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Aerospike Today and Tomorrow
Product Roadmap 2023
Lenley Hensarling
Chief Product Officer
Aerospike
All rights reserved. © 2023 Aerospike, Inc.
The Aerospike Real-time Data Platform
2
Streaming
Edge
ESP
Connectors
System of
Engagement
Feature Store
Data Sinks
Alerts
Analytics
Dashboards
Databases
HDFS, S3
Files
Smart ClientsTM APIs
C#, Java, Node.js, Python, Ruby, Rust, Go
Multi-Cloud Infrastructure
AI/ML
Core
System of Record,
Real-time Data Store
Aerospike Database
Data Models
Real-time Data Services
High-performance Storage Engines
Transaction
Models
Smart ClusterTM
Management
Dynamic Data
Distribution
Change Data
Notification
Query and
Search
In-Memory Hybrid Memory All-Flash
Connectors
Search
SQL/Spark Access
Connectors
SQL Powered by
Key value Document Graph SQL
Web
Social
Data Sources
Streaming Video
Gaming
Enterprise
Applications
IoT
3rd Party
Mobile
All rights reserved. © 2023 Aerospike, Inc.
Aerospike Delivers
3
Always On
Five-nines with globally
distributed, strongly consistent
data
Lowest Cost
Reduce server/instance
footprints by
up to 80%
Sub-millisecond
performance
Lowest latency
Unlimited scale
Predictable performance from
GB-to-PB
All rights reserved. © 2023 Aerospike, Inc.
Our Driving Design Centers
4
Optimizations for Modern System Architectures
• CPU and NUMA pinning
• Storage tiers (DRAM, NVMe)
• Hybrid Memory Architecture
• Network to application alignment
Massive Parallelism with Indexing
• Multi-threaded NUMA architecture
• Data distribution across disks, nodes
• Client accesses server in single hop
• AI/ML Processing
Strongly Consistent Transactions
• Zero Data Loss
• Linearizable reads (tunable)
• Read one, write all scheme
• Roster concept maximizes availability
Geo-Distributed Active-Active System
• Uniform data partitioning
• Mixed workload handling
• Self-managed rack aware clusters
• Synch and Asynch Replication
All rights reserved. © 2023 Aerospike, Inc.
5
Aerospike: AI in One Real-time Context
Aerospike Data
Platform
Key value Document
Graph Vector
Real-time
Ingestion at Scale
Company
Transactional Data
Global
Contextual Data
Continuous Learning
ML AI
Real-time Decisioning
Real-time data adds context and accuracy resulting in better decisions
All rights reserved. © 2023 Aerospike, Inc.
6
What We’ve
Delivered in
the Past
Year
All rights reserved. © 2023 Aerospike, Inc.
7
Aerospike Roadmap
Q2 Q3 Q4 Q1
Database 6.4
Graph 1.0
Kubernetes Operator 3.1
Database 7.0 Database 7.1
Graph 1.1
Kubernetes Operator 3.2 Kubernetes Operator 3.3
Ongoing Work on Clients
Ongoing Work on O&M
All rights reserved. © 2023 Aerospike, Inc.
8
Aerospike
Database
All rights reserved. © 2023 Aerospike, Inc.
9
Aerospike Database
Q3 Q4 Q1
› Secondary Index in Flash
› Short query performance
› Improved XDR throughput
› Integration with Cloud Secrets
Management
Aerospike Database 6.4
› In-memory Compression
› In-memory Encryption
› Multitenancy: unlimited bin names
› Work on Multi-record Transactions
Aerospike Database 7.0
› Multi-record Transactions
› Async IO Driver
› LRU Cache Evictions
Aerospike Database 7.1
All rights reserved. © 2023 Aerospike, Inc.
10
Aerospike Clients
Q3 Q4 Q1
› Java DBaaS client
› Go DBaaS client
› C# DBaaS client
› Rust client 2.0
Client Releases
› PHP 8 client (with DBaaS)
› Async Python client (with DBaaS)
› Working on server MRT support
Client Releases
› Node.js client (with DBaaS)
› MRT client releases
Client Releases
All rights reserved. © 2023 Aerospike, Inc.
11
Observability
& Management
More complete Observability
• Across datacenters, regions, clusters,
databases
• 400+ metrics
• Improved alerting: more alerts,
more granularity, alerts enriched
with severity information
Easier to work with
• Curated and dynamic dashboards
• Easy metrics navigation, explore
and discover based on use cases,
issues, and more.
• Works natively at no additional cost
All rights reserved. © 2023 Aerospike, Inc.
12
Aerospike Observability & Management
› Multi-cluster view and drill down
capabilities
› OTEL Integrations and reference
architecture for popular ISV Partners
Observability Stack
› Additional use case dashboards for
Rolling Upgrades, All Flash, Clients,
Capacity Planning, Kubernetes and more
Q2 Q3 Q4 Q1
› Show stop-writes – see from the command
line where you are in stop writes
› YAML Interoperability for configuration
New Troubleshooting Commands
› Show user stats: Find noisy neighbors from
the command line
› Configuration Schema validation and IDE
integrations
All rights reserved. © 2023 Aerospike, Inc.
13
Aerospike Kubernetes Operator
› Support for ASDB 6.4
Kubernetes Operator 3.1
› Support for Aerospike Connect
Kubernetes Operator 3.2
› Multi-cluster Support
› ASDB 7.0 Support
› Multi-record Transactions
Kubernetes Operator 3.3
Q2 Q3 Q4 Q1
All rights reserved. © 2023 Aerospike, Inc.
Integrated graph
database solution
Aerospike Graph Architecture
§ Scale compute and
storage separately for
efficiency and flexibility
§ Based on a proven stack and
the most scalable, high-
throughput real-time platform
§ Provides popular, intuitive
Gremlin graph query and
traversal language
Gremlin graph query
and traversal language
Aerospike Graph Service
Aerospike
optimized
graph API
Aerospike Database
Graph computing
framework
Aerospike
binary wire
protocol
Gremlin web
socket
protocol
Graph
Applications
App 1
App 2
App N
.
.
.
14
Available Now
All rights reserved. © 2023 Aerospike, Inc.
15
Aerospike Graph
Q2 Q3 Q4 Q1
› Gremlin Query Language
› Property Graph
› Identity Graph Data Model
› Integration with GdotV tool
Aerospike Graph 1.0
› Observability & Management
› Usage Monitoring
› OpenCypher
Aerospike Graph 2.0
All rights reserved. © 2023 Aerospike, Inc.
Aerospike Cloud
16
SaaS Control Plane
- Provisioning and Management API
- Enterprise security integrations
- Observability and management for
large fleets of Aerospike deployments
Multi-cloud
- Cloud independent
- Run your application workloads
in AWS, Azure, and GCP
Autonomous Data Plane
- Automated cluster lifecycle
management
- Real-time vulnerability scanning and
remediation
- Support for multi-tenant applications
and platforms
Designed and operated by Aerospike database experts
All rights reserved. © 2023 Aerospike, Inc.
17
Aerospike Cloud
› Layer 7 proxy
› Java and Go proxy clients
Internal Beta Early Access Program
› Self-service purchasing via
credit card
› Aerospike Graph As-a-Service
Commercial Availability
Q2 Q3 Q4 Q1
› Self-service onboarding and
database provisioning
› Performance metrics and alerting
› Code samples and guides
All rights reserved. © 2023 Aerospike, Inc.
18
Aerospike Cloud Enterprise
› Azure hardening
› Support for ASDB 6.3
Managed Service Aerospike Cloud Enterprise
› GA for database
provisioning API
› Beta for customer
environment management
API
Aerospike Cloud Enterprise
Q2 Q3 Q4 Q1
› Beta for database provisioning API
› AWS Secret Manager and Azure KMS
All rights reserved. © 2023 Aerospike, Inc.
19
Aerospike: AI in One Real-time Context
Aerospike Data
Platform
Key value Document
Graph Vector
Real-time
Ingestion at Scale
Company
Transactional Data
Global
Contextual Data
Continuous Learning
ML AI
Real-time Decisioning
Real-time data adds context and accuracy resulting in better decisions
Proprietary & Confidential | All rights reserved. © 2023 Aerospike, Inc.
20
Onward into the
Real-time World

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Aerospike Today and Tomorrow Product Roadmap 2023_Lenley Hensarling.pdf

  • 1. Aerospike Today and Tomorrow Product Roadmap 2023 Lenley Hensarling Chief Product Officer Aerospike
  • 2. All rights reserved. © 2023 Aerospike, Inc. The Aerospike Real-time Data Platform 2 Streaming Edge ESP Connectors System of Engagement Feature Store Data Sinks Alerts Analytics Dashboards Databases HDFS, S3 Files Smart ClientsTM APIs C#, Java, Node.js, Python, Ruby, Rust, Go Multi-Cloud Infrastructure AI/ML Core System of Record, Real-time Data Store Aerospike Database Data Models Real-time Data Services High-performance Storage Engines Transaction Models Smart ClusterTM Management Dynamic Data Distribution Change Data Notification Query and Search In-Memory Hybrid Memory All-Flash Connectors Search SQL/Spark Access Connectors SQL Powered by Key value Document Graph SQL Web Social Data Sources Streaming Video Gaming Enterprise Applications IoT 3rd Party Mobile
  • 3. All rights reserved. © 2023 Aerospike, Inc. Aerospike Delivers 3 Always On Five-nines with globally distributed, strongly consistent data Lowest Cost Reduce server/instance footprints by up to 80% Sub-millisecond performance Lowest latency Unlimited scale Predictable performance from GB-to-PB
  • 4. All rights reserved. © 2023 Aerospike, Inc. Our Driving Design Centers 4 Optimizations for Modern System Architectures • CPU and NUMA pinning • Storage tiers (DRAM, NVMe) • Hybrid Memory Architecture • Network to application alignment Massive Parallelism with Indexing • Multi-threaded NUMA architecture • Data distribution across disks, nodes • Client accesses server in single hop • AI/ML Processing Strongly Consistent Transactions • Zero Data Loss • Linearizable reads (tunable) • Read one, write all scheme • Roster concept maximizes availability Geo-Distributed Active-Active System • Uniform data partitioning • Mixed workload handling • Self-managed rack aware clusters • Synch and Asynch Replication
  • 5. All rights reserved. © 2023 Aerospike, Inc. 5 Aerospike: AI in One Real-time Context Aerospike Data Platform Key value Document Graph Vector Real-time Ingestion at Scale Company Transactional Data Global Contextual Data Continuous Learning ML AI Real-time Decisioning Real-time data adds context and accuracy resulting in better decisions
  • 6. All rights reserved. © 2023 Aerospike, Inc. 6 What We’ve Delivered in the Past Year
  • 7. All rights reserved. © 2023 Aerospike, Inc. 7 Aerospike Roadmap Q2 Q3 Q4 Q1 Database 6.4 Graph 1.0 Kubernetes Operator 3.1 Database 7.0 Database 7.1 Graph 1.1 Kubernetes Operator 3.2 Kubernetes Operator 3.3 Ongoing Work on Clients Ongoing Work on O&M
  • 8. All rights reserved. © 2023 Aerospike, Inc. 8 Aerospike Database
  • 9. All rights reserved. © 2023 Aerospike, Inc. 9 Aerospike Database Q3 Q4 Q1 › Secondary Index in Flash › Short query performance › Improved XDR throughput › Integration with Cloud Secrets Management Aerospike Database 6.4 › In-memory Compression › In-memory Encryption › Multitenancy: unlimited bin names › Work on Multi-record Transactions Aerospike Database 7.0 › Multi-record Transactions › Async IO Driver › LRU Cache Evictions Aerospike Database 7.1
  • 10. All rights reserved. © 2023 Aerospike, Inc. 10 Aerospike Clients Q3 Q4 Q1 › Java DBaaS client › Go DBaaS client › C# DBaaS client › Rust client 2.0 Client Releases › PHP 8 client (with DBaaS) › Async Python client (with DBaaS) › Working on server MRT support Client Releases › Node.js client (with DBaaS) › MRT client releases Client Releases
  • 11. All rights reserved. © 2023 Aerospike, Inc. 11 Observability & Management More complete Observability • Across datacenters, regions, clusters, databases • 400+ metrics • Improved alerting: more alerts, more granularity, alerts enriched with severity information Easier to work with • Curated and dynamic dashboards • Easy metrics navigation, explore and discover based on use cases, issues, and more. • Works natively at no additional cost
  • 12. All rights reserved. © 2023 Aerospike, Inc. 12 Aerospike Observability & Management › Multi-cluster view and drill down capabilities › OTEL Integrations and reference architecture for popular ISV Partners Observability Stack › Additional use case dashboards for Rolling Upgrades, All Flash, Clients, Capacity Planning, Kubernetes and more Q2 Q3 Q4 Q1 › Show stop-writes – see from the command line where you are in stop writes › YAML Interoperability for configuration New Troubleshooting Commands › Show user stats: Find noisy neighbors from the command line › Configuration Schema validation and IDE integrations
  • 13. All rights reserved. © 2023 Aerospike, Inc. 13 Aerospike Kubernetes Operator › Support for ASDB 6.4 Kubernetes Operator 3.1 › Support for Aerospike Connect Kubernetes Operator 3.2 › Multi-cluster Support › ASDB 7.0 Support › Multi-record Transactions Kubernetes Operator 3.3 Q2 Q3 Q4 Q1
  • 14. All rights reserved. © 2023 Aerospike, Inc. Integrated graph database solution Aerospike Graph Architecture § Scale compute and storage separately for efficiency and flexibility § Based on a proven stack and the most scalable, high- throughput real-time platform § Provides popular, intuitive Gremlin graph query and traversal language Gremlin graph query and traversal language Aerospike Graph Service Aerospike optimized graph API Aerospike Database Graph computing framework Aerospike binary wire protocol Gremlin web socket protocol Graph Applications App 1 App 2 App N . . . 14 Available Now
  • 15. All rights reserved. © 2023 Aerospike, Inc. 15 Aerospike Graph Q2 Q3 Q4 Q1 › Gremlin Query Language › Property Graph › Identity Graph Data Model › Integration with GdotV tool Aerospike Graph 1.0 › Observability & Management › Usage Monitoring › OpenCypher Aerospike Graph 2.0
  • 16. All rights reserved. © 2023 Aerospike, Inc. Aerospike Cloud 16 SaaS Control Plane - Provisioning and Management API - Enterprise security integrations - Observability and management for large fleets of Aerospike deployments Multi-cloud - Cloud independent - Run your application workloads in AWS, Azure, and GCP Autonomous Data Plane - Automated cluster lifecycle management - Real-time vulnerability scanning and remediation - Support for multi-tenant applications and platforms Designed and operated by Aerospike database experts
  • 17. All rights reserved. © 2023 Aerospike, Inc. 17 Aerospike Cloud › Layer 7 proxy › Java and Go proxy clients Internal Beta Early Access Program › Self-service purchasing via credit card › Aerospike Graph As-a-Service Commercial Availability Q2 Q3 Q4 Q1 › Self-service onboarding and database provisioning › Performance metrics and alerting › Code samples and guides
  • 18. All rights reserved. © 2023 Aerospike, Inc. 18 Aerospike Cloud Enterprise › Azure hardening › Support for ASDB 6.3 Managed Service Aerospike Cloud Enterprise › GA for database provisioning API › Beta for customer environment management API Aerospike Cloud Enterprise Q2 Q3 Q4 Q1 › Beta for database provisioning API › AWS Secret Manager and Azure KMS
  • 19. All rights reserved. © 2023 Aerospike, Inc. 19 Aerospike: AI in One Real-time Context Aerospike Data Platform Key value Document Graph Vector Real-time Ingestion at Scale Company Transactional Data Global Contextual Data Continuous Learning ML AI Real-time Decisioning Real-time data adds context and accuracy resulting in better decisions
  • 20. Proprietary & Confidential | All rights reserved. © 2023 Aerospike, Inc. 20 Onward into the Real-time World