.io/spring-batch/docs/current/reference/html/images/chunk-oriented-processing-with-item-processor.png
JOB Job JobInstance JobExecution JobParameters Present at Devnexus title =
Batch Processing in Action Present Batch Processing in Action at Devnexus First try to present – hopefully, it will work
…STEP Job JobInstance JobExecution Step StepExecution Read count Write count
Filter count…
CHUNK-ORIENTED STEP + PROCESSORS https://docs.spring.io/spring-batch/docs/current/reference/html/images/chunk-oriented-processing-with-item-processor.png