Frida for Scrapers: SSL Unpinning Android Apps to Extract API Data

The Scraper

Last updated on May 6, 2026

Bypass Methods

Mobile apps often talk to the same backend as the web interface — but without the anti-bot layers guarding the web frontend. The app's API endpoints are usually cleaner, more structured, and less protected than what you'd scrape from HTML.

The barrier is SSL pinning: many apps verify that the certificate they receive matches a known-good certificate embedded in the app, preventing machine-in-the-middle inspection. Frida removes that barrier.

This guide covers SSL unpinning an Android app to map its API surface for scraping.


Prerequisites

  • Android device (rooted) or Android emulator

  • Python 3.11+

  • adb (Android Debug Bridge) installed and in PATH

  • Frida server running on the device

  • mitmproxy for traffic inspection

  • Target APK installed on the device



Legal note: Only perform this on apps you have authorization to test, or on your own apps in a development environment. This guide is for security research and legitimate data collection from your own authorized targets.

Step 1: Set Up the Android Environment

Using an Emulator (Recommended for Getting Started)
Android Studio's emulator is the easiest path. Use a Google Play-free image (AOSP) for root access:

# List available system images
sdkmanager --list | grep "system-images"

# Create an emulator with a rootable image
avdmanager create avd \
    -n scraper_device \
    -k "system-images;android-33;google_apis;x86_64" \
    -d "pixel_6"

# Start with writable system partition
emulator -avd scraper_device -writable-system


Install Frida Server on the Device

# Find device architecture
adb shell getprop ro.product.cpu.abi
# → x86_64

# Download matching frida-server from github.com/frida/frida/releases
# Example: frida-server-16.x.x-android-x86_64.xz

xz -d frida-server-16.x.x-android-x86_64.xz

adb push frida-server-16.x.x-android-x86_64 /data/local/tmp/frida-server
adb shell chmod 755 /data/local/tmp/frida-server

# Start frida-server (run as root)
adb shell su -c "/data/local/tmp/frida-server &"

Verify it's working:

frida-ps -U
# Should list running processes on the device


Step 2: Set Up mitmproxy

# Start mitmproxy
mitmproxy --listen-port 8080

# Or mitmdump for headless/scripted inspection
mitmdump -p 8080 -s log_requests.py

Install the mitmproxy CA certificate on the device:

# Route device traffic through your machine's mitmproxy
adb shell settings put global http_proxy 192.168.x.x:8080  # Your machine's IP

# Install mitmproxy cert
# Navigate to http://mitm.it in the device browser
# Download and install the Android certificate

At this point, HTTP apps work. HTTPS apps with SSL pinning will fail with a certificate error.

Step 3: SSL Unpinning with Frida

The Universal Unpinning Script
The most reliable starting point is the community-maintained universal unpinning script from Frida CodeShare. It hooks common SSL pinning implementations across most apps:

# Run the universal unpinning script against a target app
frida -U \
    -l https://codeshare.frida.re/@pcipolloni/universal-android-ssl-pinning-bypass-with-frida/ \
    -f com.target.app

This hooks OkHttp3, TrustKit, Conscrypt, and the standard X509TrustManager implementation — covering the vast majority of Android apps.

A Manual Unpinning Script (When Universal Fails)
For apps with custom pinning implementations, you need to hook the specific pinning logic. First, identify it:

# Find pinning-related method names in the APK
apktool d target-app.apk -o target_decoded
grep -r "CertificatePinner\|TrustManager\|checkServerTrusted\|pinnedCerts" target_decoded



Then write a targeted hook:

// custom_unpin.js
Java.perform(function() {
    console.log('[*] Starting SSL unpinning');

    // Hook OkHttp3 CertificatePinner
    try {
        var CertificatePinner = Java.use('okhttp3.CertificatePinner');
        CertificatePinner.check.overload('java.lang.String', 'java.util.List')
            .implementation = function(hostname, peerCertificates) {
                console.log('[+] OkHttp3 CertificatePinner.check bypassed for: ' + hostname);
                return; // Skip the check
            };
    } catch(e) {
        console.log('[-] OkHttp3 not found: ' + e);
    }

    // Hook TrustManager
    try {
        var X509TrustManager = Java.use('javax.net.ssl.X509TrustManager');
        var TrustManagerImpl = Java.use('com.android.org.conscrypt.TrustManagerImpl');
        TrustManagerImpl.verifyChain.implementation = function(
            untrustedChain, trustAnchorChain, host, clientAuth, ocspData, tlsSctData
        ) {
            console.log('[+] TrustManagerImpl.verifyChain bypassed for: ' + host);
            return untrustedChain;
        };
    } catch(e) {
        console.log('[-] TrustManagerImpl hook failed: ' + e);
    }

    console.log('[*] SSL unpinning complete');
});




Step 4: Capturing and Analyzing Traffic
Once unpinning is active, all HTTPS traffic from the app flows through mitmproxy in plaintext. Use mitmdump with a script to log and filter requests:

# log_requests.py — mitmproxy addon script
import json
from mitmproxy import http

class APILogger:
    def __init__(self):
        self.api_calls = []

    def request(self, flow: http.HTTPFlow) -> None:
        # Filter to API calls only
        if 'api.' in flow.request.host or '/v1/' in flow.request.path or '/v2/' in flow.request.path:
            call = {
                'method': flow.request.method,
                'url': flow.request.pretty_url,
                'headers': dict(flow.request.headers),
                'body': flow.request.text if flow.request.text else None,
            }
            self.api_calls.append(call)
            print(f"[API] {call['method']} {call['url']}")

    def response(self, flow: http.HTTPFlow) -> None:
        if 'api.' in flow.request.host:
            try:
                body = json.loads(flow.response.text)
                print(f"[RESPONSE] {json.dumps(body, indent=2)[:500]}")
            except:
                pass

addons = [APILogger()]



Interact with the app manually, triggering the data you want to collect. You'll see every API call in the terminal.

Step 5: Replicating the API Calls
Once you've mapped the API surface, reproduce the calls in Python:

import httpx
import json

# Headers extracted from mitmproxy traffic
HEADERS = {
    'User-Agent': 'TargetApp/4.2.1 (Android 13; Pixel 6)',
    'Authorization': 'Bearer YOUR_TOKEN_FROM_CAPTURE',
    'X-App-Version': '4.2.1',
    'X-Device-ID': 'extracted-device-id',
    'Accept': 'application/json',
    'Content-Type': 'application/json',
}

# Evomi mobile proxy for matching traffic profile
PROXY = 'http://USERNAME:PASSWORD@mobile.evomi.com:2000'

async def call_api(endpoint: str, params: dict) -> dict:
    async with httpx.AsyncClient(
        proxies={'http://': PROXY, 'https://': PROXY},
        headers=HEADERS,
        timeout=30.0,
    ) as client:
        response = await client.get(endpoint, params=params)
        response.raise_for_status()
        return response.json()

# Example: replicate a product search call
async def search_products(query: str, location: str) -> list:
    data = await call_api(
        'https://api.target-app.com/v2/products/search',
        {'q': query, 'location': location, 'limit': 50}
    )
    return data.get('results', [])

Using Evomi's mobile proxies here matches the expected IP profile — real 4G/5G carrier IPs that mobile API backends treat as genuine app traffic, not datacenter or even residential IPs.

Common Pitfalls
Pitfall 1: Certificate not trusted at OS level. Android 7+ doesn't trust user-installed certificates for app traffic by default. The mitmproxy certificate needs to be installed as a system-level CA. On rooted devices:

# Get cert hash
openssl x509 -inform PEM -subject_hash_old -in ~/.mitmproxy/mitmproxy-ca-cert.pem | head -1
# → e8d04e88

adb remount  # Requires rooted device
adb push ~/.mitmproxy/mitmproxy-ca-cert.pem /system/etc/security/cacerts/e8d04e88.0
adb shell chmod 644 /system/etc/security/cacerts/e8d04e88.0

Pitfall 2: App detects Frida. Some apps check for Frida's presence using process name scanning or port detection. Use -l with an anti-detection script to obfuscate Frida's presence, or try objection which includes built-in anti-detection.
Pitfall 3: Token expiry. Bearer tokens extracted during mitmproxy capture expire. Build token refresh logic into your scraper based on how the app authenticates (usually a login endpoint that returns a fresh token).

Conclusion
Mobile API extraction is a powerful technique precisely because it bypasses the browser-layer defenses that make web scraping expensive. Once you've mapped an app's API surface with Frida and mitmproxy, the actual data collection is often simpler and more reliable than browser automation.
Pair it with Evomi's mobile proxies for traffic that matches the expected source profile, and you have a complete mobile extraction stack. Test it free with Evomi's trial before committing to a volume plan.
Mobile apps often talk to the same backend as the web interface — but without the anti-bot layers guarding the web frontend. The app's API endpoints are usually cleaner, more structured, and less protected than what you'd scrape from HTML.
The barrier is SSL pinning: many apps verify that the certificate they receive matches a known-good certificate embedded in the app, preventing machine-in-the-middle inspection. Frida removes that barrier.
This guide covers SSL unpinning an Android app to map its API surface for scraping.

Prerequisites
  • Android device (rooted) or Android emulator
  • Python 3.11+
  • adb (Android Debug Bridge) installed and in PATH
  • Frida server running on the device
  • mitmproxy for traffic inspection
  • Target APK installed on the device


Legal note: Only perform this on apps you have authorization to test, or on your own apps in a development environment. This guide is for security research and legitimate data collection from your own authorized targets.

Step 1: Set Up the Android Environment

Using an Emulator (Recommended for Getting Started)
Android Studio's emulator is the easiest path. Use a Google Play-free image (AOSP) for root access:

# List available system images
sdkmanager --list | grep "system-images"

# Create an emulator with a rootable image
avdmanager create avd \
    -n scraper_device \
    -k "system-images;android-33;google_apis;x86_64" \
    -d "pixel_6"

# Start with writable system partition
emulator -avd scraper_device -writable-system


Install Frida Server on the Device

# Find device architecture
adb shell getprop ro.product.cpu.abi
# → x86_64

# Download matching frida-server from github.com/frida/frida/releases
# Example: frida-server-16.x.x-android-x86_64.xz

xz -d frida-server-16.x.x-android-x86_64.xz

adb push frida-server-16.x.x-android-x86_64 /data/local/tmp/frida-server
adb shell chmod 755 /data/local/tmp/frida-server

# Start frida-server (run as root)
adb shell su -c "/data/local/tmp/frida-server &"

Verify it's working:

frida-ps -U
# Should list running processes on the device


Step 2: Set Up mitmproxy

# Start mitmproxy
mitmproxy --listen-port 8080

# Or mitmdump for headless/scripted inspection
mitmdump -p 8080 -s log_requests.py

Install the mitmproxy CA certificate on the device:

# Route device traffic through your machine's mitmproxy
adb shell settings put global http_proxy 192.168.x.x:8080  # Your machine's IP

# Install mitmproxy cert
# Navigate to http://mitm.it in the device browser
# Download and install the Android certificate

At this point, HTTP apps work. HTTPS apps with SSL pinning will fail with a certificate error.

Step 3: SSL Unpinning with Frida

The Universal Unpinning Script
The most reliable starting point is the community-maintained universal unpinning script from Frida CodeShare. It hooks common SSL pinning implementations across most apps:

# Run the universal unpinning script against a target app
frida -U \
    -l https://codeshare.frida.re/@pcipolloni/universal-android-ssl-pinning-bypass-with-frida/ \
    -f com.target.app

This hooks OkHttp3, TrustKit, Conscrypt, and the standard X509TrustManager implementation — covering the vast majority of Android apps.

A Manual Unpinning Script (When Universal Fails)
For apps with custom pinning implementations, you need to hook the specific pinning logic. First, identify it:

# Find pinning-related method names in the APK
apktool d target-app.apk -o target_decoded
grep -r "CertificatePinner\|TrustManager\|checkServerTrusted\|pinnedCerts" target_decoded



Then write a targeted hook:

// custom_unpin.js
Java.perform(function() {
    console.log('[*] Starting SSL unpinning');

    // Hook OkHttp3 CertificatePinner
    try {
        var CertificatePinner = Java.use('okhttp3.CertificatePinner');
        CertificatePinner.check.overload('java.lang.String', 'java.util.List')
            .implementation = function(hostname, peerCertificates) {
                console.log('[+] OkHttp3 CertificatePinner.check bypassed for: ' + hostname);
                return; // Skip the check
            };
    } catch(e) {
        console.log('[-] OkHttp3 not found: ' + e);
    }

    // Hook TrustManager
    try {
        var X509TrustManager = Java.use('javax.net.ssl.X509TrustManager');
        var TrustManagerImpl = Java.use('com.android.org.conscrypt.TrustManagerImpl');
        TrustManagerImpl.verifyChain.implementation = function(
            untrustedChain, trustAnchorChain, host, clientAuth, ocspData, tlsSctData
        ) {
            console.log('[+] TrustManagerImpl.verifyChain bypassed for: ' + host);
            return untrustedChain;
        };
    } catch(e) {
        console.log('[-] TrustManagerImpl hook failed: ' + e);
    }

    console.log('[*] SSL unpinning complete');
});




Step 4: Capturing and Analyzing Traffic
Once unpinning is active, all HTTPS traffic from the app flows through mitmproxy in plaintext. Use mitmdump with a script to log and filter requests:

# log_requests.py — mitmproxy addon script
import json
from mitmproxy import http

class APILogger:
    def __init__(self):
        self.api_calls = []

    def request(self, flow: http.HTTPFlow) -> None:
        # Filter to API calls only
        if 'api.' in flow.request.host or '/v1/' in flow.request.path or '/v2/' in flow.request.path:
            call = {
                'method': flow.request.method,
                'url': flow.request.pretty_url,
                'headers': dict(flow.request.headers),
                'body': flow.request.text if flow.request.text else None,
            }
            self.api_calls.append(call)
            print(f"[API] {call['method']} {call['url']}")

    def response(self, flow: http.HTTPFlow) -> None:
        if 'api.' in flow.request.host:
            try:
                body = json.loads(flow.response.text)
                print(f"[RESPONSE] {json.dumps(body, indent=2)[:500]}")
            except:
                pass

addons = [APILogger()]



Interact with the app manually, triggering the data you want to collect. You'll see every API call in the terminal.

Step 5: Replicating the API Calls
Once you've mapped the API surface, reproduce the calls in Python:

import httpx
import json

# Headers extracted from mitmproxy traffic
HEADERS = {
    'User-Agent': 'TargetApp/4.2.1 (Android 13; Pixel 6)',
    'Authorization': 'Bearer YOUR_TOKEN_FROM_CAPTURE',
    'X-App-Version': '4.2.1',
    'X-Device-ID': 'extracted-device-id',
    'Accept': 'application/json',
    'Content-Type': 'application/json',
}

# Evomi mobile proxy for matching traffic profile
PROXY = 'http://USERNAME:PASSWORD@mobile.evomi.com:2000'

async def call_api(endpoint: str, params: dict) -> dict:
    async with httpx.AsyncClient(
        proxies={'http://': PROXY, 'https://': PROXY},
        headers=HEADERS,
        timeout=30.0,
    ) as client:
        response = await client.get(endpoint, params=params)
        response.raise_for_status()
        return response.json()

# Example: replicate a product search call
async def search_products(query: str, location: str) -> list:
    data = await call_api(
        'https://api.target-app.com/v2/products/search',
        {'q': query, 'location': location, 'limit': 50}
    )
    return data.get('results', [])

Using Evomi's mobile proxies here matches the expected IP profile — real 4G/5G carrier IPs that mobile API backends treat as genuine app traffic, not datacenter or even residential IPs.

Common Pitfalls
Pitfall 1: Certificate not trusted at OS level. Android 7+ doesn't trust user-installed certificates for app traffic by default. The mitmproxy certificate needs to be installed as a system-level CA. On rooted devices:

# Get cert hash
openssl x509 -inform PEM -subject_hash_old -in ~/.mitmproxy/mitmproxy-ca-cert.pem | head -1
# → e8d04e88

adb remount  # Requires rooted device
adb push ~/.mitmproxy/mitmproxy-ca-cert.pem /system/etc/security/cacerts/e8d04e88.0
adb shell chmod 644 /system/etc/security/cacerts/e8d04e88.0

Pitfall 2: App detects Frida. Some apps check for Frida's presence using process name scanning or port detection. Use -l with an anti-detection script to obfuscate Frida's presence, or try objection which includes built-in anti-detection.
Pitfall 3: Token expiry. Bearer tokens extracted during mitmproxy capture expire. Build token refresh logic into your scraper based on how the app authenticates (usually a login endpoint that returns a fresh token).

Conclusion
Mobile API extraction is a powerful technique precisely because it bypasses the browser-layer defenses that make web scraping expensive. Once you've mapped an app's API surface with Frida and mitmproxy, the actual data collection is often simpler and more reliable than browser automation.
Pair it with Evomi's mobile proxies for traffic that matches the expected source profile, and you have a complete mobile extraction stack. Test it free with Evomi's trial before committing to a volume plan.
Mobile apps often talk to the same backend as the web interface — but without the anti-bot layers guarding the web frontend. The app's API endpoints are usually cleaner, more structured, and less protected than what you'd scrape from HTML.
The barrier is SSL pinning: many apps verify that the certificate they receive matches a known-good certificate embedded in the app, preventing machine-in-the-middle inspection. Frida removes that barrier.
This guide covers SSL unpinning an Android app to map its API surface for scraping.

Prerequisites
  • Android device (rooted) or Android emulator
  • Python 3.11+
  • adb (Android Debug Bridge) installed and in PATH
  • Frida server running on the device
  • mitmproxy for traffic inspection
  • Target APK installed on the device


Legal note: Only perform this on apps you have authorization to test, or on your own apps in a development environment. This guide is for security research and legitimate data collection from your own authorized targets.

Step 1: Set Up the Android Environment

Using an Emulator (Recommended for Getting Started)
Android Studio's emulator is the easiest path. Use a Google Play-free image (AOSP) for root access:

# List available system images
sdkmanager --list | grep "system-images"

# Create an emulator with a rootable image
avdmanager create avd \
    -n scraper_device \
    -k "system-images;android-33;google_apis;x86_64" \
    -d "pixel_6"

# Start with writable system partition
emulator -avd scraper_device -writable-system


Install Frida Server on the Device

# Find device architecture
adb shell getprop ro.product.cpu.abi
# → x86_64

# Download matching frida-server from github.com/frida/frida/releases
# Example: frida-server-16.x.x-android-x86_64.xz

xz -d frida-server-16.x.x-android-x86_64.xz

adb push frida-server-16.x.x-android-x86_64 /data/local/tmp/frida-server
adb shell chmod 755 /data/local/tmp/frida-server

# Start frida-server (run as root)
adb shell su -c "/data/local/tmp/frida-server &"

Verify it's working:

frida-ps -U
# Should list running processes on the device


Step 2: Set Up mitmproxy

# Start mitmproxy
mitmproxy --listen-port 8080

# Or mitmdump for headless/scripted inspection
mitmdump -p 8080 -s log_requests.py

Install the mitmproxy CA certificate on the device:

# Route device traffic through your machine's mitmproxy
adb shell settings put global http_proxy 192.168.x.x:8080  # Your machine's IP

# Install mitmproxy cert
# Navigate to http://mitm.it in the device browser
# Download and install the Android certificate

At this point, HTTP apps work. HTTPS apps with SSL pinning will fail with a certificate error.

Step 3: SSL Unpinning with Frida

The Universal Unpinning Script
The most reliable starting point is the community-maintained universal unpinning script from Frida CodeShare. It hooks common SSL pinning implementations across most apps:

# Run the universal unpinning script against a target app
frida -U \
    -l https://codeshare.frida.re/@pcipolloni/universal-android-ssl-pinning-bypass-with-frida/ \
    -f com.target.app

This hooks OkHttp3, TrustKit, Conscrypt, and the standard X509TrustManager implementation — covering the vast majority of Android apps.

A Manual Unpinning Script (When Universal Fails)
For apps with custom pinning implementations, you need to hook the specific pinning logic. First, identify it:

# Find pinning-related method names in the APK
apktool d target-app.apk -o target_decoded
grep -r "CertificatePinner\|TrustManager\|checkServerTrusted\|pinnedCerts" target_decoded



Then write a targeted hook:

// custom_unpin.js
Java.perform(function() {
    console.log('[*] Starting SSL unpinning');

    // Hook OkHttp3 CertificatePinner
    try {
        var CertificatePinner = Java.use('okhttp3.CertificatePinner');
        CertificatePinner.check.overload('java.lang.String', 'java.util.List')
            .implementation = function(hostname, peerCertificates) {
                console.log('[+] OkHttp3 CertificatePinner.check bypassed for: ' + hostname);
                return; // Skip the check
            };
    } catch(e) {
        console.log('[-] OkHttp3 not found: ' + e);
    }

    // Hook TrustManager
    try {
        var X509TrustManager = Java.use('javax.net.ssl.X509TrustManager');
        var TrustManagerImpl = Java.use('com.android.org.conscrypt.TrustManagerImpl');
        TrustManagerImpl.verifyChain.implementation = function(
            untrustedChain, trustAnchorChain, host, clientAuth, ocspData, tlsSctData
        ) {
            console.log('[+] TrustManagerImpl.verifyChain bypassed for: ' + host);
            return untrustedChain;
        };
    } catch(e) {
        console.log('[-] TrustManagerImpl hook failed: ' + e);
    }

    console.log('[*] SSL unpinning complete');
});




Step 4: Capturing and Analyzing Traffic
Once unpinning is active, all HTTPS traffic from the app flows through mitmproxy in plaintext. Use mitmdump with a script to log and filter requests:

# log_requests.py — mitmproxy addon script
import json
from mitmproxy import http

class APILogger:
    def __init__(self):
        self.api_calls = []

    def request(self, flow: http.HTTPFlow) -> None:
        # Filter to API calls only
        if 'api.' in flow.request.host or '/v1/' in flow.request.path or '/v2/' in flow.request.path:
            call = {
                'method': flow.request.method,
                'url': flow.request.pretty_url,
                'headers': dict(flow.request.headers),
                'body': flow.request.text if flow.request.text else None,
            }
            self.api_calls.append(call)
            print(f"[API] {call['method']} {call['url']}")

    def response(self, flow: http.HTTPFlow) -> None:
        if 'api.' in flow.request.host:
            try:
                body = json.loads(flow.response.text)
                print(f"[RESPONSE] {json.dumps(body, indent=2)[:500]}")
            except:
                pass

addons = [APILogger()]



Interact with the app manually, triggering the data you want to collect. You'll see every API call in the terminal.

Step 5: Replicating the API Calls
Once you've mapped the API surface, reproduce the calls in Python:

import httpx
import json

# Headers extracted from mitmproxy traffic
HEADERS = {
    'User-Agent': 'TargetApp/4.2.1 (Android 13; Pixel 6)',
    'Authorization': 'Bearer YOUR_TOKEN_FROM_CAPTURE',
    'X-App-Version': '4.2.1',
    'X-Device-ID': 'extracted-device-id',
    'Accept': 'application/json',
    'Content-Type': 'application/json',
}

# Evomi mobile proxy for matching traffic profile
PROXY = 'http://USERNAME:PASSWORD@mobile.evomi.com:2000'

async def call_api(endpoint: str, params: dict) -> dict:
    async with httpx.AsyncClient(
        proxies={'http://': PROXY, 'https://': PROXY},
        headers=HEADERS,
        timeout=30.0,
    ) as client:
        response = await client.get(endpoint, params=params)
        response.raise_for_status()
        return response.json()

# Example: replicate a product search call
async def search_products(query: str, location: str) -> list:
    data = await call_api(
        'https://api.target-app.com/v2/products/search',
        {'q': query, 'location': location, 'limit': 50}
    )
    return data.get('results', [])

Using Evomi's mobile proxies here matches the expected IP profile — real 4G/5G carrier IPs that mobile API backends treat as genuine app traffic, not datacenter or even residential IPs.

Common Pitfalls
Pitfall 1: Certificate not trusted at OS level. Android 7+ doesn't trust user-installed certificates for app traffic by default. The mitmproxy certificate needs to be installed as a system-level CA. On rooted devices:

# Get cert hash
openssl x509 -inform PEM -subject_hash_old -in ~/.mitmproxy/mitmproxy-ca-cert.pem | head -1
# → e8d04e88

adb remount  # Requires rooted device
adb push ~/.mitmproxy/mitmproxy-ca-cert.pem /system/etc/security/cacerts/e8d04e88.0
adb shell chmod 644 /system/etc/security/cacerts/e8d04e88.0

Pitfall 2: App detects Frida. Some apps check for Frida's presence using process name scanning or port detection. Use -l with an anti-detection script to obfuscate Frida's presence, or try objection which includes built-in anti-detection.
Pitfall 3: Token expiry. Bearer tokens extracted during mitmproxy capture expire. Build token refresh logic into your scraper based on how the app authenticates (usually a login endpoint that returns a fresh token).

Conclusion
Mobile API extraction is a powerful technique precisely because it bypasses the browser-layer defenses that make web scraping expensive. Once you've mapped an app's API surface with Frida and mitmproxy, the actual data collection is often simpler and more reliable than browser automation.
Pair it with Evomi's mobile proxies for traffic that matches the expected source profile, and you have a complete mobile extraction stack. Test it free with Evomi's trial before committing to a volume plan.
Author
The Scraper
Engineer and Webscraping Specialist 
About Author
The Scraper is a software engineer and web scraping specialist, focused on building production-grade data extraction systems. His work centers on large-scale crawling, anti-bot evasion, proxy infrastructure, and browser automation. He writes about real-world scraping failures, silent data corruption, and systems that operate at scale.
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May 5, 2026
8 min
Camoufox vs. Rebrowser vs. Stock Playwright: A Fingerprint Benchmark
Camoufox and Rebrowser add fingerprint-spoofing layers on top of Playwright to pass bot detection. This benchmark tests each against real-world fingerprint scanners and documents where each tool wins, loses, and where stock Playwright still holds up.
May 7, 2026
9 min
Setting Up Prometheus + Grafana to Monitor Your Scraping Fleet
Running multiple crawlers without visibility is a reliability problem waiting to surface. This guide sets up Prometheus metrics collection and Grafana dashboards to give scraping fleets real-time health monitoring, alerting, and success-rate tracking.
Mar 3, 2026
6 mins
The Ethics Problem the Industry Can’t Ignore - PIA Proxy Down?
The January 2026 seizure of ABCProxy and Lunaproxy has decimated the non-consensual proxy market. This IPIDEA infrastructure collapse caused millions of residential IPs to vanish instantly. Now, the industry faces a forced transition toward transparent, ethically sourced originations.
Get Started with Swiss Quality Proxies
Try for Free
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Explore Our Proxy Blog
Tips on residential proxies, web scraping & security
Frequently Asked Questions
Read if you have any questions regarding proxies
Read about Ethics
Our Ethical Standards in the residential proxy market
Get Started with Swiss Quality Proxies
Try for Free
View Pricing
Explore Our Proxy Blog
Tips on residential proxies, web scraping & security
Frequently Asked Questions
Read if you have any questions regarding proxies
Read about Ethics
Our Ethical Standards in the residential proxy market
Get Started with Swiss Quality Proxies
Try for Free
View Pricing
Explore Our Proxy Blog
Tips on residential proxies, web scraping & security
Frequently Asked Questions
Read if you have any questions regarding proxies
Read about Ethics
Our Ethical Standards in the residential proxy market