Residential Proxy vs ISP Proxy: 9 Key Differences in 2026

Residential Proxy vs ISP Proxy is an increasingly important comparison for developers, data teams, automation engineers, and businesses that need reliable access to geographically distributed web resources.

At first glance, the two proxy types can appear very similar. Both can use IP addresses associated with consumer-facing internet service providers, and both may appear as ISP-connected addresses in IP intelligence databases. However, their underlying infrastructure, IP lifecycle, rotation behavior, session persistence, pool structure, and operational characteristics can be very different.

The simplest distinction is:

Residential Proxy
        ↓
Dynamic Residential Network
        ↓
Residential Endpoint
        ↓
Consumer ISP
        ↓
Destination

while a typical ISP proxy architecture is closer to:

ISP Proxy
    ↓
Hosted Proxy Infrastructure
    ↓
ISP-Associated Static IP
    ↓
Destination

This difference affects much more than whether an IP is labeled “residential.”

It affects how long an IP remains available, how rotation works, how large a usable pool can be, how sessions behave, how infrastructure scales, and which proxy type is better suited to different technical requirements.

This guide explains nine important differences between residential proxies and ISP proxies in 2026.

What Is the Difference Between a Residential Proxy and an ISP Proxy?

A residential proxy routes traffic through IP addresses associated with residential internet access networks.

A simplified architecture looks like this:

Client
   ↓
Proxy Gateway
   ↓
Routing Layer
   ↓
Residential Endpoint
   ↓
Consumer ISP
   ↓
Destination

The residential endpoint may be dynamic. It can connect, disconnect, receive another public IP, or become unavailable over time.

An ISP proxy—sometimes called a static residential proxy—is generally designed around more persistent IP addresses associated with internet service provider networks while being operated through more stable proxy infrastructure.

Conceptually:

Client
   ↓
Proxy Gateway
   ↓
ISP Proxy Infrastructure
   ↓
Persistent ISP-Associated IP
   ↓
Destination

The key architectural distinction is therefore not simply:

Residential IP
vs
ISP IP

A more useful comparison is:

Dynamic Residential Endpoint
vs
Persistent Hosted ISP Proxy

That difference influences nearly every characteristic discussed below.

1. Residential Proxies and ISP Proxies Have Different Infrastructure Models

The first major difference is where the exit IP comes from and how that exit participates in the proxy network.

Residential Proxy Infrastructure

A residential proxy network can contain distributed endpoints connected through consumer internet networks.

A request may follow a path such as:

Application
    ↓
Residential Proxy Gateway
    ↓
Authentication
    ↓
Routing System
    ↓
Available Residential Endpoint
    ↓
ISP
    ↓
Destination

The residential endpoint is part of a network whose availability can change over time.

Endpoints may:

  • connect to the network,
  • disconnect,
  • change public IP addresses,
  • become temporarily unavailable,
  • move between network conditions.

This makes the residential proxy pool dynamic.

ISP Proxy Infrastructure

ISP proxies are generally built around more stable infrastructure.

Conceptually:

Application
    ↓
ISP Proxy Gateway
    ↓
Proxy Infrastructure
    ↓
Persistent ISP-Associated Exit
    ↓
Destination

The exit does not depend on a residential device remaining online in the same way a dynamic residential endpoint can.

This creates the first important distinction:

Residential Proxy
        =
Dynamic Endpoint-Based Pool

ISP Proxy
        =
More Persistent Infrastructure-Based Pool

This difference influences availability, rotation, sessions, and scaling.

2. IP Persistence Is Usually Very Different

One of the clearest differences between Residential Proxy vs ISP Proxy infrastructure is how long an exit IP can remain available.

Residential Proxy IP Persistence

Residential addresses can be dynamic.

An endpoint might currently use:

203.0.113.20

and later appear with:

203.0.113.81

The change could result from:

ISP Reassignment
Residential Router Reconnection
Endpoint Reconnection
Network Transition
Proxy Session Expiration
Proxy Routing Change

Even when a proxy provider offers sticky sessions, the underlying residential endpoint may still disappear.

Therefore:

Sticky Session Duration
        ≠
Guaranteed Residential IP Lifetime

A session configuration can tell the routing system to attempt to preserve an exit mapping, but it cannot force a dynamic endpoint to remain available indefinitely.

ISP Proxy IP Persistence

ISP proxies are generally designed for longer-lived IP assignment.

Instead of continuously selecting from a dynamic endpoint pool, an application may receive a stable proxy address that remains assigned for a longer period.

Conceptually:

Account
   ↓
ISP Proxy A
   ↓
Same Exit IP
   ↓
Request 1
Request 2
Request 3
...

This makes ISP proxies useful when the application requires a consistent network identity across longer workflows.

The distinction can be summarized as:

Residential Proxy
Dynamic by nature

ISP Proxy
Persistent by design

However, “static” should not be interpreted as “permanent forever.” Infrastructure changes, account configuration, provider policies, routing events, or address reassignment can still occur.

3. Residential Proxies Usually Offer a More Dynamic IP Pool

Pool behavior is another major difference.

Imagine a residential network at three different times:

10:00
A B C D E

10:30
A C D F G

11:00
B D F H I

Across the entire observation window, the network has seen:

A B C D E F G H I

But all nine exits were not necessarily available simultaneously.

This means several pool measurements exist:

Historically Observed IPs
        ↓
Recently Observed IPs
        ↓
Currently Active IPs
        ↓
Currently Eligible IPs
        ↓
Currently Reachable IPs
        ↓
Usable IPs

Residential proxy pools can therefore provide significant address diversity across time.

ISP proxy pools behave differently.

Because addresses are generally more persistent, the available pool can be more stable but may not exhibit the same level of natural endpoint churn.

Conceptually:

Residential Pool

A B C D
↓ ↓   ↓
A C E F
  ↓ ↓
B C F G

versus:

ISP Proxy Pool

A B C D
A B C D
A B C D

This does not make one architecture universally better.

It means they optimize for different properties:

Residential Proxy
        ↓
Pool Dynamism

ISP Proxy
        ↓
IP Persistence

4. Rotation Works Differently

Rotation is often one of the main reasons users choose residential proxies.

A residential proxy gateway can select different exits across requests or sessions.

For example:

Request 1
   ↓
Gateway
   ↓
Residential Exit A

Request 2
   ↓
Gateway
   ↓
Residential Exit B

Request 3
   ↓
Gateway
   ↓
Residential Exit C

Depending on the service, rotation can be controlled by:

Per-Request Policy
Session ID
Session Expiration
Time-Based Rules
Exit Availability
Routing Policy

A sticky session changes the behavior:

Request 1 ─┐
Request 2 ─┼→ Session ABC → Exit A
Request 3 ─┘

But if Exit A disappears, the routing system may need to select another exit.

ISP Proxy Rotation

ISP proxies are commonly used when frequent rotation is not the primary requirement.

The model is more often:

Request 1 ─┐
Request 2 ─┼→ ISP Proxy A
Request 3 ─┤
Request 4 ─┘

The same exit can remain available across many requests.

If multiple ISP proxy addresses are available, an application can still rotate between them:

ISP Proxy A
ISP Proxy B
ISP Proxy C
ISP Proxy D

But that is different from a residential network dynamically selecting exits from a changing endpoint population.

Therefore:

Residential Rotation
        ≠
Static Proxy List Rotation

Both change IP addresses, but the underlying mechanisms are different.

5. Session Stability Is Not the Same

Applications often need the same IP across a sequence of related requests.

Consider an authorized workflow that involves:

Request 1
   ↓
Request 2
   ↓
Request 3
   ↓
Request 4

If all four requests need a consistent exit, session stability matters.

Residential Proxy Sessions

Residential proxies often solve this with sticky sessions.

Session ABC
    ↓
Exit A

As long as the session mapping remains valid and Exit A remains available:

Request 1 ─┐
Request 2 ─┼→ Exit A
Request 3 ─┤
Request 4 ─┘

But there are two independent lifetimes:

Logical Session Lifetime

and:

Physical Exit Availability

They should not be confused.

A session may be configured for a certain period while the underlying endpoint disappears earlier.

ISP Proxy Sessions

With a persistent ISP proxy, the IP itself can remain assigned without requiring the same type of dynamic exit mapping.

The model is closer to:

Proxy Configuration
       ↓
Persistent ISP Exit
       ↓
Same Public IP

This can simplify applications where long-lived IP consistency matters.

The distinction is:

Residential Proxy
Session persistence attempts to preserve
a mapping to a dynamic exit

ISP Proxy
IP persistence is more directly tied
to a stable proxy endpoint

6. Network Diversity Can Differ Significantly

Proxy diversity should not be measured only by counting IP addresses.

Suppose a proxy pool contains:

10,000 Unique IPs

That sounds highly diverse.

But imagine they map to:

20 IP Prefixes
4 ASNs
3 ISPs

The network is much more concentrated than the IP count alone suggests.

A better model is:

IP Diversity
     ↓
Prefix Diversity
     ↓
ASN Diversity
     ↓
ISP Diversity
     ↓
Geographic Diversity
     ↓
Route Diversity

Residential Proxy Diversity

A large residential proxy network can potentially span many:

Residential ISPs
ASNs
IP Prefixes
Cities
Regions
Countries

because endpoints originate from distributed access networks.

ISP Proxy Diversity

An ISP proxy pool can also contain multiple ISPs, ASNs, and locations, but a particular product or pool may be more concentrated because the infrastructure uses persistent allocated address ranges.

For example:

1,000 ISP Proxy IPs

could theoretically be distributed across many networks—or concentrated inside relatively few prefixes.

Therefore:

IP Count
   ≠
Network Diversity

When evaluating either proxy type, developers should measure diversity at several layers rather than relying only on advertised address counts.

7. Availability Behaves Differently

Residential proxy availability is inherently time-sensitive.

An exit that exists now may disappear later.

A useful model is:\[ Availability = f(Time,\ Location,\ ISP,\ Session,\ Health,\ Policy) \]

Suppose an application requests:

Country = US
State = California
City = Los Angeles

The provider may have a very large global residential network, but only a subset of currently active exits may satisfy all three requirements.

Conceptually:

Global Pool
    ↓
US Pool
    ↓
California Pool
    ↓
Los Angeles Pool
    ↓
Currently Active
    ↓
Healthy
    ↓
Usable

Every filter can reduce the candidate set.

ISP Proxy Availability

ISP proxies can provide more predictable address availability because exits are not dependent on the same type of dynamic residential endpoint population.

If an assigned ISP proxy is operational:

ISP Proxy A
     ↓
Available

it may remain continuously available for a longer period.

However, ISP proxies still depend on infrastructure health, routing, upstream connectivity, and provider capacity.

So:

Static IP
   ≠
Guaranteed Availability

Persistence and availability are related, but they are not identical.

8. Geolocation Behaves Differently in Practice

Both residential and ISP proxies can be associated with geographic metadata.

However, IP geolocation is not GPS.

A geolocation system generally infers location from network information:

IP Address
    ↓
Prefix
    ↓
ASN / ISP
    ↓
Network Intelligence
    ↓
Geolocation Database
    ↓
Country / Region / City

Residential Proxy Geolocation

Residential addresses can move through normal ISP address assignment processes.

As addresses are reassigned, third-party geolocation databases may not update simultaneously.

One database might report:

Tokyo

while another reports:

Yokohama

for the same IP.

This can happen because the databases use different sources, methodologies, and update schedules.

ISP Proxy Geolocation

Persistent ISP proxy addresses can provide a more stable network identity over time, but that does not guarantee that every third-party database will agree about their exact city-level location.

A static address can still be:

Database A → City X
Database B → City Y

Therefore:

Persistent IP
      ≠
Perfect Geolocation Agreement

For location-sensitive applications, geolocation should be validated against the specific requirements of the workload rather than assumed from the proxy category alone.

9. Residential Proxy and ISP Proxy Workloads Are Different

The architectural differences ultimately affect which proxy type fits a particular workload.

Residential proxies are often useful when the application benefits from:

Large Dynamic IP Pools
Geographic Distribution
IP Rotation
Short or Medium Sessions
Multiple Exit Networks
Flexible Location Selection

ISP proxies can be attractive when the application instead prioritizes:

Persistent IPs
Longer Sessions
Stable Network Identity
Predictable Exit Assignment
Long-Lived Workflows

This creates a useful decision model.

When Rotation Matters More

Consider a permitted data-collection system processing independent public pages:

URL 1
URL 2
URL 3
URL 4
...
URL 100,000

If individual tasks do not require a long-lived shared session, a dynamic residential pool may fit the architecture well.

When Persistence Matters More

Consider a workflow that requires the same network identity throughout a long-running authenticated session.

The requirement becomes:

Start Session
     ↓
Request A
     ↓
Request B
     ↓
Request C
     ↓
Request D
     ↓
End Session

A persistent ISP proxy may simplify that architecture because the exit IP itself is designed to remain stable for longer periods.

The correct choice therefore depends on the application’s network requirements rather than the assumption that one proxy category is universally superior.

Residential Proxy vs ISP Proxy Comparison

The main architectural differences can be summarized as follows:

CharacteristicResidential ProxyISP Proxy
Exit ModelDynamic residential endpointsMore persistent hosted exits
IP PersistenceUsually more dynamicUsually more stable
Pool BehaviorChanges over timeMore predictable
RotationOften built into routingUsually explicit between static exits
Sticky SessionsCommonOften less necessary for basic IP persistence
Endpoint ChurnGenerally higherGenerally lower
Network DiversityCan be highly distributedDepends strongly on provider infrastructure
Location AvailabilityDynamicMore predictable for assigned exits
Long-Lived IdentityDepends on endpoint/sessionUsually easier to maintain

These are architectural tendencies rather than universal guarantees.

Individual proxy providers can implement their networks differently, so real products should be evaluated based on their actual routing, address allocation, and session behavior.

Is an ISP Proxy Actually a Residential Proxy?

This is one of the most confusing questions in proxy terminology.

The answer depends on what is meant by “residential.”

If classification refers only to how an IP appears in network databases, an ISP proxy address may look similar to a residential ISP address.

But infrastructure matters.

A dynamic residential proxy can involve an endpoint actively participating through a consumer access network:

Gateway
   ↓
Residential Endpoint
   ↓
Consumer ISP

An ISP proxy can instead use persistent infrastructure:

Gateway
   ↓
Hosted ISP Proxy
   ↓
ISP-Associated IP

Both addresses may have ISP-related network characteristics, but their operational models differ.

This is why the term:

Static Residential Proxy

is sometimes used commercially for ISP proxies.

However, developers should look beyond the label and ask:

Where is the exit hosted?

How persistent is the IP?

Does the endpoint dynamically join and leave?

Which ASN originates the prefix?

How does rotation work?

Is the address dedicated or shared?

How is location assigned?

Those questions reveal more about the actual architecture than the product name alone.

Residential Proxy vs ISP Proxy: IP Classification

It is also important to separate proxy architecture from IP classification.

An IP can be described through several layers:

IP Address
    ↓
Prefix
    ↓
Origin ASN
    ↓
Network Operator
    ↓
IP Intelligence Classification

Third-party databases may classify addresses using categories such as:

Residential
ISP
Hosting
Datacenter
Mobile
Business

But different databases can disagree.

Therefore:

Provider Product Label
        ≠
Universal Third-Party Classification

A proxy sold as an ISP proxy should not be assumed to receive exactly the same classification from every IP intelligence service.

This matters when testing proxy networks.

A single IP-check website should not be treated as definitive proof of the architecture behind an address.

Residential Proxy vs ISP Proxy: Rotation and Persistence

One useful way to understand the difference is to compare their state models.

A rotating residential proxy may behave like:

Session 1
   ↓
Exit A
   ↓
Session Ends

Session 2
   ↓
Exit B

Session 3
   ↓
Exit C

A sticky residential session may behave like:

Session ABC
   ↓
Exit A
   ↓
Exit A
   ↓
Exit A
   ↓
Exit A

until the mapping expires or the endpoint becomes unavailable.

An ISP proxy is more likely to resemble:

Assigned Proxy A
      ↓
Exit A
      ↓
Exit A
      ↓
Exit A
      ↓
Exit A

This difference becomes important when designing connection pools, authentication state, browser sessions, and application retry behavior.

Residential Proxy vs ISP Proxy for Web Data Collection

For permitted web data collection, the proxy should be treated as one layer of a larger system.

A typical pipeline might look like:

Scheduler
    ↓
Request Worker
    ↓
Proxy Layer
    ↓
Destination
    ↓
Response
    ↓
Parser
    ↓
Validator
    ↓
Structured Dataset

Residential and ISP proxies can occupy the same position in this architecture.

What changes is the exit behavior.

Residential Proxy Model

Worker
  ↓
Gateway
  ↓
Routing
  ↓
Dynamic Residential Exit
  ↓
Destination

ISP Proxy Model

Worker
  ↓
Persistent ISP Proxy
  ↓
Destination

The application should therefore choose proxy behavior based on the task.

For independent collection jobs, the application may benefit from a larger rotating pool.

For stateful workflows, persistent exits may simplify session management.

But the proxy type does not replace application-level validation.

A successful proxy request still needs to be checked for:

Expected Content
Correct Market
Correct Currency
Correct Product
Correct Variant
Correct Seller
Valid Timestamp
Complete Data

Network success and data correctness remain separate responsibilities.

How to Benchmark Residential Proxy vs ISP Proxy

A useful comparison should not measure only raw latency.

Instead, create the same test workload for both proxy types and record multiple dimensions.

For example:

Connection Success Rate
Valid Response Rate
P50 Latency
P95 Latency
Session Stability
Exit IP Changes
Country Accuracy
City Accuracy
ASN Diversity
Prefix Diversity
Failure Rate
Cost per Valid Result

The test should also control:

Destination
Request Volume
Concurrency
Geographic Target
Protocol
Timeout
Retry Policy
Test Duration

Otherwise the comparison can become misleading.

For example, testing residential proxies against one destination and ISP proxies against another does not isolate the effect of proxy type.

Measure Session Stability Explicitly

For long-running sessions, record:

session_id
exit_ip
first_seen
last_seen
request_count
unexpected_ip_changes

Then calculate:\[ Session\ Stability = \frac{Requests\ Using\ Expected\ Exit} {Total\ Requests\ in\ Session} \]

Measure Network Diversity Separately

For rotating workloads, collect:

Unique IPs
Unique Prefixes
Unique ASNs
Unique ISPs
Countries
Regions

This prevents a large raw IP count from hiding network concentration.

Where ColaProxy Fits

ColaProxy can provide residential and ISP proxy infrastructure as the network layer for permitted data collection, automation, localization, monitoring, and related workflows.

The two products should be selected according to application requirements rather than treated as interchangeable IP pools.

A residential proxy workflow can look like:

Application
    ↓
ColaProxy Gateway
    ↓
Residential Routing
    ↓
Residential Exit
    ↓
Destination

An ISP-oriented workflow can instead prioritize a more persistent exit:

Application
    ↓
Proxy Configuration
    ↓
Static ISP Exit
    ↓
Destination

The surrounding application still remains responsible for request scheduling, parsing, validation, retries, storage, and data-quality checks.

This separation is important:

Proxy Infrastructure
        =
Network Access Layer

while:

Parser + Validator
        =
Data Quality Layer

A stable proxy IP does not guarantee correct application data, and a rotating residential IP does not automatically make a collection pipeline reliable.

Both need to be integrated into a properly designed system.

How to Choose Between Residential Proxy and ISP Proxy

Instead of asking which proxy type is “better,” start by identifying the network behavior the application requires.

If the workload needs frequent exit changes across many independent requests, a dynamic residential pool may be appropriate.

If the workload needs the same network identity for extended periods, an ISP proxy may be easier to operate.

If geography matters, compare actual location availability.

If network diversity matters, measure prefixes, ASNs, and ISPs rather than only IP count.

If session stability matters, test how often the exit changes during real sessions.

If performance matters, measure complete application results rather than running only a generic speed test.

The decision can therefore be modeled as:

Workload Requirements
        ↓
Rotation?
Persistence?
Geography?
Network Diversity?
Session Duration?
Concurrency?
Traffic Volume?
        ↓
Choose Appropriate
Proxy Architecture

The proxy category is the starting point—not the entire decision.

9 Key Differences Between Residential Proxy and ISP Proxy

The comparison can be summarized in nine technical differences.

1. Infrastructure: Residential proxies rely on dynamic residential endpoints, while ISP proxies generally use more persistent hosted infrastructure.

2. IP persistence: Residential IP availability can change frequently; ISP proxy addresses are generally designed to remain stable longer.

3. Pool behavior: Residential pools can change continuously as endpoints join and leave, while ISP pools tend to be more predictable.

4. Rotation: Residential networks commonly integrate exit rotation into gateway routing; ISP proxy rotation more often means explicitly switching between persistent addresses.

5. Session stability: Residential sticky sessions depend on both logical session mapping and endpoint availability, while ISP proxies can maintain a persistent address more directly.

6. Network diversity: Residential pools can span many consumer access networks, while ISP proxy diversity depends on how the provider sources and distributes its persistent addresses.

7. Availability: Residential availability is highly dependent on time, location, and active endpoints; ISP exits can provide more predictable long-lived availability.

8. Geolocation: Both rely on IP-based geolocation, but dynamic residential reassignment and database differences can create different location behavior.

9. Workload fit: Residential proxies emphasize dynamic pools, geographic distribution, and rotation, while ISP proxies emphasize persistence and stable network identity.

Understanding these differences is much more useful than simply comparing the two products by speed or IP count.

Frequently Asked Questions

What Is the Main Difference Between Residential Proxy and ISP Proxy?

A residential proxy typically routes traffic through dynamic endpoints associated with residential access networks, while an ISP proxy generally uses more persistent IP addresses associated with ISP networks and operated through stable proxy infrastructure.

Is an ISP Proxy the Same as a Static Residential Proxy?

The terms are frequently used interchangeably in the proxy industry, but terminology can vary between providers. The more important questions concern the actual network architecture, IP persistence, ASN, hosting model, and routing behavior.

Which Has More IP Rotation: Residential Proxy or ISP Proxy?

Residential proxy networks are generally designed to provide more dynamic exit rotation. ISP proxies usually prioritize persistent addresses, although applications can rotate between multiple ISP proxy IPs.

Can Residential Proxies Keep the Same IP?

Many residential proxy systems support sticky sessions that attempt to preserve the same exit for a period. However, the selected residential endpoint can become unavailable before the logical session expires.

Are ISP Proxy IPs Permanent?

They are generally more persistent than dynamic residential exits, but “static” should not be interpreted as a guarantee that an address will never change.

Do Residential and ISP Proxies Use the Same ASNs?

Not necessarily. ASN distribution depends on the underlying networks and provider infrastructure. Two proxy products can have very different ASN and prefix diversity.

Are ISP Proxies Residential IPs?

They may have ISP-associated characteristics and can sometimes be described commercially as static residential proxies, but the infrastructure model can differ from dynamic residential endpoint networks.

Which Proxy Type Has Better Geolocation?

There is no universal answer. IP geolocation depends on the address, network, location database, and data freshness. Both residential and ISP addresses should be validated for the specific geographic precision required by the application.

Should I Compare Residential and ISP Proxies by Speed?

Speed is only one dimension. A useful comparison should also measure valid response rate, session stability, IP persistence, geographic availability, ASN and prefix diversity, failure rates, and cost per successful result.

About the Author

A

Alyssa

Senior Content Strategist & Proxy Industry Expert

Alyssa is a veteran specialist in proxy architecture and network security. With over a decade of experience in network identity management and encrypted communications, she excels at bridging the gap between low-level technical infrastructure and high-level business growth strategies. Alyssa focuses her research on global data harvesting, identity anonymization, and anti-fingerprinting technologies, dedicated to providing authoritative guides that help users stay ahead in a dynamic digital landscape.

The ColaProxy Team

The ColaProxy Content Team is comprised of elite network engineers, privacy advocates, and data architects. We don't just understand proxy technology; we live its real-world applications—from social media matrix management and cross-border e-commerce to large-scale enterprise data mining. Leveraging deep insights into residential IP infrastructures across 200+ countries, our team delivers battle-tested, reliable insights designed to help you build an unshakeable technical advantage in a competitive market.

Why Choose ColaProxy?

ColaProxy delivers enterprise-grade residential proxy solutions, renowned for unparalleled connection success rates and absolute stability.

  • Global Reach: Access a massive pool of 50 million+ clean residential IPs across 200+ countries.
  • Versatile Protocols: Full support for HTTP/SOCKS5 protocols, optimized for both dynamic rotating and long-term static sessions.
  • Elite Performance: 99.9% uptime with unlimited concurrency, engineered for high-intensity tasks like TikTok operations, e-commerce scaling, and automated web scraping.
  • Expert Support: Backed by a deep engineering background, our 24/7 expert support ensures your global deployments are seamless and secure.
Disclaimer

All content on the ColaProxy Blog is provided for informational purposes only and does not constitute legal advice. The use of proxy technology must strictly comply with local laws and the specific Terms of Service of target websites. We strongly recommend consulting with legal counsel and ensuring full compliance before engaging in any data collection activities.