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An Odyssey to ScyllaDB
and Apache Kafka
Will LaForest
CTO, Americas & Public Sector
Will LaForest
■ Confluent
■ MongoDB, MarkLogic
■ Red Hat
■ Independent Advisor on Data Systems
■ Data management, analysis, science
CTO, Americas & Public Sector
Data at rest
Batch processing
Queries Against
Accumulated State
At a Point In Time
Databases
Age Old Way of Handling Data
Data: The New Currency
of Business Success
Shift in Thinking: Event Streams
Diagram or photo
Rich User
experiences
Real-time
events
Real-time
Event Streams
A Sale A shipment
A Trade
Customer
Actions
Data driven
operation
Real-time
Analytics
Microservices
Stream
Processing
Event Oriented
Command Oriented
Event Oriented - Asynchronous
Event Oriented - Decoupled
Event Oriented - Decoupled
■ Event production
• Anything is a source
• DB Transactions
• Event streams
■ Events flow between between
■ Data in Motion
■ Data at Rest
Modern Architecture Combines Both
The Rise of Event Streaming
2010
created at LinkedIn by
Confluent founders
2014
2020
80%
Fortune 100
Companies
trust and use
Apache Kafka
Anatomy of a Kafka Topic
1 2 3 4 5 6 8 9
7
Partition 1
Old New
1 2 3 4 5 6 8
7
Partition 0 10
9 11 12
Partition 2 1 2 3 4 5 6 8
7 10
9 11 12
Writes
1 2 3 4 5 6 8
7 10
9 11 12
Producers
Writes
Consumer A
(offset=4)
Consumer B
(offset=7)
Reads
Confluent for Data In Motion
Dynamic Performance & Elasticity
Self-Balancing Clusters | Tiered Storage
Flexible DevOps Automation
Operator | Ansible
GUI-driven Mgmt & Monitoring
Control Center
Efficient
Operations at Scale
Freedom of Choice
Committer-driven Expertise
Event Streaming Database
ksqlDB
Rich Pre-built Ecosystem
Connectors | Hub | Schema Registry
Multi-language Development
Non-Java Clients | REST Proxy
Admin REST APIs
Global Resilience
Multi-Region Clusters | Replicator
Cluster Linking
Data Compatibility
Schema Registry | Schema Validation
Enterprise-grade Security
RBAC | FIPS 140-2 | Audit Logs
ARCHITECT
OPERATOR
DEVELOPER
Unrestricted
Developer Productivity
Production-stage
Prerequisites
Fully Managed Cloud Service
Self-managed Software
Training Partners
Enterprise
Support
Professional
Services
Apache Kafka
Connecting the Two
Various methods
■ Event produced into Kafka
• Kafka connect sink or data store specific support
■ Transaction against data store
• Hopefully CDC
• Kafka Connectors
■ Dual emission
• Event produces data store transaction AND is published to Kafka
■ ScyllaDB is ultra performant and scalable
• It can keep up with Kafka without over resourcing
• Low latency is important for event driven real-time applications
■ Understands event driven approaches
• Actually investing in open CDC connector for Kafka
• Worked well with them in join customers
Why ScyllaDB Works Well
■ Enable rapid response and
action
■ Become data driven
■ Leverage a wide variety of
different data sets
■ Scale to meet current and
future demands
■ Cloud and on-prem
Government All Domain Analyst System
■ Efforts started with
Neo4J and RDBMS
■ They investigated Atlas
for data lineage
■ Settled on Janus
• Much better results
with Scylla than
Cassandra
Graph Approach
Architecture
Thank you!
Stay in touch
Will LaForest
@WLaForest
will@confluent.io
developer.confluent.io

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Scylla Summit 2022: An Odyssey to ScyllaDB and Apache Kafka

  • 1. An Odyssey to ScyllaDB and Apache Kafka Will LaForest CTO, Americas & Public Sector
  • 2. Will LaForest ■ Confluent ■ MongoDB, MarkLogic ■ Red Hat ■ Independent Advisor on Data Systems ■ Data management, analysis, science CTO, Americas & Public Sector
  • 3. Data at rest Batch processing Queries Against Accumulated State At a Point In Time Databases Age Old Way of Handling Data
  • 4. Data: The New Currency of Business Success
  • 5. Shift in Thinking: Event Streams Diagram or photo Rich User experiences Real-time events Real-time Event Streams A Sale A shipment A Trade Customer Actions Data driven operation Real-time Analytics Microservices Stream Processing
  • 8. Event Oriented - Asynchronous
  • 9. Event Oriented - Decoupled
  • 10. Event Oriented - Decoupled
  • 11. ■ Event production • Anything is a source • DB Transactions • Event streams ■ Events flow between between ■ Data in Motion ■ Data at Rest Modern Architecture Combines Both
  • 12. The Rise of Event Streaming 2010 created at LinkedIn by Confluent founders 2014 2020 80% Fortune 100 Companies trust and use Apache Kafka
  • 13. Anatomy of a Kafka Topic 1 2 3 4 5 6 8 9 7 Partition 1 Old New 1 2 3 4 5 6 8 7 Partition 0 10 9 11 12 Partition 2 1 2 3 4 5 6 8 7 10 9 11 12 Writes 1 2 3 4 5 6 8 7 10 9 11 12 Producers Writes Consumer A (offset=4) Consumer B (offset=7) Reads
  • 14. Confluent for Data In Motion Dynamic Performance & Elasticity Self-Balancing Clusters | Tiered Storage Flexible DevOps Automation Operator | Ansible GUI-driven Mgmt & Monitoring Control Center Efficient Operations at Scale Freedom of Choice Committer-driven Expertise Event Streaming Database ksqlDB Rich Pre-built Ecosystem Connectors | Hub | Schema Registry Multi-language Development Non-Java Clients | REST Proxy Admin REST APIs Global Resilience Multi-Region Clusters | Replicator Cluster Linking Data Compatibility Schema Registry | Schema Validation Enterprise-grade Security RBAC | FIPS 140-2 | Audit Logs ARCHITECT OPERATOR DEVELOPER Unrestricted Developer Productivity Production-stage Prerequisites Fully Managed Cloud Service Self-managed Software Training Partners Enterprise Support Professional Services Apache Kafka
  • 15. Connecting the Two Various methods ■ Event produced into Kafka • Kafka connect sink or data store specific support ■ Transaction against data store • Hopefully CDC • Kafka Connectors ■ Dual emission • Event produces data store transaction AND is published to Kafka
  • 16. ■ ScyllaDB is ultra performant and scalable • It can keep up with Kafka without over resourcing • Low latency is important for event driven real-time applications ■ Understands event driven approaches • Actually investing in open CDC connector for Kafka • Worked well with them in join customers Why ScyllaDB Works Well
  • 17. ■ Enable rapid response and action ■ Become data driven ■ Leverage a wide variety of different data sets ■ Scale to meet current and future demands ■ Cloud and on-prem Government All Domain Analyst System
  • 18. ■ Efforts started with Neo4J and RDBMS ■ They investigated Atlas for data lineage ■ Settled on Janus • Much better results with Scylla than Cassandra Graph Approach
  • 20. Thank you! Stay in touch Will LaForest @WLaForest will@confluent.io developer.confluent.io