PPC in Canada and USA: How Pay-Per-Click Advertising Really Works in 2025

What is PPC Advertising?

Here, PPC means Pay-Per-Click advertising. It is a digital marketing model where businesses pay for each click on their ads. Popular platforms include Google Ads, Microsoft Ads, Facebook Ads, and LinkedIn Ads.

For SMBs operating in Canada and the USA, PPC offers a direct way to reach potential customers. However, cross-border advertising requires an understanding of different currencies, tax systems, privacy laws, and consumer behaviour.

At Ishape Technologies, we manage PPC campaigns for businesses across North America. Our experience shows that success depends on adapting strategies to each market.


Why PPC Matters for Canadian and US Businesses

The United States has a population nearly nine times larger than Canada. As a result, search volumes are much higher. Competition is also more intense because more advertisers are bidding on the same keywords.

Canada, on the other hand, often offers lower advertising costs and less competition. Businesses that understand these differences can allocate budgets more effectively and achieve better returns.


Introduction to Pay-Per-Click Advertising

PPC advertising helps businesses connect with users online. It allows brands to place targeted messages in front of people who are actively searching for products or services.

The goal is simple. Reach the right audience at the right time and encourage them to take action. Actions may include filling out a form, making a purchase, or contacting a business.

Unlike traditional advertising, PPC provides measurable results. Advertisers can track clicks, leads, conversions, and revenue in real time.


Benefits and Best Practices for PPC in North America

Key Benefits of PPC Advertising

One of the biggest advantages of PPC is speed. Businesses can generate traffic and leads almost immediately after launching campaigns.

Other benefits include:

  • Precise audience targeting
  • Measurable ROI
  • Flexible budget control
  • Fast testing and optimization
  • Geographic targeting across regions

Many small and medium-sized businesses achieve strong returns when campaigns are properly managed and optimized.

PPC Best Practices for 2025

Successful PPC campaigns require ongoing optimization. Businesses should focus on keyword research, compelling ad copy, conversion-focused landing pages, and accurate tracking.

Regular testing helps improve performance. Advertisers should review search terms, adjust bids, and refine audience targeting frequently.


How PPC Works in North America

Google Ads

Google Ads controls more than 90% of search traffic across North America. It remains the most important PPC platform for most businesses.

Microsoft Ads

Microsoft Ads provides access to Bing users. While search volume is lower, cost-per-click rates are often more affordable.

Paid Social Advertising

Social platforms continue to play an important role.

Meta Ads

Facebook and Instagram provide advanced audience targeting and broad reach.

LinkedIn Ads

LinkedIn is especially valuable for B2B lead generation.

TikTok and X Ads

These platforms are useful for reaching younger or highly engaged audiences.


Understanding Ad Rank and Quality Score

Ad placement is determined by Ad Rank. This metric combines:

  • Bid amount
  • Quality Score
  • Ad extensions

Quality Score measures expected click-through rate, ad relevance, and landing page experience. Higher scores can reduce advertising costs and improve visibility.


The PPC Conversion Funnel

A typical PPC journey follows these steps:

  1. User searches for a keyword.
  2. User clicks an ad.
  3. User visits a landing page.
  4. User completes a desired action.
  5. The lead enters a CRM system.

Accurate tracking is essential because it connects advertising spend to actual business results.


Pay-Per-Click Advertising Platforms in 2025

Choosing the Right Platform

Different platforms serve different goals.

Google Ads is ideal for capturing high-intent searches. Meta Ads works well for brand awareness and retargeting. LinkedIn excels in B2B marketing.

Selecting the right platform depends on your audience, industry, and objectives.

Building a Multi-Platform Strategy

Many successful businesses combine search advertising with social advertising. This approach increases visibility and creates multiple opportunities to engage prospects.


PPC in Canada vs USA: Key Differences

Currency and Budget Management

Canadian advertisers typically spend in CAD, while US advertisers spend in USD. Exchange-rate fluctuations can affect profitability.

Separate billing structures help maintain accurate reporting and budgeting.

Cost-Per-Click Differences

Advertising costs vary significantly between the two countries.

For example, IT-related keywords generally cost less in Canada than in major US markets. Higher competition in the United States often drives CPCs upward.

Geographic Considerations

Most Canadian advertising spend is concentrated in Ontario, Quebec, British Columbia, and Alberta.

The US market is larger and more fragmented. Costs can vary dramatically between states and cities.

Language Requirements

Quebec often requires French-language advertising. Bilingual campaigns can improve engagement and click-through rates.

In the United States, Spanish-language campaigns may perform exceptionally well in markets such as Texas and Florida.


Privacy, Regulations, and Compliance

Privacy Laws in Canada

Canada’s privacy framework includes PIPEDA and provincial regulations. Businesses must obtain appropriate consent before collecting and using customer data.

Privacy Laws in the United States

The US does not have a single federal privacy law. Instead, states such as California, Virginia, and Colorado have their own requirements.

Advertisers should use first-party data strategies and compliant tracking methods.

Industry-Specific Restrictions

Healthcare, financial services, and cannabis businesses face additional advertising restrictions. Understanding platform policies and legal requirements is essential before launching campaigns.


Building a Cross-Border PPC Strategy

Account Structure

Separate advertising accounts for Canada and the USA help simplify budgeting, reporting, and currency management.

Geotargeting Strategy

Target specific cities and regions. Exclude locations that are not relevant to your business.

Budget Allocation

Maintain separate budgets for each country. Monitor performance regularly and shift spending toward higher-performing regions.

Keyword Localization

Adjust keywords for local spelling and terminology.

Examples include:

  • Colour vs. Color
  • Labour vs. Labor
  • Condo Fees vs. HOA Fees

Ad Copy Localization

Customize pricing, tax references, and messaging for each audience. Localized ads often achieve higher engagement and conversion rates.

Landing Page Optimization

Create country-specific landing pages. Include local trust signals, reviews, and contact information.

Fast-loading, mobile-friendly pages remain critical for PPC success in 2025.

PPC Advertising and International Trade

International trade plays a major role in the Canadian and US economies. Businesses that operate across borders must understand market differences, regulations, and consumer behaviour.

PPC advertising helps companies expand beyond their local markets. It enables businesses to reach potential customers in different regions while maintaining control over budgets and targeting.

A successful cross-border PPC strategy focuses on efficient spending, audience relevance, and measurable returns. Businesses that allocate resources wisely can avoid unnecessary advertising costs and maximize campaign performance.


Cost, ROI & PPC Benchmarking in Canada and the USA

Understanding PPC benchmarks helps businesses set realistic expectations and evaluate campaign performance accurately.

2025 PPC Performance Benchmarks

Canadian PPC campaigns typically generate:

  • 4.5–6.5% Click-Through Rate (CTR)
  • $1.50–$7 CAD Cost Per Click (CPC)
  • 4–12% Conversion Rate

US PPC campaigns generally achieve:

  • 3.8–5.8% CTR
  • $2–$12 USD CPC
  • 3–10% Conversion Rate

B2B industries, including IT services, often perform above these averages because of higher purchase intent and contract values.


Sample Cost Per Lead Calculations

Edmonton IT Campaign

  • Budget: $5,000 CAD
  • Clicks: 800
  • CPC: $6.25 CAD
  • Leads: 60
  • Conversion Rate: 7.5%

Result: $83 Cost Per Lead (CPL)

Houston IT Campaign

  • Budget: $10,000 USD
  • Clicks: 1,200
  • CPC: $8.33 USD
  • Leads: 80
  • Conversion Rate: 6.7%

Result: $125 Cost Per Lead (CPL)


Understanding Customer Acquisition Cost

Cost Per Lead is only one part of the equation. Businesses should also calculate Customer Acquisition Cost (CAC) and Lifetime Value (LTV).

For example:

  • CPL: $83
  • Close Rate: 25%
  • Average Contract Value: $5,000

This scenario produces a CAC of approximately $1,562 and an LTV of $3,125. Such figures support a healthy return on advertising investment.


Essential PPC Tracking Tools

Accurate measurement is critical for campaign success.

Recommended tools include:

  • Google Analytics 4 (GA4)
  • Enhanced Conversions
  • Call Tracking Platforms
  • CRM Integrations
  • Conversion Tracking Pixels

These tools help businesses understand the complete customer journey, from the first click to the final sale.


Measuring PPC Success

Key Performance Indicators (KPIs)

Successful PPC campaigns should be measured using:

  • Click-Through Rate (CTR)
  • Conversion Rate
  • Cost Per Click (CPC)
  • Cost Per Lead (CPL)
  • Customer Acquisition Cost (CAC)
  • Return on Ad Spend (ROAS)

Tracking these metrics helps advertisers identify strengths and opportunities for improvement.

Using Data to Improve Performance

Modern PPC management relies on continuous optimization.

Businesses should regularly:

  • Review keyword performance
  • Test ad variations
  • Refine audience targeting
  • Improve landing pages
  • Adjust bidding strategies

Small improvements often produce significant gains over time.


Local PPC in Canada

Local PPC campaigns target users searching for products and services within specific cities and regions.

Edmonton PPC Advertising

Keywords such as “Managed IT Support Edmonton” typically cost between $3 and $6 CAD per click.

Localized messaging often improves conversion rates. Examples include:

  • Same-Day Support
  • Local Technicians
  • Alberta-Based Service

Toronto PPC Advertising

Toronto is one of Canada’s most competitive PPC markets.

Keywords such as “Emergency Plumber Toronto” often range from $5 to $10 CAD per click. Strong landing pages and customer reviews are essential for success.

Calgary PPC Advertising

Calgary businesses often experience seasonal demand fluctuations.

Industries such as HVAC see substantial bid increases during winter months when service demand rises.

PPC Campaigns in Quebec

French-language advertising is highly recommended for Quebec audiences.

Localized French keywords and ad copy improve relevance, Quality Scores, and click-through rates.

Google Business Profile Integration

Businesses can increase local visibility by connecting PPC campaigns with Google Business Profiles.

Benefits include:

  • More phone calls
  • Better local visibility
  • Improved trust signals
  • Higher conversion rates

Local PPC in the United States

The US market offers larger audiences but also greater competition.

Houston PPC Advertising

Keywords such as “Cloud Migration Services Houston” commonly range from $8 to $15 USD per click.

Industry-specific messaging often improves performance in energy, manufacturing, and technology sectors.

New York PPC Advertising

New York is among the most competitive PPC markets in North America.

Keywords related to IT services can exceed $20 USD per click. Strong differentiation and precise targeting are essential.

Phoenix PPC Advertising

Seasonal demand heavily influences PPC costs.

For example, HVAC-related keywords experience significant cost increases during summer due to extreme temperatures.

State-Level Messaging Considerations

Consumer preferences vary by region.

Examples include:

  • Sustainability-focused messaging in California
  • Business-growth messaging in Texas
  • Local community messaging in Midwest markets

Localized ad copy often outperforms generic national campaigns.

The Rise of Call-Only Campaigns

Call-only campaigns continue to grow in 2025.

Many local service businesses generate a significant percentage of leads through phone calls rather than website forms.

Using call tracking and analytics helps identify which campaigns generate real customer inquiries and revenue.

Choosing the Right PPC Platforms for Canadian and US Markets

Selecting the right PPC platform depends on your audience, industry, and business goals. Each advertising platform offers unique advantages for Canadian and US businesses.

Google Ads

Google Ads remains the primary PPC channel for most businesses in North America.

Key Benefits

  • Captures high-intent search traffic
  • Generates quality leads
  • Supports local and national campaigns
  • Delivers measurable results

For many SMBs, Google Ads drives more than 90% of PPC conversions.

Microsoft Ads

Microsoft Ads provides access to Bing and Microsoft Network users.

Why Use Microsoft Ads?

  • CPCs are often 20–30% lower than Google Ads
  • Strong B2B audience presence
  • Popular among older demographics
  • Valuable for desktop-focused campaigns

Although search volume is smaller, many businesses achieve strong ROI through Microsoft Ads.

Meta Ads (Facebook and Instagram)

Meta Ads are ideal for awareness campaigns, remarketing, and audience engagement.

Best Uses

  • Brand awareness
  • Retargeting campaigns
  • Lead generation
  • Social media growth

Despite privacy changes introduced after iOS 14.5, broad audience targeting continues to perform well.

LinkedIn Ads

LinkedIn is a powerful platform for B2B marketing.

Ideal Industries

  • Technology
  • Professional Services
  • Manufacturing
  • Industrial Services

While CPCs often range from $8 to $15, lead quality is typically much higher than other platforms.

TikTok Ads

TikTok continues to grow as an advertising channel.

When TikTok Works Best

  • Youth-focused brands
  • E-commerce businesses
  • Direct-response campaigns
  • Consumer products

Although not the primary platform for most SMBs, it offers strong opportunities for businesses targeting younger audiences.


Integrating PPC with SEO, IT Infrastructure, and Analytics

PPC campaigns perform best when connected to a broader digital marketing strategy.

The Benefits of SEO and PPC Together

SEO and PPC complement each other.

PPC provides immediate visibility and lead generation. SEO builds long-term organic traffic and brand authority.

Advantages of Combining Both

  • Greater search visibility
  • More website traffic
  • Improved keyword insights
  • Better conversion opportunities

Together, SEO and PPC can capture a significant share of available search traffic.

Landing Page Performance Matters

Even the best PPC campaign can fail if the landing page performs poorly.

Essential Landing Page Elements

  • Fast loading speed
  • Mobile responsiveness
  • Clear call-to-action
  • Secure hosting
  • User-friendly design

Improving page speed alone can significantly reduce bounce rates and improve conversion rates.

Analytics and Tracking Setup

Accurate tracking is essential for campaign optimization.

Businesses should implement:

  • Google Analytics 4 (GA4)
  • Google Tag Manager
  • Conversion Tracking
  • Call Tracking Software
  • CRM Integrations

Tracking systems should be configured separately for Canadian and US campaigns to maintain accurate reporting.

IT Infrastructure Considerations

Reliable technology supports PPC success.

Important Factors

  • Secure data storage
  • Website uptime
  • Fast server response times
  • Technical support availability

Poor infrastructure can waste advertising budgets by driving traffic to slow or unavailable websites.


Common PPC Challenges and How to Overcome Them

Running PPC campaigns across Canada and the United States presents several challenges.

Platform Compliance

Advertising platforms regularly update their policies.

Businesses should:

  • Follow advertising guidelines
  • Avoid misleading claims
  • Monitor policy updates
  • Review ad approvals regularly

Maintaining compliance helps prevent account restrictions and ad disapprovals.

Standing Out from Competitors

Competition continues to increase across most industries.

Ways to Differentiate Your Brand

  • Highlight unique selling points
  • Use localized messaging
  • Showcase customer reviews
  • Focus on business strengths

Strong brand positioning often improves click-through and conversion rates.

Multi-Channel Marketing

Successful advertisers rarely rely on a single platform.

Combining PPC with:

  • SEO
  • Social Media Marketing
  • Email Marketing
  • Content Marketing

can improve overall marketing performance and customer engagement.

Leadership and Brand Trust

Customers prefer businesses they trust.

A recognizable spokesperson, founder, or brand ambassador can strengthen credibility and improve audience engagement.

Adapting to Market Changes

Digital marketing changes rapidly.

Successful businesses continuously:

  • Test new campaigns
  • Review analytics
  • Optimize targeting
  • Adjust budgets

Regular improvements help maintain strong campaign performance.


Sustainable PPC Advertising Practices

Sustainable advertising focuses on maximizing results while reducing unnecessary waste.

Benefits of Sustainable PPC

Businesses can:

  • Reduce wasted ad spend
  • Improve targeting accuracy
  • Increase campaign efficiency
  • Support long-term growth

Efficient campaigns benefit both the business and its customers.

Reducing Digital Waste

Advertisers should focus on:

  • Relevant keywords
  • Accurate audience targeting
  • Effective landing pages
  • Continuous optimization

These practices improve performance while minimizing unnecessary spending.


When to Hire a PPC Agency

Managing PPC campaigns becomes more complex as budgets and markets expand.

Signs You Need Professional PPC Management

Consider hiring an agency when:

  • Monthly spend exceeds $5,000
  • Multiple countries are targeted
  • Campaign performance has plateaued
  • Internal expertise is limited

Professional management can help identify issues and improve ROI.

Common PPC Issues Found During Audits

Many businesses struggle with:

Poor Keyword Targeting

Missing negative keywords often leads to wasted spending.

Generic Ad Copy

Ads that lack localization frequently underperform.

Missing Conversion Tracking

Without tracking, businesses cannot accurately measure success.

Mixed Country Data

Combining Canadian and US data often creates reporting inaccuracies.


How Ishape Technologies Supports PPC Growth

Ishape Technologies provides end-to-end PPC management for businesses operating in Canada and the United States.

Our PPC Process

  1. Discovery Session
  2. Account Audit
  3. Strategy Development
  4. Campaign Setup
  5. Testing and Optimization
  6. Reporting and Analysis

We support businesses with:

  • PPC Management
  • Search Engine Optimization
  • Website Development
  • IT Support Services

Our goal is to help clients reduce wasted ad spend and generate measurable business growth.


Frequently Asked Questions

Is PPC Cheaper in Canada Than the USA?

In most industries, yes.

Canadian CPCs are often 30–50% lower than equivalent US keywords because of reduced competition.

Can I Use One Google Ads Campaign for Both Countries?

While possible, it is not recommended.

Separate campaigns improve reporting accuracy, budgeting, and compliance management.

How Does Google Ads Billing Work?

Google bills advertisers in the currency selected during account setup.

Separate CAD and USD accounts simplify reporting and budgeting.

Do I Need French Ads for Quebec?

Yes.

French-language advertising improves engagement and is often necessary for effective Quebec campaigns.

What Budget Should I Start With in 2025?

Most businesses should allocate between $1,000 and $5,000 per month per country.

This budget provides enough data for optimization and performance analysis.

Need Expert PPC Advice?

Every business has unique goals and challenges.

A tailored PPC strategy can help maximize results across both Canadian and US markets. Contact Ishape Technologies for a free consultation and personalized recommendations.

Choosing the Right PPC Platforms for Canadian and US Markets

Selecting the right PPC platform depends on your audience, industry, and business goals. Each advertising platform offers unique advantages for Canadian and US businesses.

Google Ads

Google Ads remains the primary PPC channel for most businesses in North America.

Key Benefits

  • Captures high-intent search traffic
  • Generates quality leads
  • Supports local and national campaigns
  • Delivers measurable results

For many SMBs, Google Ads drives more than 90% of PPC conversions.

Microsoft Ads

Microsoft Ads provides access to Bing and Microsoft Network users.

Why Use Microsoft Ads?

  • CPCs are often 20–30% lower than Google Ads
  • Strong B2B audience presence
  • Popular among older demographics
  • Valuable for desktop-focused campaigns

Although search volume is smaller, many businesses achieve strong ROI through Microsoft Ads.

Meta Ads (Facebook and Instagram)

Meta Ads are ideal for awareness campaigns, remarketing, and audience engagement.

Best Uses

  • Brand awareness
  • Retargeting campaigns
  • Lead generation
  • Social media growth

Despite privacy changes introduced after iOS 14.5, broad audience targeting continues to perform well.

LinkedIn Ads

LinkedIn is a powerful platform for B2B marketing.

Ideal Industries

  • Technology
  • Professional Services
  • Manufacturing
  • Industrial Services

While CPCs often range from $8 to $15, lead quality is typically much higher than other platforms.

TikTok Ads

TikTok continues to grow as an advertising channel.

When TikTok Works Best

  • Youth-focused brands
  • E-commerce businesses
  • Direct-response campaigns
  • Consumer products

Although not the primary platform for most SMBs, it offers strong opportunities for businesses targeting younger audiences.


Integrating PPC with SEO, IT Infrastructure, and Analytics

PPC campaigns perform best when connected to a broader digital marketing strategy.

The Benefits of SEO and PPC Together

SEO and PPC complement each other.

PPC provides immediate visibility and lead generation. SEO builds long-term organic traffic and brand authority.

Advantages of Combining Both

  • Greater search visibility
  • More website traffic
  • Improved keyword insights
  • Better conversion opportunities

Together, SEO and PPC can capture a significant share of available search traffic.

Landing Page Performance Matters

Even the best PPC campaign can fail if the landing page performs poorly.

Essential Landing Page Elements

  • Fast loading speed
  • Mobile responsiveness
  • Clear call-to-action
  • Secure hosting
  • User-friendly design

Improving page speed alone can significantly reduce bounce rates and improve conversion rates.

Analytics and Tracking Setup

Accurate tracking is essential for campaign optimization.

Businesses should implement:

  • Google Analytics 4 (GA4)
  • Google Tag Manager
  • Conversion Tracking
  • Call Tracking Software
  • CRM Integrations

Tracking systems should be configured separately for Canadian and US campaigns to maintain accurate reporting.

IT Infrastructure Considerations

Reliable technology supports PPC success.

Important Factors

  • Secure data storage
  • Website uptime
  • Fast server response times
  • Technical support availability

Poor infrastructure can waste advertising budgets by driving traffic to slow or unavailable websites.


Common PPC Challenges and How to Overcome Them

Running PPC campaigns across Canada and the United States presents several challenges.

Platform Compliance

Advertising platforms regularly update their policies.

Businesses should:

  • Follow advertising guidelines
  • Avoid misleading claims
  • Monitor policy updates
  • Review ad approvals regularly

Maintaining compliance helps prevent account restrictions and ad disapprovals.

Standing Out from Competitors

Competition continues to increase across most industries.

Ways to Differentiate Your Brand

  • Highlight unique selling points
  • Use localized messaging
  • Showcase customer reviews
  • Focus on business strengths

Strong brand positioning often improves click-through and conversion rates.

Multi-Channel Marketing

Successful advertisers rarely rely on a single platform.

Combining PPC with:

  • SEO
  • Social Media Marketing
  • Email Marketing
  • Content Marketing

can improve overall marketing performance and customer engagement.

Leadership and Brand Trust

Customers prefer businesses they trust.

A recognizable spokesperson, founder, or brand ambassador can strengthen credibility and improve audience engagement.

Adapting to Market Changes

Digital marketing changes rapidly.

Successful businesses continuously:

  • Test new campaigns
  • Review analytics
  • Optimize targeting
  • Adjust budgets

Regular improvements help maintain strong campaign performance.


Sustainable PPC Advertising Practices

Sustainable advertising focuses on maximizing results while reducing unnecessary waste.

Benefits of Sustainable PPC

Businesses can:

  • Reduce wasted ad spend
  • Improve targeting accuracy
  • Increase campaign efficiency
  • Support long-term growth

Efficient campaigns benefit both the business and its customers.

Reducing Digital Waste

Advertisers should focus on:

  • Relevant keywords
  • Accurate audience targeting
  • Effective landing pages
  • Continuous optimization

These practices improve performance while minimizing unnecessary spending.


When to Hire a PPC Agency

Managing PPC campaigns becomes more complex as budgets and markets expand.

Signs You Need Professional PPC Management

Consider hiring an agency when:

  • Monthly spend exceeds $5,000
  • Multiple countries are targeted
  • Campaign performance has plateaued
  • Internal expertise is limited

Professional management can help identify issues and improve ROI.

Common PPC Issues Found During Audits

Many businesses struggle with:

Poor Keyword Targeting

Missing negative keywords often leads to wasted spending.

Generic Ad Copy

Ads that lack localization frequently underperform.

Missing Conversion Tracking

Without tracking, businesses cannot accurately measure success.

Mixed Country Data

Combining Canadian and US data often creates reporting inaccuracies.


How Ishape Technologies Supports PPC Growth

Ishape Technologies provides end-to-end PPC management for businesses operating in Canada and the United States.

Our PPC Process

  1. Discovery Session
  2. Account Audit
  3. Strategy Development
  4. Campaign Setup
  5. Testing and Optimization
  6. Reporting and Analysis

We support businesses with:

  • PPC Management
  • Search Engine Optimization
  • Website Development
  • IT Support Services

Our goal is to help clients reduce wasted ad spend and generate measurable business growth.


Frequently Asked Questions

Is PPC Cheaper in Canada Than the USA?

In most industries, yes.

Canadian CPCs are often 30–50% lower than equivalent US keywords because of reduced competition.

Can I Use One Google Ads Campaign for Both Countries?

While possible, it is not recommended.

Separate campaigns improve reporting accuracy, budgeting, and compliance management.

How Does Google Ads Billing Work?

Google bills advertisers in the currency selected during account setup.

Separate CAD and USD accounts simplify reporting and budgeting.

Do I Need French Ads for Quebec?

Yes.

French-language advertising improves engagement and is often necessary for effective Quebec campaigns.

What Budget Should I Start With in 2025?

Most businesses should allocate between $1,000 and $5,000 per month per country.

This budget provides enough data for optimization and performance analysis.

Need Expert PPC Advice?

Every business has unique goals and challenges.

A tailored PPC strategy can help maximize results across both Canadian and US markets. Contact Ishape Technologies for a free consultation and personalized recommendations.

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