Debezium Snapshots Revisited! (Current '23)

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Image © Nicolas Buffler https://flic.kr/p/jpWcWD (CC BY 2.0) Debezium Snapshots Revisited! Gunnar Morling Senior Staﬀ Software Engineer, Decodable @gunnarmorling

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#DebeziumSnapshotting @gunnarmorling Agenda

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#DebeziumSnapshotting @gunnarmorling ● Software engineer at Decodable ● Former project lead of Debezium ● kcctl 🧸, JfrUnit, ModiTect, MapStruct ● Spec Lead for Bean Validation 2.0 ● Java Champion Gunnar Morling

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#DebeziumSnapshotting @gunnarmorling Recap – Debezium Log-Based Change Data Capture

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#DebeziumSnapshotting @gunnarmorling Snapshotting Why Is It Needed? ● Need to backfill data, but don’t have all TX logs ● Solution: scan data once before streaming ● Emit READ event for each record

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#DebeziumSnapshotting @gunnarmorling Snapshotting Classic Approach – General Idea ● Capture current position in transaction log ● Scan all relevant tables ● Start streaming

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#DebeziumSnapshotting @gunnarmorling Snapshotting Key Conﬁguration Options ● snapshot.mode (initial, never, schema_only_recovery) ● snapshot.select.statement.overrides ● snapshot.max.threads

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#DebeziumSnapshotting @gunnarmorling Snapshotting Limitations of Classic Approach ● Can’t update filter list

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#DebeziumSnapshotting @gunnarmorling Snapshotting Limitations of Classic Approach ● Can’t update filter list ● Can’t pause & resume long-running snapshots

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#DebeziumSnapshotting @gunnarmorling Snapshotting Limitations of Classic Approach ● Can’t update filter list ● Can’t pause & resume long-running snapshots ● Can’t stream changes until snapshot completed

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Incremental Snapshots © Karen Blaha https://flic.kr/p/aeuPys (CC BY-SA 2.0)

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#DebeziumSnapshotting @gunnarmorling Incremental Snapshotting The Paper ● “DBLog: A Watermark Based Change-Data-Capture Framework”, by Andreas Andreakis and Ioannis Papapanagiotou ● Key idea: interleave snapshot events and events from TX log https://arxiv.org/pdf/2010.12597v1.pdf

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#DebeziumSnapshotting @gunnarmorling Incremental Snapshotting General Idea

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#DebeziumSnapshotting @gunnarmorling Incremental Snapshotting Windowing via Watermarks

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#DebeziumSnapshotting @gunnarmorling Incremental Snapshotting Buﬀer Processing

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#DebeziumSnapshotting @gunnarmorling Incremental Snapshotting Buﬀer Processing

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#DebeziumSnapshotting @gunnarmorling Incremental Snapshotting Semantics ● No guarantee for snapshot (read) events for all records ● May receive update or delete without prior insert/read ● May receive read and update/delete ● What is guaranteed: complete data set after snapshot

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Demo © Wall Boat https://flic.kr/p/Y6zkmX (Public Domain)

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#DebeziumSnapshotting @gunnarmorling Incremental Snapshotting Connector Oﬀsets

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#DebeziumSnapshotting @gunnarmorling Incremental Snapshotting MySQL Read-Only Snapshots ● Write access to DB may be not desirable

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#DebeziumSnapshotting @gunnarmorling Incremental Snapshotting Signalling Channels ● Database table ● Kafka topic ● JMX ● Custom id 924e3ff8-2245-43ca-ba77-2af9af02fa07 type log, {execute|pause|resume|stop}-snapshot value { "data-collections": ["schema1.table1", "schema2.table2"], "type":"incremental", "additional-condition":"color=blue" }

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#DebeziumSnapshotting @gunnarmorling Incremental Snapshotting Notiﬁcations

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#Debezium + #ApacheFlink | @gunnarmorling Comparison

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#DebeziumSnapshotting @gunnarmorling Incremental Snapshotting Beneﬁts ● Can update filter list ✅

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#DebeziumSnapshotting @gunnarmorling Incremental Snapshotting Beneﬁts ● Can update filter list ✅ ● Long-running snapshots can be paused/resumed ✅

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#DebeziumSnapshotting @gunnarmorling Incremental Snapshotting Beneﬁts ● Can update filter list ✅ ● Long-running snapshots can be paused/resumed ✅ ● Can stream changes before snapshot completed ✅

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#DebeziumSnapshotting @gunnarmorling ● Incremental Snapshots in Debezium https://debezium.io/blog/2021/10/07/incremental-snapshots/ ● Read-only Incremental Snapshots for MySQL https://debezium.io/blog/2022/04/07/read-only-incremental-snapshots/ ● Flink CDC https://ververica.github.io/flink-cdc-connectors/ Resources

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#DebeziumSnapshotting @gunnarmorling ● Debezium & Kafka Connect – Ask the Experts With Chris Cranford (Red Hat) and Chris Egerton (Aiven) Sep 27, 2:30 PM ● Change Stream Processing with Debezium and Apache Flink With Robert Metzger (Decodable) Sep 27, 5:30 PM, Dremio Office https://www.meetup.com/sf-big-analytics/events/294068331/ Upcoming

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#DebeziumSnapshotting @gunnarmorling Q & A [email protected] @gunnarmorling 📧 Thank You!

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