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© 2017 GridGain Systems, Inc.
In-Memory Performance
Durability of Disk
© 2017 GridGain Systems, Inc.
Distributed Database DevOps Dilemmas?
Kubernetes to the Rescue
Denis Magda
Apache Ignite PMC Chair
GridGain Director of Product Management
© 2017 GridGain Systems, Inc.
• Apache Ignite
• Clustering and Deployment
• Orchestration Specificities
• Kubernetes Deployment
• Scaling the Cluster
• Demo
Agenda
© 2017 GridGain Systems, Inc.
Apache Ignite In-Memory Computing Platform
Memory-Centric Database
Ignite Native Persistence
(Flash, SSD, Intel 3D XPoint)
Third-Party Persistence
(RDBMS, HDFS, NoSQL)
SQL Transactions Compute Services MLStreamingKey/Value
IoTFinancial
Services
Pharma &
Healthcare
E-CommerceTravel &
Logistics
Telco
© 2017 GridGain Systems, Inc.
Clustering
• Server Nodes
• Act as containers for data and computations
• Generally started as standalone processes
• Client Nodes
• Provide a cluster entry point to run operations
• Embedded in applications code
© 2017 GridGain Systems, Inc.
Deployment
• Nodes are logical entities
• Runs in a JVM process
• Many nodes in a single JVM process
• On-Premise and Cloud
• Physical server or VM
• AWS, Azure, Google Compute Engine
• Kubernetes, Mesos, YARN
© 2017 GridGain Systems, Inc.
IP Finder
• Networking subsystem component
• Knows IP addresses of cluster members
• Multiple Implementation
• Multicast
• Static (predefined IPs)
• Cloud (AWS, Azure, etc.)
• Kubernetes!
© 2017 GridGain Systems, Inc.
Orchestration Specificities
Cluster Discovery
• Kubernetes to the rescue!
• Nodes IP addresses are unknown
• IP addresses change after restarts
In-Cluster Communication
• Based on Ignite facilities
• Peer-to-peer
• Self-Healing
• Self-Contained
+
© 2017 GridGain Systems, Inc.
Kubernetes Deployment
• Kubernetes Lookup Service
• Maintains a list of the Ignite IPs
• Kubernetes IP Finder
• Communicates to the service
• Ignite pod obtains existing addresses
• The pod joins the cluster using an address
Server Node
ON-DISK
Kubernetes
Lookup
Service
1
2
© 2017 GridGain Systems, Inc.
Create the Lookup Service
apiVersion: v1
kind: Service
metadata:
name: ignite
spec:
clusterIP: None
ports:
- port: 9042 # custom value.
selector:
app: ignite
kubectl create -f ignite-service.yaml
© 2017 GridGain Systems, Inc.
Deploy Apache Ignite Cluster
apiVersion: extensions/v1beta1
kind: Deployment
metadata:
name: ignite-cluster
spec:
# Start two Ignite nodes by default.
replicas: 2
template:
metadata:
labels:
app: ignite
spec:
containers:
# Custom Ignite pod name.
- name: ignite-node
image: apacheignite/ignite:2.3.0
env:
- name: OPTION_LIBS
value: ignite-kubernetes
- name: CONFIG_URI
value:
https://raw.githubusercontent.com/apache/ignite/master/modules/kubern
etes/config/example-kube.xml
kubectl create -f ignite-deployment.yaml
© 2017 GridGain Systems, Inc.
Scaling the Cluster
kubectl scale --replicas=5 -f ignite-deployment.yaml
From:
To:
© 2017 GridGain Systems, Inc.
Demo
© 2017 GridGain Systems, Inc.
Any Questions?
Thank you for joining us. Follow the conversation.
http://ignite.apache.org
#apacheignite
#denismagda

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Distributed Database DevOps Dilemmas? Kubernetes to the Rescue

  • 1. © 2017 GridGain Systems, Inc. In-Memory Performance Durability of Disk
  • 2. © 2017 GridGain Systems, Inc. Distributed Database DevOps Dilemmas? Kubernetes to the Rescue Denis Magda Apache Ignite PMC Chair GridGain Director of Product Management
  • 3. © 2017 GridGain Systems, Inc. • Apache Ignite • Clustering and Deployment • Orchestration Specificities • Kubernetes Deployment • Scaling the Cluster • Demo Agenda
  • 4. © 2017 GridGain Systems, Inc. Apache Ignite In-Memory Computing Platform Memory-Centric Database Ignite Native Persistence (Flash, SSD, Intel 3D XPoint) Third-Party Persistence (RDBMS, HDFS, NoSQL) SQL Transactions Compute Services MLStreamingKey/Value IoTFinancial Services Pharma & Healthcare E-CommerceTravel & Logistics Telco
  • 5. © 2017 GridGain Systems, Inc. Clustering • Server Nodes • Act as containers for data and computations • Generally started as standalone processes • Client Nodes • Provide a cluster entry point to run operations • Embedded in applications code
  • 6. © 2017 GridGain Systems, Inc. Deployment • Nodes are logical entities • Runs in a JVM process • Many nodes in a single JVM process • On-Premise and Cloud • Physical server or VM • AWS, Azure, Google Compute Engine • Kubernetes, Mesos, YARN
  • 7. © 2017 GridGain Systems, Inc. IP Finder • Networking subsystem component • Knows IP addresses of cluster members • Multiple Implementation • Multicast • Static (predefined IPs) • Cloud (AWS, Azure, etc.) • Kubernetes!
  • 8. © 2017 GridGain Systems, Inc. Orchestration Specificities Cluster Discovery • Kubernetes to the rescue! • Nodes IP addresses are unknown • IP addresses change after restarts In-Cluster Communication • Based on Ignite facilities • Peer-to-peer • Self-Healing • Self-Contained +
  • 9. © 2017 GridGain Systems, Inc. Kubernetes Deployment • Kubernetes Lookup Service • Maintains a list of the Ignite IPs • Kubernetes IP Finder • Communicates to the service • Ignite pod obtains existing addresses • The pod joins the cluster using an address Server Node ON-DISK Kubernetes Lookup Service 1 2
  • 10. © 2017 GridGain Systems, Inc. Create the Lookup Service apiVersion: v1 kind: Service metadata: name: ignite spec: clusterIP: None ports: - port: 9042 # custom value. selector: app: ignite kubectl create -f ignite-service.yaml
  • 11. © 2017 GridGain Systems, Inc. Deploy Apache Ignite Cluster apiVersion: extensions/v1beta1 kind: Deployment metadata: name: ignite-cluster spec: # Start two Ignite nodes by default. replicas: 2 template: metadata: labels: app: ignite spec: containers: # Custom Ignite pod name. - name: ignite-node image: apacheignite/ignite:2.3.0 env: - name: OPTION_LIBS value: ignite-kubernetes - name: CONFIG_URI value: https://raw.githubusercontent.com/apache/ignite/master/modules/kubern etes/config/example-kube.xml kubectl create -f ignite-deployment.yaml
  • 12. © 2017 GridGain Systems, Inc. Scaling the Cluster kubectl scale --replicas=5 -f ignite-deployment.yaml From: To:
  • 13. © 2017 GridGain Systems, Inc. Demo
  • 14. © 2017 GridGain Systems, Inc. Any Questions? Thank you for joining us. Follow the conversation. http://ignite.apache.org #apacheignite #denismagda

Editor's Notes

  1. The Apache Ignite Platform Apache Ignite is a memory-centric data platform that is used to build fast, scalable & resilient solutions. At the heart of the Apache Ignite platform lies a distributed memory-centric data storage platform with ACID semantics, and powerful processing APIs including SQL, Compute, Key/Value and transactions. Built with a memory-centric approach, this enables Apache Ignite to leverage memory for high throughput and low latency whilst utilising local disk or SSD to provide durability and fast recovery. The main difference between the memory-centric approach and the traditional disk-centric approach is that the memory is treated as a fully functional storage, not just as a caching layer, like most databases do. For example, Apache Ignite can function in a pure in-memory mode, in which case it can be treated as an In-Memory Database (IMDB) and In-Memory Data Grid (IMDG) in one. On the other hand, when persistence is turned on, Ignite begins to function as a memory-centric system where most of the processing happens in memory, but the data and indexes get persisted to disk. The main difference here from the traditional disk-centric RDBMS or NoSQL system is that Ignite is strongly consistent, horizontally scalable, and supports both SQL and key-value processing APIs. Apache Ignite platform can be integrated with third-party databases and external storage mediums and can be deployed on any infrastructure. It provides linear scalability, built-in fault tolerance, comprehensive security and auditing alongside advanced monitoring & management. The Apache Ignite platform caters for a range of use cases including: Core banking services, Real-time product pricing, reconciliation and risk calculation engines, analytics and machine learning.