#Api Testing Frameworks Comparison

Comparing how different API approaches behave conceptually, not raw protocol benchmarks. #coding #engineering #api #computerscience #development

I need Followers 🥲 Feeling lost in the jungle of AI tools, frameworks, and APIs for mobile apps? You’re not alone. That’s why I mapped it all out—so you can see exactly how everything fits together: 🔹 Frontend: Flutter, React Native, Swift, Kotlin 🔹 On-Device AI: TensorFlow Lite, Core ML, ML Kit 🔹 Cloud Platforms: AWS, GCP, Firebase, Supabase 🔹 LLM / Generative AI APIs: Gemini, Hugging Face, OpenAI, Vertex AI, Bedrock 🔹 Databases: Firestore, Pinecone, ChromaDB, PostgreSQL 🔹 Agent Frameworks: LangChain, LlamaIndex, GenKit 🔹 APIs: Firebase Functions, FastAPI, Lambda, Amplify, Cloud Run 🔹 Memory / Storage: SQLite, Core Data 🔹 Distribution: App Store, Play Store 💡 Why this matters: Whether you’re just starting with Flutter or scaling a Firebase + AI app, this roadmap shows how the pieces connect: and how to ship smarter apps faster. 👇 Curious if I make a deep dive post on one part of this roadmap, which area should I cover first? Follow @navokitech #softwareengineer #mobileappdevelopment #peoplewhocode #100daysofcode #navoki #careertips #mobiledev #mobiledevelopment #mobileappdevelopment #appdeveloper #careertips #programming #codinglife #thedevlife #programmerlife #programminglife #developerlife #girlswhocode #programmerslife💻 #generativeai #aicreator #learnai #roadmap

Learn How to Use Pen Testing Frameworks 🔐 Step-by-step guide with real commands. Perfect for beginners in ethical hacking & cyber security. 📌 Save this post 💬 Comment your next topic 👥 Tag a friend who wants to learn hacking By Axximum Infosolutions #EthicalHacking #PenetrationTesting #CyberSecurity #Metasploit #Nmap #KaliLinux #BugBounty #HackingSkills #CyberAwareness #LearnHacking #InfoSec #AxximumInfosolutions #TechEducation #CyberTraining #HackerLife

✅✅✅30-day roadmap to learn automation testing: Day 1-5: Introduction to Automation Testing - Learn the fundamentals of automation testing, its benefits, and popular automation testing tools like Selenium, Appium, or Cypress. - Familiarize yourself with basic programming concepts. Day 6-10: Getting Started with Selenium - Dive into Selenium WebDriver and set up the development environment. - Learn how to write simple test scripts in your preferred programming language (Java, Python, etc.). Day 11-15: Advanced Selenium Concepts - Explore more complex test scenarios, handling dropdowns, frames, alerts, and windows. - Learn about test frameworks like TestNG or JUnit to organize test cases. Day 16-20: Test Automation Frameworks - Study different test automation frameworks, such as Data-Driven, Keyword-Driven, and Page Object Model (POM). - Implement a basic test automation framework for your projects. Day 21-23: API Testing - Understand API testing concepts, RESTful APIs, and HTTP methods. - Learn how to automate API tests using tools like Postman or RestAssured. Day 24-26: Test Automation for Mobile Apps - Explore mobile automation testing using Appium or similar tools. - Create test scripts to test mobile applications on emulators/simulators and real devices. Day 27-28: Continuous Integration and Continuous Testing - Learn about CI/CD concepts and tools like Jenkins, GitLab CI, or CircleCI. - Integrate your automation tests into the CI/CD pipeline. Day 29-30: Performance Testing (Optional) - Get an overview of performance testing and tools like JMeter or Gatling. - Create basic performance tests and analyze results. #learnautomationtesting #automationtesting #seleniumwebdriver #selenium #testingtesting #softwaretesting #manualtesting #automationtestingtraining

Access to free APIs 😎 This website sorts a bunch of free public APIs by category. There’s pretty much a category for everything, so whatever you’re interested in, odds are you can find an API for it here! APIs are how you can access data quickly using code, without the need for storing massive amounts of data locally. There’s also quite a bit of other things you can accomplish using them. This is the perfect site for people looking to practice API usage! Follow for more free coding resources ✅ #code #coding #tech #api #learntocode

What's the difference between MCP and API?

. Professional API Calls with Async/Await & Try-Catch #JavaScript #API #WebDevelopment #AsyncAwait #ErrorHandling #Frontend #Coding #Programming #TechShorts #LearnToCode #ProfessionalCoding #WebDev Master API Data Fetching with Async/Await & Try-Catch! In this short, I demonstrate professional API integration — fetching backend data, handling errors gracefully, and displaying results cleanly using modern JavaScript patterns! ✅ 🛠️ What You'll See: ✅Async/Await for clean asynchronous code ✅Try-Catch for robust error handling ✅ Fetch API for making HTTP requests ✅State management for loading & data states ✅UI updates based on API response

Comment "API" to get access to these 3 Websites which gives you free AI API Keys. If you're still paying for AI API keys, you're wasting money. Think about it. As a dev building apps and automations, why hand over cash? Top models like Gemini, DeepSeek, Qwen. All free. Through simple sites. I tried these last week. Saved a bundle on my Python scripts. Here are three sites. Free API keys. For those big models. First. Google AI Studio: Go to ai.google.dev. Sign up with Google. Grab your key. Boom. Access to Gemini 2.5 and all Google's latest. Handles text. Code. Images. Like a Swiss Army knife for your code. I asked it to debug my agent workflow. Spot on. Thousands of requests daily. No card needed. Then. OpenRouter: At openrouter.ai. Super fast. Easy setup. Free key for DeepSeek R1. Kimi. Qwen 3. Plus 50 more models. Works like OpenAI endpoints. Drop it in your code. No sweat. I swapped it into a GitHub repo. Ran smooth. Free for heavy testing. Last. Groq: Head to groq.com. Free key ready. For smaller models. DeepSeek-Coder. Llama 3.3. Mistral. Crazy speed. Like a sports car on AI tracks. Sub-100ms replies. Perfect for real-time apps. I tested it on a chat bot. Blazing. Millions of tokens free each month. The good news? Switch now. Cut costs. Build faster. I did. My automations hum along. Check their docs. Things update quick in 2026. #apikeys #aiapi #googleaistudio #Openrouter #googlegemini

Comment “API” to get the links! 🔥 Trying to build modern software without understanding APIs is like wiring systems together without agreeing on a language. If you don’t truly get what APIs are, how REST works, and why gateways exist, you’ll build fragile systems, misuse tools, and struggle with scaling and integration. This mini roadmap fixes that. ⚡ What Is an API? (Application Programming Interface) A clear explanation of what APIs actually are, why they exist, and how software systems communicate—without hand-wavy abstractions. 📚 What Is a REST API? A practical breakdown of REST principles, HTTP methods, statelessness, and resource-based design—so you stop guessing and start designing APIs correctly. 🎓 What Is an API Gateway? Learn why API Gateways exist, what problems they solve (auth, rate limiting, routing), and when you actually need one—versus when you don’t. 💡 With these API resources you will: 🚀 Stop treating APIs as “just controllers” 🧠 Build a correct mental model of client–server communication 🏗 Design cleaner, more scalable backend interfaces ⚙ Avoid common REST and API design mistakes ☁ Level up for Backend, Frontend, Microservices, and Cloud architectures If you want to move from “my endpoint works” to “my system scales, integrates, and evolves cleanly,” API fundamentals aren’t optional—they’re foundational. 📌 Save this post so you never lose this API roadmap. 💬 Comment “API” and I’ll send you all the links! 👉 Follow for more Backend Engineering, System Design, and Career Growth.

Comment "API" to get these two websites with Free AI API Keys. You don’t need to pay crazy amounts for API keys anymore. Those $100 subscriptions? Forget them. There are two secret websites that give you free access to major AI models like ChatGPT, DeepSeek, Gemini, and more. All without paying a single cent. First up—Bytez Model API. Imagine one giant pipeline that connects over 100,000 open-source AI models for text, image, video, and even voice. One API key. One place. You can build chatbots, generate artwork, or power your next app. And yes—it’s completely free. Then there’s OpenRouter. It’s simple, fast, and surprisingly generous. You get access to DeepSeek R1, Kimi, Qwen 3, and over 60 other models. No setup headaches. No rate-limit nightmares. Why does this matter? Because now, anyone can build like the pros. Students. Small startups. Hobbyists like you and me. I actually tried Bytez last week. Connected it to a content automation tool I’ve been testing. Took five minutes—and it worked smoother than half the paid APIs I’ve used. The best part? You don’t need a credit card or fancy setup. Just curiosity—and a little creativity. #aiapi #apikeys #deepseekai #qwenai #chatgpt #bytez #opensourceai #ainews #aiindia #aicommunity #aitools #openrouter

Comment "API" to get links! 🚀 Want to learn APIs in a way that actually sticks? This mini roadmap helps you go from complete beginner to confidently using APIs in real backend projects, mobile apps, and frontend apps. 🎓 APIs in 4 Minutes Perfect starting point if you are brand new. You will understand what an API is (how apps talk to each other), why companies build APIs, and how requests and responses work. Great for building the mental model before you write any code. 📘 APIs for Beginners Now get practical. You will learn how to use an API, read documentation, send requests, and understand important concepts like endpoints, parameters, headers, and authentication. This is the exact workflow you will use when building real projects. 💻 What is a REST API Time to learn the most common API style in the real world. You will understand REST basics like GET, POST, PUT, DELETE, status codes, and how APIs are designed for clean backend architecture. This is super important for system design and backend interviews. 💡 With these API resources you will: Understand how web and mobile apps communicate with servers Learn how to test APIs and read API documentation Build real projects using public APIs and authentication Feel confident in backend engineering and full stack development If you are serious about backend engineering, full stack development, or system design interviews, learning APIs is a must. 📌 Save this post so you do not lose the roadmap. 💬 Comment "API" and I will send you all the links. 👉 Follow for more content on APIs, backend engineering, and system design.

Stop testing APIs like they’re just websites! The machine-to-machine layer requires a totally different mindset. 🧠 I’ve condensed the entire world of API security into these 3 master guides: 1️⃣ The Workflow: A 10-phase roadmap from Recon to Logic Handling. 2️⃣ The Threats: The OWASP API Top 10 explained in simple one-liners (BOLA, BFLA, SSRF). 3️⃣ The Execution: The specific tools (Postman, Burp, k6) and the 6 test cases you MUST run. Whether you are a developer looking to secure your code or a pentester hunting for your next bounty, these guides are your checklist. Which part of the API layer do you find hardest to secure? Let’s talk in the comments! 👇 Save this post for your next security audit! 💾