APIs +Micro services technology for Computingwismoyo92
An API platform contains four key elements: a combination of private, partner, and public APIs; event notification capabilities; message streaming as a backbone; and a mixture of API styles like REST, GraphQL, and gRPC. An effective API platform moves beyond simple APIs by incorporating these elements to power both internal operations and external integrations.
App modernization projects are hard. Enterprises are looking to cloud-native platforms like Pivotal Cloud Foundry to run their applications, but they’re worried about the risks inherent to any replatforming effort.
Fortunately, several repeatable patterns of successful incremental migration have emerged.
In this webcast, Google Cloud’s Prithpal Bhogill and Pivotal’s Shaun Anderson will discuss best practices for app modernization and securely and seamlessly routing traffic between legacy stacks and Pivotal Cloud Foundry.
Data Sheet
IBM Cloud
Accelerating digital
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Securely unlock enterprise data and services for the
digital economy with an integrated API foundation
Securely expose protected resources as ap is with app42 api gatewayZuaib
1) App42 API Gateway is a comprehensive API management product that enables companies and individuals to securely expose protected resources and legacy systems as APIs within minutes.
2) It provides features such as traffic management, security policies, API monitoring, SDK generation, and scalability to help users manage the full lifecycle of their APIs.
3) The solution aims to simplify API management tasks and allow users to focus on their business logic rather than infrastructure maintenance.
Mastering API Development: A Developer’s Roadmap for Successjayshridalwi
In today’s fast-paced digital landscape, API Development plays a crucial role in
building seamless and efficient software applications. Whether you're creating an
internal API for your organization or a public API for third-party integrations, having a
well-structured development approach is essential.
This document discusses API management and IBM's API management solution. It provides an overview of why companies implement APIs and the benefits of API management platforms. It then focuses on IBM's API management capabilities, including API development, security, analytics, and deployment options. The document also provides a case study of a retailer using IBM API Management to enable a new mobile shopping application.
Application Programming Interfaces, or APIs, have become an integral part of modern software development. APIs allow different applications and services to communicate with each other seamlessly, enabling developers to build more complex and feature-rich applications. One trend that has been gaining popularity in recent years is the microservices architecture. This architecture involves breaking down a large application into smaller, independent services that communicate with each other via APIs. This approach offers several benefits, including increased scalability, improved fault tolerance, and easier maintenance.
Another trend in API development is the use of API gateways. An API gateway is a layer that sits between the client and the server and acts as a proxy for the API. It offers several benefits, including security, traffic management, and protocol translation. Also, GraphQL is a query language that has been gaining popularity in recent years. It offers a more efficient and flexible way of querying data from APIs. Unlike traditional REST APIs, which require multiple requests to fetch related data, GraphQL allows developers to fetch all the required data in a single request.
APIs have become an important source of revenue for many companies. In recent years, there has been a trend towards monetizing APIs by charging developers for access or offering premium features for a fee. This trend has led to the emergence of API marketplaces, where developers can discover and purchase APIs.
APIs have become an essential part of modern software development. As technology evolves, so do the trends in API development and usage. Microservices architecture, API gateways, GraphQL, serverless computing, API-first development, API documentation, and API monetization are some of the trends that are shaping the future of API development. Developers who keep up with these trends will be better equipped to build robust, scalable, and feature-rich applications.
Webinar presented live on April 4, 2017
The Cloud Standards Customer Council has published an API Management reference architecture. APIs allow companies to open up data and services to external third party developers, business partners, and internal departments within the company to create innovative channel applications and new business opportunities. An effective API management platform provides a layer of controlled and secure self-service access to core business assets for reuse.
In this webinar, the authors of the reference architecture will cover the architectural components and capabilities that make up a superior API Management Platform and will also cover important runtime characteristics and deployment considerations.
Read the CSCC's paper here: http://www.cloud-council.org/deliverables/cloud-customer-architecture-for-api-management.htm
Delivering New Digital Experiences Fast - Introducing ChoreoWSO2
Watch webinar recording: https://wso2.com/library/webinars/deliver-new-digital-experiences-fast-with-choreo/
To differentiate yourself, you need to create unique and compelling digital experiences for both internal and external customers. However, this can be difficult and slow due to the complexity that comes from integrating existing systems, building new services, and managing APIs. Piecing together the development and operation technologies you need - including Kubernetes, Docker, and service meshes - takes time and requires dedicated expertise to manage, which can be hard to come by.
Choreo is a Digital Platform, as a service, for delivering new digital experiences. Choreo abstracts away the complexity of cloud-native infrastructure for your dev and ops teams so you can create new services, integrations, and APIs in hours or days instead of weeks or months.
This slide deck explores how you can use Choreo to
- Innovate in hours, not months by creating, composing, collaborating on, and reusing API-driven business logic
- Replace your complex infrastructure and coding with tools that make dev and ops simple and fast
- Make security and governance part of your DevOps automation with a platform where everything is secured and governed by default
Application programming interfaces (APIs) and API management through platforms have become key for enterprises looking to achieve high levels of digital innovation today.
Considering that API management has always helped accelerate the development process of enterprises, implementing API lifecycle management strategies becomes critical to maintaining the API lifeline of your business.
Χάρης Λιναρδάκης, IBM Cloud Leader Greece and Cyprus at IBMStarttech Ventures
Oμιλία από τον Χάρης Λιναρδάκης, IBM Cloud Leader Greece and Cyprus at IBM στο πλαίσιο του Digital Finance Forum 2016
Περισσότερες πληροφορίες: http://digitalfinance.ethosevents.eu/
Hewlett Packard Enterprise View on Going Big with API Management - Applicatio...CA Technologies
Companies of every size have been disrupted by new business models, new digital devices and new forms of connectivity. But it is the largest enterprises that face the greatest challenges when it comes to integrating their vast legacy architectures with new systems of engagement and innovation that consumers now demand. In this session, Terry White, Fellow and Chief Technologist, Enterprise Services Applications and Business Services at Hewlett Packard Enterprise, will bring more than 30 years of perspective to a discussion on how critical APIs are as a catalyst for legacy application transformation and migration to the cloud. Terry will also cover the importance of being able to manage and secure those APIs to avoid massive service disruptions and security breaches.
For more information, please visit http://cainc.to/Nv2VOe
Understanding API Management from basic to advancedvivekbagri7
From design and development to deployment and beyond, effective API management is a journey, not a destination. It's about orchestrating the entire lifecycle of your APIs to ensure they remain performant, secure, and adaptable to changing business needs. This blog post explores the key stages of API lifecycle management, providing actionable insights to help you build, deploy, and manage APIs for long-term success.
Understanding API Architectures: Web API vs. Minimal API – An In-Depth Compar...Polyxer Systems
In this comprehensive guide learn the distinctions between Web API & Minimal API for your project understanding and get detailed insights on framework differences, benefits & limits.
apidays LIVE Paris 2021 - Low-Code API DevOps approach to API Lifecycle Manag...apidays
apidays LIVE Paris 2021 - APIs and the Future of Software
December 7, 8 & 9, 2021
Low-Code API DevOps approach to API Lifecycle Management
Darshan Shivashankar, Founder & CTO at Itorix Inc &
Rakshith Rao, CEO at Itorix Inc
Transform Your Operations with Cutting-Edge API Development Services.pdfSeasiaInfotech2
As industry veterans, we do realize how API development is an intricate process that requires due diligence and effort. API development is the process of creating an application programming interface that lets different software applications communicate and exchange data with each other.
The document describes CA API Developer Portal, a solution that provides a single platform for enterprises to manage both internal and external API initiatives. It allows enterprises to reduce costs by eliminating multiple vendor solutions while also simplifying the management of developers. Key features include developer onboarding, documentation, analytics and business management tools to monetize APIs.
This document discusses principles for effective API design. It defines an API as providing a way for developers to interact with and consume a service. It outlines six principles for API design: design first, choose the right runtime, define contracts, monitor usage, continuously improve, and socialize APIs. The principles emphasize designing for developers and specific use cases, ensuring scalability and reliability of the runtime, and engaging with developers through documentation and community. Well-designed APIs that follow these principles can become valuable products and ecosystems, while mediocre APIs that don't engage stakeholders may fail to meet business objectives.
The document discusses the 5 pillars of API management with CA Technologies:
1. Expose enterprise data and functionality in API-friendly formats like RESTful APIs.
2. Protect information assets exposed via APIs to prevent misuse through measures like an API gateway.
3. Authorize secure, seamless access for valid identities using standards like OAuth.
4. Optimize system performance and manage the API lifecycle with features in an API gateway.
5. Engage, onboard, educate and manage developers through an interactive online portal.
Manage your ap is securely and easily ibm apim 4.0sflynn073
IBM API Management provides tools to securely manage APIs. It allows organizations to [1] expose business services as APIs to internal and external developers, [2] manage and monitor the entire API platform, and [3] engage with app developers through self-service portals. The solution helps organizations join the API economy by enabling them to define, publish, and manage APIs while addressing the needs of multiple stakeholders such as API developers, app developers, and operations teams.
Monitoring your applications, get into a framework of proactive application fixing instead of reactive. And with IBM, reduce your outages with the of predictive insights.
APIs used to be a technical implementation detail reserved for developers and architects. In the Web age, APIs make more business sense than ever before. This presentation gives a ring side view of How to Craft Business Strategy around APIs.
The document provides an overview of the Kubernetes Gateway API, which enables robust traffic management in Kubernetes clusters. It describes key concepts like GatewayClasses, Gateways, and Routes that make up the Gateway API model. The API allows infrastructure providers to implement ingress controllers, cluster operators to manage traffic, and application developers to define routing rules in a standardized way. It aims to improve on the Ingress resource and support multiple protocols like HTTP, TLS, and TCP in an integrated manner. There are now over a dozen implementations of the Gateway API by popular API gateways and service meshes.
This document provides an overview of how to build a full stack API with DevOps integration using Quarkus in under an hour. It discusses APIs in microservice architectures, Quarkus advantages over other frameworks, and includes demos on building the first Quarkus API, adding fault tolerance, observability, logging, persistence, and security. The agenda covers asynchronous and synchronous communication patterns, MicroProfile basics, Quarkus benefits like performance and container support, JAX-RS annotations, and using various Quarkus extensions for fault tolerance, OpenTelemetry, logging, databases, Hibernate ORM with Panache, and OAuth security.
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Webinar presented live on April 4, 2017
The Cloud Standards Customer Council has published an API Management reference architecture. APIs allow companies to open up data and services to external third party developers, business partners, and internal departments within the company to create innovative channel applications and new business opportunities. An effective API management platform provides a layer of controlled and secure self-service access to core business assets for reuse.
In this webinar, the authors of the reference architecture will cover the architectural components and capabilities that make up a superior API Management Platform and will also cover important runtime characteristics and deployment considerations.
Read the CSCC's paper here: http://www.cloud-council.org/deliverables/cloud-customer-architecture-for-api-management.htm
Delivering New Digital Experiences Fast - Introducing ChoreoWSO2
Watch webinar recording: https://wso2.com/library/webinars/deliver-new-digital-experiences-fast-with-choreo/
To differentiate yourself, you need to create unique and compelling digital experiences for both internal and external customers. However, this can be difficult and slow due to the complexity that comes from integrating existing systems, building new services, and managing APIs. Piecing together the development and operation technologies you need - including Kubernetes, Docker, and service meshes - takes time and requires dedicated expertise to manage, which can be hard to come by.
Choreo is a Digital Platform, as a service, for delivering new digital experiences. Choreo abstracts away the complexity of cloud-native infrastructure for your dev and ops teams so you can create new services, integrations, and APIs in hours or days instead of weeks or months.
This slide deck explores how you can use Choreo to
- Innovate in hours, not months by creating, composing, collaborating on, and reusing API-driven business logic
- Replace your complex infrastructure and coding with tools that make dev and ops simple and fast
- Make security and governance part of your DevOps automation with a platform where everything is secured and governed by default
Application programming interfaces (APIs) and API management through platforms have become key for enterprises looking to achieve high levels of digital innovation today.
Considering that API management has always helped accelerate the development process of enterprises, implementing API lifecycle management strategies becomes critical to maintaining the API lifeline of your business.
Χάρης Λιναρδάκης, IBM Cloud Leader Greece and Cyprus at IBMStarttech Ventures
Oμιλία από τον Χάρης Λιναρδάκης, IBM Cloud Leader Greece and Cyprus at IBM στο πλαίσιο του Digital Finance Forum 2016
Περισσότερες πληροφορίες: http://digitalfinance.ethosevents.eu/
Hewlett Packard Enterprise View on Going Big with API Management - Applicatio...CA Technologies
Companies of every size have been disrupted by new business models, new digital devices and new forms of connectivity. But it is the largest enterprises that face the greatest challenges when it comes to integrating their vast legacy architectures with new systems of engagement and innovation that consumers now demand. In this session, Terry White, Fellow and Chief Technologist, Enterprise Services Applications and Business Services at Hewlett Packard Enterprise, will bring more than 30 years of perspective to a discussion on how critical APIs are as a catalyst for legacy application transformation and migration to the cloud. Terry will also cover the importance of being able to manage and secure those APIs to avoid massive service disruptions and security breaches.
For more information, please visit http://cainc.to/Nv2VOe
Understanding API Management from basic to advancedvivekbagri7
From design and development to deployment and beyond, effective API management is a journey, not a destination. It's about orchestrating the entire lifecycle of your APIs to ensure they remain performant, secure, and adaptable to changing business needs. This blog post explores the key stages of API lifecycle management, providing actionable insights to help you build, deploy, and manage APIs for long-term success.
Understanding API Architectures: Web API vs. Minimal API – An In-Depth Compar...Polyxer Systems
In this comprehensive guide learn the distinctions between Web API & Minimal API for your project understanding and get detailed insights on framework differences, benefits & limits.
apidays LIVE Paris 2021 - Low-Code API DevOps approach to API Lifecycle Manag...apidays
apidays LIVE Paris 2021 - APIs and the Future of Software
December 7, 8 & 9, 2021
Low-Code API DevOps approach to API Lifecycle Management
Darshan Shivashankar, Founder & CTO at Itorix Inc &
Rakshith Rao, CEO at Itorix Inc
Transform Your Operations with Cutting-Edge API Development Services.pdfSeasiaInfotech2
As industry veterans, we do realize how API development is an intricate process that requires due diligence and effort. API development is the process of creating an application programming interface that lets different software applications communicate and exchange data with each other.
The document describes CA API Developer Portal, a solution that provides a single platform for enterprises to manage both internal and external API initiatives. It allows enterprises to reduce costs by eliminating multiple vendor solutions while also simplifying the management of developers. Key features include developer onboarding, documentation, analytics and business management tools to monetize APIs.
This document discusses principles for effective API design. It defines an API as providing a way for developers to interact with and consume a service. It outlines six principles for API design: design first, choose the right runtime, define contracts, monitor usage, continuously improve, and socialize APIs. The principles emphasize designing for developers and specific use cases, ensuring scalability and reliability of the runtime, and engaging with developers through documentation and community. Well-designed APIs that follow these principles can become valuable products and ecosystems, while mediocre APIs that don't engage stakeholders may fail to meet business objectives.
The document discusses the 5 pillars of API management with CA Technologies:
1. Expose enterprise data and functionality in API-friendly formats like RESTful APIs.
2. Protect information assets exposed via APIs to prevent misuse through measures like an API gateway.
3. Authorize secure, seamless access for valid identities using standards like OAuth.
4. Optimize system performance and manage the API lifecycle with features in an API gateway.
5. Engage, onboard, educate and manage developers through an interactive online portal.
Manage your ap is securely and easily ibm apim 4.0sflynn073
IBM API Management provides tools to securely manage APIs. It allows organizations to [1] expose business services as APIs to internal and external developers, [2] manage and monitor the entire API platform, and [3] engage with app developers through self-service portals. The solution helps organizations join the API economy by enabling them to define, publish, and manage APIs while addressing the needs of multiple stakeholders such as API developers, app developers, and operations teams.
Monitoring your applications, get into a framework of proactive application fixing instead of reactive. And with IBM, reduce your outages with the of predictive insights.
APIs used to be a technical implementation detail reserved for developers and architects. In the Web age, APIs make more business sense than ever before. This presentation gives a ring side view of How to Craft Business Strategy around APIs.
The document provides an overview of the Kubernetes Gateway API, which enables robust traffic management in Kubernetes clusters. It describes key concepts like GatewayClasses, Gateways, and Routes that make up the Gateway API model. The API allows infrastructure providers to implement ingress controllers, cluster operators to manage traffic, and application developers to define routing rules in a standardized way. It aims to improve on the Ingress resource and support multiple protocols like HTTP, TLS, and TCP in an integrated manner. There are now over a dozen implementations of the Gateway API by popular API gateways and service meshes.
This document provides an overview of how to build a full stack API with DevOps integration using Quarkus in under an hour. It discusses APIs in microservice architectures, Quarkus advantages over other frameworks, and includes demos on building the first Quarkus API, adding fault tolerance, observability, logging, persistence, and security. The agenda covers asynchronous and synchronous communication patterns, MicroProfile basics, Quarkus benefits like performance and container support, JAX-RS annotations, and using various Quarkus extensions for fault tolerance, OpenTelemetry, logging, databases, Hibernate ORM with Panache, and OAuth security.
describing and comparing different protocols when it come to deploying apis on edge computing devices.
5 different categories are analyzed and 7 protocols are examined
This document provides an overview of authorization models and how Open Policy Agent (OPA) can be used for authorization in microservices. It defines common authorization models like ACL, DAC, MAC, RBAC, and ABAC and provides examples of how they work. It then discusses how OPA uses a declarative policy language called Rego to specify authorization policies and can offload policy decision making through REST APIs. The document demonstrates integrating OPA by evaluating policies and managing policies. It shows a demo of OPA enforcing a simple salary access policy.
How easy (or hard) it is to monitor your graph ql service performanceRed Hat
- GraphQL performance monitoring can be challenging as queries can vary significantly even when requesting the same data. Traditional endpoint monitoring provides little insight.
- Distributed tracing using OpenTracing allows tracing queries to monitor performance at the resolver level. Tools like Jaeger and plugins for Apollo Server and other GraphQL servers can integrate tracing.
- A demo showed using the Apollo OpenTracing plugin to trace a query through an Apollo server and resolver to an external API. The trace data was sent to Jaeger for analysis to help debug performance issues.
This document outlines a presentation on digital identity and self-sovereign identity (SSI) in the post-Covid world. The presentation discusses how the pandemic has increased digital payments and online activity. It then covers current challenges around digital identity theft, consent management under PSD2 and GDPR. The bulk of the presentation introduces SSI as a portable, lifetime digital identity model not dependent on centralized authorities. It explains the underlying decentralized identifiers (DIDs) and verifiable credentials of SSI. Practical uses of SSI are demonstrated for applying for jobs and loans. Potential benefits are seen for identity verification, preventing phishing, and improving user onboarding processes.
How do async ap is survive in a rest world Red Hat
The document discusses how asynchronous APIs can survive in a REST-based world. It describes how Async APIs use an event-driven approach compared to the request-reply model of REST. The AsyncAPI specification aims to describe event-driven APIs similarly to how OpenAPI describes REST APIs. The document demonstrates how Async and REST APIs can work together using an example setup with an API gateway, manager, and message broker to connect an HTML page and Node.js client via published topics.
The case for a unified way of speaking to thingsRed Hat
The presentation introduces the Web of Things (WoT) model for connecting IoT devices. It discusses challenges with current IoT frameworks and protocols and outlines the WoT approach of using standardized descriptions and APIs to allow IoT devices and services to communicate independently of their implementations. The WoT model consists of four layers - access, find, share, and compose. A Thing Description format and REST and WebSocket APIs are presented. A demo is shown and the presentation concludes by discussing challenges, opportunities, and key takeaways regarding the WoT approach.
The document discusses best practices for test-driven development (TDD) and API contract testing. It introduces TDD foundations like writing tests before code and the red-green-refactor cycle. Tools for TDD like mocking frameworks and behavior-driven development are presented. The concepts of stubs, mocks, and service virtualization are explained. An API contract-first approach is advocated to facilitate automated testing. The key benefits of TDD and resources for further learning are summarized.
This document discusses using streaming APIs like Kafka in production environments. It begins with an introduction to Kafka including topics, partitions, brokers, producers and consumers. It then discusses how Kafka can be used with microservices for improved decoupling and scalability with an event-driven approach. Kafka Streams and streaming APIs are presented as a way to include streaming data. Several use cases from industries like travel, transportation, finance and news are described that demonstrate how companies leverage Kafka for applications such as predictive maintenance, real-time data processing, and serving as a single source of truth. The presentation concludes with a demo of a simple microservices application using Kafka.
This document provides a brief analysis and comparison of the demographics, economy, history, language, status, and any referendums of three regions: Scotland, Catalunya, and Lombardia. For each region, facts are presented on population statistics, GDP contributions, unemployment rates, historical rulers, official and minority languages, autonomy status within their respective countries, and any independence referendums that have been held.
This document provides an overview of service mesh and the Istio observability tool Kiali. It begins with an introduction to service mesh and what problems it addresses in microservices architectures. Istio is presented as an open source service mesh that provides traffic management, observability, and policy enforcement for microservices. Kiali is specifically discussed as a tool for visualizing the topology and traffic flow of services in an Istio mesh. The rest of the document provides an agenda and then a live demo of Kiali's features using the Bookinfo sample application on Istio.
The document provides an overview of microservices and service meshes, and uses Istio as an example service mesh implementation. It discusses how Istio allows microservices to be developed independently while providing capabilities like discovery, load balancing, resilience, metrics and tracing through lightweight proxies. The document then demonstrates what happens at each step of a request's lifecycle as it travels through an application protected by Istio's service mesh. Specifically, it shows how Istio components like Pilot, Envoy, Mixer and Citadel work together to provide control, observability and security for microservices.
The document discusses API design best practices. It begins with an overview of API lifecycles and introduces two approaches to API design: design first and code first. It then outlines several design principles for APIs, including treating APIs as products and focusing on developer experience. The document also discusses OpenAPI Specification 3.0 and tools for API design like Stoplight, Restlet, and Apicurio. It concludes with complementary tools for API testing, mocking, and design.
Lucamaf1 2949-db--winter2013-accomplishmentRed Hat
Luca Mattia Ferrari successfully completed an online introduction to databases course from January to March 2013. He scored 53.5% on quizzes, 37% on exercises, and 30% on exams, for a total scaled score of 217.5 out of 293. The course covered lectures, quizzes, exercises and exams on databases. Jennifer Widom, a professor at Stanford University, thanked Ferrari for his participation in their online education experiment.
Luca Mattia Ferrari completed an online Game Theory course provided by Stanford University through Coursera. The course covered notions of equilibrium, dominance, normal and extensive form games, and games of complete and incomplete information. It was taught by Professor Yoav Shoham and Professor Matthew Jackson of Stanford University's Computer Science and Economics departments respectively. The statement of accomplishment does not confer a Stanford grade, credit, or degree.
statement of accomplishment - heterogeneous parallel programmingRed Hat
Luca Mattia Ferrari completed the University of Illinois at Urbana-Champaign's online Coursera course "Heterogeneous Parallel Programming". The course covered data parallel execution models, locality, parallel algorithm patterns, and scalable programming using joint MPI-CUDA. As part of the course, students had to complete 5 quizzes and 5 programming assignments. The statement does not confer credit from the University of Illinois.
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Maxon Cinema 4D 2025 is the latest version of the Maxon's 3D software, released in September 2024, and it builds upon previous versions with new tools for procedural modeling and animation, as well as enhancements to particle, Pyro, and rigid body simulations. CG Channel also mentions that Cinema 4D 2025.2, released in April 2025, focuses on spline tools and unified simulation enhancements.
Key improvements and features of Cinema 4D 2025 include:
Procedural Modeling: New tools and workflows for creating models procedurally, including fabric weave and constellation generators.
Procedural Animation: Field Driver tag for procedural animation.
Simulation Enhancements: Improved particle, Pyro, and rigid body simulations.
Spline Tools: Enhanced spline tools for motion graphics and animation, including spline modifiers from Rocket Lasso now included for all subscribers.
Unified Simulation & Particles: Refined physics-based effects and improved particle systems.
Boolean System: Modernized boolean system for precise 3D modeling.
Particle Node Modifier: New particle node modifier for creating particle scenes.
Learning Panel: Intuitive learning panel for new users.
Redshift Integration: Maxon now includes access to the full power of Redshift rendering for all new subscriptions.
In essence, Cinema 4D 2025 is a major update that provides artists with more powerful tools and workflows for creating 3D content, particularly in the fields of motion graphics, VFX, and visualization.
Proactive Vulnerability Detection in Source Code Using Graph Neural Networks:...Ranjan Baisak
As software complexity grows, traditional static analysis tools struggle to detect vulnerabilities with both precision and context—often triggering high false positive rates and developer fatigue. This article explores how Graph Neural Networks (GNNs), when applied to source code representations like Abstract Syntax Trees (ASTs), Control Flow Graphs (CFGs), and Data Flow Graphs (DFGs), can revolutionize vulnerability detection. We break down how GNNs model code semantics more effectively than flat token sequences, and how techniques like attention mechanisms, hybrid graph construction, and feedback loops significantly reduce false positives. With insights from real-world datasets and recent research, this guide shows how to build more reliable, proactive, and interpretable vulnerability detection systems using GNNs.
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
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.
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AgentExchange is Salesforce’s latest innovation, expanding upon the foundation of AppExchange by offering a centralized marketplace for AI-powered digital labor. Designed for Agentblazers, developers, and Salesforce admins, this platform enables the rapid development and deployment of AI agents across industries.
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Discover why Wi-Fi 7 is set to transform wireless networking and how Router Architects is leading the way with next-gen router designs built for speed, reliability, and innovation.
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Adobe After Effects is a software application used for creating motion graphics, special effects, and video compositing. It's widely used in TV and film post-production, as well as for creating visuals for online content, presentations, and more. While it can be used to create basic animations and designs, its primary strength lies in adding visual effects and motion to videos and graphics after they have been edited.
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Motion Graphics:
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After Effects is powerful for creating animated titles, transitions, and other visual elements to enhance the look of videos and presentations.
Visual Effects:
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It's used extensively in film and television for creating special effects like green screen compositing, object manipulation, and other visual enhancements.
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Integration with Adobe Creative Cloud:
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After Effects is part of the Adobe Creative Cloud, a suite of software that includes other popular applications like Photoshop and Premiere Pro.
Post-Production Tool:
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After Effects is primarily used in the post-production phase, meaning it's used to enhance the visuals after the initial editing of footage has been completed.
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4. Gartner
Central to full life cycle API management offerings’ capabilities is support in the following functional areas:
● Developer portals: A self-service catalog of APIs for enabling, marketing to, and governing ecosystems of
developers who produce and consume APIs.
● API gateways: Runtime management, security and usage monitoring for APIs.
● Policy management and analytics: Security configuration, API mediation and API usage analytics.
● API design and development: A meaningful developer experience and tools for designing and building
APIs, and for API-enablement of existing systems.
● API testing: From basic mock testing to advanced functional, performance and security testing of APIs.
Analyst view
4
5. Forrester
The central role of an API management solution is to manage relationships between API providers and API users,
whether inside or across enterprise boundaries. To that end, organizations have an increasing need for API
product management, automated API governance, and management of integration protocols beyond REST
alone. APIs have widely varying use cases, governance styles, business models, and delivery processes, resulting
in a wide array of breadth and depth in API management solution feature function.
As a result of these trends, API management customers should look for providers that:
● Align with their API strategy.
● Support their governance and API user engagement needs.
● Support API product design processes.
Analyst view
5
6. Certainly there is not a single point of view on main concerns but different sources agree on some main
challenges for the future:
● Avoid API Sprawl:
Businesses have never focused on the longevity of an API until now. Building API infrastructure quickly can help launch a mobile app in
record time, get a website built from scratch in two months, or have a service up and running in time for Black Friday to partner with Uber,
Walmart, or another retailer. The more integrations and partnerships a company has, the more customization APIs need, leading to 40+
variants with absolutely no reusability or maintainability. We should see more businesses wanting to take control of API sprawl. That's
why internal APIs (alongside external or partner-facing APIs) have skyrocketed
● Zero Trust Models and Shared-Ownership:
Zero Trust models have become a critical strategic initiative to prevent data breaches when the concept of firewalls or trusted zones is
impossible to uphold. They eliminate trust from an organization's architecture and impose the Principle of Least Privilege (PoLP) — where
users are only given the levels of permission specifically needed to perform their job functions. That's where a shared-ownership model of
security comes in, otherwise known as DevSecOps. It is a security framework that dictates the security obligations of users and ensures
their accountability.
Innovators view
6
7. Innovators view
7
● API Automation:
It will no longer be a core requirement in some organizations to hire personnel who understand the technical nuances of monitoring,
managing, and running APIs. Organizations that want better productivity and improved operational efficiency will have to choose: Can
they get better value from upskilling their current developers or introducing simple tools for other employees to manage?
● Low-Code and No-Code API Development:
API integration between several applications in a production environment can be challenging. And here, low-code programming
techniques can help companies to develop their applications through a simple drag-and-drop interface to create the desired functionality.
The benefit of it is not only reduced time-to-market but also reduced cost and dependency on expensive development teams. Another
remarkable benefit is that no-code platforms are easily customizable.
● AI and Machine Learning APIs
Taking into consideration all the above-stated, many organizations will begin utilizing AI or ML technologies simply because so many more
are becoming available via APIs. Main areas of interest include speech recognition, chatbots, predictive analytics, and customer service
automation tools.
8. Innovators view
8
● Hybrid API Management:
Traditionally, API Management platforms are deployed and fully managed internally: on-premise or in the cloud. A Hybrid API
Management Platform leverages the benefits of both SaaS and On-Premise solutions. Having the Central Management components in
SaaS helps unburden operational challenges like software upgrades, scaling and availability, allowing your administrators and citizen
developers to focus on the management of the APIs. Having the API Gateway managed internally, On-Premise, or in the Cloud, with close
proximity to backend services, still provides the best latency while maintaining the highest level of security, compliance, and data privacy.
● Non-Software Companies Embrace APIs
As software eats the world, more companies are becoming software companies. And, an API strategy is part and parcel of this digital
transformation. Increasingly API strategies are growing among traditionally non-software companies.
For example, a large beverage manufacturer evolved to adopt APIs company-wide to better use and scale their data. Standardizing the API
development and design process helped avoid the “rat’s nest” of custom code. “APIs are no longer a byproduct; they’re a design artifact,” he
said.
9. Innovators view
9
● Developer Experience Matches User Experience
DX is akin to user experience but is all about increasing usability for developer consumers and improving their ongoing relationship with
software-as-a-service.
In the context of APIs, increased consideration of developer experience means reducing the onboarding effort and maintaining more
reliable connections. For example, users will likely look to other solutions if a third-party API has poor uptime and routinely introduces a
breaking change. Better DX likely will also equate to increased abstraction layers and more code generation.
Just as consumers expect high-quality real-time applications, developers expect highly performant APIs. To help get there, one increasingly
popular philosophy is the API-as-a-product perspective.
● Cloud nativeness
Cloud-native applications are a collection of small, independent, and loosely coupled services. They are designed to deliver well-recognized
business value, like the ability to rapidly incorporate user feedback for continuous improvement. In short, cloud-native app development is
a way to speed up how you build new applications, optimize existing ones, and connect them all. Its goal is to deliver apps users want at the
pace a business needs.
But what about the "cloud" in cloud-native applications? If an app is "cloud-native," it’s specifically designed to provide a consistent
development and automated management experience across private, public, and hybrid clouds. Organizations adopt cloud computing to
increase the scalability and availability of apps. These benefits are achieved through self-service and on-demand provisioning of resources,
as well as automating the application life cycle from development to production.
15. ● One of the fastest-growing top projects of the Apache Software Foundation in 2022.
● Cloud native API gateway.
● It has rich traffic management features.
● Many well-known organizations use APISIX in production (China)
● APISIX has a user-friendly dashboard.
● It support plugin hot reloading.
● You can write custom plugins
● Based on NGINX network library
APISIX
15
20. APISIX Next generation
20
● Connect all services (including TCP ones)
● Support streaming protocols
● Support ARM architecture
● Full observability: tracing, logging and metrics
● Integrate other gateway technologies into one (istio, envoy,
K8S ingress)
● Service Discovery support
● Super lightweight and extremely performant
23. APISIX installation
Support many different ways of installing:
● Docker
● Helm
● RPM
It depends on ETCD for the configuration so you would need to initialize that first
The Dashboard is a separate project, so needs to be installed separately
Configuration of any aspect is achieved my modifying a YAML file
There is also the possibility to install the ingress controller for a native communication inside Kubernetes (more on that
on the next meetup!)
23
24. APISIX basics - exposing APIs
24
Upstream
Upstream is a virtual host abstraction that performs load balancing on a given set of service nodes according to the
configured rules.
When multiple routes or services refer to the same upstream, you can create an upstream object and use the
upstream ID in the Route or Service to reference the upstream to reduce maintenance pressure.
Route
Routes match the client's request based on defined rules, load and execute the corresponding plugins, and forwards
the request to the specified Upstream.
Service
A Service is an abstraction of an API (which can also be understood as a set of Route abstractions). It usually
corresponds to an upstream service abstraction.
You can also import directly an OAS3 definition from the GUI and proceed from there:
https://apisix.apache.org/docs/dashboard/IMPORT_OPENAPI_USER_GUIDE/
25. APISIX basics - protecting APIs
We can use rate limits to limit our API services to ensure the stable operation of API services and avoid system crashes
caused by some sudden traffic.
We can protect as follows:
● Limit the request rate;
● Limit the number of requests per unit time;
● Delay request;
● Reject client requests;
● Limit the rate of response data.
25
26. There are also other plugins to meet the needs of other scenarios:
● proxy-cache: This plugin provides the ability to cache backend response data. It can be used with other plugins.
The plugin supports both disk and memory-based caching. Currently, the data to be cached can be specified
according to the response code and request mode, and more complex caching strategies can also be configured
through the no_cache and cache_bypass attributes.
● request-validation: This plugin is used to validate requests forwarded to upstream services in advance.
● proxy-mirror: This plugin provides the ability to mirror client requests. Traffic mirroring is copying the real
online traffic to the mirroring service, so that the online traffic or request content can be analyzed in detail
without affecting the online service.
● api-breaker: This plugin implements an API circuit breaker to help us protect upstream business services.
● traffic-split: You can use this plugin to gradually guide the percentage of traffic between upstreams to achieve
blue-green release and grayscale release.
● request-id: The plugin adds a unique ID to each request proxy through APISIX for tracking API requests.
● proxy-control: This plugin can dynamically control the behavior of NGINX proxy.
● client-control: This plugin can dynamically control how NGINX handles client requests by setting an upper
limit on the client request body size.
APISIX basics - protecting APIs
26
27. APISIX basics - monitoring APIs
We know that an API gateway offers a central control point for incoming traffic to a variety of destinations but it can
also be a central point for observation as well since it is uniquely qualified to know about all the traffic moving
between clients and our service networks.
The core of observability breaks down into three key areas: structured logs, metrics, and traces.
We will examine metrics integration for today.
Apache APISIX API Gateway offers prometheus-plugin to fetch your API metrics and expose them in Prometheus.
Behind the scene, Apache APISIX downloads the Grafana dashboard meta, imports it to Grafana, and fetches real-time
metrics from the Prometheus plugin
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