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This presentation provides a comprehensive overview of the Transactional Outbox Pattern and the Inbox Pattern, two essential techniques for ensuring reliable and consistent communication in distributed systems.
We start by clearly outlining the problem these patterns aim to solve—namely, maintaining data consistency between databases and message brokers in event-driven architectures. From there, we delve into what the Outbox Pattern is, how it works under the hood, and how it guarantees message delivery even in the face of failures.
The presentation then shifts focus to the Inbox Pattern, explaining its role in ensuring idempotency and preventing duplicate processing of messages. Each concept is explained with simple language, diagrams, and a logical flow that builds a solid understanding from the ground up.
Whether you’re an engineer building microservices or just exploring distributed system patterns, this talk provides clarity, practical insights, and a helpful demo to see the patterns in action.
Topics Covered:
* Problem Statement
* Transactional Outbox Pattern
* How It Solves the Problem
* Internal Mechanics
* Delivery Guarantees
* Inbox Pattern Explained
* Internal Workflow
* Conclusions & Further Reading
* Demo
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This presentation provides a comprehensive overview of the Transactional Outbox Pattern and the Inbox Pattern, two essential techniques for ensuring reliable and consistent communication in distributed systems.
We start by clearly outlining the problem these patterns aim to solve—namely, maintaining data consistency between databases and message brokers in event-driven architectures. From there, we delve into what the Outbox Pattern is, how it works under the hood, and how it guarantees message delivery even in the face of failures.
The presentation then shifts focus to the Inbox Pattern, explaining its role in ensuring idempotency and preventing duplicate processing of messages. Each concept is explained with simple language, diagrams, and a logical flow that builds a solid understanding from the ground up.
Whether you’re an engineer building microservices or just exploring distributed system patterns, this talk provides clarity, practical insights, and a helpful demo to see the patterns in action.
Topics Covered:
* Problem Statement
* Transactional Outbox Pattern
* How It Solves the Problem
* Internal Mechanics
* Delivery Guarantees
* Inbox Pattern Explained
* Internal Workflow
* Conclusions & Further Reading
* Demo
Cloudflare’s Game-Changing Move The First Remote MCP Server for AI Agent Deve...davidandersonofficia
Discover how Cloudflare’s groundbreaking remote MCP server, launched April 7, 2025, is revolutionizing AI agent development. Paired with Durable Workflows and a free Durable Objects tier, this innovation simplifies building secure, scalable AI solutions. Learn why it matters, what you can create, and how to get started with Cloudflare’s game-changing tools.
Ivanti’s Patch Tuesday breakdown goes beyond patching your applications and brings you the intelligence and guidance needed to prioritize where to focus your attention first. Catch early analysis on our Ivanti blog, then join industry expert Chris Goettl for the Patch Tuesday Webinar Event. There we’ll do a deep dive into each of the bulletins and give guidance on the risks associated with the newly-identified vulnerabilities.
Automated Engineering of Domain-Specific Metamorphic Testing EnvironmentsPablo Gómez Abajo
Context. Testing is essential to improve the correctness of software systems. Metamorphic testing (MT) is an approach especially suited when the system under test lacks oracles, or they are expensive to compute. However, building an MT environment for a particular domain (e.g., cloud simulation, model transformation, machine learning) requires substantial effort.
Objective. Our goal is to facilitate the construction of MT environments for specific domains.
Method. We propose a model-driven engineering approach to automate the construction of MT environments. Starting from a meta-model capturing the domain concepts, and a description of the domain execution environment, our approach produces an MT environment featuring comprehensive support for the MT process. This includes the definition of domain-specific metamorphic relations, their evaluation, detailed reporting of the testing results, and the automated search-based generation of follow-up test cases.
Results. Our method is supported by an extensible platform for Eclipse, called Gotten. We demonstrate its effectiveness by creating an MT environment for simulation-based testing of data centres and comparing with existing tools; its suitability to conduct MT processes by replicating previous experiments; and its generality by building another MT environment for video streaming APIs.
Conclusion. Gotten is the first platform targeted at reducing the development effort of domain-specific MT environments. The environments created with Gotten facilitate the specification of metamorphic relations, their evaluation, and the generation of new test cases.
Convert EML files to PST on Mac operating systemRachel Walker
Mailvita EML to PST Converter for Mac is a useful program for Mac users, it can easily change several EML files into Outlook PST files with all attachments. This tool works with a lot of email programs, like Windows Live Mail, Thunderbird, and others. With its simple GUI, it's easy for both technical and non-technical people to convert files. Visit the official website to learn more about this program.
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SaaS product development has transformed the software industry into a dynamic ecosystem where innovation, customer-centric design, and rapid iteration shape market success. This presentation explores best practices that empower organizations to build, launch, and scale high-performing SaaS products in today’s competitive digital arena. It begins with an examination of agile methodologies, lean startup principles, and the importance of launching a minimal viable product (MVP) to validate market demand and reduce risk. Through iterative development cycles, teams can continuously refine features based on real user feedback while maintaining flexibility to pivot when necessary.
Strategic planning is emphasized as the cornerstone of sustainable growth. The presentation details how comprehensive market research, rigorous competitor analysis, and a clear product roadmap help align cross-functional teams, from developers and designers to marketing and customer support. Integrated DevOps practices and the adoption of cloud-based architectures further enhance operational efficiency, scalability, and performance. Robust security protocols and compliance measures are also addressed to safeguard data and meet regulatory standards.
A significant portion of the guide is dedicated to leveraging data-driven decision making. Detailed metrics and analytics empower teams to assess user engagement, track product performance, and drive continuous improvements through automation in testing, integration, and deployment. The discussion delves into best practices for managing technical debt, optimizing the development lifecycle, and ensuring that every release adds measurable value. In today’s fast-paced market, the ability to adapt quickly is not optional; it is a necessity that is fostered by iterative testing, proactive customer feedback loops, and strategic risk-taking.
Moreover, this presentation outlines advanced techniques for creating intuitive user experiences (UX), ensuring seamless onboarding, and delivering ongoing customer support that builds trust and enhances loyalty. By merging strategic vision with execution excellence, these best practices offer a comprehensive framework for startups and established enterprises alike, guiding them to achieve long-term success and competitive advantage in a rapidly evolving digital landscape.
Optimized for both innovation and efficiency, this guide serves as an essential resource for product teams aiming to thrive in the SaaS industry. Whether you are refining an existing product or embarking on a new venture, the practices outlined here will help you navigate challenges, seize opportunities, and drive lasting value for your customers.
Evaluating Global Load Balancing Options for Kubernetes in Practice (Kubermat...Tobias Schneck
https://cfp.cloud-native.rejekts.io/cloud-native-rejekts-europe-london-2025/talk/UFZNVH/
Load Balancing is a critical aspect of modern cloud deployments, and it’s especially tricky and misunderstood in hybrid environments that span across public clouds and private datacenters on premise. Designing a future-proof solution that is scalable, robust, fast and includes automatic failovers for different disaster cases, is a challenge we need to tackle. Therefore, our evaluation focused on two base technologies: Multi-Cluster Meshes and DNS based Global Load Balancing.
Join us on our journey of evaluating the two CNCF projects Cilium and K8GB against real-world scenarios with complex multi-cloud deployments. Learn about the benefits, challenges and trade-offs you should expect when choosing a hybrid cloud strategy with Kubernetes!
A practical live demo will share our hands-on experience, pros and cons, alongside use-case-specific solution recommendations for your hybrid-cloud journey.
AI in Talent Acquisition: Boosting HiringBeyond Chiefs
AI is transforming talent acquisition by streamlining recruitment processes, enhancing decision-making, and delivering personalized candidate experiences. By automating repetitive tasks such as resume screening and interview scheduling, AI significantly reduces hiring costs and improves efficiency, allowing HR teams to focus on strategic initiatives. Additionally, AI-driven analytics help recruiters identify top talent more accurately, leading to better hiring decisions. However, despite these advantages, organizations must address challenges such as AI bias, integration complexities, and resistance to adoption to fully realize its potential. Embracing AI in recruitment can provide a competitive edge, but success depends on aligning technology with business goals and ensuring ethical, unbiased implementation.
Struggling to get real value from HubSpot Sales Hub? Learn 5 mighty methods to close more deals without more leads or headcount (even on Starter subscriptions)!
These slides accompanied a webinar run by Hampshire's HubSpot User Group (HUG) on 2nd April, 2025.
HubSpot subscribers can watch the recording here: https://events.hubspot.com/events/details/hubspot-hampshire-presents-5-ways-to-close-more-deals-from-your-existing-sales-pipeline/
ABOUT THE EVENT:
Unlock hidden revenue in your CRM with our practical HubSpot tactics
Are you struggling to get real value from your HubSpot Sales Hub?
If your HubSpot feels like more of an admin burden than a revenue enabler, you’re not alone. Many sales leaders find that their team isn't updating records consistently, pipeline visibility is poor, and reporting doesn’t deliver the insights they need to drive strategy.
The good news? You don’t need to upgrade your HubSpot subscription to sort these issues.
Join us for this webinar to learn 5 mighty tactics that will help you streamline your sales process, improve pipeline visibility, and extract more revenue from your existing pipeline, without spending more on marketing or hiring extra sales reps.
What You’ll Learn
✅ Customising Records – Increase sales momentum with more useful CRM data for your salespeople
✅ Pipeline Rules – Improve deal stage consistency and data accuracy for improved prioritisation and forecasting
✅ Team Permissions & Defaults – Control access and streamline processes. Spend more time selling, less on admin
✅ Pipeline View Customisation – Get clearer sales insights, faster, to deal with revenue leaks
✅ Simple Sales Reports – Build actionable dashboards to drive strategy with data
💡 Bonus: Successful Sales Hub users will share their experiences and the revenue impact it has delivered for them.
Who is this webinar for?
Sales leaders using HubSpot Sales Hub Starter, or those new to HubSpot
Sales managers who need better CRM adoption from their team
Anyone struggling with pipeline visibility, reporting, or forecasting
Teams who want to close more deals without extra sales headcount
Recruiting Tech: A Look at Why AI is Actually OGMatt Charney
A lot of recruiting technology vendors out there are talking about how they're offering the first ever (insert AI use case here), but turns out, everything they're selling as innovative or cutting edge has been around since Yahoo! and MySpace were category killers. Here's the receipts.
Generative AI refers to a subset of artificial intelligence that focuses on creating new content, such as images, text, music, and even videos, based on the data it has been trained on. Generative AI models learn patterns from large datasets and use these patterns to generate new content.
Elevate your online presence with Malachite Technologies where creativity meets technology. Our web design experts craft visually stunning and interactive websites that not only capture your brand’s essence but also enhance user engagement.
How to Achieve High-Accuracy Results When Using LLMsAggregage
Ben Epstein, Stealth Founder & CTO, is here to share how he and his team engineered a system that employs reproducible test variations and enables non-LLM evaluation metrics for at-scale production guardrails. This walk-through will provide practical, battle-tested techniques you can immediately apply to your own LLM-powered SaaS solutions!
TrustArc Webinar - Data Privacy and Cyber Security: A Symbiotic RelationshipTrustArc
In today’s digital age, data has become an organization’s lifeblood. As the use of digital technologies continues to escalate, so do the risks associated with personal data, which continue to grow exponentially as well. To effectively safeguard personal and sensitive information, organizations must understand the intricate relationship between data privacy, cybersecurity, and incident response.
Data privacy and cybersecurity are two sides of the same coin. Data privacy focuses on how personal data is to be collected, used, stored, shared and controlled, while cybersecurity aims to protect systems and networks from unauthorized access, digital attacks, malware and data breaches.
However, even with the best data privacy and security measures in place, cyber incidents can still occur. A well-prepared incident response plan is crucial for minimizing the impact of a breach and restoring normal operations.
Join our experts on this webinar to discuss how data privacy, cybersecurity, and incident response interact and are essential for safeguarding your organization’s digital assets.
This webinar will review:
- How data privacy and cybersecurity intersect
- How to develop a comprehensive privacy and security strategy to safeguard personal and sensitive information
- What are suggestions and expectations around incident response