Slides presented at Great Indian Developer Summit 2016 at the session MySQL: What's new on April 29 2016.
Contains information about the new MySQL Document Store released in April 2016.
MySQL Enterprise Backup & Oracle Secure BackupSanjay Manwani
The document discusses MySQL Enterprise Backup (MEB) and how it can be used with Oracle Secure Backup (OSB) for database backups. MEB allows physical backups of MySQL databases that are faster than logical backups for large databases. It supports features like incremental backups and compression. OSB provides centralized management of backups across databases, file systems, and tape devices. The document provides guidance on developing a backup strategy that leverages MEB and OSB, including performing regular validation of backups.
The document discusses new features in MySQL 5.7 including enhanced performance and scalability, next generation application support, and availability features. Key points include the MySQL 5.7 release candidate being available with 2x faster performance than 5.6, new JSON support, improved GIS capabilities using Boost.Geometry, multi-threaded replication for faster slaves, and new group replication for multi-master clusters.
This document discusses database backup strategies and introduces MySQL Enterprise Backup. It begins by defining common backup terms like online, incremental, and full backups. It then discusses assessing backup needs based on recovery point and time objectives. The document reviews different backup methods like full, incremental, and combining with log backups. It also discusses factors for determining a backup strategy like data change frequency and value. Finally, it introduces MySQL Enterprise Backup as providing online, compressed backups with low performance impact.
The document discusses MySQL database backups. It covers logical versus physical backups, the MySQL Enterprise Backup tool, backup strategies, and new features in version 3.9 of MySQL Enterprise Backup. Key points include that logical backups use SQL queries but physical backups with MySQL Enterprise Backup can backup larger databases more quickly. Backup strategies should include full, incremental, and archived backups as well as validation of backups. New features in version 3.9 include single step restores and selective backups of large tables.
MySQL Enterprise Backup - BnR ScenariosKeith Hollman
A quick intro of what MEB is, but then a more hands-on approach to how to backup MySQL, what options are available and then how to restore accordingly.
MySQL High Availability and Disaster Recovery with Continuent, a VMware companyContinuent
Users seeking high availability, disaster recovery and zero downtime maintenance operation for business-critical MySQL applications face confusing choices. Is multi-master or master/slave clustering better? What about synchronous versus asynchronous replication? Using a plain vanilla, stock MySQL or a modified version of it? Which of these choices are right for data-driven businesses that depend on fast, reliable data access?
This no-BS webinar cuts through the FUD to explore the real trade-offs between the different clustering and replication methods, thens show you how Continuent's asynchronous master/slave clusters support these important capabilities for business-critical applications:
- High application write rates Master/slave clustering with Continuent
- Mixed workloads consisting of large and small transactions
- Data across multiple geographically distributed locations
- Failures and more importantly recovery from them
- Zero downtime maintenance and software upgrades
- Use of off-the-shelf MySQL/MariaDB to avoid application changes and allow clusters to improve as MySQL itself does.
We illustrate key points with demonstrations and case studies from deployed systems.
MySQL Enterprise Backup provides fast, consistent, online backups of MySQL databases. It allows for full and incremental backups, compressed backups to reduce storage needs, and point-in-time recovery. MySQL Enterprise Backup works by backing up InnoDB data files, copying and compressing the files, and backing up the transaction log files from the time period when the data files were copied. This allows for consistent backups and point-in-time recovery of the database.
Upgrade to MySQL 5.7 and latest news planned for MySQL 8Ted Wennmark
The document discusses upgrading to MySQL 5.7 from previous versions. It provides an agenda that covers MySQL 5.7, upgrading to MySQL 5.7, and MySQL 8. It then discusses reasons to upgrade including performance/scalability improvements in MySQL 5.7, new features in 5.7 like JSON support and optimizer improvements, staying on a fully supported release, and security improvements in 5.7. Benchmarks show MySQL 5.7 is up to 6x faster than previous versions on OLTP workloads.
This document outlines best practices for MySQL database administration including database design and planning, installation and configuration, optimization, replication, backup, and monitoring. It discusses topics such as database structure, storage engines, configuration variables, indexing, replication components, backup methods, and using tools like MySQL Enterprise Backup, mysqldump, and monitoring queries. GTID replication is also covered, explaining how it solves problems and can be enabled to uniquely identify transactions across servers.
Mysql User Camp : 20th June - Mysql New FeaturesTarique Saleem
This document discusses new features in MySQL 5.7 and NoSQL support in MySQL. Some key points:
- MySQL 5.7 includes improvements to InnoDB for better transactional performance and scalability, as well as enhancements to replication, security, and other areas.
- NoSQL support allows direct access to MySQL data via Memcached APIs for simpler and faster key-value access while maintaining ACID guarantees.
- Benchmarks show NoSQL inserts into MySQL can be up to 9x faster than SQL inserts, and MySQL 5.7 can achieve over 1 million queries per second.
MySQL Performance Tuning. Part 1: MySQL Configuration (includes MySQL 5.7)Aurimas Mikalauskas
Is my MySQL server configured properly? Should I run Community MySQL, MariaDB, Percona or WebScaleSQL? How many innodb buffer pool instances should I run? Why should I NOT use the query cache? How do I size the innodb log file size and what IS that innodb log anyway? All answers are inside.
Aurimas Mikalauskas is a former Percona performance consultant and architect currently writing and teaching at speedemy.com. He's been involved with MySQL since 1999, scaling and optimizing MySQL backed systems since 2004 for companies such as BBC, EngineYard, famous social networks and small shops like EstanteVirtual, Pine Cove and hundreds of others.
Additional content mentioned in the presentation can be found here: http://speedemy.com/17
MySQL Performance Tuning: The Perfect Scalability (OOW2019)Mirko Ortensi
This document discusses optimizing MySQL performance as data and concurrency increase. It covers horizontal and vertical scaling techniques as well as improvements for I/O-bound, CPU-bound, and network-bound workloads. Specific tuning techniques are proposed for areas like replication, query tuning, indexing, and Linux configuration settings like CPU affinity. The goal is to scale the database with minimal infrastructure adjustments to control operational costs.
This document discusses database security and best practices for securing MySQL databases. It covers common database vulnerabilities like poor configurations, weak authentication, lack of encryption, and improper credential management. It also discusses database attacks like SQL injection and brute force attacks. The document provides recommendations for database administrators to properly configure access controls, encryption, auditing, backups and monitoring to harden MySQL databases.
The document discusses setting up MySQL high availability using InnoDB Cluster. It provides instructions for installing MySQL 8.0, configuring three MySQL instances for the cluster, creating the cluster, and running the MySQL Router for load balancing and failover. The Router is configured to route reads from two read-only slaves, while writes go to a single read-write master. Connections are tested from each instance to verify the Router is load balancing correctly.
This document provides an introduction to MySQL including its history and major milestones. It discusses MySQL's role in the LAMP stack and its popularity as the world's most widely used open source database. It also summarizes MySQL's various storage engines, architectures, and recent releases. The document concludes with a discussion of MySQL's future focus and available high availability solutions.
This document discusses various MySQL performance metrics that are important to measure from within the database, operating system, and application. It outlines key InnoDB internal structures like the buffer pool and log system. Specific metrics that provide insight into buffer pool usage, page churn, and log writes are highlighted. Optimizing the working set size and ensuring sufficient free space in the log files are important factors for performance.
MySQL 8.0 is the latest Generally Available version of MySQL. Discover the new Document Store, using SQL and NoSQL (js, python, CRUD, etc.) with the same database, Data Dictionary, Invisible Indexes, the new default UTF8MB4 charset (for emojis), Windows Functions, Common Table Expressions, and so much more.
Introduction to MySQL, and its features with an explanation of the various processes that should be followed in order to have an efficient MySQL implementation.
MySQL client side caching allows caching of query results on the client side using the mysqlnd driver. It is transparent to applications using MySQL extensions like mysqli or PDO. Cached results are stored using pluggable storage handlers like APC, memcache, or local memory. Queries can be cached based on SQL hints or custom logic in a user-defined storage handler. Statistics are collected on cache usage and query performance to analyze effectiveness. This provides an alternative to server-side query caching with potential benefits like reducing network traffic and database load.
MySQL InnoDB Cluster HA Overview & DemoKeith Hollman
Take a look at the High Availability option that you can use with your out-of-the-box MySQL: MySQL InnoDB Cluster. With MySQL Server 8.0, MySQL Shell & MySQL Router you can convert from single-primary to multi-primary and back again, in a single command. Want to know how?
Moodle Moot Spain: Moodle Available and Scalable with MySQL HA - InnoDB Clust...Keith Hollman
This document provides an overview of MySQL high availability and replication solutions. It discusses InnoDB Cluster, which allows MySQL to provide high availability and scaling features through MySQL Group Replication, MySQL Shell, and MySQL Router. It also covers MySQL InnoDB ReplicaSet, which provides an easy way to set up MySQL replication with MySQL Router. Additionally, it provides background information on MySQL replication, how it works, and its key components.
- Database backups are important to prevent data loss from hardware failures, user errors, or application issues. Regular backups should include the database contents, log files, and configuration information.
- Common backup methods include using mysqldump to dump databases into SQL files, copying table files, making delimited text file backups, and enabling binary logging for incremental backups by replaying log files.
- Backups should be stored in multiple locations including on separate disks, servers, or cloud storage. A backup strategy includes performing full and incremental backups on a schedule as well as before and after structural changes.
MySQL Enterprise Backup: Backup & Recovery Performance tests, full and partial restores, comparisons using MySQL Utilities, using transportable tablespaces, etc.
A simple scenario on a small environment, using ubuntu a laptop and an external hd, showing how to use MEB and leave mysqldump to those specific situations, and reduce backup and restore times via MEB and single-image files, extracting specific .ibd or .frm's and recover the lost rows, or a dropped table.
Severalnines Self-Training: MySQL® Cluster - Part VISeveralnines
Part VI of our free self-training slides on MySQL Cluster.
In this part we cover ’Configuration and Installation'
* Data Node configuration
* SQL Node configuration
* Important parameters
* Installation
* Upgrading
"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
Embracing Database Diversity: The New Oracle / MySQL DBA - UKOUGKeith Hollman
Classic Oracle DBAs are somewhat starved for the "big overview" knowledge that will make them better decision makers and less hesitant to use MySQL.
The aim is to allow an existing Oracle DBA to get to grips with a MySQL environment, concentrating on the real focus points, and highlighting the similarities of both RDBMS'.
And both worlds provide the necessary tools to avoid a sleepless night.
"Advanced MySQL 5 Tuning" by Michael Monty Widenius @ eLiberatica 2007eLiberatica
This is a presentation held at eLiberatica 2007.
http://www.eliberatica.ro/2007/
One of the biggest events of its kind in Eastern Europe, eLiberatica brings community leaders from around the world to discuss about the hottest topics in FLOSS movement, demonstrating the advantages of adopting, using and developing Open Source and Free Software solutions.
The eLiberatica organizational committee together with our speakers and guests, have graciously allowed media representatives and all attendees to photograph, videotape and otherwise record their sessions, on the condition that the photos, videos and recordings are licensed under the Creative Commons Share-Alike 3.0 License.
2015: Whats New in MySQL 5.7, At Oracle Open World, November 3rd, 2015 Geir Høydalsvik
MySQL 5.7 includes many new features and improvements such as faster performance, easier configuration and management, and enhanced security. It provides benefits like increased speed for queries, replication, and data compression as well as new capabilities for JSON data, spatial indexing, and instrumentation. Oracle presented benchmarks showing MySQL 5.7 is up to 6 times faster than previous versions.
Going thru the era of IoT that involves lots more and much bigger data, we need a faster database. MySQL 5.7 gives you 3x speed of its predecessor and able to reach 1.6m qps on our select benchmark.
Upgrade to MySQL 5.7 and latest news planned for MySQL 8Ted Wennmark
The document discusses upgrading to MySQL 5.7 from previous versions. It provides an agenda that covers MySQL 5.7, upgrading to MySQL 5.7, and MySQL 8. It then discusses reasons to upgrade including performance/scalability improvements in MySQL 5.7, new features in 5.7 like JSON support and optimizer improvements, staying on a fully supported release, and security improvements in 5.7. Benchmarks show MySQL 5.7 is up to 6x faster than previous versions on OLTP workloads.
This document outlines best practices for MySQL database administration including database design and planning, installation and configuration, optimization, replication, backup, and monitoring. It discusses topics such as database structure, storage engines, configuration variables, indexing, replication components, backup methods, and using tools like MySQL Enterprise Backup, mysqldump, and monitoring queries. GTID replication is also covered, explaining how it solves problems and can be enabled to uniquely identify transactions across servers.
Mysql User Camp : 20th June - Mysql New FeaturesTarique Saleem
This document discusses new features in MySQL 5.7 and NoSQL support in MySQL. Some key points:
- MySQL 5.7 includes improvements to InnoDB for better transactional performance and scalability, as well as enhancements to replication, security, and other areas.
- NoSQL support allows direct access to MySQL data via Memcached APIs for simpler and faster key-value access while maintaining ACID guarantees.
- Benchmarks show NoSQL inserts into MySQL can be up to 9x faster than SQL inserts, and MySQL 5.7 can achieve over 1 million queries per second.
MySQL Performance Tuning. Part 1: MySQL Configuration (includes MySQL 5.7)Aurimas Mikalauskas
Is my MySQL server configured properly? Should I run Community MySQL, MariaDB, Percona or WebScaleSQL? How many innodb buffer pool instances should I run? Why should I NOT use the query cache? How do I size the innodb log file size and what IS that innodb log anyway? All answers are inside.
Aurimas Mikalauskas is a former Percona performance consultant and architect currently writing and teaching at speedemy.com. He's been involved with MySQL since 1999, scaling and optimizing MySQL backed systems since 2004 for companies such as BBC, EngineYard, famous social networks and small shops like EstanteVirtual, Pine Cove and hundreds of others.
Additional content mentioned in the presentation can be found here: http://speedemy.com/17
MySQL Performance Tuning: The Perfect Scalability (OOW2019)Mirko Ortensi
This document discusses optimizing MySQL performance as data and concurrency increase. It covers horizontal and vertical scaling techniques as well as improvements for I/O-bound, CPU-bound, and network-bound workloads. Specific tuning techniques are proposed for areas like replication, query tuning, indexing, and Linux configuration settings like CPU affinity. The goal is to scale the database with minimal infrastructure adjustments to control operational costs.
This document discusses database security and best practices for securing MySQL databases. It covers common database vulnerabilities like poor configurations, weak authentication, lack of encryption, and improper credential management. It also discusses database attacks like SQL injection and brute force attacks. The document provides recommendations for database administrators to properly configure access controls, encryption, auditing, backups and monitoring to harden MySQL databases.
The document discusses setting up MySQL high availability using InnoDB Cluster. It provides instructions for installing MySQL 8.0, configuring three MySQL instances for the cluster, creating the cluster, and running the MySQL Router for load balancing and failover. The Router is configured to route reads from two read-only slaves, while writes go to a single read-write master. Connections are tested from each instance to verify the Router is load balancing correctly.
This document provides an introduction to MySQL including its history and major milestones. It discusses MySQL's role in the LAMP stack and its popularity as the world's most widely used open source database. It also summarizes MySQL's various storage engines, architectures, and recent releases. The document concludes with a discussion of MySQL's future focus and available high availability solutions.
This document discusses various MySQL performance metrics that are important to measure from within the database, operating system, and application. It outlines key InnoDB internal structures like the buffer pool and log system. Specific metrics that provide insight into buffer pool usage, page churn, and log writes are highlighted. Optimizing the working set size and ensuring sufficient free space in the log files are important factors for performance.
MySQL 8.0 is the latest Generally Available version of MySQL. Discover the new Document Store, using SQL and NoSQL (js, python, CRUD, etc.) with the same database, Data Dictionary, Invisible Indexes, the new default UTF8MB4 charset (for emojis), Windows Functions, Common Table Expressions, and so much more.
Introduction to MySQL, and its features with an explanation of the various processes that should be followed in order to have an efficient MySQL implementation.
MySQL client side caching allows caching of query results on the client side using the mysqlnd driver. It is transparent to applications using MySQL extensions like mysqli or PDO. Cached results are stored using pluggable storage handlers like APC, memcache, or local memory. Queries can be cached based on SQL hints or custom logic in a user-defined storage handler. Statistics are collected on cache usage and query performance to analyze effectiveness. This provides an alternative to server-side query caching with potential benefits like reducing network traffic and database load.
MySQL InnoDB Cluster HA Overview & DemoKeith Hollman
Take a look at the High Availability option that you can use with your out-of-the-box MySQL: MySQL InnoDB Cluster. With MySQL Server 8.0, MySQL Shell & MySQL Router you can convert from single-primary to multi-primary and back again, in a single command. Want to know how?
Moodle Moot Spain: Moodle Available and Scalable with MySQL HA - InnoDB Clust...Keith Hollman
This document provides an overview of MySQL high availability and replication solutions. It discusses InnoDB Cluster, which allows MySQL to provide high availability and scaling features through MySQL Group Replication, MySQL Shell, and MySQL Router. It also covers MySQL InnoDB ReplicaSet, which provides an easy way to set up MySQL replication with MySQL Router. Additionally, it provides background information on MySQL replication, how it works, and its key components.
- Database backups are important to prevent data loss from hardware failures, user errors, or application issues. Regular backups should include the database contents, log files, and configuration information.
- Common backup methods include using mysqldump to dump databases into SQL files, copying table files, making delimited text file backups, and enabling binary logging for incremental backups by replaying log files.
- Backups should be stored in multiple locations including on separate disks, servers, or cloud storage. A backup strategy includes performing full and incremental backups on a schedule as well as before and after structural changes.
MySQL Enterprise Backup: Backup & Recovery Performance tests, full and partial restores, comparisons using MySQL Utilities, using transportable tablespaces, etc.
A simple scenario on a small environment, using ubuntu a laptop and an external hd, showing how to use MEB and leave mysqldump to those specific situations, and reduce backup and restore times via MEB and single-image files, extracting specific .ibd or .frm's and recover the lost rows, or a dropped table.
Severalnines Self-Training: MySQL® Cluster - Part VISeveralnines
Part VI of our free self-training slides on MySQL Cluster.
In this part we cover ’Configuration and Installation'
* Data Node configuration
* SQL Node configuration
* Important parameters
* Installation
* Upgrading
"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
Embracing Database Diversity: The New Oracle / MySQL DBA - UKOUGKeith Hollman
Classic Oracle DBAs are somewhat starved for the "big overview" knowledge that will make them better decision makers and less hesitant to use MySQL.
The aim is to allow an existing Oracle DBA to get to grips with a MySQL environment, concentrating on the real focus points, and highlighting the similarities of both RDBMS'.
And both worlds provide the necessary tools to avoid a sleepless night.
"Advanced MySQL 5 Tuning" by Michael Monty Widenius @ eLiberatica 2007eLiberatica
This is a presentation held at eLiberatica 2007.
http://www.eliberatica.ro/2007/
One of the biggest events of its kind in Eastern Europe, eLiberatica brings community leaders from around the world to discuss about the hottest topics in FLOSS movement, demonstrating the advantages of adopting, using and developing Open Source and Free Software solutions.
The eLiberatica organizational committee together with our speakers and guests, have graciously allowed media representatives and all attendees to photograph, videotape and otherwise record their sessions, on the condition that the photos, videos and recordings are licensed under the Creative Commons Share-Alike 3.0 License.
2015: Whats New in MySQL 5.7, At Oracle Open World, November 3rd, 2015 Geir Høydalsvik
MySQL 5.7 includes many new features and improvements such as faster performance, easier configuration and management, and enhanced security. It provides benefits like increased speed for queries, replication, and data compression as well as new capabilities for JSON data, spatial indexing, and instrumentation. Oracle presented benchmarks showing MySQL 5.7 is up to 6 times faster than previous versions.
Going thru the era of IoT that involves lots more and much bigger data, we need a faster database. MySQL 5.7 gives you 3x speed of its predecessor and able to reach 1.6m qps on our select benchmark.
MySQL 5.7 provides significant performance improvements and new features over previous versions. Benchmark tests showed it was 3x faster than MySQL 5.6 for SQL point selects and connection requests, and 1.5x faster for OLTP read/write workloads. New features include enhanced InnoDB storage engine capabilities, improved replication, JSON data type support, and increased security.
What's new in MySQL 5.7, Oracle Virtual Technology Summit, 2016Geir Høydalsvik
The document discusses performance improvements in MySQL 5.7 compared to previous versions. Key points include:
- MySQL 5.7 is up to 3 times faster than MySQL 5.6 and 6 times faster than 5.5 according to benchmarks. Faster performance is achieved through improvements to the InnoDB storage engine, new optimizer cost model, and other enhancements.
- New features in 5.7 like parallel replication, native JSON support, and InnoDB spatial indexing improve performance for specific use cases like replication, JSON querying, and GIS searching.
- The MySQL Router was introduced as a way to route connections and transactions for increased performance, high availability, and scalability.
The document discusses performance improvements and new features in MySQL 5.7. Key points include:
- MySQL 5.7 shows significant performance gains over previous versions, with benchmarks showing 3x faster query performance and 82% faster connection throughput.
- New features include enhanced replication, a new optimizer cost model, performance schema improvements, and native JSON support.
- The optimizer and parser were refactored for improved maintainability, readability and stability. A new cost-based optimizer model provides better performance and tunability.
MySQL 5.7 provides significant performance and scalability improvements over previous versions. It offers a 3x speed increase on benchmarks compared to MySQL 5.6. New features include enhanced InnoDB functionality for faster operations, replication improvements, a new optimizer cost model, and native JSON support. Additional security enhancements in MySQL 5.7 aim to securely initialize and manage installations.
MySQL Day Paris 2016 - MySQL as a Document StoreOlivier DASINI
MySQL Day Paris 2016 - MySQL as a Document Store
✔ Built on Proven SQL/InnoDB/Replication
✔ Schema-less/Relational/Hybrid
✔ ACID/Transactions
✔ CRUD/JSON/Documents
✔ Modern Dev API
✔ Modern/Efficient Protocol
✔ SQL Queries/Analytics over JSON Documents
✔ Transparent and Easy HA/Scaling/Sharding
MySQL 5.6, news in 5.7 and our HA optionsTed Wennmark
Join us for this free MySQL Tech Tour to learn straight from the source how you can benefit from Oracle’s latest MySQL innovations. Our technical experts will help you understand how to take advantage of the wide range of new features and enhancements available in MySQL Fabric, MySQL 5.6, MySQL Cluster and other MySQL solutions. They will share tips & tricks to help you get the most of your database. You will also discover what’s coming next in MySQL 5.7.
Mysql User Camp : 20-June-14 : Mysql New features and NoSQL SupportMysql User Camp
This slide was presented at Mysql User Camp Event on 20-June-14 at Oracle bangalore. This presentation gives a good insight about New Features in Mysql 5.7 DMR 4 and Nosql Support in Mysql.
MySQL London Tech Tour March 2015 - Embedded Database of ChoiceMark Swarbrick
This document summarizes MySQL, the popular open-source database. It notes that MySQL has over 15 million active installations, is embedded by over 3,000 ISVs and OEMs, and has seen increased investment since being acquired by Oracle in 2010. Key benefits outlined include low costs, high performance and scalability, flexibility across platforms, and high availability even with commodity hardware. The document promotes MySQL for its ability to reduce database risks and costs for embedded, on-premise, and cloud applications.
The document discusses Oracle's MySQL Cloud Service, which provides MySQL as a database-as-a-service on Oracle Public Cloud. The service handles backups, patching, monitoring and other maintenance tasks, providing MySQL with Enterprise Edition features. It offers automated provisioning, elastic scaling, high availability, security features, and tools for backup/restore, administration and data access. The document includes demos of creating an instance, administration, restoring from backup, command line access, and scaling instances.
MySQL in oracle_environments(Part 2): MySQL Enterprise Monitor & Oracle Enter...OracleMySQL
This document discusses how Oracle Enterprise Manager can be used to manage MySQL databases. It provides an overview of how MySQL Enterprise Monitor and Oracle Enterprise Manager integrate to provide monitoring of MySQL performance metrics, configuration monitoring, replication monitoring, query analysis, security management, and other capabilities from a single dashboard. It also discusses how to install and set up both MySQL Enterprise Monitor and the Oracle Enterprise Manager MySQL plugin.
Big data is only a group of unstructured and structured data. We need to be able to acquire, organize, analyze and present it in a way that can create value to the business. MySQL is used in 80% Hadoop implementation and has been the "loyal" partner for Hadoop.
This document discusses MySQL performance tuning and various MySQL products and features. It provides information on MySQL 5.6 including improved scalability, new InnoDB features for NoSQL access, and an improved optimizer. It also discusses MySQL Enterprise Monitor for performance monitoring, and the Performance Schema for instrumentation and monitoring internal operations.
This presentation provides a clear overview of how Oracle Database In-Memory optimizes both analytics and mixed workloads, delivering outstanding performance while supporting real-time analytics, business intelligence, and reporting. It provides details on what you can expect from Database In-Memory in both Oracle Database 12.1.0.2 and 12.2.
The document discusses Oracle's Zero Data Loss Recovery Appliance. It aims to fundamentally change how databases are protected by pushing database changes in real-time instead of periodic backups. This minimizes impact on production databases and ensures zero data loss. It stores database changes efficiently on disk and can restore databases to any point in time using these deltas. It also creates space-efficient "virtual" full backups without requiring full backups. This enables long retention of backup history with minimal storage.
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Designing AI-Powered APIs on Azure: Best Practices& ConsiderationsDinusha Kumarasiri
AI is transforming APIs, enabling smarter automation, enhanced decision-making, and seamless integrations. This presentation explores key design principles for AI-infused APIs on Azure, covering performance optimization, security best practices, scalability strategies, and responsible AI governance. Learn how to leverage Azure API Management, machine learning models, and cloud-native architectures to build robust, efficient, and intelligent API solutions
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Landscape of Requirements Engineering for/by AI through Literature ReviewHironori Washizaki
Hironori Washizaki, "Landscape of Requirements Engineering for/by AI through Literature Review," RAISE 2025: Workshop on Requirements engineering for AI-powered SoftwarE, 2025.
How Valletta helped healthcare SaaS to transform QA and compliance to grow wi...Egor Kaleynik
This case study explores how we partnered with a mid-sized U.S. healthcare SaaS provider to help them scale from a successful pilot phase to supporting over 10,000 users—while meeting strict HIPAA compliance requirements.
Faced with slow, manual testing cycles, frequent regression bugs, and looming audit risks, their growth was at risk. Their existing QA processes couldn’t keep up with the complexity of real-time biometric data handling, and earlier automation attempts had failed due to unreliable tools and fragmented workflows.
We stepped in to deliver a full QA and DevOps transformation. Our team replaced their fragile legacy tests with Testim’s self-healing automation, integrated Postman and OWASP ZAP into Jenkins pipelines for continuous API and security validation, and leveraged AWS Device Farm for real-device, region-specific compliance testing. Custom deployment scripts gave them control over rollouts without relying on heavy CI/CD infrastructure.
The result? Test cycle times were reduced from 3 days to just 8 hours, regression bugs dropped by 40%, and they passed their first HIPAA audit without issue—unlocking faster contract signings and enabling them to expand confidently. More than just a technical upgrade, this project embedded compliance into every phase of development, proving that SaaS providers in regulated industries can scale fast and stay secure.
Who Watches the Watchmen (SciFiDevCon 2025)Allon Mureinik
Tests, especially unit tests, are the developers’ superheroes. They allow us to mess around with our code and keep us safe.
We often trust them with the safety of our codebase, but how do we know that we should? How do we know that this trust is well-deserved?
Enter mutation testing – by intentionally injecting harmful mutations into our code and seeing if they are caught by the tests, we can evaluate the quality of the safety net they provide. By watching the watchmen, we can make sure our tests really protect us, and we aren’t just green-washing our IDEs to a false sense of security.
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Mastering Fluent Bit: Ultimate Guide to Integrating Telemetry Pipelines with ...Eric D. Schabell
It's time you stopped letting your telemetry data pressure your budgets and get in the way of solving issues with agility! No more I say! Take back control of your telemetry data as we guide you through the open source project Fluent Bit. Learn how to manage your telemetry data from source to destination using the pipeline phases covering collection, parsing, aggregation, transformation, and forwarding from any source to any destination. Buckle up for a fun ride as you learn by exploring how telemetry pipelines work, how to set up your first pipeline, and exploring several common use cases that Fluent Bit helps solve. All this backed by a self-paced, hands-on workshop that attendees can pursue at home after this session (https://o11y-workshops.gitlab.io/workshop-fluentbit).
Meet the Agents: How AI Is Learning to Think, Plan, and CollaborateMaxim Salnikov
Imagine if apps could think, plan, and team up like humans. Welcome to the world of AI agents and agentic user interfaces (UI)! In this session, we'll explore how AI agents make decisions, collaborate with each other, and create more natural and powerful experiences for users.
Scaling GraphRAG: Efficient Knowledge Retrieval for Enterprise AIdanshalev
If we were building a GenAI stack today, we'd start with one question: Can your retrieval system handle multi-hop logic?
Trick question, b/c most can’t. They treat retrieval as nearest-neighbor search.
Today, we discussed scaling #GraphRAG at AWS DevOps Day, and the takeaway is clear: VectorRAG is naive, lacks domain awareness, and can’t handle full dataset retrieval.
GraphRAG builds a knowledge graph from source documents, allowing for a deeper understanding of the data + higher accuracy.
Adobe Master Collection CC Crack Advance Version 2025kashifyounis067
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Adobe Master Collection CC (Creative Cloud) is a comprehensive subscription-based package that bundles virtually all of Adobe's creative software applications. It provides access to a wide range of tools for graphic design, video editing, web development, photography, and more. Essentially, it's a one-stop-shop for creatives needing a broad set of professional tools.
Key Features and Benefits:
All-in-one access:
The Master Collection includes apps like Photoshop, Illustrator, InDesign, Premiere Pro, After Effects, Audition, and many others.
Subscription-based:
You pay a recurring fee for access to the latest versions of all the software, including new features and updates.
Comprehensive suite:
It offers tools for a wide variety of creative tasks, from photo editing and illustration to video editing and web development.
Cloud integration:
Creative Cloud provides cloud storage, asset sharing, and collaboration features.
Comparison to CS6:
While Adobe Creative Suite 6 (CS6) was a one-time purchase version of the software, Adobe Creative Cloud (CC) is a subscription service. CC offers access to the latest versions, regular updates, and cloud integration, while CS6 is no longer updated.
Examples of included software:
Adobe Photoshop: For image editing and manipulation.
Adobe Illustrator: For vector graphics and illustration.
Adobe InDesign: For page layout and desktop publishing.
Adobe Premiere Pro: For video editing and post-production.
Adobe After Effects: For visual effects and motion graphics.
Adobe Audition: For audio editing and mixing.
Secure Test Infrastructure: The Backbone of Trustworthy Software DevelopmentShubham Joshi
A secure test infrastructure ensures that the testing process doesn’t become a gateway for vulnerabilities. By protecting test environments, data, and access points, organizations can confidently develop and deploy software without compromising user privacy or system integrity.
TestMigrationsInPy: A Dataset of Test Migrations from Unittest to Pytest (MSR...Andre Hora
Unittest and pytest are the most popular testing frameworks in Python. Overall, pytest provides some advantages, including simpler assertion, reuse of fixtures, and interoperability. Due to such benefits, multiple projects in the Python ecosystem have migrated from unittest to pytest. To facilitate the migration, pytest can also run unittest tests, thus, the migration can happen gradually over time. However, the migration can be timeconsuming and take a long time to conclude. In this context, projects would benefit from automated solutions to support the migration process. In this paper, we propose TestMigrationsInPy, a dataset of test migrations from unittest to pytest. TestMigrationsInPy contains 923 real-world migrations performed by developers. Future research proposing novel solutions to migrate frameworks in Python can rely on TestMigrationsInPy as a ground truth. Moreover, as TestMigrationsInPy includes information about the migration type (e.g., changes in assertions or fixtures), our dataset enables novel solutions to be verified effectively, for instance, from simpler assertion migrations to more complex fixture migrations. TestMigrationsInPy is publicly available at: https://github.com/altinoalvesjunior/TestMigrationsInPy.
Societal challenges of AI: biases, multilinguism and sustainabilityJordi Cabot
Towards a fairer, inclusive and sustainable AI that works for everybody.
Reviewing the state of the art on these challenges and what we're doing at LIST to test current LLMs and help you select the one that works best for you
Join Ajay Sarpal and Miray Vu to learn about key Marketo Engage enhancements. Discover improved in-app Salesforce CRM connector statistics for easy monitoring of sync health and throughput. Explore new Salesforce CRM Synch Dashboards providing up-to-date insights into weekly activity usage, thresholds, and limits with drill-down capabilities. Learn about proactive notifications for both Salesforce CRM sync and product usage overages. Get an update on improved Salesforce CRM synch scale and reliability coming in Q2 2025.
Key Takeaways:
Improved Salesforce CRM User Experience: Learn how self-service visibility enhances satisfaction.
Utilize Salesforce CRM Synch Dashboards: Explore real-time weekly activity data.
Monitor Performance Against Limits: See threshold limits for each product level.
Get Usage Over-Limit Alerts: Receive notifications for exceeding thresholds.
Learn About Improved Salesforce CRM Scale: Understand upcoming cloud-based incremental sync.
Exploring Wayland: A Modern Display Server for the FutureICS
Wayland is revolutionizing the way we interact with graphical interfaces, offering a modern alternative to the X Window System. In this webinar, we’ll delve into the architecture and benefits of Wayland, including its streamlined design, enhanced performance, and improved security features.