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1 | © Copyright 2025 Zilliz
1
June 2025
Zilliz Cloud Monthly Technical
Review
2 | © Copyright 2025 Zilliz
2
Agenda
What is Zilliz Cloud?
01
Product Demo
02
How to get help
02
3 | © Copyright 2025 Zilliz
3 | © Copyright 2025 Zilliz
3
Milvus is an Open-Source Vector Database to
store, index, manage, and use the massive
number of embedding vectors generated by
deep neural networks and LLMs.
contributors
283
stars
35.5K
active instances
100M
forks
3.2K
+
Zilliz Cloud is built on Milvus, the most widely-adopted
vector database
4 | © Copyright 2025 Zilliz
4
BRING YOUR OWN CLOUD
Zilliz Cloud BYOC
For Private VPCs
Milvus
Most widely-adopted open
source vector database
SELF MANAGED SOFTWARE
Zilliz Cloud
AI Powered Search that is
performant and scales
FULLY MANAGED SERVICE
Set up Once: Common API across all products regardless of architecture
Zilliz Offerings
Coming Soon!
5 | © Copyright 2025 Zilliz
5
Milvus Data Model
Primary Key Partition Key Fixed Field Dynamic Field Vector Field ROW ID Timestamp
Reserved by the System
● Uniquely identifies
an entity
● Varchar or Int64
● User defined or
auto-generated
● Optional
● User defined or
auto-generated
● Optimizes search
by narrowing
queries to relevant
partitions
● Pre-defined
● Supported data
types: Numeric,
Varchar, JSON,
Array
● Roadmap support
for: Set,
Geolocation
● Supports optional
fields without
schema changes
● Stored as key-value
pairs
● Allows scalar
filtering on dynamic
fields
● Stored in a JSON
string
● Dense Float32,
Float16, BFloat16
● Sparse
● Binary
● 10 vector fields per
entity can be
defined
● Used as
Multi-Version
Concurrency
Control MVCC) and
concurrency
guarantee
The same data model for
for Milvus Lite, Standalone,
Distributed and Zilliz Cloud
6 | © Copyright 2025 Zilliz
6 | © Copyright 2025 Zilliz
6
SUPERIOR AI POWERED SEARCH
Cardinal Search
Engine
10X faster than Milvus, AIPowered
AutoIndex, Optimal Search Strategies,
Zero Manual Tuning
HIGH PERFORMANCE & SCALE
Cloud Native
Database
Distributed Architecture for Stability,
Seamless Scalability and
Cost-Efficient Growth
UNCOMPROMISING DATA
SECURITY
Enterprise Ready
Platform
Battle-Tested: Delivering Reliable
Performance and Enterprise-Grade
Security
UNCOMPROMISING DATA
SECURITY
Enterprise Ready
Platform
Battle-Tested: Delivering Reliable
Performance and Enterprise-Grade
Security
Introducing Zilliz Cloud
7 | © Copyright 2025 Zilliz
7 | © Copyright 2024 Zilliz
Unified Graph-IVF
hybrid solution with
configurable storage
enables flexible trade-
offs between capacity
and performance
Dynamically selects
the best search
strategy for optimal
performance based on
dataset and hardware
characteristics
Lightning-fast vector
searches through
advanced algorithms,
low-level kernel
optimizations, and
CPU metric analysis
AutoIndex
Algorithm Calculation
Index
Builder
Index
Searcher
Graph-IVF Index Structure
Calculator
Quantizer
Refiner
Storage
Outperform Milvus with
a 50% capacity
increase and up to 10x
performance boost
through engineering
innovations
Cardinal
Search Engine
Fast. Configurable. Smart.
8 | © Copyright 2025 Zilliz
8 | © Copyright 2025 Zilliz
Enterprise Ready
Go beyond Milvus with essential security
features for a enterprise ready platform
Security: Safeguard data integrity and privacy
Build trust and put your vector data to work with
enterprise-grade security and compliance with a
multi-layered security approach
Run Anywhere: Deploy across any environment
Deploy Zilliz as SaaS across AWS, GCP, and
Azure, or opt for BYOC (bring your own cloud) to
manage data within your VPC
Resilient: Power all your vector search apps
with resilience
Maintain high availability of your clusters with
our 99.95% uptime SLA, multi-AZ / region
clusters and robust disaster recovery
• SSO support via SAML and OAuth 2.0
• RBAC and authority management
• End-to-end encryption in transit
• Physically isolated dedicated clusters
Backup and
Disaster Recovery
• IP address access control
• Private endpoint
• No direct VPC access
Customer data is
encrypted at rest
9 | © Copyright 2025 Zilliz
9
Support Model & SLA
Technical support included in subscription
Fully managed service benefits
SLA commitments and guarantees
10 | © Copyright 2025 Zilliz
10 | © Copyright 2025 Zilliz
10
Technical Topic
Discussion
11 | © Copyright 2025 Zilliz
11
Illustration Topics
• Scalable Architecture
• Intuitive Collections UI
• Security Best Practices & Data Governance
• Private Link
• TLS by default
• IP allow lists
• RBAC with Privileges
• Recently added features
• Advanced tooling: Zero Downtime Migrations
• Advanced tooling: Flexible Alerts
• Admin Support: Self-Directed BYOC GCP | AWS only
• Milvus 2.6.0-rc1!
12 | © Copyright 2025 Zilliz
12
Cloud-native SaaS doesnʼt equal an on prem solutions
Open Source
Software
On Prem
Solution
Fully Managed
Service
Data Migration ❌ ❌ ✔
Data Backup ❌ ❌ ✔
Use case-based performance tuning ❌ ❌ ✔
Auto-scaling ❌ ❌ ✔
Scaling w/o downtime ❌ ❌ ✔
Capacity Planning ❌ ❓ ✔
Software Patching & Upgrade ❌ ❓ ✔
Kubernetes/ Orchestrator ❌ ✔ ✔
Infrastructure ❌ ✔ ✔
13 | © Copyright 2025 Zilliz
13
13 | © Copyright 2025 Zilliz
Getting Started with Zilliz Cloud
Understand your use case to determine
● Your Zilliz Offering | Performance, Capacity, or Extended Capacity
Optimized
● Migration strategy | Live Sync vs Offline Backup options
● Multi Tenancy requirements
● Target performance metrics (e.g. latency, recall)
14 | © Copyright 2025 Zilliz
14
QUESTIONS?

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Zilliz Cloud Demo for performance and scale

  • 1. 1 | © Copyright 2025 Zilliz 1 June 2025 Zilliz Cloud Monthly Technical Review
  • 2. 2 | © Copyright 2025 Zilliz 2 Agenda What is Zilliz Cloud? 01 Product Demo 02 How to get help 02
  • 3. 3 | © Copyright 2025 Zilliz 3 | © Copyright 2025 Zilliz 3 Milvus is an Open-Source Vector Database to store, index, manage, and use the massive number of embedding vectors generated by deep neural networks and LLMs. contributors 283 stars 35.5K active instances 100M forks 3.2K + Zilliz Cloud is built on Milvus, the most widely-adopted vector database
  • 4. 4 | © Copyright 2025 Zilliz 4 BRING YOUR OWN CLOUD Zilliz Cloud BYOC For Private VPCs Milvus Most widely-adopted open source vector database SELF MANAGED SOFTWARE Zilliz Cloud AI Powered Search that is performant and scales FULLY MANAGED SERVICE Set up Once: Common API across all products regardless of architecture Zilliz Offerings Coming Soon!
  • 5. 5 | © Copyright 2025 Zilliz 5 Milvus Data Model Primary Key Partition Key Fixed Field Dynamic Field Vector Field ROW ID Timestamp Reserved by the System ● Uniquely identifies an entity ● Varchar or Int64 ● User defined or auto-generated ● Optional ● User defined or auto-generated ● Optimizes search by narrowing queries to relevant partitions ● Pre-defined ● Supported data types: Numeric, Varchar, JSON, Array ● Roadmap support for: Set, Geolocation ● Supports optional fields without schema changes ● Stored as key-value pairs ● Allows scalar filtering on dynamic fields ● Stored in a JSON string ● Dense Float32, Float16, BFloat16 ● Sparse ● Binary ● 10 vector fields per entity can be defined ● Used as Multi-Version Concurrency Control MVCC) and concurrency guarantee The same data model for for Milvus Lite, Standalone, Distributed and Zilliz Cloud
  • 6. 6 | © Copyright 2025 Zilliz 6 | © Copyright 2025 Zilliz 6 SUPERIOR AI POWERED SEARCH Cardinal Search Engine 10X faster than Milvus, AIPowered AutoIndex, Optimal Search Strategies, Zero Manual Tuning HIGH PERFORMANCE & SCALE Cloud Native Database Distributed Architecture for Stability, Seamless Scalability and Cost-Efficient Growth UNCOMPROMISING DATA SECURITY Enterprise Ready Platform Battle-Tested: Delivering Reliable Performance and Enterprise-Grade Security UNCOMPROMISING DATA SECURITY Enterprise Ready Platform Battle-Tested: Delivering Reliable Performance and Enterprise-Grade Security Introducing Zilliz Cloud
  • 7. 7 | © Copyright 2025 Zilliz 7 | © Copyright 2024 Zilliz Unified Graph-IVF hybrid solution with configurable storage enables flexible trade- offs between capacity and performance Dynamically selects the best search strategy for optimal performance based on dataset and hardware characteristics Lightning-fast vector searches through advanced algorithms, low-level kernel optimizations, and CPU metric analysis AutoIndex Algorithm Calculation Index Builder Index Searcher Graph-IVF Index Structure Calculator Quantizer Refiner Storage Outperform Milvus with a 50% capacity increase and up to 10x performance boost through engineering innovations Cardinal Search Engine Fast. Configurable. Smart.
  • 8. 8 | © Copyright 2025 Zilliz 8 | © Copyright 2025 Zilliz Enterprise Ready Go beyond Milvus with essential security features for a enterprise ready platform Security: Safeguard data integrity and privacy Build trust and put your vector data to work with enterprise-grade security and compliance with a multi-layered security approach Run Anywhere: Deploy across any environment Deploy Zilliz as SaaS across AWS, GCP, and Azure, or opt for BYOC (bring your own cloud) to manage data within your VPC Resilient: Power all your vector search apps with resilience Maintain high availability of your clusters with our 99.95% uptime SLA, multi-AZ / region clusters and robust disaster recovery • SSO support via SAML and OAuth 2.0 • RBAC and authority management • End-to-end encryption in transit • Physically isolated dedicated clusters Backup and Disaster Recovery • IP address access control • Private endpoint • No direct VPC access Customer data is encrypted at rest
  • 9. 9 | © Copyright 2025 Zilliz 9 Support Model & SLA Technical support included in subscription Fully managed service benefits SLA commitments and guarantees
  • 10. 10 | © Copyright 2025 Zilliz 10 | © Copyright 2025 Zilliz 10 Technical Topic Discussion
  • 11. 11 | © Copyright 2025 Zilliz 11 Illustration Topics • Scalable Architecture • Intuitive Collections UI • Security Best Practices & Data Governance • Private Link • TLS by default • IP allow lists • RBAC with Privileges • Recently added features • Advanced tooling: Zero Downtime Migrations • Advanced tooling: Flexible Alerts • Admin Support: Self-Directed BYOC GCP | AWS only • Milvus 2.6.0-rc1!
  • 12. 12 | © Copyright 2025 Zilliz 12 Cloud-native SaaS doesnʼt equal an on prem solutions Open Source Software On Prem Solution Fully Managed Service Data Migration ❌ ❌ ✔ Data Backup ❌ ❌ ✔ Use case-based performance tuning ❌ ❌ ✔ Auto-scaling ❌ ❌ ✔ Scaling w/o downtime ❌ ❌ ✔ Capacity Planning ❌ ❓ ✔ Software Patching & Upgrade ❌ ❓ ✔ Kubernetes/ Orchestrator ❌ ✔ ✔ Infrastructure ❌ ✔ ✔
  • 13. 13 | © Copyright 2025 Zilliz 13 13 | © Copyright 2025 Zilliz Getting Started with Zilliz Cloud Understand your use case to determine ● Your Zilliz Offering | Performance, Capacity, or Extended Capacity Optimized ● Migration strategy | Live Sync vs Offline Backup options ● Multi Tenancy requirements ● Target performance metrics (e.g. latency, recall)
  • 14. 14 | © Copyright 2025 Zilliz 14 QUESTIONS?