The Changing Face of ETL: Event-Driven Architectures for Data Engineers

The Changing Face of ETL Event-Driven Architectures for Data Engineers Photo by rmoff #OOPmuc @rmoff

The Changing Face of ETL Event-Driven Architectures for Data Engineers Photo by rmoff #OOPmuc @rmoff

Photo by Samuel Sianipar on Unsplash

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Photo by Patrick Fore on Unsplash It used to be so simple @rmoff #OOPmuc The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Photo by Eugenio Mazzone on Unsplash More Sources The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Photo by Tom Barrett on Unsplash More Targets The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Photo by Kirill on Unsplash More Data The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Batches and Buckets The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Applications Respond Photo by Deva Darshan from Pexels → an order was placed! Analytics Tell Us What Happened → how many orders were placed The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Photo by NASA on Unsplash @rmoff #OOPmuc The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Photo by Mark Kamalov on Unsplash Events

@rmoff #OOPmuc “ An event is both: * Notification * State transfer The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc A Customer Experience The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc A Sensor Reading The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Databases The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Time The Stream/Table Duality Table Stream Account ID Amount 12345 + €50 12345

• €25 12345 -€60 @rmoff #OOPmuc Account ID Balance 12345 €50 Account ID Balance 12345 €75 Account ID Balance 12345 €15 The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc The truth is the log. The database is a cache of a subset of the log. —Pat Helland Immutability Changes Everything http://cidrdb.org/cidr2015/Papers/CIDR15_Paper16.pdf The Changing Face of ETL: Event-Driven Architectures for Data Engineers Photo by Bobby Burch on Unsplash

Events @rmoff #OOPmuc Basket Bread Tinned Spaghetti The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Events @rmoff #OOPmuc Basket Bread ItemAdd Bread The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Events Basket Bread ItemAdd ItemAdd Bread Baked Beans Baked Beans The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Events Basket Bread ItemAdd ItemAdd ItemRemove Bread Baked Beans Baked Beans The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Events Basket Bread ItemAdd ItemAdd ItemRemove ItemAdd Bread Baked Beans Baked Beans Tinned Spaghetti Tinned Spaghetti The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Events Basket Bread ItemAdd ItemAdd ItemRemove ItemAdd Bread Baked Beans Baked Beans Tinned Spaghetti Tinned Spaghetti The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Events Basket Bread ItemAdd ItemAdd ItemRemove ItemAdd Bread Baked Beans Baked Beans Tinned Spaghetti Tinned Spaghetti The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Events Basket Bread ItemAdd ItemAdd ItemRemove ItemAdd Bread Baked Beans Baked Beans Tinned Spaghetti Tinned Spaghetti The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc What is an Event Streaming Platform? Producer Connectors Consumer The Log Connectors Streaming Engine The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Immutable Event Log Old @rmoff #OOPmuc New Messages are added at the end of the log The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Topics Clicks Orders Customers Topics are similar in concept to tables in a database The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Partitions Clicks p0 P1 P2 Messages are guaranteed to be strictly ordered within a partition The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Messages are just K/V bytes @rmoff #OOPmuc plus headers + timestamp Clicks Header Timestamp Key Value The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Messages are just K/V bytes @rmoff #OOPmuc With great power comes great responsibility Avro -> Confluent Schema Registry Protobuf JSON CSV https://qconnewyork.com/system/files/presentation-slides/qcon_17_-_schemas_and_apis.pdf The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Consumers have a position all of their own New Old Sally is here Scan The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Consumers have a position all of their own New Old Fred is here Scan Sally is here Scan The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Consumers have a position all of their own George is here Scan New Old Fred is here Scan Sally is here Scan The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc The Connect API Producer Connectors Consumer The Log Connectors Streaming Engine The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Streaming Integration with Kafka Connect syslog Sources Tasks Workers Kafka Connect Kafka Brokers The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Streaming Integration with Kafka Connect Amazon S3 Google BigQuery Sinks Tasks Workers Kafka Connect Kafka Brokers The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Streaming Integration with Kafka Connect Amazon S3 syslog Google BigQuery Tasks Workers Kafka Connect Kafka Brokers The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Stream Processing in Kafka Producer Connectors @rmoff #OOPmuc Consumer The Log Connectors Streaming Engine The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Kafka Streams API final StreamsBuilder builder = new StreamsBuilder() .stream(“orders”, Consumed.with(stringSerde, ordersSerde)) .filter( (key, order) -> order.getStatus().equals(“COMPLETE”) ) .to(“complete_orders”, Produced.with(stringSerde, ordersSerde)); The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Stream Processing with ksqlDB @rmoff #OOPmuc CREATE STREAM completedOrders AS SELECT * FROM orders WHERE status=’COMPLETE’; The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Photo by Ash from Modern Afflatus on Unsplash This is Something New The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Events in Action Review events reviews The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Events in Action Review events reviews Operational dashboard The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Events in Action Review events reviews Operational dashboard Data lake The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Events in Action Review events CREATE STREAM reviews_clean AS SELECT * FROM reviews WHERE id IS NOT NULL; reviews reviews_clean Operational dashboard Filter out bad data Data lake The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Events in Action Existing apps User data RDBMS txn log users Kafka Connect Kafka The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Events in Action Review events reviews users reviews_clean Operational dashboard User data Data lake The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Events in Action Review events CREATE CREATE SELECT SELECT STREAM enriched_reviews AS STREAM reviews_clean AS ** FROM reviews_clean r FROM reviews INNER JOIN users u WHERE id IS NOT NULL ON r.userid=u.userid; reviews users reviews_clean enriched_reviews Operational dashboard User data Join events to users, and filter Data lake The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Events in Action Notification service Review events Operational dashboard User data Data lake The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Events in Action Review events @rmoff #OOPmuc CREATE STREAM unhappy_vips AS SELECT * FROM enriched_reviews WHERE rating Notification< 3 AND status = ‘Platinum’; service reviews users reviews_clean enriched_reviews Operational dashboard unhappy_vips User data Join events to users, and filter Data lake The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Photo by rmoff The Power of an Event-Driven Architecture

Not Everything is a Nail Events @rmoff #OOPmuc RDBMS The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Not Everything is a Nail Events RDBMS The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Not Everything is a Nail Events Elasticsearch RDBMS The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Not Everything is a Nail Graph Events Elasticsearch RDBMS The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Side-by-Side Tech Evaluation @rmoff #OOPmuc Events HDFS The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Side-by-Side Tech Evaluation Events @rmoff #OOPmuc BiqQuery HDFS The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Side-by-Side Tech Evaluation @rmoff #OOPmuc Snowflake Events BiqQuery HDFS The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Evolve Data Sources Producer Onpremises Consuming App A Consuming App B The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Evolve Data Sources Producer Onpremises Producer Consuming App A Consuming App B Cloud The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Evolve Data Sources Consuming App A Producer Consuming App B Cloud The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Tight Coupling != Flexible Orders @rmoff #OOPmuc RDBMS The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Tight Coupling != Flexible Orders RDBMS HDFS The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Tight Coupling != Flexible Orders RDBMS HDFS App The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Loose Coupling == Freedom to Evolve RDBMS Orders The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Loose Coupling == Freedom to Evolve RDBMS Orders HDFS The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Loose Coupling == Freedom to Evolve RDBMS Orders App HDFS The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Transform Once, Use Many: Data Cleansing temp_raw App IoT App RDBMS The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Transform Once, Use Many: Data Cleansing sensor_id time_epoch 42 1551136074 42 1551136125 1551136125 42 1551138129 IoT reading 13.05 13.11 13.11 13.04 temp_raw App App RDBMS The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Transform Once, Use Many: Data Cleansing sensor_id time_epoch 42 1551136074 42 1551136125 1551136125 42 1551138129 IoT reading 13.05 13.11 13.11 13.04 temp_raw Cleanse App App Cleanse RDBMS Cleanse The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Transform Once, Use Many: Data Cleansing sensor_id time_epoch 42 1551136074 42 1551136125 1551136125 42 1551138129 reading 13.05 13.11 13.11 13.04 IoT temp_clean sensor_id 42 42 42 App time_epoch 1551136074 1551136125 1551138129 reading 13.05 13.11 13.04 App temp_raw SENSOR_ID IS NOT NULL RDBMS The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Transform Once, Use Many: Data Enrichment RDBMS Events App 01 Join The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Transform Once, Use Many: Data Enrichment RDBMS Events App 01 Join Elasticsearch App 02 Join The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Transform Once, Use Many: Data Enrichment App 01 Events Elasticsearch RDBMS Join The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Message Payload Compatibility @rmoff #OOPmuc Producer Consuming App The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Message Payload Compatibility @rmoff #OOPmuc Producer Consuming App Producer The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Message Payload Compatibility @rmoff #OOPmuc Producer Consuming App Producer Triangles to Squares The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Build Resilient Pipelines with Schemas COL1 ID INT COL2 NAME VARCHAR sales_csv Apply schema App 01 COL1 ID INT COL2 NAME VARCHAR Producer App 02 Apply schema The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc Build Resilient Pipelines with Schemas Schema Registry sales App 01 Producer App 02 sales_csv Apply schema COL1 ID INT COL2 NAME VARCHAR The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Photo by rmoff Say NO to brittle pipelines

@rmoff #OOPmuc App App App App cache monitoring cache MQ DWH security MQ search Hadoop The Changing Face of ETL: Event-Driven Architectures for Data Engineers

@rmoff #OOPmuc App App App App request-response changelogs App App KAFKA App App DWH Hadoop messaging OR stream processing streaming data pipelines The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Photo by rmoff Events model the real world

Event streaming platform Photo by rmoff Native stream processing Data when you need it Data persistence Flexibility & scalability

Fully Managed Kafka as a Service

@rmoff #OOPmuc https://rmoff.dev/oopmuc The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Photo by rmoff @rmoff https://talks.rmoff.net http://cnfl.io/slack #OOPmuc