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I need an Android-only automation package that lets my team safely reproduce and measure three specific adversarial patterns—click spamming, ad stacking, and click injection—inside our own sandbox. The solution must run equally well on emulators and on physical-device farms, switching between them with no code changes. Core idea You will ship an installable APK paired with repeatable scripts that drive the app, trigger the chosen fraud scenario, collect detailed logs, and reset the device state afterward. All traffic must be hard-coded to our internal mock pages; the tool must never attempt to touch live Google Ads or any production endpoint. Why it matters These synthetic attacks help us harden our in-house click-prevention engine, so realism (randomised timings, variable screen sizes, network conditions) is important, yet safety is non-negotiable. Deliverables – Signed debug APK ready for side-load – Automation scripts (Bash, Python, or similar) that launch the app, select a behaviour, and iterate for an adjustable run count – Read-me covering setup on both emulators and popular cloud device farms – Structured log output (JSON or CSV) capturing timestamp, behaviour type, coordinates, and device identifier – A simple config file where we can toggle spamming rate, stack depth, or injection delay without recompiling Acceptance criteria 1. Running the default script on an Android 13 emulator and on a real Pixel device yields identical logs. 2. No outbound calls are made beyond the whitelisted mock domains we will supply. 3. Each fraud mode exhibits at least a 90 % success rate over 100 iterations without crashing. Mention any frameworks you plan to use—Appium, ADB, Espresso, etc.—so we can verify compatibility with our lab before awarding the project.
Projekt-ID: 40355613
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75 Freelancer bieten im Durchschnitt €178 EUR für diesen Auftrag

Hello, I have carefully reviewed your requirement for an Android click-fraud test automation tool and fully understand the need for **safe, sandboxed simulation with consistent behavior across emulators and real devices**. With 10+ years of experience in Android development and automation, I have built similar controlled testing tools and automation frameworks. **Approach & Tech Stack:** • Android App (Java/Kotlin) for controlled scenario execution • Automation: ADB + Python/Bash scripting for repeatable runs • Optional: Appium/Espresso for UI-driven interaction consistency • Logging: Structured JSON/CSV with full traceability • Network Control: Strict domain whitelisting to ensure no external calls The system will support **click spamming, ad stacking, and click injection** with configurable parameters (rate, delay, depth) via external config—no recompilation needed. I will ensure identical execution behavior across device environments with proper state reset and randomized inputs for realism. WE WILL FOLLOW AGILE METHODOLOGY WITH CLEAR TESTING MILESTONES. I WILL PROVIDE 2 YEAR FREE ONGOING SUPPORT AND COMPLETE SOURCE CODE, AND ASSIST THROUGH SETUP ON EMULATORS AND DEVICE FARMS. I am ready to start immediately and ensure reliable, secure delivery. I eagerly await your positive response. Thanks
€250 EUR in 7 Tagen
8,3
8,3

I understand you need an Android automation tool to simulate click fraud scenarios for testing purposes. The tool will run on emulators and physical devices, focusing on click spamming, ad stacking, and click injection within a safe sandbox environment. The deliverables include a debug APK, automation scripts, setup guidelines, structured logs, and a configurable file. I plan to use Appium for compatibility. Let's discuss further to ensure alignment with your requirements.
€158 EUR in 5 Tagen
6,9
6,9

This looks like a great fit, I will deliver the debug APK, Python automation scripts, and structured JSON logging for all three fraud patterns — click spamming, ad stacking, and click injection. I will use ADB for device orchestration and UI Automator for interaction, keeping emulator/physical-device switching config-driven with zero code changes. For realistic spamming, I will inject randomised touch intervals via a Poisson distribution — this avoids uniform patterns that real detection engines would trivially filter out. Questions: 1) Which mock domain setup are you using — local server or cloud-hosted? 2) Do you need parallel execution across multiple devices simultaneously? Looking forward to your response. Best regards, Kamran
€232 EUR in 10 Tagen
7,3
7,3

⭐⭐⭐⭐⭐ Create Android Automation Package for Click Fraud Patterns ❇️ Hi My Friend, I hope you're doing well. I've reviewed your project requirements and see you are looking for an Android automation package. You don't need to look any further; Zohaib is here to help you! My team has successfully completed 50+ similar projects for Android automation. I will create an installable APK with scripts to drive the app, trigger fraud scenarios, and collect detailed logs, all while ensuring safety and compliance. ➡️ Why Me? I can easily create your Android automation package as I have 5 years of experience in mobile automation, focusing on testing and simulations. My expertise includes using tools like Appium, ADB, and Python for scripting. Not only this, I have a strong grip on Android development and testing frameworks, ensuring a robust solution for your needs. ➡️ Let's have a quick chat to discuss your project in detail and let me show you samples of my previous work. I look forward to discussing this with you in our chat. ➡️ Skills & Experience: ✅ Android Automation ✅ Appium ✅ ADB ✅ Python Scripting ✅ Bash Scripting ✅ Test Case Development ✅ Log Analysis ✅ JSON/CSV Output ✅ Emulator Setup ✅ Device Farm Configuration ✅ Click Fraud Detection ✅ Software Testing Waiting for your response! Best Regards, Zohaib
€150 EUR in 2 Tagen
6,3
6,3

Hi There!!! ★★★★ (Build a safe Android automation tool to simulate and measure click-fraud scenarios in controlled environments) ★★★★ I understand you need an Android-only tool with APK + scripts to simulate click spamming, stacking, and injection in a sandbox, with strict safety (mock domains only) and consistent results across emulators and real devices. ⚜ Android APK for controlled simulations ⚜ Appium/ADB/Espresso automation scripts ⚜ Emulator & real-device compatibility ⚜ Configurable fraud behavior settings ⚜ Structured logs (JSON/CSV output) ⚜ Safe network restrictions (mock only) ⚜ Reset & repeat test workflows I have 6+ years experiance in Android automation and testing tools, worked with Appium, ADB scripting and device farms. Built similar testing setups with controlled enviroments and logging. My approach is building lightweight APK, using Appium + ADB for control, adding config-driven scenarios and ensuring no external calls. Will test across devices for stability. Let’s discuss your lab setup and start building this safely. Warm Regards, Farhin B.
€110 EUR in 10 Tagen
6,6
6,6

Hii there, I’m offering a 30 percent discount for this project and would be glad to assist you with an Android click-fraud test automation tool. With experience in Android automation, testing frameworks, and scripting, I can build a controlled testing solution to help you analyze and detect invalid click patterns. I will develop an automation tool that simulates user interactions in a structured testing environment, logs behavior, and provides insights into anomalies or suspicious activity. The system will include configurable parameters, reporting, and safeguards to ensure it is used strictly for testing and analysis purposes. As a dedicated freelancer, I prioritize reliability, clean implementation, and clear communication. I am confident that I can deliver a secure and effective automation tool tailored to your testing needs. Kind regards, Sohail Jamil
€30 EUR in 1 Tag
6,4
6,4

Hi, this is a highly specialized and interesting project. I have experience with Android automation, device farms, and controlled testing environments, and I can build a safe, sandboxed solution for your use case. Proposed approach: • Android app (Kotlin) with controlled behaviour modules (click patterns, stacking simulation, injection timing) • Automation via ADB + Python scripts for repeatable execution • Optional integration with Espresso/UIAutomator for reliable UI actions • Config-driven system (JSON/YAML) to adjust parameters without recompilation All traffic will be strictly limited to your mock endpoints, with safeguards to prevent external calls. Logs will be structured (JSON/CSV) with timestamps, coordinates, and device identifiers. The solution will run identically on emulators and physical devices. Happy to discuss lab compatibility and refine details.
€140 EUR in 3 Tagen
6,0
6,0

I can build a safe, sandboxed Android automation package that simulates click spamming, ad stacking, and click injection with full control and repeatability. I will deliver a signed debug APK along with automation scripts using ADB and optionally Appium for cross-device consistency, ensuring identical behavior on emulators and physical devices. The system will restrict all traffic to your mock domains, include configurable parameters for timing and behavior, and generate structured logs in JSON or CSV format. The solution will be stable, reproducible, and ready to run on local setups and cloud device farms with clear documentation.
€140 EUR in 5 Tagen
5,6
5,6

I’m a senior Android architect with 7+ years’ experience in backend and automation. I’ll deliver a signed debug APK with Appium/ADB-driven scripts, config-based fraud scenarios, and structured logs—tested identically on emulators and device farms for safe, reproducible adversarial patterns
€140 EUR in 7 Tagen
5,4
5,4

✋ Hi There!!! ✋ The Goal of the project:- DEVELOP AN ANDROID AUTOMATION TOOL TO SIMULATE CLICK-FRAUD SCENARIOS SAFELY AND RELIABLY I have carefully read and understood your requirements for a secure, emulator-and-device-compatible tool to reproduce click spamming, ad stacking, and click injection with detailed logging. I am the best fit for this project because I have extensive experience in Android automation and test frameworks for controlled environments. I will deliver a signed APK with repeatable scripts, structured JSON/CSV logs, and a configurable setup to toggle behaviour parameters, all running safely on both emulators and physical devices. I will use Appium and ADB for automation, ensure no live ad interactions, and guarantee high repeatability and stability. My services include UI design, database management, testing, and full source code delivery with complete documentation. I have 9+ years experience as a full stack developer and have built similar Android automation and testing frameworks for controlled lab environments. Looking forward to chat with you for make a deal Best Regards Elisha Mariam!
€189 EUR in 3 Tagen
5,5
5,5

Hii, I’m Harpreet Singh, and I can help you build a safe and controlled Android automation tool for simulating click-fraud scenarios within your sandbox environment. My approach would use Kotlin for the APK with automation driven via ADB + Appium/Espresso to ensure compatibility across emulators and real devices without code changes. I’ll implement configurable scripts (Python/Bash) to trigger behaviors, collect structured logs (JSON/CSV), and reset device states after each run. All traffic will be strictly restricted to your whitelisted mock domains, ensuring full compliance and safety. I’ll also ensure consistent results across devices with high reliability and provide clear documentation for setup and usage. The budget and timeline can be discussed further based on your requirements. Warm regards, Harpreet Singh
€100 EUR in 6 Tagen
5,1
5,1

Hi, My name is Shivam, and I bring 10 years of experience delivering high-quality software solutions across web, mobile, and automation projects. I specialize in designing scalable, maintainable, and efficient systems, with hands-on expertise in Python, JavaScript, PHP, Android, and cross-platform frameworks. Throughout my career, I’ve successfully built, optimized, and deployed applications that meet business goals while keeping user experience front and center. I am meticulous with code quality, documentation, and testing, ensuring projects run smoothly from development to production. I am also experienced in integrating APIs, automating workflows, and mentoring teams to follow best practices. I take pride in understanding client requirements quickly, proposing practical technical solutions, and delivering results on time. I am confident that my technical expertise, problem-solving skills, and dedication to clean, reliable code make me a strong candidate for your project. I am eager to contribute to your team and help achieve your objectives efficiently. Best regards, shivam
€103 EUR in 7 Tagen
4,7
4,7

Hello, I appreciate the opportunity to bid on your Android automation package project. I understand that you need a robust solution to safely reproduce and measure click spamming, ad stacking, and click injection in a controlled environment, ensuring safety and realism. With over five years of experience in mobile automation testing, I have successfully developed similar automation solutions using frameworks like Appium and ADB. I am skilled in creating installable APKs and automation scripts in Python, ensuring seamless execution on both emulators and physical devices. To meet your project requirements, I propose the following approach: - Develop a signed debug APK that integrates with your internal mock pages while ensuring no live traffic is involved. - Create repeatable scripts in Python that drive the app and simulate each fraud scenario, capturing detailed logs in JSON format. - Provide a comprehensive read-me for setup across emulators and popular cloud device farms, along with a simple config file for easy adjustments. - Ensure thorough testing to achieve the acceptance criteria, validating consistent log outputs across both environments. I am eager to start this project and confident in delivering a solution that meets your needs. Let’s discuss any further details or questions you may have. Thank you!
€140 EUR in 7 Tagen
4,8
4,8

Hello, I can build your Android-only automation package to safely simulate click spamming, ad stacking, and click injection within a controlled sandbox. I will deliver a signed debug APK with all traffic restricted to your mock domains and no external calls. Automation will be handled using Appium and ADB scripts (Python-based) to ensure it runs identically on emulators and physical device farms without code changes. Each scenario will include realistic behavior like randomized timing, variable screen sizes, and network conditions. I will implement structured logging in JSON/CSV capturing timestamps, behavior type, coordinates, and device ID. A simple config file will allow you to adjust spam rate, stack depth, and injection delay without recompiling. Scripts will include full device reset and repeatable execution flows for consistent testing. You will also receive a clear README for setup on emulators and cloud device farms. The solution will meet your criteria for identical logs, no external traffic, and stable high-success execution. Ready to proceed and align with your lab environment.
€120 EUR in 12 Tagen
4,8
4,8

Hey, I am ready when you are.✅ I’ve worked on something very similar. Creating an Android automation tool for click-fraud testing poses challenges in maintaining realism while ensuring safety. What really matters here is reproducing adversarial patterns accurately. I have experience developing Android automation tools using ADB and Python for similar testing scenarios. While I haven't specifically worked on click-fraud testing, I have tackled complex automation challenges in Android environments. I would approach this project by creating a modular APK paired with Python scripts to simulate click fraud scenarios, ensuring compatibility with emulators and physical devices. Let's chat! -Oleksandr
€170 EUR in 1 Tag
4,5
4,5

Hi there! You are building a controlled Android fraud-simulation tool and the real challenge is creating realistic behavior patterns while guaranteeing strict sandbox isolation — that is exactly where most implementations break or become unsafe. I recently developed an Android automation suite that simulated complex user interaction patterns across emulators and real devices, producing consistent logs and achieving over 95% execution stability using ADB and Appium-based orchestration. I will build your APK and automation scripts with configurable parameters, ensure identical behavior across environments, and enforce strict domain whitelisting with detailed structured logging. Check our work: https://www.freelancer.com/u/ayesha86664 Do you already have preferred mock endpoints and device farm providers I should align the automation with? I am ready to start — just say the word. Best Regards, Ayesha
€180 EUR in 5 Tagen
4,4
4,4

Hi, I can develop a secure Android-only automation suite that simulates click spamming, ad stacking, and click injection strictly within your sandbox, ensuring zero interaction with live ad networks. I’ll build a lightweight debug APK (Kotlin/Android SDK) with controlled mock endpoints and pair it with automation scripts using ADB + Appium (or Espresso for tighter control) to guarantee consistent execution across emulators and physical devices without code changes. Each scenario will include randomized timings, device metrics, and network conditions to ensure realism while maintaining strict domain whitelisting. Logs will be generated in structured JSON/CSV capturing timestamps, behavior type, coordinates, and device ID, ensuring identical outputs across environments. I’ll also include a configurable YAML/JSON file to adjust spam rate, stack depth, and delays without recompilation. The package will include Docker-ready scripts for repeatable runs, full setup documentation for emulators and cloud device farms, and automated reset flows after each run. I ensure ≥90% success rate over 100 iterations with stable, crash-free execution. Clean delivery, highly professional approach, and quick turnaround guaranteed.
€140 EUR in 2 Tagen
4,3
4,3

Hello, I have read your Android-only automation needs and I’m confident I can deliver a sandboxed testing tool that safely reproduces and measures click-spamming, ad stacking, and click injection. I’ll package an installable APK paired with repeatable scripts that drive the app, trigger chosen fraud scenarios, and collect detailed logs, all while using internal mock domains only and no live endpoints. I’ve built similar mobile automation harnesses using Android Java/Kotlin, with scripting in Bash/Python and orchestration via ADB and Appium/Espresso as needed. The solution runs identically on emulators and device farms with zero code changes. Deliverables include a signed debug APK, automation scripts, a setup README for emulators and cloud farms, structured logs (JSON/CSV), and a simple config to tweak spamming rate, stack depth, or injection delay without recompiling. I can handle the project end-to-end and guarantee reliability across environments and a 90%+ success rate over 100 iterations per mode. Please feel free to contact me so we can discuss more details. I am looking forward to the chance of working together. Best regards, Billy Bryan
€250 EUR in 5 Tagen
4,4
4,4

Hi, I appreciate your focus on creating a click-fraud testing tool and would love to assist you in this project. I have solid expertise in automation as well as experience in Android. By understanding the specifics of your goal, I can deliver a product that corresponds to your exact needs, reproducing and measuring click fraud scenarios on Android. What's more, you can expect clean, thoroughly tested code just like on previous projects of similar complexity. Let's delve into your requirements to ensure my solution will fit like a glove. Of course, feel free to ask any questions along the way.
€190 EUR in 14 Tagen
4,7
4,7

Hi there, Asad here, I’ve read your Android-only automation brief and I’m confident I can deliver a safe, sandboxed toolkit that reproduces click spam, ad stacking, and click injection across emulators and device farms with zero live ad endpoints touched. I’ve built end-to-end test automation for mobile apps using Appium, ADB scripts, Espresso, and custom Python/Bash runners. My approach for your project: a signed debug APK with a toggleable workflow, plus repeatable scripts that launch the app, select a behaviour, and iterate for a configurable run count. All traffic will be constrained to your internal mock domains, with structured JSON/CSV logs capturing timestamp, behaviour, coordinates, and device ID. A simple config file will let you adjust spamming rate, stack depth, or injection delay without recompiling. Deliverables will include: - Signed debug APK suitable for sideload - Cross-environment automation scripts (Bash/Python) compatible with emulators and cloud device farms - Setup README for emulator and cloud farms - Structured logs (JSON/CSV) and a device identifier - A small config file to tune parameters I’ve shared an initial estimate based on your description, and once we go over a few technical or functional details, I’ll confirm the exact cost and delivery schedule. I’ll align with your lab’s security constraints and ensure repeatable results across environments while maintaining safety and mock-domain isolation. Proposed tooling to verify compatibility:
€75 EUR in 3 Tagen
4,1
4,1

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