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 @rmoff

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

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

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

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

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

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

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Photo by Mark Kamalov on Unsplash Events

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

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

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

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

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

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

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

@rmoff 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 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

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

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

@rmoff Streaming Integration with Kafka Connect syslog flat file CSV JSON Sources MQTT Tasks Workers Kafka Connect Kafka Brokers The Changing Face of ETL: Event-Driven Architectures for Data Engineers

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

@rmoff Streaming Integration with Kafka Connect Amazon S3 syslog flat file CSV JSON Sources Sinks MQTT MQTT Tasks Workers Kafka Connect Kafka Brokers The Changing Face of ETL: Event-Driven Architectures for Data Engineers

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

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

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

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

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

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

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

@rmoff 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 Events in Action Notification service Review events Operational dashboard User data Join events to users, and filter Data lake The Changing Face of ETL: Event-Driven Architectures for Data Engineers

Events in Action Review events @rmoff 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

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

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

@rmoff 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 Events HDFS The Changing Face of ETL: Event-Driven Architectures for Data Engineers

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

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

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

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

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

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

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

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

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

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

@rmoff 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 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 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

Photo by rmoff Say NO to brittle pipelines

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Latency requirements Photo by Benjamin Lambert on Unsplash Users of the data ! Photo by Benjamin Lambert on Unsplash Scale Data fidelity

@rmoff 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 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

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@rmoff Resources • CDC Spreadsheet #EOF • Blog: No More Silos: How to Integrate your Databases with Apache Kafka and CDC • #partner-engineering on Slack for questions • BD team (#partners / [email protected]) can help with introductions on a given sales op The Changing Face of ETL: Event-Driven Architectures for Data Engineers