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for a Kafka streaming platform
with a bit of devops
All the Ops: DataOps with
GitOps
Presenters
Andrew Stevenson
CTO Lenses.io
Spiros Economakis
DevOps Cloud Lead Lenses.io
Delivering data intensity on Kafka
Lenses.io
Kafka ?
What is DataOps & Lenses.io
How to automate your data landscape
GitOps demo
Agenda
What is Kafka?
distributed commit log
Distributed commit log?
*Oreilly - Kafka definitive guide
Data platform
Kafka
What do we do?
Deploying Kafka isn’t interesting any more?
Well trodden path
Tech Intensity
Use commodity infrastructure
Don’t reinvent
Focus on building data landscape
If not kafka, what are we automating?
The important bit...
Data Intensity
Tech Intensity
How are you automating?
(at a high level)
Pushing
Are sure you want to give access?
Who resolves the desired state?
Who applies the desired state?
K8s operator for Kafka
Better but...
Observe git, apply desired state
GitOps
GitOps for DataOps
GitOps Benefits
Focus build reusable apps - config driven - less ops
Reduced attack surface to sensitive environments
Immutable
Auditable
Rollback
Separation of concerns
Use any Git server - Don’t need k8s
Operator enforces multi-tenancy and governance
GitOps for Kafka
Infrastructure deployment is now a commodity - Terraform, Cloudformation, etc.
Tech intensity
Repeatable, rapid deployment of the data landscape
Topics
Schemas
ACLs
Alert rules
Data policies
Applications
Data intensity
LEARN MORE
All-in-one Lenses.io DataOps
workspace & Kafka docker
container
Lenses.io workspace with Kafka
in the cloud
lenses.io/start
launchpass.com/lensesio
https://launchpass.com/lensesio
GitOps for Kafka applications
Demo
Demo architecture
Monitoring the Lenses operator
:3030/metrics
Visualization and
dashboards
Prometheus Alertmanager
fire alertsdatasource
Monitoring the Lenses operator
Metric Description
lenses_daemon_sync_duration_seconds Duration of git-to-Lenses synchronisation
lenses_repo_fetch_duration_seconds Duration of setting up repo and provided commit
lenses_repo_fetch_failed Number of failed repo fetches
lenses_daemon_sync_succeeded Number of successfully syncs to Lenses
lenses_daemon_sync_failed Number of failed syncs to Lenses
Manifests - App
apiVersion: processors/v1
kind: Processor
metadata:
name: high-speed-vessels
pipeline: filter-fast-vessels
spec:
runners: 1
sql: |-
SET autocreate=true;
INSERT INTO fast_vessel_processor
SELECT MMSI, Speed, Longitude AS Long, Latitude AS Lat, `Timestamp`
FROM sea_vessel_position_reports
WHERE Speed > 10;
Manifests - Topic
apiVersion: kafka/v1
kind: Topic
metadata:
name: sea_vessel_position_reports
pipeline:
- filter-fast-vessels
depends:
matchTags:
schemas: sea_vessel_position_reports
spec:
replication: 1
partitions: 3
configs:
compression.type: uncompressed
retention.bytes: "26214400"
segment.bytes: "8388608"
Manifests - Schema
apiVersion: schemas/v1
kind: Schema
metadata:
name: sea_vessel_position_reports-key
tags:
schemas: sea_vessel_position_reports
spec:
avroSchema: |-
{"type": "record",
"name": "Key",
"namespace": "io.lenses.ais",
"fields": [{
"name": "MMSI",
"type": "long",
"doc": "User ID (MMSI)"
}]
}
Building data intensity
DataOps with
GitOps
LEARN MORE
All-in-one Lenses.io DataOps
workspace & Kafka docker
container
Lenses.io workspace with Kafka
in the cloud
lenses.io/start
launchpass.com/lensesio
https://launchpass.com/lensesio

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All the Ops: DataOps with GitOps for Streaming data on Kafka and Kubernetes

  • 1. for a Kafka streaming platform with a bit of devops All the Ops: DataOps with GitOps
  • 2. Presenters Andrew Stevenson CTO Lenses.io Spiros Economakis DevOps Cloud Lead Lenses.io
  • 3. Delivering data intensity on Kafka Lenses.io
  • 4. Kafka ? What is DataOps & Lenses.io How to automate your data landscape GitOps demo Agenda
  • 6. Distributed commit log? *Oreilly - Kafka definitive guide
  • 9. Deploying Kafka isn’t interesting any more?
  • 11. Tech Intensity Use commodity infrastructure Don’t reinvent Focus on building data landscape
  • 12. If not kafka, what are we automating? The important bit... Data Intensity Tech Intensity
  • 13. How are you automating? (at a high level)
  • 14. Pushing Are sure you want to give access? Who resolves the desired state? Who applies the desired state?
  • 15. K8s operator for Kafka Better but...
  • 16. Observe git, apply desired state GitOps
  • 18. GitOps Benefits Focus build reusable apps - config driven - less ops Reduced attack surface to sensitive environments Immutable Auditable Rollback Separation of concerns Use any Git server - Don’t need k8s Operator enforces multi-tenancy and governance
  • 19. GitOps for Kafka Infrastructure deployment is now a commodity - Terraform, Cloudformation, etc. Tech intensity Repeatable, rapid deployment of the data landscape Topics Schemas ACLs Alert rules Data policies Applications Data intensity
  • 20. LEARN MORE All-in-one Lenses.io DataOps workspace & Kafka docker container Lenses.io workspace with Kafka in the cloud lenses.io/start launchpass.com/lensesio https://launchpass.com/lensesio
  • 21. GitOps for Kafka applications Demo
  • 23.
  • 24. Monitoring the Lenses operator :3030/metrics Visualization and dashboards Prometheus Alertmanager fire alertsdatasource
  • 25. Monitoring the Lenses operator Metric Description lenses_daemon_sync_duration_seconds Duration of git-to-Lenses synchronisation lenses_repo_fetch_duration_seconds Duration of setting up repo and provided commit lenses_repo_fetch_failed Number of failed repo fetches lenses_daemon_sync_succeeded Number of successfully syncs to Lenses lenses_daemon_sync_failed Number of failed syncs to Lenses
  • 26. Manifests - App apiVersion: processors/v1 kind: Processor metadata: name: high-speed-vessels pipeline: filter-fast-vessels spec: runners: 1 sql: |- SET autocreate=true; INSERT INTO fast_vessel_processor SELECT MMSI, Speed, Longitude AS Long, Latitude AS Lat, `Timestamp` FROM sea_vessel_position_reports WHERE Speed > 10;
  • 27. Manifests - Topic apiVersion: kafka/v1 kind: Topic metadata: name: sea_vessel_position_reports pipeline: - filter-fast-vessels depends: matchTags: schemas: sea_vessel_position_reports spec: replication: 1 partitions: 3 configs: compression.type: uncompressed retention.bytes: "26214400" segment.bytes: "8388608"
  • 28. Manifests - Schema apiVersion: schemas/v1 kind: Schema metadata: name: sea_vessel_position_reports-key tags: schemas: sea_vessel_position_reports spec: avroSchema: |- {"type": "record", "name": "Key", "namespace": "io.lenses.ais", "fields": [{ "name": "MMSI", "type": "long", "doc": "User ID (MMSI)" }] }
  • 30. LEARN MORE All-in-one Lenses.io DataOps workspace & Kafka docker container Lenses.io workspace with Kafka in the cloud lenses.io/start launchpass.com/lensesio https://launchpass.com/lensesio