This document discusses principles for successful MySQL scalability. It covers the need for integrated monitoring and instrumentation to enable preemptive analysis. Automated server deployment is also discussed to ensure consistent configuration. The document stresses that disaster recovery planning is crucial, as disaster is inevitable. It advocates supporting different levels of data availability and scalability principles to meet business needs.
MySQL High Availability Solutions - Feb 2015 webinarAndrew Morgan
How important is your data? Can you afford to lose it? What about just some of it? What would be the impact if you couldn’t access it for a minute, an hour, a day or a week?
Different applications can have very different requirements for High Availability. Some need 100% data reliability with 24x7x365 read & write access while many others are better served by a simpler approach with more modest HA ambitions.
MySQL has an array of High Availability solutions ranging from simple backups, through replication and shared storage clustering – all the way up to 99.999% available shared nothing, geographically replicated clusters. These solutions also have different ‘bonus’ features such as full InnoDB compatibility, in-memory real-time performance, linear scalability and SQL & NoSQL APIs.
The purpose of this presentation is to help you decide where your application sits in terms of HA requirements and discover which of the MySQL solutions best fit the bill. It will also cover what you need outside of the database to ensure High Availability – state of the art monitoring being a prime example.
MySQL High Availability Solutions - Feb 2015 webinarAndrew Morgan
How important is your data? Can you afford to lose it? What about just some of it? What would be the impact if you couldn’t access it for a minute, an hour, a day or a week?
Different applications can have very different requirements for High Availability. Some need 100% data reliability with 24x7x365 read & write access while many others are better served by a simpler approach with more modest HA ambitions.
MySQL has an array of High Availability solutions ranging from simple backups, through replication and shared storage clustering – all the way up to 99.999% available shared nothing, geographically replicated clusters. These solutions also have different ‘bonus’ features such as full InnoDB compatibility, in-memory real-time performance, linear scalability and SQL & NoSQL APIs.
The purpose of this presentation is to help you decide where your application sits in terms of HA requirements and discover which of the MySQL solutions best fit the bill. It will also cover what you need outside of the database to ensure High Availability – state of the art monitoring being a prime example.
Get the best out of MySQL Cluster, presentation covers:
- Tuning and optimization to exploit the auto-sharded, distributed design of MySQL Cluster
- Using Adaptive Query Localization to scale cross-shard JOINs
- Data access patterns, schema and query optimizations
- Recommended tuning parameters
Tune in to the on-demand webinar: http://www.mysql.com/news-and-events/on-demand-webinars/display-od-719.html
NoSQL & SQL - Best of both worlds - BarCamp Berkshire 2013Andrew Morgan
Quick explanation of MySQL Cluster and how it can meet the requirements that typically push people towards NoSQL data stores while still providing SQL and the advantages of an ACID relational database
This presentation is designed to assist Developers, Architects and DBAs in navigating the complex waters of HA. It presents:
- Methodology for selecting the right HA solution to meet SLAs;
Tour of the leading certified HA solutions for MySQL;
Operational best practices to implement and support HA.
FOSDEM 2015 - NoSQL and SQL the best of both worldsAndrew Morgan
There’s a lot of excitement around NoSQL Data Stores with the promise of simple access patterns, flexible schemas, scalability and High Availability. The downside comes in the form of losing ACID transactions, consistency, flexible queries and data integrity checks. What if you could have the best of both worlds? This session shows how MySQL Cluster provides simultaneous SQL and native NoSQL access to your data – whether a simple key-value API (Memcached), REST, JavaScript, Java or C++. You will hear how the MySQL Cluster architecture delivers in-memory real-time performance, 99.999% availability, on-line maintenance and linear, horizontal scalability through transparent auto-sharding.
MySQL 5.7 is GA: Here are the details about replication in the latest MySQL release. First some generic intro to replication, then detailed info about the new features in this latest release.
MySQL 20 años: pasado, presente y futuro; conoce las nuevas características d...GeneXus
1995 es el año en el que sale a la luz la primer versión de MySQL, ahora 20 años después la tecnología ha evolucionado para convertirse en el motor de base de datos open source más popular del planeta, con respaldo y soporte por Oracle. En esta sesión podrás conocer lo nuevo en MySQL 5.7 entorno a las nuevas características que permiten un mejor modelo de seguridad, escalabilidad & desempeño… Para los developers también hay nuevas características como soporte a JSON nativo, MySQL plugin HTTP, multi-source & group replication por mencionar solo algunos, las cuales te permitirán acelerar el desarrollo y desempeño de nuevas aplicaciones.
The objective of this presentation is to give Oracle DBAs the necessary background information to understand what is doable with MySQL and how to integrate MySQL instances into the Oracle world.
This presentation was written by Wagner Bianchi for the presentation on the Oracle Consulting Team/Professional Services meeting that took place in San Francisco/CA.
Get the best out of MySQL Cluster, presentation covers:
- Tuning and optimization to exploit the auto-sharded, distributed design of MySQL Cluster
- Using Adaptive Query Localization to scale cross-shard JOINs
- Data access patterns, schema and query optimizations
- Recommended tuning parameters
Tune in to the on-demand webinar: http://www.mysql.com/news-and-events/on-demand-webinars/display-od-719.html
NoSQL & SQL - Best of both worlds - BarCamp Berkshire 2013Andrew Morgan
Quick explanation of MySQL Cluster and how it can meet the requirements that typically push people towards NoSQL data stores while still providing SQL and the advantages of an ACID relational database
This presentation is designed to assist Developers, Architects and DBAs in navigating the complex waters of HA. It presents:
- Methodology for selecting the right HA solution to meet SLAs;
Tour of the leading certified HA solutions for MySQL;
Operational best practices to implement and support HA.
FOSDEM 2015 - NoSQL and SQL the best of both worldsAndrew Morgan
There’s a lot of excitement around NoSQL Data Stores with the promise of simple access patterns, flexible schemas, scalability and High Availability. The downside comes in the form of losing ACID transactions, consistency, flexible queries and data integrity checks. What if you could have the best of both worlds? This session shows how MySQL Cluster provides simultaneous SQL and native NoSQL access to your data – whether a simple key-value API (Memcached), REST, JavaScript, Java or C++. You will hear how the MySQL Cluster architecture delivers in-memory real-time performance, 99.999% availability, on-line maintenance and linear, horizontal scalability through transparent auto-sharding.
MySQL 5.7 is GA: Here are the details about replication in the latest MySQL release. First some generic intro to replication, then detailed info about the new features in this latest release.
MySQL 20 años: pasado, presente y futuro; conoce las nuevas características d...GeneXus
1995 es el año en el que sale a la luz la primer versión de MySQL, ahora 20 años después la tecnología ha evolucionado para convertirse en el motor de base de datos open source más popular del planeta, con respaldo y soporte por Oracle. En esta sesión podrás conocer lo nuevo en MySQL 5.7 entorno a las nuevas características que permiten un mejor modelo de seguridad, escalabilidad & desempeño… Para los developers también hay nuevas características como soporte a JSON nativo, MySQL plugin HTTP, multi-source & group replication por mencionar solo algunos, las cuales te permitirán acelerar el desarrollo y desempeño de nuevas aplicaciones.
The objective of this presentation is to give Oracle DBAs the necessary background information to understand what is doable with MySQL and how to integrate MySQL instances into the Oracle world.
This presentation was written by Wagner Bianchi for the presentation on the Oracle Consulting Team/Professional Services meeting that took place in San Francisco/CA.
Building a Scalable Architecture for web appsDirecti Group
Visit http://wiki.directi.com/x/LwAj for the video. This is a presentation I delivered at the Great Indian Developer Summit 2008. It covers a wide-array of topics and a plethora of lessons we have learnt (some the hard way) over the last 9 years in building web apps that are used by millions of users serving billions of page views every month. Topics and Techniques include Vertical scaling, Horizontal Scaling, Vertical Partitioning, Horizontal Partitioning, Loose Coupling, Caching, Clustering, Reverse Proxying and more.
MySQL Developer Day conference: MySQL Replication and ScalabilityShivji Kumar Jha
The slide deck contains the latest developments in MySQL Replication. It covers:
- An introduction to MySQL Replication
- Scaling with Multi-threaded slaves
- Data aggregation with Multi-source replication
- Lossless failover with semi-synchronous replication
- Replication Monitoring made easier
Best practices for MySQL High AvailabilityColin Charles
The MariaDB/MySQL world is full of tradeoffs, and choosing a high availability (HA) solution is no exception. This session aims to look at all the alternatives in an unbiased way. Preference is of course only given to open source solutions.
How do you choose between: asynchronous/semi-synchronous/synchronous replication, MHA (MySQL high availability tools), DRBD, Tungsten Replicator, or Galera Cluster? Do you integrate Pacemaker and Heartbeat like Percona Replication Manager? The cloud brings even more fun, especially if you are dealing with a hybrid cloud and must think about geographical redundancy.
What about newer solutions like using Consul for MySQL HA?
When you’ve decided on your solution, how do you provision and monitor these solutions?
This and more will be covered in a walkthrough of MySQL HA options and when to apply them.
MySQL Cluster - Latest Developments (up to and including MySQL Cluster 7.4)Andrew Morgan
MySQL Cluster is the distributed, shared-nothing version of MySQL. It’s typically used for applications that need any combination of high availability, real-time performance, and scaling of reads and writes. After a brief introduction to the technology, its uses, and the new features added in MySQL Cluster 7.3, this session focuses on the very latest developments happening in MySQL Cluster 7.4. As you’d expect from a real-time, scalable, distributed, in-memory database, performance continues to be a top priority, as do simplicity of use and robustness. Come hear firsthand what’s being done to make sure MySQL Cluster continues to dominate in mission-critical, high-performance applications.
Every website wants to become successful. Few websites however undertake the basic and fundamental steps to build a rock solid foundation to ensure a scalable
Webinar Slides: MySQL HA/DR/Geo-Scale - High Noon #5: Oracle’s InnoDB ClusterContinuent
Oracle’s InnoDB Cluster vs. Continuent Tungsten Clusters for MySQL
Building a Geo-Distributed, Multi-Region and Highly Available MySQL Cloud Back-End
This is the fifth of our High Noon series covering MySQL clustering solutions for high availability (HA), disaster recovery (DR), and geographic distribution.
InnoDB Cluster uses MySQL’s group replication to handle the replication. It’s also known as semi-synchronous replication. Learn about this and more in this webinar!
You may use Tungsten Clustering with native MySQL, MariaDB or Percona Server for MySQL in GCP, AWS, Azure, and/or on-premises data centers for better technological capabilities, control, and flexibility. But learn about the pros and cons!
AGENDA
- Goals for the High Noon Webinar Series
- High Noon Series: Tungsten Clustering vs Others
- Oracle InnoDB Cluster
- Key Characteristics
- Certification-based Replication
- InnoDB Cluster Multi-Site Requirements
- Limitations Using InnoDB Cluster
- How to do better MySQL HA / DR / Geo-Distribution?
- InnoDB Cluster vs Tungsten Clustering
- About Continuent & Its Solutions
PRESENTER
Matthew Lang - Customer Success Director – Americas, Continuent - has over 25 years of experience in database administration, database programming, and system architecture, including the creation of a database replication product that is still in use today. He has designed highly available, scaleable systems that have allowed startups to quickly become enterprise organizations, utilizing a variety of technologies including open source projects, virtualization and cloud.
Webinar Slides: MySQL HA/DR/Geo-Scale - High Noon #7: ClusterControlContinuent
Severalnines’ ClusterControl vs. Continuent Tungsten Clusters for MySQL
Building a Geo-Distributed, Multi-Region and Highly Available MySQL Cloud Back-End
This is the seventh of our High Noon series covering MySQL clustering solutions for high availability (HA), disaster recovery (DR), and geographic distribution.
ClusterControl uses Galera to handle the MySQL clustering, which means it uses synchronous replication. Learn in this webinar!
You may use Tungsten Clustering with native MySQL, MariaDB or Percona Server for MySQL in GCP, AWS, Azure, and/or on-premises data centers for better technological capabilities, control, and flexibility. But learn about the pros and cons!
AGENDA
- Goals for the High Noon Webinar Series
- High Noon Series: Tungsten Clustering vs Others
- Oracle InnoDB Cluster
- Key Characteristics
- Certification-based Replication
- InnoDB Cluster Multi-Site Requirements
- Limitations Using InnoDB Cluster
- How to do better MySQL HA / DR / Geo-Distribution?
- InnoDB Cluster vs Tungsten Clustering
- About Continuent & Its Solutions
PRESENTER
Matthew Lang - Customer Success Director – Americas, Continuent - has over 25 years of experience in database administration, database programming, and system architecture, including the creation of a database replication product that is still in use today. He has designed highly available, scaleable systems that have allowed startups to quickly become enterprise organizations, utilizing a variety of technologies including open source projects, virtualization and cloud.
ScaleBase Webinar: Scaling MySQL - Sharding Made Easy!ScaleBase
Home-grown sharding is hard - REALLY HARD! ScaleBase scales-out MySQL, delivering all the benefits of MySQL sharding, with NONE of the sharding headaches. This webinar explains: MySQL scale-out without embedding code and re-writing apps, Successful sharding on Amazon and private clouds, Single vs. multiple shards per server, Eliminating data silos, Creating a redundant, fault tolerant architecture with no single-point-of-failure, Re-balancing and splitting shards
Although it may sound like an oxymoron, the key to scaling a MySQL platform truly lies in consolidation of the physical storage layer. Whether you are running a dozen or a thousand MySQL instances, SolidFire provides a pathway to horizontally scale the storage layer, enabling capital and operational cost reductions, while virtually eliminating maintenance and replica deployment windows.
With AWS you can choose the right database technology and software for the job. Given the myriad of choices, from relational databases to non-relational stores, this session provides details and examples of some of the choices available to you. This session also provides details about real-world deployments from customers using Amazon RDS, Amazon ElastiCache, Amazon DynamoDB, and Amazon Redshift.
Continuous Availability and Scale-out for MySQL with ScaleBase Lite & Enterpr...Vladi Vexler
Continuous Availability and Scalability with ScaleBase Lite and ScaleBase
Abstract:
Business are driven by data and processes. Ensuring databases availability during unexpected outages, continuous operations during maintenance and webscale scalability – are keys for major positive impact on businesses.
ScaleBase and ScaleBase Lite distributed database management systems ensure business continuity during unexpected and expected outages with automated failover and failback capabilities, enabling five-nines of availability (99.999%). Additional functionalities, such as load balancing and data distribution further increase performance and throughput capacity for more users and more data management.
This webinar will review and discuss:
1. The lifecycle and the challenges of webscale databases
2. Availability challenges in public, private and hybrid clouds
3. Introduction to ScaleBase Lite – instant and transparent MySQL Scale-out by intelligent load balancing (read/write splitting) and continuous availability
4. Scale further with ScaleBase – Massive scale out to distributed database containing 10s and 100s of servers
(Webinar Dec 17 2014)
"Disaster is inevitable" and "To move forward you must first backup" should be known to all software developers. This presentation will discuss all the options for your valuable data assets in MySQL, and highlight how to maintain site reliability of your data
The History and Future of the MySQL ecosystemRonald Bradford
The history and future of the MySQL Ecosystem. This talk sub-titled “Spaghetti and MySQLBalls (with a side of greens)” detailed the beginnings of MySQL, the MySQL acquisition history, described the state of current MySQL versions/variants/forks, storage engines, related vendors, NoSQL and much more.
A video of the presentations is available on YouTube at http://www.youtube.com/watch?v=9mKwkbaB5X8&feature=youtu.be
Lessons Learned Managing Large AWS EnvironmentsRonald Bradford
How to you optimize management of 500+ AWS servers? In this presentation I share my experiences using Amazon Web Servers covering techniques for webscale. Learn how to optimized your cost, handle security, automate and be prepared for handling failure.
Monitoring your technology stack with New RelicRonald Bradford
There is no excuse to not have monitoring of your LAMP stack, NoSQL database like MongoDB/Redis/Cassandra/Memcache, Cloud services and much more when you can use the popular New Relic tool for free. As the MySQL plugin author I can offer the following link will give you access to free monitoring http://j.mp/newrelic-mysql There can never be an excuse to not know how your application is performing, from 1 server to 100+ servers.
While MySQL is a popular and widely used RDBMS, some default features and settings are very foreign in comparison with other commercial RDBMS products. In this discussion, Ronald Bradford will discuss some of the MySQL defaults including a non-transactional state, silent data truncations, date management, and transaction isolation options. These are all critical for data integrity and consistency. He will cover in-depth topics including SQL_MODE that saves the day. He will also cover character sets and collations and the best practices to ensure your UTF8 is stored and retrieved correctly.
Only after a successful preparation covered in IGNITION can you be ready for the implementation and management of a MySQL ecosystem and a successful launch of your product.
We Discuss:
* Escape Options – Before and after backup and recovery situations
* Good to Go – Knowing and confirming your MySQL environment is ready
* Full Throttle – Understanding and Improving MySQL database performance
* A Green Dashboard – Monitoring for Success
* The Human Factor – Nobody is perfect, dealing with the design changes
* Propellant – The murky mess of MySQL versions, patches and variants
* Best Practices – Proven techniques for consistency, automation and reproducibility
Note: This is volume 2 of a two part series
IGNITION is the preparation necessary for a successful launch of a MySQL ecosystem for an Oracle DBA. This volume covers the preparation needed to be ready for ongoing production administration of MySQL.
We discuss:
* Translation – Understanding the MySQL terminology
* Installation – Knowing the options for MySQL distributions
* Protection Detail – Security of MySQL information
* The Dashboard – Understanding what to monitor in MySQL
* Mechanics – Understanding more of MySQL Internals including storage engines
* Redundancy – Maintaining multiple copies via MySQL replication
* Checklists – Double checking and cross referencing your ecosystem
NOTE: This is Volume 1 of a two part series
This presentation discusses the current state of the Drizzle database project including the principles behind this leading open source project, and the healthy and growing community. For more information visit http://drizzle.org
There has been significant movement in recent times towards less structured approaches of storing and retrieving data. No longer the realm of Relational Databases, there is a new crop of structured key/value pair stores and unstructured data offerings. This closing panel debate at Open SQL Camp 2009 discussed the SQL v NoSQL topic.
Example section on MySQL for the Oracle DBA 1 day bootcamp.
In object management we look at the key SQL objects including what differs with Oracle and what is Oracle specific functionality.
We also look at the MySQL data dictionary, the INFORMATION_SCHEMA
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...UiPathCommunity
💥 Speed, accuracy, and scaling – discover the superpowers of GenAI in action with UiPath Document Understanding and Communications Mining™:
See how to accelerate model training and optimize model performance with active learning
Learn about the latest enhancements to out-of-the-box document processing – with little to no training required
Get an exclusive demo of the new family of UiPath LLMs – GenAI models specialized for processing different types of documents and messages
This is a hands-on session specifically designed for automation developers and AI enthusiasts seeking to enhance their knowledge in leveraging the latest intelligent document processing capabilities offered by UiPath.
Speakers:
👨🏫 Andras Palfi, Senior Product Manager, UiPath
👩🏫 Lenka Dulovicova, Product Program Manager, UiPath
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024Tobias Schneck
As AI technology is pushing into IT I was wondering myself, as an “infrastructure container kubernetes guy”, how get this fancy AI technology get managed from an infrastructure operational view? Is it possible to apply our lovely cloud native principals as well? What benefit’s both technologies could bring to each other?
Let me take this questions and provide you a short journey through existing deployment models and use cases for AI software. On practical examples, we discuss what cloud/on-premise strategy we may need for applying it to our own infrastructure to get it to work from an enterprise perspective. I want to give an overview about infrastructure requirements and technologies, what could be beneficial or limiting your AI use cases in an enterprise environment. An interactive Demo will give you some insides, what approaches I got already working for real.
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf91mobiles
91mobiles recently conducted a Smart TV Buyer Insights Survey in which we asked over 3,000 respondents about the TV they own, aspects they look at on a new TV, and their TV buying preferences.
Accelerate your Kubernetes clusters with Varnish CachingThijs Feryn
A presentation about the usage and availability of Varnish on Kubernetes. This talk explores the capabilities of Varnish caching and shows how to use the Varnish Helm chart to deploy it to Kubernetes.
This presentation was delivered at K8SUG Singapore. See https://feryn.eu/presentations/accelerate-your-kubernetes-clusters-with-varnish-caching-k8sug-singapore-28-2024 for more details.
The Art of the Pitch: WordPress Relationships and SalesLaura Byrne
Clients don’t know what they don’t know. What web solutions are right for them? How does WordPress come into the picture? How do you make sure you understand scope and timeline? What do you do if sometime changes?
All these questions and more will be explored as we talk about matching clients’ needs with what your agency offers without pulling teeth or pulling your hair out. Practical tips, and strategies for successful relationship building that leads to closing the deal.
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...James Anderson
Effective Application Security in Software Delivery lifecycle using Deployment Firewall and DBOM
The modern software delivery process (or the CI/CD process) includes many tools, distributed teams, open-source code, and cloud platforms. Constant focus on speed to release software to market, along with the traditional slow and manual security checks has caused gaps in continuous security as an important piece in the software supply chain. Today organizations feel more susceptible to external and internal cyber threats due to the vast attack surface in their applications supply chain and the lack of end-to-end governance and risk management.
The software team must secure its software delivery process to avoid vulnerability and security breaches. This needs to be achieved with existing tool chains and without extensive rework of the delivery processes. This talk will present strategies and techniques for providing visibility into the true risk of the existing vulnerabilities, preventing the introduction of security issues in the software, resolving vulnerabilities in production environments quickly, and capturing the deployment bill of materials (DBOM).
Speakers:
Bob Boule
Robert Boule is a technology enthusiast with PASSION for technology and making things work along with a knack for helping others understand how things work. He comes with around 20 years of solution engineering experience in application security, software continuous delivery, and SaaS platforms. He is known for his dynamic presentations in CI/CD and application security integrated in software delivery lifecycle.
Gopinath Rebala
Gopinath Rebala is the CTO of OpsMx, where he has overall responsibility for the machine learning and data processing architectures for Secure Software Delivery. Gopi also has a strong connection with our customers, leading design and architecture for strategic implementations. Gopi is a frequent speaker and well-known leader in continuous delivery and integrating security into software delivery.
Let's dive deeper into the world of ODC! Ricardo Alves (OutSystems) will join us to tell all about the new Data Fabric. After that, Sezen de Bruijn (OutSystems) will get into the details on how to best design a sturdy architecture within ODC.
DevOps and Testing slides at DASA ConnectKari Kakkonen
My and Rik Marselis slides at 30.5.2024 DASA Connect conference. We discuss about what is testing, then what is agile testing and finally what is Testing in DevOps. Finally we had lovely workshop with the participants trying to find out different ways to think about quality and testing in different parts of the DevOps infinity loop.
Search and Society: Reimagining Information Access for Radical FuturesBhaskar Mitra
The field of Information retrieval (IR) is currently undergoing a transformative shift, at least partly due to the emerging applications of generative AI to information access. In this talk, we will deliberate on the sociotechnical implications of generative AI for information access. We will argue that there is both a critical necessity and an exciting opportunity for the IR community to re-center our research agendas on societal needs while dismantling the artificial separation between the work on fairness, accountability, transparency, and ethics in IR and the rest of IR research. Instead of adopting a reactionary strategy of trying to mitigate potential social harms from emerging technologies, the community should aim to proactively set the research agenda for the kinds of systems we should build inspired by diverse explicitly stated sociotechnical imaginaries. The sociotechnical imaginaries that underpin the design and development of information access technologies needs to be explicitly articulated, and we need to develop theories of change in context of these diverse perspectives. Our guiding future imaginaries must be informed by other academic fields, such as democratic theory and critical theory, and should be co-developed with social science scholars, legal scholars, civil rights and social justice activists, and artists, among others.
Key Trends Shaping the Future of Infrastructure.pdfCheryl Hung
Keynote at DIGIT West Expo, Glasgow on 29 May 2024.
Cheryl Hung, ochery.com
Sr Director, Infrastructure Ecosystem, Arm.
The key trends across hardware, cloud and open-source; exploring how these areas are likely to mature and develop over the short and long-term, and then considering how organisations can position themselves to adapt and thrive.
Neuro-symbolic is not enough, we need neuro-*semantic*Frank van Harmelen
Neuro-symbolic (NeSy) AI is on the rise. However, simply machine learning on just any symbolic structure is not sufficient to really harvest the gains of NeSy. These will only be gained when the symbolic structures have an actual semantics. I give an operational definition of semantics as “predictable inference”.
All of this illustrated with link prediction over knowledge graphs, but the argument is general.
5. Action
Integrated
monitoring and
instrumentation
Successful MySQL Scalability
6. EXAMPLE
Question: ✘
How do you know when your server
is down or not accessible?
Answer:
The users will let us know.
Successful MySQL Scalability
7. How
Monitoring/Alerting
Graphical
Historical
Necessary
Generally missing/incomplete
Useless for real-time analysis
Successful MySQL Scalability
8. How
Monitoring/Alerting
TIV E
C
Graphical
R E A Historical
Necessary
Generally missing/incomplete
Useless for real-time analysis
Successful MySQL Scalability
9. How
Dashboard
The state of NOW
Sampling at 1s/3s/5s
e.g. 0.1% of throughput
http://rb42.com/monitoring-needs
Successful MySQL Scalability
10. How
Dashboard
T I V E
OAC The state of NOW
P R Sampling at 1s/3s/5s
e.g. 0.1% of throughput
http://rb42.com/monitoring-needs
Successful MySQL Scalability
11. How
Instrumentation
Important to business viability
e.g. orders per minute (KPI)
page load time
Seamless implementation
i.e. no code changes to view real-time
extensible
Successful MySQL Scalability
12. How
Instrumentation
T I V E
OAC Important to business viability
R
e.g. orders per minute (KPI)
P page load time
Seamless implementation
i.e. no code changes to view real-time
extensible
Successful MySQL Scalability
19. Action
Seamless
automated server
deployment
Successful MySQL Scalability
20. Example
Actual Client
100+ production database servers
✘
Full-time DBAs
No automated software installation
No single documented installation process
No version control
No auditing/verification
Successful MySQL Scalability
21. How
Basics
Version Control
Automated Build & Release
Integrated Monitoring
Successful MySQL Scalability
22. How
Intermediate
Health Checks
Runtime config file management
Benchmarking
Successful MySQL Scalability
23. How
Advanced
Server request queue
Automated discovery
Proactive scaling (up & down)
Successful MySQL Scalability
24. GOAL
Consistent and timely provisioning
Unattended installation with
correct and reproducible ✔
configuration
Automated discovery
Successful MySQL Scalability
26. Action
Disaster
is
inevitable
Successful MySQL Scalability
27. Example
Question: ✘
Have you ever performed a database recovery?
Answer:
No, why?
Successful MySQL Scalability
28. Example
Consultant: ✘
Do you know that your daily backups only
recover the data up to that time (e.g. 1 am).
You know you have lost all your sales and data
changes since then.
Customer:
No, I didn’t know that.
Successful MySQL Scalability
29. HOW
Have a DR plan
Documented
Tested
Timed
Verified
Successful MySQL Scalability
30. HOW
Test under production conditions
System Load
Database Size
End to End
Successful MySQL Scalability
31. GOAL
Know and practice for disaster
Provide confidence to
management
✔
Be as confident about your
recovery as your scalability
Successful MySQL Scalability
32. SIDEBAR!
What does your website look
like when it’s down?
Successful MySQL Scalability
33. SIDEBAR!
✘
Google Picasa
Successful MySQL Scalability
39. Action
Application
Programming
Interface
Successful MySQL Scalability
40. Example
Public API ✘
Application web site
Batch processes
3 access paths to same data
with different business rules
Successful MySQL Scalability
41. Why
One code path for business
functionality
Implied business documentation
Enforced data exchange standard
Testability
Successful MySQL Scalability
42. GOAL
Technology independence
Business specification
dependence (API)
✔
Stress testable
Successful MySQL Scalability
43. SIDEBAR!
Testing is not about
what works, it’s
about breaking your
software
Successful MySQL Scalability
55. Action
Support different
scalability
principles
Successful MySQL Scalability
56. HOW
Read Scalability
Write Scalability
Caching
Successful MySQL Scalability
57. HOW
Depends on your R/W ratio
Depends on your business
needs
Depends on rate of data
change (caching)
Successful MySQL Scalability
58. ISSUES
Consistency
Data Interoperability
Successful MySQL Scalability
59. GOAL
✔
Support large scale growth with
appropriate software architecture
Minimize human interaction
Ongoing review and improvement
Successful MySQL Scalability
62. What’s NEXT
I only had
one hour!
Successful MySQL Scalability
63. What’s NEXT
Reduce deployment time
The right business metrics
Team dynamics
Managing risk
Continual improvement Asynchronous
Data interoperability Write once data
... Consistency
Successful MySQL Scalability
65. RECAP
Monitoring. Before, during and after NOW.
You may not be able to predict the future
but you can preempt the future.
Operate below 90%. That 10% is your
insurance policy. Invest in insurance.
Successful MySQL Scalability
66. RECAP
Does your business exist without your data?
How long can your site be unavailable
before customers go elsewhere?
Successful MySQL Scalability
67. RECAP
Support 3 levels of real time data access
Read/Write, Read and no access
Support 3 different aspects of scalability
Read, Write and Caching
Successful MySQL Scalability
68. RECAP
If you can’t drive without a mouse,
find somebody that can.
Successful MySQL Scalability
69. Reference
The most common MySQL
scalability mistakes, and
how to avoid them.
http://omniti.com/surge
Successful MySQL Scalability
70. Reference
‣ 1. My website is slow?
‣ 2. I want to add new H/W. How do I change my
application to support this?
‣ 3. The database is slow. My webpage takes five
seconds to load.
‣ 4. Why is my database executing so many qps?
Successful MySQL Scalability
71. Reference
‣ 5. My server has crashed with a hard drive
failure
‣ 6. My replication slave can't keep up?
‣ 7. I can't access my website?
‣ 8. Why is my database so large?
‣ 9. My website seems to freeze or responds
randomly?
Successful MySQL Scalability
72. CONFERENCES
MySQL Sunday
O'Reilly MySQL Conference 2011
Colloborate 2011
Kaleidoscope (KScope) 2011
http://ronaldbradford.com/blog/2011-mysql-conferences-2010-09-07/
Successful MySQL Scalability
73. CONTACT
http://ronaldbradford.com
me@ronaldbradford.com
Successful MySQL
Scalability
Successful MySQL Scalability