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Kafka based Global Data Mesh at Wix

N
Natan Silnitsky

The document describes Wix's use of Kafka and Greyhound to build a global data mesh. It addresses challenges of large scale traffic, hundreds of developers, and diverse tech stacks. Kafka and Greyhound provide a messaging platform and self-service APIs. Greyhound wraps Kafka for multiple languages. The data mesh supports cross-DC replication and producing to specific DCs. This allows events to be routed to where they are needed across Wix's infrastructure.

Software
Related topics:
Event-Driven
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@NSilnitsky @NSilnitsky Kafka- based Global Data Mesh Kafka-based Global Data Mesh at Wix Natan Silnitsky Backend Infra TL, Wix.com natansil.com twitter@NSilnitsky linkedin/natansilnitsky github.com/natansil
@NSilnitsky @NSilnitsky Growing Pains Large scale traffic Hundreds of developers Event-driven architecture Diverse tech stack Cluster overload DC awareness * keep simple even. Migrated, disributed
@NSilnitsky @NSilnitsky Growing Pains Large scale traffic Hundreds of developers Event-driven architecture Diverse tech stack Cluster overload DC awareness * messaging platform
@NSilnitsky @NSilnitsky Growing Pains Large scale traffic Hundreds of developers Event-driven architecture Diverse tech stack Cluster overload DC awareness * tackled blockers
@NSilnitsky @NSilnitsky Event-driven architecture Kafka Growing Pains Large scale traffic Hundreds of developers Diverse tech stack Cluster overload DC awareness
@NSilnitsky Kafka Broker You Know Kafka Kafka Consumer Kafka Broker Service A Service B Kafka Producer Kafka- based Global Data Mesh
@NSilnitsky If You Don’t Know Kafka Kafka- based Global Data Mesh Kafka Broker Kafka Broker Topic Partition
@NSilnitsky Kafka Broker Topic Kafka- based Global Data Mesh Partition Kafka Producer 0 1 2 3 4 5 Service A
@NSilnitsky Kafka Broker Topic Kafka- based Global Data Mesh Partition Kafka Producer 0 1 2 3 4 5 Service A Service B Kafka Consumer
@NSilnitsky @NSilnitsky Large scale traffic Hundreds of developers Event-driven architecture Diverse tech stack Kafka Growing Pains Cluster overload DC awareness
@NSilnitsky Greyhound Consumer Greyhound Producer Greyhound* Wraps Kafka * open source software Kafka Broker Kafka- based Global Data Mesh Kafka Producer Service A Service B Kafka Consumer
@NSilnitsky Greyhound Consumer Greyhound Producer Kafka Broker Kafka- based Global Data Mesh Kafka Producer Service A Service B Kafka Consumer
@NSilnitsky @NSilnitsky aGreyhoundConsumerSpec(groupName, messageHandler, topicName) val producer = GreyhoundBuilder.resilientProducer(topicName) Kafka- based Global Data Mesh
@NSilnitsky ✔ Parallel Consumption ✔ Batch Consumer ✔ Consumer Retry Strategies ✔ Resilient Producer ✔ Context Propagation ✔ Metrics reporting Self Service 🟊 Greyhound Kafka- based Global Data Mesh Kafka Broker
@NSilnitsky Scala NodeJS / Python / Go Greyhound Kafka Broker I’m a container gRPC + proto sidecar JVM library Kafka- based Global Data Mesh
@NSilnitsky Kafka Broker Domain Events ETL to DWH Task Scheduling Async Queue ... We use it for... Kafka- based Global Data Mesh Infra
@NSilnitsky @NSilnitsky Hundreds of developers Event-driven architecture Diverse tech stack Kafka + Greyhound Growing Pains Large scale traffic Cluster Overload DC awareness
@NSilnitsky @NSilnitsky DC1 DC2 DC3 DC4 Kafka Broker Single Cluster Overload * intra-dc
@NSilnitsky @NSilnitsky DC1 DC2 DC3 DC4 Single Cluster Overload A A A A B Kafka Cluster (by SLAs) B Multi Cluster C
@NSilnitsky @NSilnitsky DC1 DC2 DC3 DC4 A A A A B To which Cluster? Kafka Cluster (by SLAs) B I want to produce a domain event. C
@NSilnitsky @NSilnitsky aGreyhoundConsumerSpec(groupName, messageHandler, topicName) .ClusterA val producer = GreyhoundBuilder.resilientProducer(topicName, _.ClusterB Kafka- based Global Data Mesh * wix-layer
@NSilnitsky
@NSilnitsky @NSilnitsky Hundreds of developers Event-driven architecture Diverse tech stack Kafka + Greyhound Growing Pains Large scale traffic Cluster Overload DC awareness + Multi Cluster
@NSilnitsky @NSilnitsky DC1 DC2 DC3 DC4 Master Active Master Passive Read-Only DBs Http/gRPC To which DC? I want to process the event and save the data.
@NSilnitsky @NSilnitsky Kafka + Greyhound + Cross DC services Kafka- based Global Data Mesh Growing Pains Hundreds of developers Event-driven architecture Diverse tech stack Large scale traffic Cluster Overload DC awareness + Multi Cluster
@NSilnitsky @NSilnitsky Cross-DC Self Services 🟊 1. Replicate across DCs 2. Produce to Main DC [WIP] Just Produce ❤ Greyhound Kafka
@NSilnitsky Replicate ! DC1 DC2 across DCs Greyhound producer Greyhound consumer Kafka Broker Cluster A Kafka Broker Cluster Kafka- based Global Data Mesh A
@NSilnitsky Greyhound Batch Consumer Greyhound Producer Batch # Replicate ! Kafka Broker Cluster A Kafka Broker Cluster DC1 DC2 How? Greyhound producer Greyhound consumer Kafka- based Global Data Mesh A Cross DC Replication Service
@NSilnitsky Replicate ! DC1 DC2 a Compact Topic for Policy A A Kafka Broker Cluster Kafka Broker Cluster Greyhound producer Greyhound consumer Kafka- based Global Data Mesh
@NSilnitsky Replication service Replicate ! DC1 DC2 How? A KVStoreReader In-Memory Map Key Value Topic1 AllDCs Topic2 Custom A Kafka Broker Cluster Kafka Broker Cluster Greyhound producer Greyhound consumer Kafka- based Global Data Mesh
@NSilnitsky Kafka- based Global Data Mesh
@NSilnitsky Kafka- based Global Data Mesh
@NSilnitsky @NSilnitsky Cross-DC Self Services 🟊 1. ✔ Replicate across DCs 2. Produce to Main DC [WIP] Just Produce ❤ Greyhound Kafka
@NSilnitsky Produce ! DC1 DC2 To main DC Read-Only DB / Master Passive DB Master Active A Kafka Broker Cluster Kafka- based Global Data Mesh Greyhound producer
@NSilnitsky main-dc-producer service Produce ! DC1 DC2 How? Master Active Kafka- based Global Data Mesh Greyhound gRPC producer producer(topicName, _.toMainDc)
@NSilnitsky @NSilnitsky Cross-DC Self Services 🟊 1. ✔ Replicate across DCs 2. ✔ Produce to Main DC [WIP] Just Produce ❤ Greyhound Kafka
@NSilnitsky DC1 DC2 To where needed [WIP] Just Produce ❤ Kafka- based Global Data Mesh Greyhound producer Greyhound consumer Master Active
@NSilnitsky Topology Topic List [consumer group:DC] DC1 DC2 A Kafka Broker Cluster Kafka- based Global Data Mesh Greyhound producer Greyhound consumer To where needed [WIP] Just Produce ❤ Master Active
@NSilnitsky Topology Topic List [consumer group:DC] DC1 DC2 A Kafka Broker Cluster Master Active Kafka- based Global Data Mesh Greyhound producer Greyhound consumer To where needed [WIP] Just Produce ❤ Replication service * reintroduce decoupling
@NSilnitsky @NSilnitsky Kafka- based Global Data Mesh DC1 DC2 DC3 DC4 A A A A B B Just Produce ❤ To a Single Logical Kafka Cluster. Kafka Broker Cluster DB
@NSilnitsky @NSilnitsky Kafka- based Global Data Mesh Any Tech Stack Greyhound Anywhere You Need developer
@NSilnitsky developer github.com/wix/greyhound Kafka- based Global Data Mesh
@NSilnitsky @NSilnitsky Thank You! natansil.com twitter@NSilnitsky linkedin/natansilnitsky github.com/natansil 👉 slideshare.net/NatanSilnitsky Any questions? Kafka- based Global Data Mesh
@NSilnitsky @NSilnitsky Q&A natansil.com twitter@NSilnitsky linkedin/natansilnitsky github.com/natansil 👉 slideshare.net/NatanSilnitsky Any questions? Kafka- based Global Data Mesh

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Kafka based Global Data Mesh at Wix