DEV Community: IPFoxy

How to Collect SERP Data: A Complete Guide to Scraping Google Search Results

IPFoxy — Wed, 16 Sep 2026 11:34:44 +0000

For SEO rank tracking, competitor analysis, keyword research, or localized search analysis, you often need to collect Google search results at scale. Manual searches are inefficient, which is where SERP data collection comes in. This guide covers the key types of SERP data, common collection methods, and how to properly configure proxies and request parameters for reliable, efficient data collection at scale.

I. What Is SERP Data Collection?

SERP (Search Engine Results Page) data collection uses automated programs to extract search result data returned by Google and other search engines for specific keywords. SERP scraping lets you quickly obtain standardized Google search data for analysis across multiple dimensions.

Data you can collect includes:
Organic search results and rankings
Page titles, URLs, and meta descriptions
Featured Snippets
People Also Ask (PAA)
Related Searches
Image/video results
Special results such as Google Shopping
SERP data from different countries and regions

Common use cases:

SEO keyword rank tracking: Monitor target keyword rankings and changes at scale.
Competitor SERP analysis: Identify which websites consistently rank at the top for target keywords.
Keyword and content research: Discover new search demand from Related Searches, PAA, and other SERP features.
Regional SERP analysis: Compare Google search results across markets such as the US, Japan, and the UK.
Market and sentiment monitoring: Track the search visibility of specific brands, products, or industry trends.
AI & LLM data feeds: Provide up-to-date external search context for RAG (Retrieval-Augmented Generation) systems or industry-specific LLMs.

II.What Are the Methods for SERP Data Collection?

The right method depends on your team’s technical capabilities and the scale of data collection. The table below provides a quick comparison:

Manual collection works only for checking a few keywords occasionally. SERP APIs eliminate the need to maintain proxies or parse pages, but costs increase with query volume. Python scrapers and browser automation are better suited to teams that need deeper customization and long-term collection. Whichever method you choose, proxies are essential once you start sending requests at scale.

III. How to Collect Google SERP Data

Using a self-built collection workflow as an example, here are five key steps.

Step 1: Define the SERP Data You Need to Collect

Before writing any code, decide which fields you need. A clear data schema makes storage and analysis much easier later. A common SERP data structure looks like this:

For example: Keyword → Rank → Title → URL → Description → SERP Features → Location → Date

In addition to organic results, you can store Featured Snippets, People Also Ask, and other SERP modules separately for later search intent and content gap analysis.

Step 2: Configure Anti-Blocking Proxies and Request Headers

This step is critical to successful SERP collection. Google is highly effective at detecting automated requests, and the following patterns can easily trigger risk controls:

A single IP sending a large number of requests in a short period
Abnormal request frequency
A single IP querying many different keywords
Geographic location not matching the target SERP
Improper Session / Cookie management
Automated request patterns that differ significantly from normal browsing behavior

Once triggered, you may receive HTTP 429 responses, CAPTCHAs, failed requests, or incomplete search results. Proxies help distribute requests across different IPs while also enabling SERP collection from different countries and regions.

High-quality residential proxies are the foundation of a stable setup. For example, by configuring IPFoxy rotating or static proxies in your scripts, you can build a high-quality pool of real IPs and distribute requests across hundreds of thousands of real nodes worldwide, reducing the risk of a single IP being blocked due to excessive request volume.

A simple example of configuring a proxy in Python:

import requests

proxies = {
    "http": "http://user:pass@proxy.ipfoxy.com:8888",
    "https": "http://user:pass@proxy.ipfoxy.com:8888"

}

headers = {
    "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 ...",
    "Accept-Language": "en-US,en;q=0.9",

}

response = requests.get("https://www.google.com/search?q=keyword", proxies=proxies, headers=headers)

In addition to proxies, keep these two points in mind:

Geolocation testing: IPFoxy country- and city-level nodes let you collect SERP results for specific locations more accurately. For example, to track rankings in Japan, select a Japan node and set gl=jp.
Request Header spoofing: Make sure each request uses realistic, randomized fingerprint information such as User-Agent, Accept-Language, and Sec-Ch-Ua, rather than sending identical headers every time.

Step 3: Build the Google Search Request

Google search parameters directly affect the returned results. Common parameters include:

q: keyword
gl: country/region (e.g., us, jp, uk)
hl: language (e.g., en, ja)
num: number of results per page
start: pagination offset
device: device type (desktop or mobile can be simulated through the User-Agent) For paginated collection, set start to 10 or 20 for the second page, depending on the num setting. Note that Google also limits pagination depth, and deeper pages may return duplicate or incomplete results.

Step 4: Fetch and Parse Search Results

You can fetch pages with Python Requests or browser automation tools, then parse the fields you need. Because Google now relies heavily on JavaScript rendering, tools such as Playwright are recommended; Requests may return a page without complete results.

Below is a simple Python SERP collection example using Playwright + a proxy:

import asyncio
import json
import random
from playwright.async_api import async_playwright, TimeoutError as PWTimeoutError

PROXY = {
    "server": "http://proxy.ipfoxy.com:8888",
    "username": "user",
    "password": "pass",
}

USER_AGENTS = [
    "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/125.0.0.0 Safari/537.36",
    ...
]

SEARCH_URL = "https://www.google.com/search?q={q}&gl=us&hl=en&num=20"

EXTRACT_JS = """
() => {
  const items = [];
  document.querySelectorAll('div#search div.g, div#rso > div[data-hveid]').forEach(el => {
    const titleEl = el.querySelector('h3');
    if (!titleEl) return;
    const a = titleEl.closest('a');
    const link = a ? a.href : (el.querySelector('a[href^="http"]')?.href ?? '');
    const snippet = el.querySelector('div[data-sncf], div.VwiC3b, span.aCOpRe')?.innerText ?? '';
    items.push({title: titleEl.innerText.trim(), link, snippet: snippet.trim()});
  });
  return items;
}
"""

Adjust the selectors based on the actual DOM structure. If you use Requests, keep in mind that Google may return a page without complete results.

Step 5: Save and Organize SERP Data**
**
After collection, store the data in a structured format:

Lightweight analysis: Export regularly to CSV or Excel for easy comparison.

Long-term monitoring: Store data in MySQL, PostgreSQL, MongoDB, or another database. Create an index based on Keyword + Date + Location to build ranking trend charts.

IV. Common SERP Data Collection Issues

1. What should you do if SERP collection triggers a CAPTCHA?
Reduce the request rate, switch proxies, and make sure the Request Headers match a real browser. Residential proxies can significantly reduce the likelihood of CAPTCHAs. If a particular IP has already triggered one, do not keep forcing requests through it—switch to another IP.

2. What should you do if SERP collection returns a 429 error?
A 429 response means too many requests. Reduce concurrency, increase the interval between requests, and rotate IPs. Avoid querying many keywords from the same IP within a short period. You can also set a request quota for each IP and rotate automatically once the limit is reached.

3. Why do Google rankings differ across locations?
Google personalizes search results based on factors such as location, language, and device. To get rankings for a specific market, use a proxy in that region and set the corresponding gl and hl parameters. Otherwise, the rankings may reflect your local search perspective rather than the target market.

Conclusion

SERP data can be collected through SERP APIs, Python scrapers, or tools such as Playwright/Puppeteer. When collecting data across multiple keywords and regions, you also need to account for request rate limits, IP blocking, Session management, and geolocation.

If you need SERP data from different countries and regions, you can select IPFoxy proxy resources in the target markets to build an efficient and stable automated collection infrastructure.

Top 10 AI Agents to Watch in 2026: Features & Use Cases Guide

IPFoxy — Wed, 16 Sep 2026 11:18:31 +0000

AI agents are shifting from "answering questions" to "executing tasks." In 2026, AI agents can not only generate text, code, and analysis, but also call tools, access data, and execute multi-step tasks.

Choosing an AI agent requires evaluating task type, tool integration, automation capabilities, stability, and cost rather than just model parameters or answer quality. Here is an overview of 10 notable AI agents and how to implement them effectively.

I. Top 10 Recommended AI Agents & Selection Comparison in 2026

1. ChatGPT

ChatGPT is a leading general-purpose AI agent platform that allows users to create customized AI assistants for various tasks. Powered by GPT models, it supports multi-turn conversations, web search, file analysis, and tool calls for multi-step workflows.

Core Capabilities: Multimodal interaction, file analysis, web search, tool calling, custom AI assistants
Target Audience: General users, content creators, marketers, and business teams
Ideal Use Cases: Content creation, research, data analysis, market research, code development, office automation

2. Codex

Codex is an AI programming agent developed by OpenAI for software engineering. It understands project structures, generates and modifies code based on requirements, and assists with testing and debugging across the software development lifecycle.

Core Capabilities: Code generation, project structure comprehension, code refactoring, testing and debugging, multi-step development tasks
Target Audience: Software developers, programmers, and engineering teams
Ideal Use Cases: Software development, code refactoring, project maintenance, automation scripts, test debugging

3. Microsoft Copilot Studio

Microsoft Copilot Studio is an enterprise AI agent platform for creating custom agents connected to Microsoft 365, Power Platform, and organizational data. It focuses on enterprise process automation and deployment.

Core Capabilities: Custom agents, workflow automation, enterprise data connectivity, multi-agent deployment
Target Audience: Enterprise business teams, IT professionals, developers
Ideal Use Cases: Enterprise productivity, customer service, internal knowledge bases, business process automation

4. Claude Agents

Claude Agents leverage Anthropic's Claude models to handle complex knowledge work and multi-step tasks. It manages intricate workflows using long-context processing, task planning, and tool integration.

Core Capabilities: Long-context processing, task planning, tool integration, multi-step execution
Target Audience: Researchers, knowledge workers, content teams, developers
Ideal Use Cases: Data analysis, deep research, code development, document processing, complex knowledge tasks

5. Gemini Agent

Gemini Agent relies on Google's multimodal models and search capabilities to process text, images, and video. It handles search, analysis, and execution across real-time information workflows.

Core Capabilities: Multimodal processing, Google Search integration, code execution, tool integration, task planning
Target Audience: Users and teams managing multimodal data, search, and complex workflows
Ideal Use Cases: Information retrieval, market research, content analysis, code development, multimodal tasks

6. LangChain

LangChain is a development framework designed for building AI agents and applications. Tailored for developers, it connects models, tools, and data sources to construct agentic workflows with state management.

Core Capabilities: Agent development, model orchestration, tool integration, workflow orchestration
Target Audience: AI developers and engineering teams building custom agents
Ideal Use Cases: AI application development, enterprise agents, automated workflows, multi-model applications

7. CrewAI

CrewAI focuses on multi-agent collaboration, assigning distinct roles and tasks to multiple agents to execute complex workflows together. It is optimized for processes requiring coordinated research, analysis, and execution.

Core Capabilities: Multi-agent collaboration, role delegation, task orchestration, workflow management
Target Audience: AI developers, automation teams, enterprises building multi-agent systems
Ideal Use Cases: Market research, content production, data analysis, research projects, automated workflows

8. LlamaIndex

LlamaIndex is a data framework for AI agents and RAG (Retrieval-Augmented Generation) applications. It connects AI agents to external data sources including documents, databases, and APIs for retrieval and analysis.

Core Capabilities: Data integration, RAG, knowledge bases, data retrieval, agent workflows
Target Audience: AI developers, data engineers, technical teams
Ideal Use Cases: Enterprise knowledge bases, document analysis, private data retrieval, data-driven AI agents

9. Perplexity Agents

Perplexity Agents combine web search, information synthesis, and task execution for research-heavy workflows. They continuously aggregate real-time data across multiple web sources.

Core Capabilities: Real-time web search, multi-source synthesis, deep research, multi-step tasks
Target Audience: Market researchers, analysts, content creators, information workers
Ideal Use Cases: Market research, competitor analysis, document retrieval, industry research, report generation

10. WorkBuddy

WorkBuddy is an AI agent tool designed for office productivity and development tasks. It features task automation, multi-model scheduling, and file processing to streamline repetitive operations.

Core Capabilities: Task automation, multi-model orchestration, file processing, code generation
Target Audience: Office workers, operations staff, teams automating routine tasks
Ideal Use Cases: Daily office tasks, file processing, code development, task automation, team collaboration

II. Core Capabilities Comparison of AI Agents

III. AI Agent Implementation: How to Build Operational Workflows

Configure the Execution Network Environment

AI agents often require web search, page navigation, API access, or platform operations. Different tasks demand different network setups depending on operational needs.

For agents requiring long-term access to specific regional sites or platforms, dedicated proxies improve account stability. Pairing workflows with IPFoxy dedicated static residential proxies provides authentic, stable IP addresses. This minimizes account flags, access errors, or performance throttling on sensitive platforms like ChatGPT or Codex caused by unstable IP changes.

For data scraping, multi-region search, or bulk tasks, integrating rotating residential proxies into scripts distributes request traffic across rotating IPs, reducing task interruptions and incomplete data retrieval.

IPFoxy proxies can be configured directly in browsers, automation frameworks, proxy plugins, or execution environments to ensure smooth network routing per task.

Break Down Single Prompts into Structured Workflows

Divide overarching goals into clear, actionable steps with defined inputs, outputs, and execution logic.

Structure workflows using the sequence: Task Goal → Data Retrieval → Processing → Generation → Human Review. This ensures agents operate under consistent logic. Standardized processes can be saved as repeatable workflows.

Enable Multi-Agent Collaboration

Complex tasks can be divided among specialized agents handling data collection, processing, analysis, and verification within an interconnected framework.

Frameworks like LangChain and CrewAI facilitate multi-agent setups. Ensure agent permissions and tool access are properly constrained, and keep human-in-the-loop controls for sensitive steps such as data modifications or account operations.

IV. FAQ

Does using AI agents require coding skills?

Not necessarily. Tools like ChatGPT, Perplexity, and WorkBuddy offer out-of-the-box interfaces. However, customizing tool integrations, complex data pipelines, or multi-agent systems requires technical development.

Can AI agents run completely autonomously?

Many subtasks can run automatically, but human verification should be retained for critical decisions, system modifications, or account actions, alongside setting strict tool permission boundaries.

How do you troubleshoot unstable AI agent runs?

Inspect network reliability, browser environments, API connection stability, and workflow logic. Using a stable network configuration and breaking complex tasks into smaller, modular sub-steps reduces single-point execution failures.

V. Conclusion

In 2026, AI agents continue to transition from simple Q&A tools into execution platforms, moving from individual productivity boosters to core enterprise workflows. Evaluating an agent requires balancing model logic, automation parameters, tool integrations, and network stability to match specific operational requirements.

WhatsApp Account Types Comparison: Personal vs Business App vs API

IPFoxy — Tue, 15 Sep 2026 10:20:14 +0000

WhatsApp accounts are mainly divided into three types: Personal accounts, Business App, and Business Platform (API), corresponding to daily social networking, small business, and scaled operations respectively. The three differ in features, usage, and management capabilities. This article will break down how to choose, register, and use a WhatsApp account, covering account types, registration processes, and multi-account operations.

I. WhatsApp Account Types and Selection Comparison

WhatsApp Personal Account

WhatsApp personal accounts are mainly for general users, suitable for daily chats among friends, family, and acquaintances. They also support basic features like voice calls, video calls, groups, and Status.

If your main need is personal chatting, family communication, or daily social networking, simply use a WhatsApp personal account without additionally registering for a Business App.

Compared to business accounts, personal accounts lack tools for businesses such as a business profile, product catalog, customer categorization, and quick replies, making them unsuitable for long-term, scaled business customer management.

WhatsApp Business App

The WhatsApp Business App is primarily for small enterprises and individual merchants. It retains basic chat capabilities while adding a series of customer communication and business management tools. The features currently provided by official WhatsApp include Business Profile, product catalogs, labels, quick replies, greeting messages, and away messages.

Therefore, if you are an individual seller, small enterprise, local service provider, or individual entrepreneur, and mostly handle customer inquiries by yourself or with a small team, the Business App can usually meet your daily needs.

However, e-commerce sellers need to note that this type of account cannot apply for an Official Business Account (OBA blue badge). It also has the following three major limitations:

Login limits: Multi-agent collaboration is not supported. It only allows one business number to be used on up to five devices (one primary phone and four linked devices).
Messaging limits: The maximum number of conversations that can be initiated within a continuous 24-hour period is capped at 250 customers.
No automation and integration capabilities: It cannot support multi-agent customer service, automated replies, or CRM system integration needs.

If you are currently just starting out, or based on previous experience, the login limits and overall message volume covered by the WhatsApp Business App can meet your needs, you can register for this account type.

WhatsApp Business Platform (WABA)

The WhatsApp Business Platform (WABA) account is suitable for large enterprises. Companies can integrate WhatsApp messaging capabilities into their own business systems via Cloud API. Meta officially supports connecting to CRMs, customer service, and other backend systems through the API, enabling programmatic message sending and receiving.

Besides having basic business features, it also has advanced business capabilities, specifically as follows:

Multi-agent collaboration for handling customer messages
Automated messages and chatbots
Data connection with CRM, ERP, and e-commerce systems

However, the configuration and usage threshold for the Business Platform is significantly higher than that of the Business App. It requires enterprises to plan their business systems, messaging workflows, and technical integration methods in advance. Therefore, not all merchants need to directly use the API.

A table to determine how to choose a WhatsApp account type:

II. WhatsApp Account Registration and Operation Tips

Determine the number and account plan before registration

WhatsApp registration requires using a valid phone number and completing number verification by receiving a verification code via SMS or phone call. When registering, you must also ensure the country/region code and number are correctly filled in.

For e-commerce usage scenarios, it is not recommended to rely on virtual numbers or code-receiving services of unknown origin, to avoid being unable to receive verification codes later. A WhatsApp personal account requires a mobile phone number to register, and one number can only be used for one account. Prioritize using a physical SIM card from a local carrier for registration, and avoid using virtual numbers or code-receiving platforms.

If you are already using the WhatsApp Business App and wish to add API capabilities later, you do not necessarily have to change numbers. In 2026, Meta introduced the Coexistence feature. Eligible Business accounts can connect to the WhatsApp Business Platform, allowing the same business number to use both the App and API simultaneously. However, so far, the Coexistence feature is aimed at the Business App and Business Platform; it does not mean a personal WhatsApp can share a number with a business account.

Keep the registration device and usage environment stable

It is recommended to use the official WhatsApp application when registering. Direct registration on tablets (such as iPad) or jailbroken devices is not supported. Maintain consistency in the environment across the mobile phone, physical card, and the actual device being used.

If the verification code is not received in time during registration, it may be because the phone number is under risk control, the IP address shows an abnormality, or regional restrictions occur. It is recommended to first check the number, country code, and SMS receiving status, then try phone verification according to the page prompts, avoiding repeated requests within a short period of time.

For registrations in different regions, you should also pay attention to the match between the network exit and the actual operating region of the account, avoiding frequent switching between different regions. It is recommended to use the dedicated static residential proxy provided by IPFoxy. The IP source is authentic and stable, capable of configuring a matching network exit based on the account's actual operating region, effectively reducing network fluctuations and lowering the probability of account registration failure.

Once registration is complete, if you need to use it on a computer or iPad, you can connect via "Linked Devices". If unrecognized devices are discovered, you should log out promptly. Note that linked devices are a subsequent usage method; initial registration still requires verification through a valid phone number.

Complete account profile and security settings

After account registration is complete, proceed with basic settings first. Personal accounts can complete avatars, names, and privacy options; enterprise accounts are advised to complete the Business Profile, including enterprise name, description, website, and other information. For security settings, it is recommended to enable two-step verification and regularly check the account security status.

If a business later has brand verification needs, it can further look into the Official Business Account (OBA). However, OBA is not a mandatory step after registering a Business account; it requires meeting corresponding requirements for enterprise verification, account usage, and brand qualifications.

Establish normal usage behavior for new accounts first

After completing registration and profile settings, you can first enter a natural usage phase. Do not rush to carry out large amounts of business operations. Personal accounts can start with basic usage like normal chatting and adding contacts; enterprise accounts can start by processing real inquiries and completing business profiles, then gradually increase usage frequency.

The focus of the account warm-up phase is not to deliberately create operation records, but to make the account usage process align with real business needs. It is recommended to maintain a relatively stable login and communication pace to lay the foundation for subsequent normal operations.

III. Multi-Account Anti-Ban Guide for WhatsApp

Prevent association among multiple accounts

Long-term sharing of devices and network environments among multiple accounts can easily cause management chaos, and simultaneously make accounts prone to risk control or joint bans. Therefore, it is recommended to first establish clear management relationships for different accounts and try to keep the account, device, and daily usage environment relatively fixed.

For users who need long-term multi-account operations, pay attention to the environmental isolation among multiple accounts. For example, combined with obtaining a proxy from IPFoxy as mentioned above, integrate it into corresponding cloud phones or anti-detect browser environments to form a "one account, one IP, one environment" configuration, reducing the risk of association among multiple accounts.

Avoid batch operations in a short time

Concentrated registrations, adding a large number of contacts, or sending similar messages in a short period of time can easily form an abnormal operation pattern. When operating multiple accounts, you can adjust the pace in a "small volume operation, observe feedback, gradually increase" manner, operate in stages according to real business needs, and control the content and frequency of messages. WhatsApp will impose restrictions or ban measures on accounts that violate terms of service, involve spam, or scams.

Continuously monitor blocks, reports, and message quality

If the sent messages do not match user needs or if user feedback is not promptly monitored, it may lead to an increase in blocks and reports or a drop in engagement rates. During the operation process, regularly monitor message feedback. When abnormalities appear, troubleshoot from three aspects: contact source, message content, and sending frequency.

For enterprise accounts, also ensure that marketing or business messages comply with WhatsApp's relevant policies, and try to let users clearly know why they are receiving the messages.

IV. FAQ

What is the difference between WhatsApp Business App and API?

The Business App is mainly aimed at small and micro merchants, primarily relying on manual mobile communication; the Business Platform connects enterprise systems through an API, which is more suitable for automation, multi-agent collaboration, and scaled customer service.

What should I do if WhatsApp does not receive the verification code?

First, check if the phone number and country/region code are correct. If using a proxy, it is recommended to choose a high-quality proxy that is stable, clean, and matches the registration region, such as IPFoxy, to avoid verification being affected by abnormal network environments. If it is still not received, you can wait and then try voice verification to avoid repeatedly requesting verification codes in a short time.

What should I do if my WhatsApp account is banned?

If the account displays a ban prompt, you can submit a review through the "Request review" portal provided by WhatsApp. Do not trust services that claim to be able to directly lift the ban through a third party.

V. Conclusion

WhatsApp personal accounts, Business App, and Business Platform correspond to social, small-scale business, and scaled operation scenarios respectively. After choosing an account, properly handle number verification, profile setup, and device management. For multi-account operations, maintain a reasonable mapping among accounts, devices, and network environments, and continuously monitor user feedback to lay a solid foundation for long-term stable operations.

What Is a Proxy Server? Working Principles, Use Cases & Myths

IPFoxy — Thu, 10 Sep 2026 09:49:28 +0000

When a device accesses web services such as websites or APIs, requests are typically sent directly to the destination server. A proxy server acts as an intermediate node between the client and the destination server, forwarding requests on behalf of the client and returning the data. It not only alters the network outbound point but is also widely used for regional testing, data collection, access control, and security protection. This article covers its working principles, 8 key use cases, and common misconceptions.

I. What Is a Proxy Server?

How a Proxy Server Works

Taking accessing a website as an example, after configuring a proxy, the complete request path is usually:

"Client → Proxy Server → Target Website → Proxy Server → Client"

Specifically, the client first sends the request to the proxy server, which then initiates the request to the target website. Once the website returns the data, the proxy server passes it back to the client. At this point, the target website usually recognizes the IP of the proxy's outbound location rather than the client's original network outbound IP.

In practice, note that configuring a proxy does not mean all network traffic will automatically go through it. Which specific applications or requests go through the proxy depends on the proxy configuration, protocols, and the network settings of the software itself.

Proxy servers also need their operating modes judged based on where the proxy is located. Common proxy servers are mainly divided into forward proxies, reverse proxies, and transparent proxies.

The proxy server is responsible for receiving and forwarding network requests, while the proxy IP usually refers to the network outbound IP address provided externally by the proxy server. For example, when using a US proxy to visit a website, after the request passes through the US proxy node, the target website will usually recognize the node's IP.

Therefore, common types of proxy include:

Data center proxy: Usually fast with lower costs, suitable for high-concurrency scenarios.
Residential proxy: Uses a residential network outbound location with IP sources close to real user networks, suitable for regional access, content validation, and similar scenarios.
Mobile proxy: Uses a mobile network outbound location, commonly used for mobile scenarios and ad verification.
ISP proxy: IP registered or belonging to an ISP, usually balancing stability with residential attributes, suitable for scenarios requiring a long-term fixed outbound location.

For users involving multiple online business scenarios simultaneously, professional proxy server services are often used. For example, IPFoxy provides various types of proxy resources that are pure and dedicated, authentic and stable, and cover multiple countries. It can be flexibly configured according to different scenarios to reduce business execution issues caused by mismatched network environments.

II. 8 Common Use Cases for Proxy Servers

Social Media and E-Commerce Platform Operations

When teams directly use local networks to manage accounts or stores in other regions, they may encounter inconsistent regional identification, abnormal content display, or additional verification. Proxy should not only match the target region but also focus on stability, exclusivity, and IP location authenticity.

For high-risk platforms like TikTok and Facebook, frequently switching network outbound points across different regions can lead to account reach restriction or risk control triggers. For multi-account store operations on Amazon or independent sites, multiple accounts using the same outbound location puts excessive pressure on IP requests. For example, the Amazon platform will trigger security verification or cause store association penalties if regional changes are too drastic or multiple stores share the same outbound point.

Therefore, first determine the target market corresponding to the account, then configure a dedicated static residential proxy or ISP proxy for that region. These types of IP are relatively stable. Integrating multi-account management into an Anti-detect browser can reduce account risk control issues caused by network environments.

Ad Verification and Marketing Scenarios

Taking Google Ads and Meta Ads as examples, advertisements usually display different content based on the user's region. If operations personnel access directly from other regions, they may not see the actual ads or landing pages that local users see.

Therefore, first determine the ad targeting market and configure a proxy for the target country or city. For example, to verify US TikTok ads, use a US proxy to visit the ad link, then check ad display, redirects, and landing pages. When selecting, focus on confirming regional coverage and IP location accuracy.

SEO and Search Engine Result Monitoring

Search engines return different results based on region, language, and network environment. Local networks make it difficult to accurately simulate the search experience of users in other regions. Therefore, configure a proxy for the target region first, then search for keywords and record rankings and SERPs. For long-term monitoring, choosing a stable regional proxy is recommended to maintain consistent testing conditions.

Price Monitoring and Market Research

E-commerce platforms may display different prices, inventory, and promotional information depending on the accessing region. Access conditions for different markets need to be simulated for comparison. First determine the target market, then use proxies from the corresponding regions to visit the pages separately. For batch monitoring, choosing proxies that support IP rotation and strong concurrency capabilities while controlling request frequency is recommended to avoid impacting collection results.

Data Collection and Web Scraping

Public web scraping usually requires frequent access to target pages. Requests from a single outbound point are overly concentrated and easily subject to rate limits, affecting collection efficiency. Therefore, proxies should be chosen based on collection scale, request frequency, and target website characteristics.

Data center proxies can be prioritized for bulk public web scraping; rotating residential proxies can be selected when high concurrency requires frequent outbound changes.

Ad Verification and Brand Protection

Ad displays, redirects, and landing pages may vary across regions, making it difficult to judge whether ad delivery in other regions is normal when accessing solely from a local network. Determine the target delivery country first, then access and verify through proxy configuration to check displays, redirects, and page content. When verifying mobile ads, mobile proxies can be selected to improve test environment matching.

Cybersecurity and Threat Analysis

When security testing needs to simulate different network sources, a proxy can serve as an intermediate layer for requests to observe interface responses and access policies. Clarify the testing goals and authorization scope before configuration, then choose a stable, controllable proxy that facilitates request logging to avoid test traffic exceeding authorization boundaries.

Development Testing and API Debugging

APIs may return different results due to different regions and network outbound points, requiring feature performance verification under various network environments. Therefore, configure a proxy for a specified region first, then test requests, responses, timeouts, and exception handling. When selecting, focus on stability, response speed, and protocol support.

III. 3 Common Misconceptions About Proxy Servers

Misconception 1: A Proxy Server Is Just a Virtual Private Network

Both proxy servers and virtual private networks can serve as network intermediate layers, but they do not work in exactly the same way. Proxy servers usually forward requests for specific applications or requests, while virtual private networks typically establish connections at the system or network layer. Therefore, first confirm whether the business needs to proxy a single application or the entire device's network traffic before deciding which solution to use.

Misconception 2: Using a Proxy Guarantees Complete Anonymity

Proxies primarily change the outbound point of network requests and cannot hide all identifiable information. Cookies, login accounts, browser fingerprints, and request characteristics can still be used to identify or correlate requests.

During actual configuration, do not only check the proxy IP. Sequentially verify the IP region and type → DNS leaks → browser and device environment → account usage status, ensuring the network outbound point remains reasonably consistent with the actual business environment.

Misconception 3: The More Proxy You Have, the Better for Your Business

The quantity of IP is not the sole standard for judging proxy quality. When operating accounts long term, frequent IP changes can cause environment instability; data collection focuses more on rotation capabilities, concurrency, and regional coverage.

Before making a choice, evaluate item by item based on business type → target region → request scale → usage cycle → IP type, then determine the number of IP and rotation methods, rather than blindly pursuing IP quantity.

IV. FAQ

What is the main purpose of a proxy server?

It is mainly used for forwarding network requests, changing access outbound points, conducting access control, and supporting business operations such as regional testing, data collection, security analysis, and development testing.

Is using a proxy IP safe?

Security depends on the proxy source, configuration method, and specific use cases. Reliable proxy services should be chosen, and unauthorized access, attacks, or other non-compliant behaviors should be avoided.

How do I choose a suitable proxy server?

You can evaluate based on business requirements. If long-term stability is prioritized, focus on dedicated static proxies; if large request volumes and IP rotation are needed, focus on rotating proxies; if regional access is involved, focus on country, city, and IP location accuracy.

V. Conclusion

A proxy server is essentially a network intermediate layer between the client and the destination server, suitable for scenarios like e-commerce operations, SEO monitoring, data collection, and regional testing. In practice, clarify business requirements first, then combine target region, stability, request scale, and usage cycle to select the appropriate proxy type, avoiding blindly pursuing IP quantity.

TikTok Account Warming Guide: 2026 Tips for Beginners

IPFoxy — Thu, 10 Sep 2026 09:18:36 +0000

New TikTok accounts often face verification checks, limited reach, or 0 views. While content is often blamed, the real issue is usually an unstable network or device environment triggering TikTok’s risk controls.

In 2026, account warm-up goes beyond simply watching, liking, and following. The key is to build a stable, natural, and trustworthy environment so TikTok recognizes the account as a real user rather than a bulk-operated account.

I. What Are You Actually Warming Up on TikTok in 2026?

To avoid triggering risk controls, you first need to understand how TikTok evaluates an account. In 2026, account warm-up mainly focuses on four dimensions:

Account behavior: Mimic the browsing frequency, video completion rate, comment patterns, and search habits of real local users overseas. Avoid any high-frequency, mechanical “bot-like” behavior.
Account labels: By watching and engaging with content in a specific niche, you help the system classify your account as an “active user in that niche.” This makes it easier for future posts to reach the right audience.
Login environment: This includes the cleanliness of the IP, the trust level of the IP type, and overall network stability. A clean network environment is the foundation of account survival.
Device-account association: Isolate hardware characteristics across multiple accounts to prevent one account violation from causing linked accounts to be banned in bulk.

II. TikTok Account Warm-Up in Practice: Environment Setup

The environment is one of the most overlooked parts of TikTok account warm-up. TikTok’s risk controls around device fingerprints and IPs are stricter than many people expect. If the environment is not clean, an account can still be banned no matter how carefully you warm it up. So the first step is not how to operate the account—it is setting up the environment correctly.

For multi-account operations, follow one rule: “one account, one clean environment.” You can use an anti-detect browser that supports Cookie switching and environment isolation, or a modern browser with Cookie grouping (such as Arc or Dia), to manage multiple independent accounts on one computer.

Recommended tool stack:

Anti-detect browser / cloud phone: AdsPower / Multilogin

Static residential proxy: IPFoxy native ISP proxies use real household broadband connections, offering high trust and low fraud scores. They help keep the network clean with no prior violation history and can be quickly integrated with anti-detect browsers, cloud phones, and Google Chrome.

Environment precautions:

Keep the environment completely clean: If the account is shadowbanned (your posts are visible only to you and not to others), first check whether the IP has been contaminated or previously associated with banned accounts.

Bind the IP to the environment: Each anti-detect browser profile should be paired one-to-one with a specific IP. Avoid switching IPs casually. If you must change the IP, let the account sit idle for 2–3 days afterward and avoid sensitive actions.

III. TikTok Account Warm-Up Timeline: 4-Week SOP

Account warm-up should be gradual and consistent. Below is a standard four-week practical SOP:

Week 1: Cold Start and Basic Trust Building (Idle Period + Natural Browsing)

Day 1: Register the account after the environment is fully set up (Google/Outlook email or a physical overseas SIM is preferred). Do not rush to change the profile photo or bio. Leave the account idle for 2–4 hours under the target IP.

Day 2 - Day 3: Browse the For You Page like a normal user. Try to watch videos through instead of swiping away immediately. After browsing, log off and leave the account idle for 24 hours. Maintain a natural completion rate: finish videos you are genuinely interested in and occasionally like them. Keep each session to 15–30 minutes, 2–3 times per day.

Day 4 - Day 5: Start searching for keywords in the niche you plan to target. Watch high-performing videos from similar creators, like and save relevant content, and leave 1–2 meaningful comments on quality videos. Do not copy and paste comments.

Day 6 - Day 7: Complete the basic profile setup by uploading a high-quality profile photo and writing a short, natural bio. Continue spending 30–45 minutes per day watching niche-related videos. By this point, more than 60% of your Feed should ideally be content from your target niche.

Week 2: Reinforce Interest Signals and Test Posting (Establish Account Labels)

Day 8 - Day 10: Keep engaging with established creators in your niche. Try spending 5–10 minutes in relevant livestreams, either watching or interacting naturally in the chat.

Day 11 - Day 14: Test your first 1–2 high-quality original videos. Before posting, make sure the video is high-resolution, watermark-free, and does not carry copyright audio risks. After posting, do not log out immediately. Stay online and browse for about 10 minutes, then observe the initial views. If the video reaches 200–500 views within the first hour, the environment and initial account weight are likely normal.

Week 3: Consistent Posting and Deeper Engagement (Build Account Weight)

Day 15 - Day 21: Maintain a steady posting schedule (2–3 videos per week is recommended). Actively reply to genuine comments on your videos. At this stage, you can also follow 5–10 leading creators in the same niche.

After each post, browse and interact normally. Do not repeatedly refresh the analytics. If the first few posts underperform, do not rush to delete them—frequent deletion can itself look abnormal.

Week 4: Monetization Prep and Normal Operations (Mature Account Stage)

Day 22 - Day 28: The system should now recognize the account as active and authentic. If eligible, you can add external links, connect a TikTok Shop, or begin monetization and traffic-driving activities. Continue operating compliantly and avoid spammy hard-sell promotions.

If the account remains clean and does not trigger additional verification at this stage, the warm-up can be considered complete and the account can move into normal operations.

IV. 5 Fatal “Fake Warm-Up” Mistakes to Avoid on TikTok

Many beginners “warm up” accounts every day, but their behavior is full of obvious red flags from a risk-control perspective. Avoid these five critical mistakes:

Mindless scrolling that looks like bot behavior

Opening the app and swiping at high speed, watching each video for only one second, mass-liking content, or copy-pasting identical comments such as “Nice” or “Good” across multiple videos.

Rushing to add commercial information on Day 1

Immediately changing the account name to include commercial terms such as “Shop” or “Discount,” adding a standalone-site link to the bio, or repeatedly searching for sensitive product-selling keywords on the first day.

Unstable network nodes and frequent IP/country switching

Using low-quality or dynamic nodes to save money—for example, appearing in the U.S. today, the U.K. tomorrow, and Southeast Asia the day after. To a risk-control system, this can look like account theft or abnormal logins from different locations.

Using low-quality virtual verification numbers for bulk registration

To register accounts cheaply at scale, repeatedly using blacklisted temporary email services or free virtual SMS numbers can trigger registration risk controls and lead to an immediate ban.

Ignoring video completion rate when building initial account weight

Focusing only on likes and follows while never watching a full video can make the algorithm classify the account’s viewing behavior as highly unnatural and assign it very low weight.

V. TikTok Account Warm-Up Troubleshooting: What to Do When Something Goes Wrong

You get 0 views

Check the node and environment: Use testing tools to see whether the IP is a datacenter IP or has been flagged as Spam/blacklisted. Also check for WebRTC or timezone leaks.

Check the device fingerprint: Make sure the anti-detect browser settings are not overly unusual, which could cause the environment to be detected as automation.

Check for duplicate content: Confirm whether the video was reposted directly, insufficiently re-edited, or flagged by the system as duplicate or non-compliant content.

You receive a risk-control verification request (such as face or phone verification)

Do not repeatedly submit incorrect verification information.

Whenever possible, use the secure phone number linked during registration or a real overseas SIM to receive SMS codes.

After verification succeeds, leave the account idle for 24 hours under the same IP environment. Do not immediately post videos, mass-like content, or perform other sensitive actions.

The account is shadowbanned

New videos suddenly drop to single-digit views, with 0% of traffic coming from For You, but the account receives no official violation notice.

How to check: Stop posting promotional content and browse normally for 3–5 days. Then post one high-quality, fully original lifestyle video, such as scenery or pets, and see whether it receives any For You traffic.

Cut your losses if necessary: If the account still gets 0 or single-digit views on original content after seven days of inactivity and a switch to a clean IP environment, the account may have been blacklisted. In that case, it is better to abandon the account, rebuild a clean environment, and start over.

VI. Conclusion

The point of account warm-up is never to “game” the algorithm. It is to use compliant, stable, and natural behavior so the system recognizes you as a genuine, high-quality overseas user.

In 2026, professional operation teams have moved away from crude “mass production” tactics and toward “careful environment setup + localized account behavior.”

Playwright Web Scraping Guide : Setup, Anti-Bot & Proxy Setup

IPFoxy — Wed, 09 Sep 2026 10:12:47 +0000

In modern web automation and data collection, traditional approaches such as requests or BeautifulSoup often struggle with complex single-page applications (SPAs), dynamically loaded content, and websites that rely heavily on JavaScript rendering. As an open-source automation tool developed by Microsoft, Playwright has become a popular choice for Python developers building web scrapers. It supports multiple browsers, including Chromium, Firefox, and WebKit, along with asynchronous operations and powerful page interaction capabilities.

I. What Is Playwright Web Scraping?

Playwright is an open-source automation framework developed and maintained by Microsoft. Simply put, Playwright lets you control a real browser with code. You can open pages, click buttons, fill out forms, and extract data just like a real user.

Compared with traditional solutions such as Selenium, Playwright offers several key advantages:

Multi-browser support: Run the same code seamlessly on Chromium, Firefox, and WebKit.
Multi-language support: Supports Python, Node.js, Java, .NET, and other programming languages.
Auto-waiting: Playwright automatically waits until elements are ready for interaction, making scripts much more reliable.
Network interception: Intercept and modify HTTP requests and responses for more flexible control over scraping behavior.

II. Installing and Configuring the Playwright Scraping Environment

Before writing your scraper, you need to set up the Python environment and install the Playwright dependencies.

1. Install the Python Package

Playwright supports Python 3.7 and later. First, make sure your Python version meets this requirement. Then use pip to install the Playwright Python package. Installing the core Playwright library only requires one command:

pip install playwright

2. Download and Install Browser Binaries

Playwright requires the corresponding browser binaries to run. Execute the following command to complete the initial installation:

playwright install

If you only need a specific browser engine, you can install Chromium alone with playwright install chromium.

III. Getting Started with Playwright Web Scraping: Scrape Your First Web Page

Once the environment is ready, let’s write our first scraper. Create a first_spider.py file and add the following code:

from playwright.sync_api import sync_playwright

with sync_playwright() as p:
    # Launch the browser (headless=False shows the browser window)
    browser = p.chromium.launch(headless=False)
    page = browser.new_page()

    # Visit the target webpage
    page.goto("https://www.baidu.com")

    # Wait for the page to finish loading
    page.wait_for_load_state("networkidle")

    # Get the page title
    title = page.title()
    print(f"Page title: {title}")

    # Save a screenshot
    page.screenshot(path="screenshot.png")

    # Close the browser
    browser.close()

Run the script:

python first_spider.py

You will see a real Chromium browser open, visit Baidu, take a screenshot, and close automatically. That’s it — you’ve built your first Playwright scraper.

If you need to extract specific data from a page, you can use selectors:

# Extract all links
links = page.query_selector_all("a")
for link in links:
    print(link.get_attribute("href"))

# Extract text content
content = page.text_content("css_selector")

Playwright supports both CSS selectors and XPath, giving you flexible ways to locate elements.

IV. Why Can Playwright Scrapers Still Trigger Anti-Bot Restrictions?

At this point, you may be wondering: Since Playwright controls a real browser, does that mean you can scrape any website without restrictions?

The answer is: Not at all.

Even when Playwright runs a full browser, it does not automatically bypass every anti-bot system. Modern websites use increasingly sophisticated detection methods to determine whether a visitor is a real user or a bot.

Playwright has a natural advantage when handling dynamically rendered pages. However, it can still face limitations when dealing with strict anti-bot systems or large-scale data collection. Common situations that may trigger anti-bot protections include:

Too many requests from the same IP: Sending a high volume of requests within a short period can quickly trigger server-side security rules and lead to a block.
A large number of requests in a short time: This can trigger the website’s rate limits and result in error responses.
HTTP 403 / 429 responses: 403 Forbidden means access has been denied, while 429 Too Many Requests indicates that the request rate has exceeded the allowed limit.
Unusual IP geolocation: Many global e-commerce, market research, and news websites serve different content based on the visitor’s IP location. Some may even block traffic from unsupported regions.
Different content across regions: For global price monitoring or SEO tracking, using a single local IP makes it difficult to collect accurate data from multiple regions.
CAPTCHA challenges: When unusual behavior or low IP trust is detected, websites may trigger human verification systems such as Cloudflare or reCAPTCHA.
Abnormal browser environment: Browser signals such as navigator.webdriver in Headless mode can make automation easier for WAF systems to detect if they are not properly handled.
Cookie / Session issues: Without proper Cookie and Session management, sessions may expire or trigger authentication-related security controls.

For legitimate public-web scraping tasks that require large-scale data collection or data from multiple regions, Playwright alone is often not enough. You also need to control request frequency and configure a high-quality dynamic Proxy pool based on your use case.

V. How to Improve Playwright Scraping Success Rates?

To build a reliable, large-scale automated data collection system, combining a high-quality Proxy network with realistic user behavior is key to improving scraping success rates.

1. Configure a Proxy (Using IPFoxy as an Example)

When using Playwright to scrape websites with strict protection or regional restrictions, a professional Proxy provider such as IPFoxy can make a significant difference.

IPFoxy provides rotating residential proxies covering more than 200 countries and regions. Its IP pool offers high quality and strong availability, helping reduce 403/429 errors and CAPTCHA challenges. It natively supports HTTP/HTTPS/SOCKS5 and can be integrated with Playwright, Selenium, and various antidetect browsers.

Based on its official integration guide, you can obtain a Proxy address in the format username:password@server:port from the dashboard and integrate it into Playwright using the following code:

import asyncio
from playwright.async_api import async_playwright

async def run():
    # Example IPFoxy string: username:password@gate-us-ipfoxy.io:58688
    proxy_server = "http://gate-us-ipfoxy.io:58688"
    proxy_user = "username"
    proxy_pass = "password"

    async with async_playwright() as p:
        browser = await p.chromium.launch(
            headless=True,
            proxy={
                "server": proxy_server,
                "username": proxy_user,
                "password": proxy_pass
            }
        )

        context = await browser.new_context()
        page = await context.new_page()

        # Verify the Proxy connection
        await page.goto("http://www.ip-api.com/json")
        response_text = await page.locator("body").inner_text()
        print("Proxy IP Info:")
        print(response_text)

        await browser.close()

if __name__ == "__main__":
    asyncio.run(run())

2. Hide the navigator.webdriver Flag

In Headless mode, browsers typically expose navigator.webdriver = true. You can remove this flag by injecting a script:

context = await browser.new_context()
await context.add_init_script("""
    Object.defineProperty(navigator, 'webdriver', {
        get: () => undefined
    })
""")

3. Randomize the User-Agent and Isolate Contexts

Avoid sending every request with the same system fingerprint. You can also isolate Contexts between different tasks:

context = await browser.new_context(
    user_agent="Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36",
    viewport={'width': 1920, 'height': 1080},
    locale='en-US'
)

VI. FAQ

Q1: What are the advantages of Playwright over Selenium for web scraping?

Compared with Selenium, Playwright is faster and has lower performance overhead. It also supports asynchronous operations with asyncio out of the box. Its built-in auto-waiting eliminates the need for hard-coded delays. Environment setup is also simpler, as you don’t need to manually download the corresponding Driver binary.

Q2: Should I use dynamic residential proxies or static dedicated IPs?

It depends on your scraping scenario. For large-scale data collection and price monitoring, dynamic residential proxies from IPFoxy are recommended. A different IP can be used for each request, reducing the risk of a single IP being blocked.

For long-running account sessions and automated login interactions, static dedicated ISP proxies are recommended. They provide a more stable and consistent network environment and help avoid security alerts caused by frequent changes in login locations.

Q3: How can I fix the HTTP 429 Too Many Requests error in Playwright?

A 429 error means your request rate has exceeded the target website’s limit. Possible solutions include adding random delays in your code, such as asyncio.sleep(), reducing the number of concurrent threads, and using a Proxy pool to rotate and distribute request traffic.

VII. Conclusion

Playwright provides powerful automation capabilities and flexibility for modern web data collection. It can handle complex rendering logic and interactive workflows with ease. However, as anti-bot systems become increasingly sophisticated, browser automation alone is no longer enough.

In real-world projects, combining Playwright’s automation capabilities with a Proxy network can help overcome geographic and rate-limit restrictions. It can also significantly improve the overall stability and success rate of data collection.

GPT-6 Astra vs. Claude Fable 5.1: Full 2026 Comparison, API Pricing & Selection Guide

IPFoxy — Wed, 09 Sep 2026 09:57:23 +0000

In September 2026, the AI model competition escalated once again as Anthropic and OpenAI launched Claude Fable 5.1 and GPT-6 Astra, respectively. Both new models feature significant enhancements in reasoning, programming, and AI agent capabilities. GPT-6 Astra vs. Claude Fable 5.1: which model is truly superior? This article analyzes the advantages and selection strategies for both models from the perspectives of model capabilities, API pricing, and practical business scenarios.

I. What Is GPT-6 Astra?

GPT-6 Astra is OpenAI's next-generation flagship model released in September 2026, with a core upgrade being native Computer Use capabilities. Compared to the GPT-5 series, Astra focuses not merely on higher answer accuracy, but on strengthening complex reasoning, computer operations, code development, and multi-step task execution. It can combine context and tools to complete full workflows from analysis to execution.

In practical application, users only need to define clear task goals and provide the necessary operating environment. For instance, instructing GPT-6 Astra to open specific web pages, search for information, organize data, and perform subsequent actions as requested. Combined with tool calling and agent workflows, it can also be applied to tasks such as web operations, data processing, form filling, and office automation.

II. What Is Claude Fable 5.1?

Claude Fable 5.1 is Anthropic's flagship reasoning model, tailored for complex reasoning, code development, and long-context tasks. The model supports up to a 1M Token context window and a 128K maximum output, enabling it to process large-scale codebases, documents, and project materials in a single pass.

In practical application, requirement documents, code, or research materials can be provided directly to Claude Fable 5.1, followed by sequential instructions to execute analysis, writing, editing, and organization. For example, in development tasks, the model can write and debug based on project code; when processing long documents, it can extract information, analyze content, and generate reports from comprehensive source materials.

III. GPT-6 Astra vs. Claude Fable 5.1: Quick Comparison

When choosing between GPT-6 Astra and Claude Fable 5.1 for practical deployment, you can first identify the task type, separately test reasoning, programming, Computer Use, long context, and API costs, and ultimately decide based on task completion rates and actual operational costs.

Reasoning and Complex Task Execution

Both models possess strong complex reasoning capabilities. If a task requires simultaneous problem analysis, strategy formulation, and tool calling, GPT-6 Astra is better suited for comprehensive tasks; when massive document reading and multi-turn analysis are involved, Claude Fable 5.1 should be prioritized.

In practice, prepare several complex business-related questions and let both models handle them using identical prompts. Evaluate accuracy, task completion, and required human editing to judge which fits your needs better.

Programming and AI Development

If AI needs to participate in development starting from requirement understanding, followed by code writing, testing, and modifications, GPT-6 Astra is ideal for end-to-end development. If the primary focus is code reading, debugging, refactoring, and project maintenance, Claude Fable 5.1 is more worthy of consideration.

When selecting models, have both build the same features based on the same project repo, then compare executable rates, bug counts, and manual adjustment time rather than relying solely on benchmark scores.

Computer Operations and Automation

If tasks involve web browsing, form filling, software interaction, or office automation, GPT-6 Astra is superior. Its Computer Use capability understands GUI elements and executes sequential operations based on requirements.

For example, an entire web workflow can be handed over to the model, with AI handling everything from page visits and information retrieval to data organization. For these tasks, focus evaluation on operational accuracy and final completion rates.

Long Context and Complex Project Management

GPT-6 Astra supports up to a 1.05M Token context window, while Claude Fable 5.1 supports 1M Tokens. Both can process massive codebases, lengthy documents, and complex projects. For tasks requiring continuous reading, analysis, and modification of vast materials, Claude Fable 5.1 is better suited for long-term processing.

In practice, project specifications, code, or full documentation can be passed directly as context, with analysis and edits completed via multi-turn instructions. Note that GPT-6 Astra moves to a higher pricing tier after input exceeds 272K Tokens, so context size should be managed when handling ultra-long content.

API Pricing and Actual Usage Costs

Standard API pricing for both models is $10/M Tokens for input and $50/M Tokens for output. However, Claude Fable 5.1's Cache Read is $0.25/M Tokens compared to $1/M Tokens for GPT-6 Astra.

Consequently, if AI agents need to repeatedly read identical system prompts, code, or project references, Claude Fable 5.1 offers greater cost-efficiency in high-frequency reuse scenarios. Calculate single-task costs using Token consumption, cache hit rates, and request volumes.

Security and Enterprise Utility

When integrating models into internal enterprise systems or automated workflows, data permissions, tool calling, log recording, and human review must be considered alongside pure capabilities.

Particularly for automated AI agent tasks, test in low-risk environments before expanding tool privileges, retaining human approval steps for critical operations.

In business scenarios, practical model selection does not require item-by-item parameter comparisons; decisions can be made directly by task type:

If a task involves multiple capabilities simultaneously, adopt a combined approach: utilize GPT-6 Astra for automated execution and complex workflows, and Claude Fable 5.1 for long text, research, and high-cache tasks, validating results with real operational data.

IV. GPT-6 Astra vs. Claude Fable 5.1: How to Deploy in Business

Establish Model Division of Labor Based on Task Complexity

Structure tasks by difficulty: simpler tasks like data organization, rewriting, and classification can use basic models; reserve GPT-6 Astra or Claude Fable 5.1 for complex reasoning, code development, and agent automation. This prevents using flagship models for all tasks, keeping overall invocation costs controlled.

Optimize Model Calls by Single-Task Cost

Avoid looking strictly at unit API prices during selection; factor in total Token consumption, call frequencies, and retry attempts. For multi-step agent tasks, monitor context length, cache hit rates, and success rates, ultimately using "actual cost to complete a task" as the deciding metric.

Maintain a Stable Operating Environment

If a model requires long-term integration into agents, automated workflows, or core business systems, operational environment stability is crucial. Frequent network disconnections or environmental fluctuations can cause API request failures, task interruptions, or redundant executions.

When building long-running AI workflows, configure stable, dedicated proxy according to business needs. For example, utilizing dedicated static residential proxies provided by IPFoxy offers authentic, stable IP and a consistent regional network environment. This mitigates connection fluctuations caused by frequent IP switching, ensuring higher stability for model API calls and automated processes.

V. FAQ

Which model is stronger, GPT-6 Astra or Claude Fable 5.1?

It is difficult to give a definitive answer. GPT-6 Astra leads in general reasoning, Computer Use, and specific coding benchmarks, while Claude Fable 5.1 holds advantages in long-horizon agents, research, and prompt caching costs.

Which model should be chosen for building AI agents?

If the agent relies heavily on Computer Use and complex tool execution, prioritize testing GPT-6 Astra. If building coding agents, performing long-term research, or running tasks with high cache hit rates, focus on testing Claude Fable 5.1.

How to determine which model better fits your business?

Avoid relying solely on benchmarks or API unit rates. Select roughly 10 real business tasks for A/B testing, compare success rates, response times, human correction costs, and actual cost per task, then select the long-term solution based on performance data.

VI. Conclusion

GPT-6 Astra and Claude Fable 5.1 represent distinct directions in AI application: Astra excels at complex reasoning, computer operations, and automated execution, while Fable 5.1 is better tailored for long-horizon tasks, code development, and high-frequency context reuse. Rather than debating which model is absolute best, assign roles based on business requirements, and determine your final deployment architecture through task success rates, operational efficiency, and actual costs.

How to Fix Bing Ads Account Suspension? 2026 Common Causes, Appeals, and Solutions

IPFoxy — Tue, 08 Sep 2026 08:48:56 +0000

When a Microsoft Advertising (Bing Ads) account is suspended, it is usually related to login security, payment anomalies, account association, ad behavior, or policy violations. Especially when a new account is restricted immediately after creation, it is crucial to identify the underlying cause rather than jumping straight into creating a new one. This article breaks down the solutions for restricted Bing Ads accounts in 2026 across three key areas: causes of suspension, risk troubleshooting, and the appeal process.

I. Common Causes of Bing Ads Account Suspensions

1.Account Login Anomalies or Security Risks

If the backend flags security risks, start by reviewing recent login history, including device details, network environments, login locations, and account operators. For example, check whether devices were changed recently, if multiple people logged in, or if access occurred from vastly different environments within a short time.

A change in network or IP alone does not directly constitute a violation; the key lies in whether the overall login pattern aligns with standard behavior. If suspicious access is detected during troubleshooting, prioritize strengthening account security and verifying that no unauthorized actions have occurred.

2.Abnormal Associations Between Multiple Accounts

If running multiple Bing Ads accounts simultaneously, verify details across business information, payment profiles, admin permissions, and daily login environments.

Operating multiple accounts is not inherently a violation, but unexplained overlap in data or operations requires further verification. Maintaining clear records linking accounts with personnel, devices, and payment methods is recommended. If abnormal associations are discovered, complete information verification first rather than using false details or duplicate registrations to bypass restrictions.

3.Abnormal Ad Delivery or Traffic Behavior

If an account is suddenly restricted after launching ads, review recent clicks, impressions, conversions, and traffic sources to check for abnormal traffic, invalid clicks, or irregular conversion data.

Inspect third-party traffic sources, automation tools, and conversion tracking code to ensure data collection reflects actual ad delivery. If anomalies are identified, pause suspicious traffic sources and complete the investigation before addressing account restrictions according to system prompts.

4.Payment Method Anomalies

If the account displays alerts regarding Payment, Billing, or Hold, do not treat it as an immediate permanent suspension. Navigate to billing and payment settings to review account balance, deduction status, payment method validity, and recent payment failures or chargebacks.

If confirmed as a Payment Hold, resolving billing or payment issues takes priority. Account-level suspension appeals should only be pursued after excluding payment factors if restrictions persist.

5.Violations of Microsoft Advertising Policies

If restrictions are policy-related, visit the ad management page to review specific Disapproved, Limited, or Policy alerts. Then, audit ad copy, images, keywords, product details, and landing pages item by item.

Avoid simply changing a single headline and resubmitting repeatedly. Rectify the issue based on the specific policy reasons provided, ensuring landing page content, ad claims, and actual business models remain aligned. If system misjudgment is suspected, retain relevant business and account documentation before submitting a review request through official appeal channels.

II. How to Reduce Account Restriction Risks in Bing Ads

1.Account Infrastructure Setup

Risk control in Microsoft Ads evaluates whether an account environment is genuine through IP source, login device, and login cadence. Establishing a stable operational environment post-registration is critical. If the login network is unstable or managing ad accounts across different regions is necessary, configure proxies based on business needs. Common IP types include:

Shared/Free Proxies: Shared by multiple users with low stability and IP quality, making them unsuited for long-term ad account management.
Datacenter Proxies: Fast and cost-effective, suited for testing and scenarios without strict IP location requirements.
Dedicated Static Residential (ISP) Proxies: Closely resemble authentic home network environments with stable IPs, ideal for long-term login and ad account management.

When choosing a proxy provider, options like IPFoxy offer dedicated static residential proxies with stable, non-shifting IPs covering multiple countries and regions. For multi-account operations, adopting an environment isolation strategy like "one account, one IP, one device" is recommended. Integrating retrieved proxy details into anti-detect browsers creates isolated network environments for each account, minimizing the risk of abnormal association caused by shared proxies.

2.Regular Account Health Audits

Once ads are live, regularly review account notifications, ad reviews, payment status, and system alerts within Microsoft Advertising. Auditing in the sequence of "Account Notifications → Ads → Payments → Delivery Data" helps identify appropriate actions:

Disapproved or Approved Limited: Click the specific alert to review policy reasons, then modify ad copy, keywords, or landing pages accordingly.
Payment Hold: Prioritize checking payment methods, billing details, and deduction status. Proceed to account appeals only after confirming account-level restrictions.

Maintaining basic operational logs—such as ad modification timestamps, payment adjustments, and admin changes—enables quick tracing if sudden restrictions occur.

3.Maintaining Consistency

Across Ads, Landing Pages, and Account Details Consistency must be maintained across ad account details, payment entities, promotional content, and landing pages. For example, advertising a specific product but directing users to an unrelated business page on click increases review risk.

Verify three key areas prior to submission:

Account Details: Ensure company name, website, and payment entities are authentic and valid.
Ad Content: Cross-check ad headlines, descriptions, keywords, and promoted products or services, avoiding exaggerated, misleading, or unverifiable claims.
Landing Pages: Open pages directly from ad destination URLs to confirm proper loading, verifying that products, prices, and service terms match ad descriptions.

When operating in specific industries or regions, review relevant Microsoft Advertising policies in advance. Rectify any identified issues before submitting for review, rather than attempting to bypass checks by recreating ads or accounts.

III. Appeal Process: Handling Restricted Bing Ads Accounts

Step 1: Identify Restriction Types and Causes Log into Microsoft

Advertising to check top notification banners, registered email, and account status to classify the issue and follow the corresponding steps:

Account Access Blocked: Follow notification instructions to contact support.
Ad Disapproved: Review policy reasons and modify ad elements.
Payment Hold: Inspect billing and payment methods first.

Proceed to the appeal process only after confirming an account-level suspension.

Step 2: Prepare Materials and Submit an Appeal

Once an appeal is confirmed necessary, submit through the Appeal link or the "Complete appeal form" prompt within the suspension notice. Briefly outline the account's purpose, actual business operations, timeline of the issue, and corrective actions taken.
Prepare documentation verifying account ownership, business authenticity, and payment information. If system misjudgment is suspected, state the facts clearly and provide explanations addressing potential system flags.
Review the appeal content prior to submission to ensure all information is authentic and consistent, avoiding unverifiable or conflicting details.

Step 3: Contact Official Support

After submitting an appeal, wait for official review rather than repeatedly creating new accounts or submitting duplicate requests. Provide supplementary materials promptly if requested.
If waiting times become extended or issues cannot be resolved through standard portals, contact Microsoft Advertising Support to inquire about account status. Appeal entries, processing times, and documentation requirements may vary based on individual account status; follow official notifications and portal instructions.

IV. FAQ

Why is a Bing Ads account suspended immediately after registration?
New account restrictions usually require checking account security, registration details, payment methods, and login environments. If the system detects anomalous activity, access may be blocked even before ads are delivered.
*Can a new Bing Ads account be created after a suspension? *
Creating a new account is not recommended as a primary solution. If underlying issues involve identity, payment, business models, or suspicious activity, new accounts are likely to trigger reviews again. Resolving original account restrictions through official appeals is the safer path.
*What is the difference between an ad disapproval and an account suspension? *
Ad disapprovals target specific ads, keywords, or creatives, allowing edits and resubmission after reviewing policy reasons. Account suspensions represent higher-level account restrictions requiring resolution through official account notifications.

V. Summary

When a Bing Ads account is suspended, avoid rushing to switch accounts. Identify whether the issue stems from ad disapprovals, a Payment Hold, or an account-level suspension, then address login environments, payment details, and policy compliance. Long-term operations rely on authentic account details, stable operational environments, and compliant ad-to-landing-page consistency. If suspended, resolve the issue via official appeals and Support channels.

Mercari Japan Guide: How to Use Japan Proxy to Protect Account Safety

IPFoxy — Thu, 03 Sep 2026 11:02:53 +0000

Many people consider Mercari Japan a top choice for second-hand trading platforms in Japan. Selling products on Mercari requires completing account registration, identity verification, and maintaining a stable network environment. Frequent IP changes or sharp login environment shifts can trigger security checks. This article guides you step-by-step through entry requirements, listing items, and setting up a Japan residential proxy to build a more stable account environment.

I. What Are the Requirements to Sell on Mercari Japan?

Prepare a Stable Network Environment

Mercari explicitly states that accounts can only be used in the user's actual country/region of residence, and access from other regions or external servers is restricted. Detecting foreign access or external network environments can trigger "user restricted" warnings, registration failures, login limits, or security verification.

To enter Mercari Japan, first ensure your network exit is located in Japan and remains stable. Before registering, choose a suitable Japan proxy based on your scenario:

Data Center Proxy: IP are typically provided by cloud providers or data centers, offering fast speeds and lower costs. However, their network attribution is obvious, making them easier for platforms to identify.
Residential/ISP Proxy: IP are tied to residential networks or ISP resources, with attributes closer to genuine local users, making them suitable for accounts requiring a fixed Japan network environment over time.

For accounts requiring long-term maintenance, Mercari prioritizes authentic account localization. We recommend native residential IP provided by IPFoxy. These long-term, fixed, native IPs closely resemble real local user networks, reducing account traffic limits or bans caused by IP issues.

After choosing a Japan proxy, check your device environment for conflicts, including IP location, device time zone, system language, and geolocation details, keeping the overall environment consistent and logical.

Prepare Personal Information and Register the Account

During Mercari registration, enter your country/region, language, email, password, full name, and date of birth, then verify via email. Use your genuine information—especially your name and date of birth—ensuring it matches your subsequent identity verification details.

After registration, do not create multiple accounts to test different network environments. Mercari enforces a one-account-per-person policy; if you previously registered an account, log in using that original account.

If identity confirmation is required, prepare the relevant materials according to the prompts. Keep registration data, identity verification details, and actual user information consistent throughout to avoid mismatches during transactions or verifications.

Complete Your First Product Listing

After successful registration, publish products via the App or web interface. The basic workflow includes preparing product photos, entering the product title, condition, category, price, and shipping details. For your first listing, avoid publishing large quantities at once; start with authentic, compliant items with complete information. Ensure product photos, titles, categories, and descriptions are consistent, accurately detailing condition and flaws while avoiding unrelated brand keywords or exaggerated statements.

II. Mercari Account Network Configuration: IPFoxy Residential ISP Proxy Setup

If your scenario requires a proxy, follow the process: Obtain Proxy → Configure Proxy → Test Environment → Maintain Fixed Usage. You can refer to the following IPFoxy residential ISP proxy setup guide:

Step 1: Choose and Obtain Residential Proxy Information

Access the IPFoxy proxy management console and select Japan residential ISP proxy based on your business needs. Record the proxy IP address, port, username, password, and double-check the state, city, and ISP details.

Step 2: Configure the Proxy

After obtaining proxy details, configure the Japan ISP residential IP into your actual setup to form a stable "Account–Anti-detect Browser–IP" combination. You can bind and configure it using two methods:

Anti-detect Browser: Create an isolated browser profile first, then bind the proxy details. Select manual configuration in the proxy settings, input the proxy server, port, and authentication credentials, and save to connect.

Native Browser: Configure the proxy directly in native browsers like Google Chrome using proxy management plugins such as IPFoxy Proxy Manager.

After configuration, open a standard webpage to test the connection and ensure the proxy is active before logging into your Mercari account.

Step 3: Test IP and Device Environment

After connecting to the proxy, use IP detection tools like IPinfo, IPQualityScore (IPQS), or Scamalytics to verify whether the country/region, ASN, and IP type match a Japan residential ISP proxy and ensure there are no obvious proxy, data center, or abuse records.

Mercari maintains strict standards for IP purity and authenticity. Aim for clean IPFoxy proxy test results with a Fraud Score under 10, indicating higher IP reputation and better account trust.

Check your device time zone, language, and geolocation settings to prevent conflicts with the IP region. If you detect IP misattribution, type mismatches, or leaks, reconfigure the proxy and verify the environment before logging in.

Step 4: Fix Account and Network Environment

Once verified, establish a fixed relationship for the account, such as "Mercari Account A → Japan Residential ISP IP A → Anti-detect Browser Profile A." Maintain this connection and avoid frequent IP or device changes. If changing proxies becomes necessary, check the new IP location and quality before switching. Fixing accounts to specific network environments simplifies long-term management and troubleshooting.

III. Important Tips to Prevent Mercari Account Bans

Avoid High-Frequency Operations on New Accounts

Newly registered accounts should not immediately list items in bulk, modify info, or execute high-frequency actions. Complete your personal profile, browse naturally, use platform features, and familiarize yourself with listing, messaging, and trading processes. Avoid repeated logins, batch publishing, or frequent item edits in short periods. Keep a natural operational rhythm, especially on new accounts.

Prioritize Shipping and After-Sales Fulfillment

After completing a trade, ship promptly, monitor buyer messages, and resolve item issues or shipping anomalies quickly. Frequent late shipments, inaccurate product descriptions, or trade disputes can jeopardize account status. For high-value items, review Mercari's identity verification requirements in advance. The platform has strengthened identity checks for high-ticket items; refer to on-screen prompts and official rules.

Do Not Use Abnormal Tactics to Bypass Platform Restrictions

If your account receives verification requests, restrictions, or error prompts, check Mercari notifications and help pages to identify the root cause before taking action. Avoid repeated registrations, device switches, or workarounds to bypass limits, as these increase account risk.

IV. FAQ

Why can't I register even when using a Japan proxy?

This may relate to the network connection itself. Mercari explicitly states that accessing through third-party networks may trigger registration restrictions. Check your proxy connection, IP quality, and network settings rather than simply increasing the frequency of IP switches.

Which proxy type is best for Mercari Japan?

If your setup requires a proxy, prioritize stable Japan residential ISP proxies. Focus on IP location, ISP carrier, network type, and stability, maintaining a fixed network exit for each account.

Can I register multiple Mercari accounts?

Mercari recommends one account per person and advises against registering multiple accounts.

Is identity verification required for listing items on Mercari?

In certain cases, yes. Mercari requires identity verification under specific listing conditions, and identity checks have been strengthened for listing and purchasing high-value items.

V. Conclusion

The key to operating on Mercari Japan extends beyond securing a Japan IP; it relies on authentic identity, matching regions, stable networks, and compliant operations. If you need a proxy, choose a stable Japan residential ISP proxy and keep your account and network environment fixed. A proxy optimizes your network exit but cannot replace identity verification or platform compliance. Long-term account stability relies on authenticity, consistency, and compliance.

How to Use Proxies for Ad How to Use Proxies for Ad Verification: Monitoring Google, Meta, and TikTok Ads

IPFoxy — Thu, 03 Sep 2026 08:59:04 +0000

For global advertisers, launching a campaign is not the end of the job. Once an ad goes live, you still need to verify how it appears across different locations. This includes checking whether it is displayed correctly in the target market, whether the creative and copy are accurate, whether the landing page loads properly, and whether users in different countries and regions see the intended ad content. This is where ad verification Proxies play an important role.

This guide covers how to choose and use Proxies for ad verification, with practical monitoring scenarios for Google, Meta, and TikTok. It also explains how to build a more stable and efficient ad verification environment.

I. What Problems Do Proxies Solve for Ad Verification?

You have spent the ad budget, but do you really know what your ads look like in the target market? These issues happen every day:

Is your ad actually being shown in the target location? Backend impression numbers cannot tell you whether local users actually saw your ad.

Do users in different countries or cities see the same ad? The same campaign may show completely different creative versions across markets.
Are the ad creative, copy, and CTA correct? Is the creative cropped? Is the translation accurate? Does the CTA button display properly? These details are not always visible in the preview window.
Does the landing page load correctly by region? Users in different locations may see different prices, promo codes, or even different page versions.
Are there delivery errors, competitor placements, or other issues? Are competitors taking over your placements? Is brand safety being compromised?

Ad platforms use IP addresses as a key delivery signal. If your IP location stays fixed, you cannot accurately simulate different target markets. Datacenter IPs are also more likely to be excluded from auctions by major ad networks.

That is why professional ad verification Proxies are needed. They allow advertisers to access ad platforms and landing pages through real network environments in different target locations. This supports six key use cases: geo verification, impression verification, creative verification, landing page verification, competitor monitoring, and brand safety monitoring.

II. How to Choose Proxies for Ad Verification

1. Residential vs. ISP vs. Datacenter vs. Mobile Proxies

Residential Proxies: IPs come from real home broadband connections. They offer the widest coverage and a high level of authenticity, closely reflecting the network environment of local users.
ISP Proxies : They combine the speed and stability of datacenter infrastructure with the trust level of residential IPs. They are suitable for scenarios that require a consistent IP over a longer period.
Datacenter Proxies: IPs come from IDC data centers. They are the most cost-effective option, but are more likely to be detected by risk-control systems on platforms such as Google and Meta, which can lead to blocks or CAPTCHAs.
Mobile Proxies: IPs come from real mobile carrier networks (4G/5G/6G). They have strong network trust signals and cellular characteristics, making them especially accurate for mobile ad verification, such as TikTok Feed and in-app ads, as well as cloaking detection.

If your main goal is to verify what real users may see in different locations, Residential Proxies are usually the first choice. For mobile-specific scenarios, Mobile Proxies are often more suitable.

For example, IPFoxy provides professional Proxy services for advertising use cases, with IP resources covering 200+ countries and regions. Available options include Static Residential ISP Proxies, Rotating Residential Proxies, and Rotating Mobile Proxies for ad verification. You can select a target country or even a specific city based on your needs. IPFoxy also provides clean, low-risk IP pools to reduce frequent CAPTCHA challenges.

III. How to Use Proxies for Ad Verification

The basic ad verification workflow is: define the target market → select the target country/city → get a Proxy → configure the browser → access the ad platform → view the ad → record the results → compare across regions.

Step 1: Define the Countries and Regions to Verify

Based on your ad delivery and monitoring plan, define the test scope. Then select the Proxy location for the target ad verification region in a Proxy dashboard such as IPFoxy.

Step 2: Configure the Proxy

Manual testing: Configure the Proxy in your regular browser with a Proxy extension, such as IPFoxy Proxy Manager.

Batch isolated testing: For large-scale ad monitoring, you can combine Proxies with the environment isolation features of an antidetect browser. Teams testing multiple markets at the same time can pair Proxies from different locations with separate browser environments to reduce interference between test sessions.

Step 3: Open the Target Ad Environment and Run the Test

Open the target ad platform or landing page and check each of the following:

Target ad visibility: Check whether the ad appears, how often it is triggered, and where it is placed.
Ad creative: Check whether images and videos meet local cultural expectations and review standards.
Ad copy: Check whether the language, wording, and formatting are accurate.
CTA: Confirm that the call-to-action button and destination link work correctly.
Ad landing page: Check regional adaptation, pricing and currency, and page loading speed.

*Step 4: Repeat the Test Across Multiple Regions
*
Rotate Proxies across different countries or cities and repeat the steps above. Export screenshots and logs from each region to build a complete set of ad monitoring data.

IV. Google, Meta, and TikTok Ad Verification: Python Automation Example

For large-scale monitoring of Google Search/Display, Meta Ad Library, TikTok Feed ads, and similar scenarios, you can integrate ad verification Proxies into Python scripts to collect ad data from target regions in batches.

1. Python Configuration Example

Below is a Python example for configuring a Proxy with IPFoxy.

import urllib.request
if __name__ == '__main__':
    proxy = urllib.request.ProxyHandler({
        'https': 'username:password@gate-us-ipfoxy.io:58688',
        'http': 'username:password@gate-us-ipfoxy.io:58688',
    })
    opener = urllib.request.build_opener(proxy,urllib.request.HTTPHandler)
    urllib.request.install_opener(opener)
    content = urllib.request.urlopen('http://www.ip-api.com/json').read(
print(content)

2.Concurrent Verification at Scale

When you need to verify multiple markets at the same time, you can use concurrent libraries such as concurrent.futures to send multiple network requests in parallel. Each request can use a Proxy from a different region while collecting key data such as response status, load time, and page content.

from concurrent.futures import ThreadPoolExecutor
# Define Proxy configurations for multiple markets
markets = {
    'US': 'us_proxy_string',
    'DE': 'de_proxy_string',
    'JP': 'jp_proxy_string'
}
def verify_market(market, proxy_string):
# Configure the Proxy and access the target ad page
# Return verification results
    pass
with ThreadPoolExecutor(max_workers=5) as executor:
    results = executor.map(lambda m: verify_market(m, markets[m]), markets.keys())

V. Conclusion

Ad verification is an essential quality-control step for global digital marketing. By choosing and configuring Residential and Mobile Proxies appropriately, advertisers can accurately recreate the ad environments seen by users around the world, monitor competitor activity, and identify ad fraud or malicious redirects. This helps ensure that every dollar of ad spend delivers maximum value.

Reddit Account Warming Guide: 2026 Reddit Setup ,Warming Process & Karma Growth

IPFoxy — Wed, 02 Sep 2026 10:56:43 +0000

For social media marketing, and global brand expansion, Reddit has become an important traffic channel thanks to its large audience of highly engaged users and strong search visibility. However, as Reddit continues to strengthen its anti-abuse systems and AI-powered risk controls, account restrictions have become increasingly strict. Large-scale bans and Shadowbans have caused repeated setbacks for many operations teams.

This guide breaks down every stage of Reddit account warming, covering environment setup, the account-warming process, Karma growth, and common pitfalls. It provides a practical overview of the Reddit account-warming process for 2026. It’s a long read, but well worth your time.

I. How to Set Up a Reddit Account Profile？

In Reddit’s risk-control system, the authenticity and consistency of the account profile are key. If hardware fingerprints, IP addresses, or browser show signs of association or abnormal behavior, a new account may quickly be classified as a Bot.

There are two common approaches to setting up an environment for multiple accounts:

Antidetect browsers/cloud phones + proxies
Native browsers such as Chrome + proxies

Based on practical testing, running multiple Chrome Profiles with clean residential IPs provides the highest account survival rate. This setup preserves the characteristics of a real browser environment while allowing the network node for each Profile to be isolated.

Detailed setup steps (using Chrome + IPFoxy residential IPs as an example):

Step 1: Create an independent Chrome Profile

Click your profile icon in the top-right corner of Chrome and add a new user Profile. Make sure each account uses a completely separate and clean browser environment, and never share Cookies between accounts.

Step 2: Install the IPFoxy Proxy Manager extension

Since Google Chrome does not provide built-in proxy management for this workflow, use a proxy management extension such as IPFoxy Proxy Manager.

Step 3: Bind a dedicated residential IP

Open the IPFoxy extension and connect your IPFoxy proxy account. The proxy details obtained from IPFoxy will sync automatically with the browser extension. Simply enable the corresponding IP—no manual configuration is required.

Step 4: Test network connectivity

Check the IP masking level within the configured Profile. Once the setup is confirmed to be working, all future logins and activity for that account should take place within the same dedicated Chrome Profile. Avoid switching environments frequently.

II. Complete Reddit New Account Warming Process & Key Considerations

It’s important to note that Reddit does not have one universal or fixed account-warming period. Each community (Subreddit) sets its own posting requirements, while specific Karma requirements and account-age thresholds are not publicly disclosed. Account warming is therefore best viewed as an ongoing process rather than a fixed waiting period.

1. Account Registration

Register the account using a clean, stable network environment and a dedicated email address. Mainstream international email providers such as Gmail, Outlook, or ProtonMail are generally preferable, with Gmail often considered the most stable option.

Registration tips:

Avoid registering large numbers of accounts in a short period. Leave 10–15 minutes between registrations.

Keep your activity consistent with normal user behavior. After opening a page, spend a reasonable amount of time on it before entering information.

2. Complete Your Profile

During the first 3–5 days after registration, avoid immediately changing profile information such as the avatar, bio, or username. This is especially important for purchased accounts—do not modify the profile right away. It is better to gradually complete the profile after the account has stabilized.

3. Get Familiar with Subreddits

Follow 5–10 niche communities that are highly relevant to the account’s target topic. Whenever you join a new community, read the Subreddit Rules in the sidebar first. At this stage, the priority is observation rather than posting. Most large Subreddits have requirements covering posting Karma, account age, and post formats, including whether images or videos are allowed.

Pay close attention to the community’s content style:

What formats do highly upvoted posts usually take?
Do users prefer personal experiences, discussions, or image-based content?
What tone do highly upvoted comments use?
What types of content do moderators typically remove?

Two types of communities are worth focusing on early on:

Account-checking Subreddits: such as r/WhatIsMyCQS (for checking Contributor Quality Score) and r/Shadowban (for checking whether an account has been Shadowbanned).

Low-barrier interaction Subreddits: such as r/AskReddit, r/Catpics, r/Lookatmydog, and r/NewToReddit. These communities generally have lower barriers to participation and are suitable for sharing everyday content, pet photos, or answering open-ended questions, making it easier to build initial Karma.

4. Browse Content and Leave Natural Comments

During the first month, focus mainly on browsing and commenting rather than posting. After building a few days of browsing history, you can gradually add a small number of Upvotes and start leaving genuine comments.

Practical suggestions:

Leave 3–5 comments per day; for accounts less than 3 days old, limit this to no more than 3 comments per day.
Prioritize recently published posts that are gaining traction (sort by Rising), especially in highly active communities.
Leave genuine, useful answers under popular posts (Hot/Top), drawing on real experiences or professional knowledge. Aim for around 40–90 characters per comment.
Avoid posting raw AI-generated replies. If you use AI to assist with drafting, make the content sound natural and conversational.
Avoid posting comments too close together. Start with one comment and observe whether it is removed.
Avoid meaningless comments such as “Thanks” or “Good post.” AI-powered risk-control systems may identify this type of activity as low-quality behavior.

5. Publish Original Content

After maintaining meaningful interaction in a specific Subreddit for more than a week, including comments that receive Upvotes, you can consider publishing your first post.

General posting principles:

When browsing a community, switch to New or Rising and look for recently posted questions that have not yet received many comments.
Prioritize quality over quantity. Keep your posting frequency under control and avoid posting every day.
Posts should provide genuine value and encourage discussion, such as sharing solutions to common problems or summarizing personal experiences.
New accounts are generally better off starting with Text Posts, as Link Posts often have higher posting requirements.

6. Maintain Consistent Activity and Monitor Account Health

Establish a consistent daily activity routine and regularly visit r/WhatIsMyCQS and r/shadowban to monitor account status:

CQS rating (Lowest, Low, Moderate, High, Highest). A CQS of Moderate or above indicates relatively healthy account quality. If it drops to Low, stop posting immediately and focus on high-quality interactions to improve the account’s standing.
Shadowban: Open the 【Shadowban Detection】 page in the community. If a red box displays 【You cannot submit an appeal】, the account is considered normal according to the source’s described check. If the message does not appear, the account may be Shadowbanned, as shown below.

III. How to Increase Reddit Karma？

According to Reddit’s system, Karma is a key indicator of a user’s contribution to the community. It primarily comes from Upvotes and Downvotes that other users give to your Posts and Comments.

Karma TypeSourcePurposePost KarmaNet Upvotes received on your postsImproves your posting standing and trust level in specific communitiesComment KarmaNet Upvotes received on your commentsUsually the easiest type to build quickly and a common initial threshold for determining whether an account is a genuine user

What Types of Content Are More Likely to Get Upvotes?

Highly relatable and engaging content: In lifestyle, pet, and relationship-focused communities, genuine stories or images with humor and personality can resonate well with users. Similar to the idea of “cat and dog tax” often seen when people share content online, this type of material can be an easy way to earn Karma. Some suitable Subreddits were listed above.

In-depth insights and helpful solutions: In professional or niche communities, provide detailed answers to technical questions or practical problems, but avoid making the response promotional.

Join rising discussions early: The Rising or New filters can surface posts that have recently been published and are beginning to gain Upvotes. In large, high-traffic Subreddits, switch from Hot to Rising and leave comments that are insightful, interesting, or genuinely informative.

Be careful not to mass-comment simply to farm Karma. Some operators try to publish dozens of short, generic comments in a short period to quickly increase Karma. According to the source, this type of behavior can be detected by Reddit’s upgraded 2026 AI risk-control systems and may be classified as “Karma Farming,” potentially resulting in a permanent account ban.

IV. Common Reddit Account-Warming Mistakes

The following behaviors are major causes of account bans:

Posting immediately after joining a community: Posting without any comment history can trigger review by both the system and moderators (Mods).
Posting too much in a short period: Submitting multiple posts at very short intervals can resemble typical Bot behavior.
Reposting identical or recycled content: Publishing the same content across different Subreddits can be classified as spam distribution.
Copying comments in bulk: Using highly similar or templated replies across different posts.
Frequently posting promotional links: This may violate the commonly cited “90/10 rule,” meaning roughly 90% community-focused participation and no more than 10% reasonable promotion. New accounts posting external links are particularly likely to be restricted.
Sending large numbers of DMs: Sending unsolicited private messages can trigger rate limits and user reports.
Artificial interaction between multiple accounts: Using your own account network to Upvote, comment on, or artificially boost a primary account.

Conclusion

By 2026, Reddit’s risk-control system has become highly sophisticated. From account registration to daily activity, every stage can be monitored by the platform. The core principle of account warming remains unchanged: make the account behave like a genuine, everyday user.

Rather than focusing on gaining Karma as quickly as possible, it is better to return to the fundamentals of Reddit: participate genuinely, contribute consistently, and respect community rules. On a community-driven platform, providing real value is the foundation for maintaining an account over the long term.

ISP Proxy vs. Datacenter Proxy: Top 6 Use Cases & Selection Guide

IPFoxy — Wed, 02 Sep 2026 09:59:57 +0000

Choosing between an ISP proxy and a datacenter proxy can be challenging. What are the key differences between them? Both types vary significantly in terms of IP origin, stability, speed, and target platform detection. Starting from the IP source, this guide compares the core differences between the two proxy types and covers 6 key business use cases to help you quickly decide which proxy best suits your business needs.

I. What is a Datacenter Proxy?

A datacenter proxy is a proxy IP provided by data centers, cloud service providers, or server hosting facilities. When used, incoming requests are routed to the proxy server first, which then accesses the target website. The target website sees the IP address of the proxy server rather than your local IP address.

Because datacenter proxy IPs originate from server networks, they typically offer large pool sizes, abundant bandwidth, and high connection stability, making them well-suited for high-concurrency requests. Depending on how the IP is used, they are generally divided into three types:

Shared Datacenter Proxy: Multiple users share the same IP pool. It is cost-effective and ideal for bulk tasks that do not require high IP exclusivity.
Dedicated Datacenter IPv4 Proxy: A single user exclusively uses the IP address. It is suitable for tasks requiring a fixed, dedicated exit point.
Dedicated Datacenter IPv6 Proxy: Provides exclusive IPv6 addresses, ideal for target websites and operating environments that support IPv6.

Please note that "datacenter proxy" merely categorizes the source of the IP. Actual performance is still influenced by factors such as IP reputation, network line quality, stability, and the target website's risk control strategies.

II. What is an ISP Proxy?

An ISP proxy refers to a proxy IP registered or assigned by an Internet Service Provider (ISP), commonly referred to in the market as a dedicated static residential proxy. Unlike authentic home residential proxies, although ISP proxies utilize IP resources under an ISP name, the proxy nodes are typically hosted in data centers.

When using an ISP proxy, requests pass through a proxy server first and then reach the target website using an ISP-registered IP. Unlike a rotating residential proxy that changes IPs frequently, an ISP proxy usually provides a fixed exit IP that remains consistent after acquisition. Additionally, dual-ISP proxies (native IPs) align more closely with the target region and network operator details.

In actual business operations where more authentic and diverse proxy resources are needed, it is recommended to work with professional proxy service providers rather than acquiring IPs of unknown origin from free proxy websites or individual sellers. For example, IPFoxy global proxy IP service provides both datacenter and ISP proxies with rotating proxy and static proxy delivery models, offering greater assurance in stability, convenience, and post-sales support.

III. Key Differences: ISP Proxy vs. Datacenter Proxy

After understanding the sources of both proxy types, here is a comparison of their core differences:

How can you verify whether your acquired proxy IP is an ISP proxy or a datacenter proxy?

After choosing a proxy IP for your business, you can look up its IP information using IP lookup tools such as IP2location or IPinfo to check fields like ASN, ISP, Organization, and IP Type.

Checking the ASN results reveals the source of the proxy IP. If the ASN corresponds to a cloud provider, host provider, or data center, it is typically a datacenter IP. If it displays a local telecommunications or broadband provider, it belongs to the ISP type.

For example, when inspecting an IPFoxy residential proxy IP using the IPinfo tool, if the AS Type shows "ISP" and the ASN matches a US-based Internet provider, it indicates that the proxy is an ISP proxy:

Once the proxy information is verified, configure the IP in your actual operational environment and run live access tests to check connection stability. Following the workflow of "Check IP Info → Verify Proxy Attributes → Perform Live Testing" is far more reliable than judging a proxy type solely by product name.

IV. Selection Guide Across 6 Main Business Scenarios

1. Social Media & E-Commerce Account Operations

For tasks that require long-term logins, such as managing social media accounts or e-commerce store backends, a dedicated static residential proxy is recommended. These scenarios prioritize IP stability. Frequently changing the exit IP can lead to detected environment changes, so a fixed IP is better suited for long-term account maintenance.

If your task only involves browsing public content or viewing product details, you do not need an ISP proxy for a fixed network environment—a standard datacenter proxy is sufficient.

2. Advertising Account Verification & Placement

Ad accounts often involve logins, identity checks, regional access, and account management, which require a relatively consistent network environment. Therefore, for long-term ad account operations, a dedicated static residential proxy should be preferred, maintaining a stable 1:1 match between the account and the IP wherever possible.

When selecting an IP, prioritize region matching, stability, and exclusivity. If you only need to perform bulk checks on public content like landing pages, ad creative assets, or page statuses, lower-cost datacenter proxies are a better choice.

3. Large-Scale Public Data Collection

If the target website does not enforce strict anti-scraping rules or IP restrictions, the main priorities for data scraping tasks are concurrency, request speed, and cost efficiency. In such cases, datacenter proxies should be the top choice.

Depending on the scale of your tasks, you can choose between shared or dedicated types: large-volume, budget-friendly requests can be handled by dedicated datacenter proxies. During actual testing, if you encounter frequent rate limits and require a more stable exit environment, consider switching to an ISP proxy.

4. Price Monitoring & SEO Tracking

Price tracking, search ranking monitoring, and competitor data scraping usually generate a high volume of repetitive requests, while some target sites limit access frequency over short periods. For websites with low risk control, datacenter proxies are usually enough. If CAPTCHAs, rate limits, or IP blocks occur frequently, you should test ISP proxies further.

If you need to monitor search results continuously within a specific country or city, make sure to check the proxy's location coverage and IP stability to prevent distorted results caused by IP location shifts.

5. AI Automation Tools

Tools like AI Agents, Playwright, and Selenium do not dictate the proxy type; the choice depends on the target website accessed by the automated script.

If you primarily target public webpages, standard APIs, or low-risk platforms, opt for datacenter proxies to better support high-frequency requests. If your automation tasks involve long-term logins, location-restricted access, or account session maintenance, choose a fixed ISP proxy. Clearly identify the target platform first, then choose the proxy type based on concurrency requirements and the need for a fixed IP.

6. Ticketing & Limited-Edition Sneaker Platforms

Ticketing platforms and limited-release product sites are exceptionally sensitive to request rates, login environments, and unusual traffic. If the platform permits proxy usage, it is best to test stable dedicated proxy IPs first and choose nodes that match the target region.

Focus on connection stability, regional matching, and actual request success rates during selection, rather than solely pursuing large IP counts or extreme concurrency. Always check whether the target platform permits proxies, automation tools, or batch requests, and strictly adhere to platform rules.

V. FAQ

Are ISP proxies always better than datacenter proxies?

Not necessarily. ISP proxies are better suited for maintaining consistent identity and long-term sessions, whereas datacenter proxies excel at high-concurrency, cost-effective tasks. Selection should be based on your specific business requirements rather than assuming one type is universally superior.

What is the difference between an ISP proxy and a static residential proxy?

In the industry, ISP proxies are often referred to as static residential proxies, but strictly speaking, they are not completely identical. ISP proxies focus on ISP-registered IP ownership and consistent long-term usage, whereas traditional residential proxies usually originate from real home residential networks.

Are datacenter proxies suitable for data collection?

Yes. For large-scale data collection on public webpages and low-risk websites, datacenter proxies typically offer superior speed, high concurrency, and cost advantages. If the target website imposes strict IP restrictions, consider testing other proxy types.

Should I choose an ISP proxy or a datacenter proxy for web scraping?

If the target site has low security controls and your primary requirements are speed, concurrency, and cost efficiency, a datacenter proxy is usually the better fit. If you encounter frequent CAPTCHAs, access limits, or IP bans during scraping, test an ISP proxy instead. It is recommended to run small-scale trials to verify success rates before full deployment.

What factors besides proxy type should I consider when buying proxy Is?

In addition to choosing between ISP and datacenter types, you should consider IP exclusivity, regional coverage, IP purity, connection stability, concurrency limits, and pricing models. If you need a long-term fixed IP, confirm whether the provider supports keeping the same exit IP over time. For bulk access tasks, focus your testing on IP pool size and concurrency capacity.

VI. Conclusion

Neither ISP proxies nor datacenter proxies are inherently superior—the right choice depends entirely on your business requirements. When you need fixed IPs and consistent sessions, prioritize ISP proxies. When high concurrency, large-scale access, and cost control are key, datacenter proxies are more suitable. Always run live tests on target websites to choose based on actual performance, avoiding unnecessary costs for features your workflow does not require.