Clouds & Containers: Case Studies for Big Data

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Presentation transcript:

Clouds & Containers: Case Studies for Big Data Paul curtis Principal Solutions Engineer

The Big Data World: Then & Now Standalone Hadoop Clusters: Single Use Case, Single Cluster Hadoop Tools & Hadoop Aware Tools No Real Time Analysis Community Driven Development Integrated Data Environments Large Variety of Tools & Languages Real Time Data and Analysis In-House Data Science and Commercial Tools Security, Audit, Compliance

Big Data is Still About the Data Except Now It’s All Kinds of Data: Files, Streams, Databases, Containers, ML Models, Source Code

First Customer Example – Stateful and Stateless Containers at Scale Consumer Facing Business Social Network 1 2 GOALS (Part One): 3 5 Two data centers Two sets of microservices and containers Shared storage for the Docker hosts, streams replicated from DC1 to DC2 (files as well) All state shared between the data centers, so a fail in either one doesn’t affect the data Fail over is automatic and seamless. Recovery is fast due to MapR replication and mirroring Stateless Microservices Stateful Data Stores High Velocity Data Ingestion Low Latency Response Times Real Time Analytics 4 2

First Customer Example – Stateful and Stateless Containers at Scale Consumer Facing Business Social Network 1 2 GOALS (Part Two): 3 5 Two data centers Two sets of microservices and containers Shared storage for the Docker hosts, streams replicated from DC1 to DC2 (files as well) All state shared between the data centers, so a fail in either one doesn’t affect the data Fail over is automatic and seamless. Recovery is fast due to MapR replication and mirroring Multiple Data Centers On Premise and Cloud Deployments Near Real Time Failover Controlling Deployment of Containers 4 2

First Customer Example – Stateful and Stateless Containers at Scale 1 2 Multiple Data Centers for Fail Over and Scale Master-Master Databases and Streams All Container Images Available in Both Locations 1 2 3 5 3 5 Two data centers Two sets of microservices and containers Shared storage for the Docker hosts, streams replicated from DC1 to DC2 (files as well) All state shared between the data centers, so a fail in either one doesn’t affect the data Fail over is automatic and seamless. Recovery is fast due to MapR replication and mirroring 4 2 4 2 File, Table & Stream Replication

Even Stateless Container Images Need a Place to Live Data is Data: Even Stateless Container Images Need a Place to Live and Streams and Databases Can’t Live on One Way Streets

Second Customer Example – On-Premises/Hybrid Cloud Institutional Medical Device and Systems Provider GOALS: “In the Field” or “On the Edge” Data Capture Container Version Control and Deployment On Premise Large Scale (Aggregated) Data Analysis Multiple Versions Based on Customer Requirements Choices: move data, table, streams, AND workloads between on-premise and the cloud without changing the infrastructure. When the requirements changes, the data platform doesn’t change. Is Google cheaper this month? Yes? Then spin up MapR + Kubernetes in GCP and mirror/replicate the data and container images. Change over to GCP, shut down the other one.

Second Customer Example – On-Premises/Hybrid Cloud Location 1 Location 2 Choices: move data, table, streams, AND workloads between on-premise and the cloud without changing the infrastructure. When the requirements changes, the data platform doesn’t change. Is Google cheaper this month? Yes? Then spin up MapR + Kubernetes in GCP and mirror/replicate the data and container images. Change over to GCP, shut down the other one. Selective Mirroring of ML Models Streaming Data Capture Multiple Versions of Containers Container Images and Data Sets Move Seamlessly Between On Premise and Remote Clusters

Second Customer Example – On-Premises/Hybrid Cloud Location 1 Location 2 Choices: move data, table, streams, AND workloads between on-premise and the cloud without changing the infrastructure. When the requirements changes, the data platform doesn’t change. Is Google cheaper this month? Yes? Then spin up MapR + Kubernetes in GCP and mirror/replicate the data and container images. Change over to GCP, shut down the other one. Container Images and Data Sets Move Seamlessly Between On Premise and Cloud Kubernetes Clusters

The Cloud Isn’t Different: It is an Extension of the On Premise Data Center Treat It the Same!

Third Customer Example – Disaster Recovery/Business Continuity Large International Financial & Brokerage Institution GOALS: Low RTO & RPO for Business Continuity Complete Operational Environment for DR Highly Secure and Single Security Model Regulatory Compliance for Audit Required in Both Locations DR & business continuity. Mirror the data, tables, container images, and streams to the DR location. If needed, enable read/write on the data volumes, and start the containers. Need more compute power? Add more kubernetes nodes, but keeping the same data platform. Is this as performant as the primary cluster? Not initially, but can be built up quickly to meet the load. Complexity reduced: All of the feature set described are built in. No additional products or applications are needed to construct this. And everything is audited: files, images, tables, streams. Everything can have an auditable trail.

Third Customer Example – Disaster Recovery/Business Continuity All Data, Streams, Tables, and Containers are Mirrored with a known RTO Guaranteed Consistency from Primary to Secondary Sites Everything is Audited DR & business continuity. Mirror the data, tables, container images, and streams to the DR location. If needed, enable read/write on the data volumes, and start the containers. Need more compute power? Add more kubernetes nodes, but keeping the same data platform. Is this as performant as the primary cluster? Not initially, but can be built up quickly to meet the load. Complexity reduced: All of the feature set described are built in. No additional products or applications are needed to construct this. And everything is audited: files, images, tables, streams. Everything can have an auditable trail. Backup for DR & Business Continuity

Third Customer Example – Disaster Recovery/Business Continuity Everything is Visible for Verification: /clusters/dc1 /clusters/dc2 /dc2 DR & business continuity. Mirror the data, tables, container images, and streams to the DR location. If needed, enable read/write on the data volumes, and start the containers. Need more compute power? Add more kubernetes nodes, but keeping the same data platform. Is this as performant as the primary cluster? Not initially, but can be built up quickly to meet the load. Complexity reduced: All of the feature set described are built in. No additional products or applications are needed to construct this. And everything is audited: files, images, tables, streams. Everything can have an auditable trail. DC2 Also Provides Archiving and Data Backup Using Additional Disk Capacity /dc1 Backup for DR & Business Continuity

Containers, Databases, and Data: Everything Needs to Travel Together Disaster Recovery with 100s of Terabytes Should Be Treated the Same as 100s of Megabytes Containers, Databases, and Data: Everything Needs to Travel Together

@mapr