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YouTube Affiliate Marketing Guide 2026: Best Programs and Strategies

YouTube Affiliate Marketing Guide 2026: Best Programs and Strategies

If you are relying solely on YouTube AdSense to pay the bills, you are leaving serious money on the table. YouTube affiliate marketing is one of the most powerful — and most underused — revenue streams available to creators, and it does not require millions of views, a massive subscriber count, or any upfront investment to get started.

I have been earning affiliate income from my YouTube channels for over 15 years, and during my time on the vidIQ Creator Success team, I saw first-hand how the highest-earning creators were rarely the ones with the most subscribers. They were the ones who understood buyer intent — and knew how to match the right product recommendation with the right viewer at the right moment. In my consulting work, I regularly help creators add four and five figures of monthly affiliate revenue to channels that were previously earning pennies from AdSense alone.

In this complete guide, I am covering everything you need to know about YouTube affiliate marketing in 2026: how it works, the best affiliate programmes for YouTubers, which content types convert, how to stay legally compliant, and the strategies I use with my own channels and consulting clients to generate consistent, passive affiliate income. Whether you are brand new to affiliate marketing or looking to optimise an existing strategy, this guide has you covered.

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What Is YouTube Affiliate Marketing?

YouTube affiliate marketing is a monetisation strategy where creators recommend products or services in their videos and earn a commission when viewers purchase through unique tracking links. You share these affiliate links in your video descriptions, pinned comments, or through info cards, and each sale made through your link earns you a percentage of the transaction — typically between 1% and 50% depending on the programme and product category.

Unlike AdSense, where you earn a fixed rate per thousand views regardless of what happens afterwards, affiliate marketing rewards you based on actual purchasing behaviour. A single viewer who buys a £500 camera through your affiliate link could earn you more than 10,000 ad impressions. This is why affiliate marketing is consistently one of the highest-value revenue streams beyond AdSense for creators who understand how to use it properly.

How the Affiliate Marketing Process Works on YouTube

The process is straightforward once you understand the mechanics:

  1. Join an affiliate programme — Sign up with an affiliate network or individual brand programme and get approved.
  2. Generate your unique tracking links — Each programme gives you a unique URL that attributes any sales to your account.
  3. Create content featuring the product — Review it, demonstrate it, compare it, or naturally mention it within relevant content.
  4. Place links in your video description — Include your affiliate links where viewers can easily find them, following the format in my SEO-optimised description template.
  5. Direct viewers to your links — Mention the links verbally during your video with a clear call to action.
  6. Earn commissions on qualifying purchases — When a viewer clicks your link and completes a purchase within the cookie window, you earn your commission.

The beauty of YouTube affiliate marketing compared to other platforms is the long-tail effect. A well-optimised review video can continue generating affiliate clicks and sales for years after you publish it. I have videos from 2019 that still earn affiliate income every single month because they rank for buyer-intent search queries. This is where understanding YouTube RPM optimisation and affiliate revenue intersect — your affiliate earnings compound as your video library grows.

Where to Place Affiliate Links on YouTube

Knowing where to place your affiliate links is just as important as choosing the right products. YouTube gives you several placement options, and the best strategy is to use all of them together.

Video Description Links

Your video description is the primary location for affiliate links. Only the first two to three lines of your description are visible before viewers click “Show more,” so place your most important affiliate links near the top. Structure them clearly with labels so viewers can find exactly what they are looking for:

Example description layout:

Get vidIQ Free: https://vidiq.com/alanspicer

Camera I use: [affiliate link]

Microphone: [affiliate link]

*Some links above are affiliate links — I earn a small commission at no extra cost to you.

Pinned Comments

A pinned comment sits at the top of your comment section and is often more visible than the description — especially on mobile, where many viewers watch. Pin a comment containing your top affiliate link along with a brief, friendly explanation of what it is and why you recommend it. This is particularly effective for time-sensitive promotions or sales.

YouTube Info Cards and End Screens

YouTube info cards allow you to link to associated websites during your video. If you have an approved associated website, you can use cards to direct viewers to a landing page or blog post that contains your affiliate links. End screens can serve the same purpose. This keeps the affiliate link experience seamless and captures viewers whilst they are still engaged with your content.

YouTube Shopping Shelf

In 2026, YouTube has expanded its Shopping features, allowing eligible creators to tag products directly beneath their videos. If you are part of the YouTube Shopping affiliate programme, viewers can browse and purchase tagged products without ever leaving YouTube. This creates a frictionless buying experience that can significantly increase conversion rates compared to traditional description links.

Best Affiliate Programs for YouTubers in 2026

Choosing the right affiliate programmes is critical. The best programme for your channel depends on your niche, audience demographics, and the types of products you naturally feature in your content. Here is a comprehensive breakdown of the top options available to YouTubers in 2026.

Amazon Associates

Amazon Associates remains the most popular affiliate programme for YouTubers, and for good reason. Amazon sells virtually everything, which means regardless of your niche, there are products you can recommend. The 24-hour cookie window means that viewers who click your link and purchase anything within 24 hours — even products you did not recommend — generate commissions for you.

Commission rates range from 1% to 10% depending on the product category, with luxury beauty, Amazon Games, and digital music at the higher end, whilst electronics and video games sit at the lower end. The trade-off is that Amazon’s brand trust drives extremely high conversion rates — people already have their payment details saved and are comfortable buying from Amazon, which means more of your clicks turn into actual sales.

ShareASale

ShareASale is an affiliate network hosting thousands of merchant programmes across every niche imaginable. From fashion and fitness to technology and home improvement, ShareASale gives you access to brands that offer significantly higher commission rates than Amazon — often 10% to 30% or more. The platform provides robust tracking, reliable monthly payments, and a user-friendly interface for managing multiple merchant relationships.

CJ Affiliate (Commission Junction)

CJ Affiliate is one of the largest and most established affiliate networks, partnering with major global brands including GoPro, Overstock, Priceline, and J.Crew. If you create content featuring well-known brands, CJ Affiliate likely has a programme for them. Commission structures vary by advertiser, and larger brands often offer tiered commission rates that increase as you drive more sales volume.

Impact (formerly Impact Radius)

Impact has become the go-to network for SaaS and technology companies. If you review software, apps, or digital tools, many of those companies run their affiliate programmes through Impact. Brands like Shopify, Canva, Hostinger, and Squarespace all use Impact. The platform offers excellent tracking, real-time reporting, and often higher commission rates than general marketplace programmes because software companies have strong profit margins on recurring subscriptions.

Individual Brand Affiliate Programmes

Many brands run their own in-house affiliate programmes outside of major networks. These often offer the best commission rates because there is no network middleman taking a cut. As a YouTube creator making content about YouTube growth, for example, vidIQ’s affiliate programme is an excellent option — you earn recurring commissions when viewers sign up through your link, and because it is a tool your audience genuinely needs, it converts well. I use vidIQ daily and recommend it in my consulting work, which makes promoting it feel completely natural rather than forced.

Other examples of strong individual programmes include Skillshare, Audible, NordVPN, and web hosting companies like SiteGround — all of which are popular choices across the YouTube creator community.

Affiliate Programme Comparison

Programme Commission Rate Cookie Duration Best For
Amazon Associates 1% – 10% 24 hours Physical products, broad niches
ShareASale 5% – 50% 30 – 90 days Niche brands, fashion, lifestyle
CJ Affiliate 3% – 30% 7 – 60 days Major brands, retail, travel
Impact 10% – 50% 30 – 90 days SaaS, software, digital tools
Direct Programmes 10% – 50%+ 30 – 365 days Recurring commissions, niche tools

Key Takeaway: Do not limit yourself to a single affiliate programme. Most successful affiliate creators use a combination of Amazon Associates for physical products, a network like ShareASale or Impact for higher-commission niche brands, and several direct brand programmes for their most-recommended tools. Diversification protects you if any single programme changes its terms or commission rates.

YouTube Content Types That Convert for Affiliate Marketing

Not all YouTube content converts equally for affiliate marketing. The secret to high affiliate earnings is understanding buyer intent — creating content that attracts viewers who are actively considering a purchase. Here are the content formats that consistently deliver the best affiliate conversion rates, based on my own experience and what I see across the channels I consult with.

1. Product Review Videos

Product reviews are the single highest-converting content type for affiliate marketing. When someone searches “Sony A7IV review” or “vidIQ review 2026,” they are already interested in purchasing. Your job is to provide an honest, thorough evaluation that helps them make their decision. Conversion rates on well-made review content can reach 5% to 15% of link clicks — vastly higher than generic content.

The key is genuine honesty. Cover both pros and cons. Share your real experience with the product. Viewers can smell a biased review from a mile away, and channels that always say everything is brilliant quickly lose credibility. When I review tools like vidIQ, I am specific about what it does well and where it could improve — and that transparency is precisely why people trust my recommendations.

2. “Best Of” Roundup Lists

“Best cameras under £500,” “Top 10 microphones for YouTube,” “Best YouTube tools in 2026” — these roundup videos capture viewers who are in the comparison phase of their buying journey. They know they want something but have not decided which one. By presenting multiple options with affiliate links for each, you maximise your chances of earning a commission regardless of which product the viewer ultimately chooses.

3. Product Comparison Videos

“iPhone vs Samsung,” “vidIQ vs TubeBuddy,” “Rode PodMic vs Shure MV7” — comparison videos target viewers at the final decision stage. They have narrowed their options and need help choosing between two or three finalists. These videos convert exceptionally well because the viewer is going to buy one of the products you feature — the only question is which one. Include affiliate links for every product compared, and you earn no matter which they choose.

4. Tutorial and How-To Videos

Tutorials that demonstrate how to use a specific product or tool are powerful affiliate content because the viewer needs the product to follow along. A video titled “How to do keyword research with vidIQ” naturally requires the viewer to have vidIQ — and your affiliate link is right there in the description. This format works brilliantly for software, creative tools, and equipment. If you are a YouTuber creating product-focused content for ecommerce, tutorials are your bread and butter.

5. Unboxing Videos

Unboxing content capitalises on the excitement of new products. Viewers watch unboxings to experience that “new product” feeling vicariously and to see what they would be getting before they commit. Unboxing videos work particularly well when you follow up with a thorough review after using the product for a few weeks — the unboxing captures initial excitement and first impressions, whilst the review builds long-term affiliate value.

6. “What I Use” and Gear Videos

“My YouTube setup 2026,” “What’s in my camera bag,” “Tools I use to grow my channel” — these aspirational videos leverage your authority and personal brand. When viewers admire your content, they want to know what you use to create it. Every item you mention is a natural affiliate opportunity. These videos also have strong evergreen value when you update them annually.

FTC and ASA Disclosure Requirements for Affiliate Links

This is not optional, and getting it wrong can result in fines, legal action, or losing your affiliate programme membership entirely. You must clearly disclose affiliate relationships to your audience in every video that contains affiliate links. Here is what the law requires in key markets.

Warning: Compliance is not just about avoiding penalties — it is about maintaining trust with your audience. Viewers who discover undisclosed affiliate links feel deceived, and that damages your credibility far more than any fine ever could. Transparent creators consistently outperform those who try to hide their affiliate relationships.

United States (FTC Guidelines)

The Federal Trade Commission requires that disclosures be “clear and conspicuous.” This means your disclosure must be easy to notice, easy to understand, placed before the affiliate links, and not buried in fine print. A verbal disclosure at the beginning of your video combined with a written disclosure near the top of your description satisfies these requirements.

United Kingdom (ASA/CMA Guidelines)

The Advertising Standards Authority and Competition and Markets Authority require that affiliate content be identified as advertising. UK creators should use clear labels such as “Ad” or “Contains affiliate links” and ensure the disclosure is prominent enough that viewers notice it before engaging with the content. The CMA’s guidance specifically addresses social media and video content, requiring upfront identification of commercial relationships.

Best Practice Disclosure Template

Here is the disclosure framework I use and recommend to my consulting clients:

  • Verbal (in video): “Some of the links in the description are affiliate links, which means I may earn a small commission if you purchase through them — at no extra cost to you.”
  • Written (in description): “DISCLOSURE: This video contains affiliate links. I may earn a commission on qualifying purchases at no additional cost to you. Thank you for supporting the channel!”
  • YouTube Studio: Check the “includes paid promotion” box if the affiliate relationship is with a specific brand being featured prominently.

How to Naturally Integrate Affiliate Recommendations

The biggest mistake I see creators make with YouTube affiliate marketing is being too salesy. Viewers do not want to watch a 10-minute advert disguised as a YouTube video. The creators who earn the most affiliate revenue are the ones who integrate recommendations so naturally that viewers feel grateful for the suggestion rather than pressured into a purchase.

Lead With Value, Not the Sale

Your video should solve a problem first and recommend a product second. If you are creating a tutorial about keyword research for YouTube, the primary value is teaching the skill. The affiliate recommendation — “I use vidIQ for my keyword research, and you can try it free through my link in the description” — flows naturally because it is genuinely the tool you use to accomplish what you are teaching.

Only Promote Products You Actually Use

This sounds obvious, but an alarming number of creators promote products they have never touched simply because the commission rate is high. Your audience will notice. More importantly, your recommendations will lack the specific, detailed knowledge that makes them convincing. When I recommend a tool, I can speak to specific features, share real results, and answer follow-up questions in the comments — because I have genuinely used it. This authenticity is what drives conversions.

Use the “One Main Pick, Two Alternatives” Framework

Rather than listing fifteen affiliate products and hoping something sticks, structure your recommendations with one clear top pick and one or two alternatives for different budgets or use cases. This approach feels helpful rather than overwhelming, and viewers are more likely to click when you give them a clear, confident recommendation with reasoning behind it.

Address Objections Honestly

Counterintuitively, mentioning a product’s drawbacks increases conversions. When you say “the one thing I wish this microphone did better is…” or “the free version has limitations, but for most creators it is more than enough to start,” you are demonstrating honesty. Viewers trust you more, and that trust translates directly into higher click-through and conversion rates. This is the same principle I teach in my consulting work — building a six-figure business around your channel requires an audience that genuinely trusts your recommendations.

Keyword Research for Affiliate Content on YouTube

Successful YouTube affiliate marketing starts long before you press record — it starts with finding the right buyer-intent keywords. These are search terms used by people who are actively considering a purchase, and they are fundamentally different from the informational keywords most creators target.

Identifying Buyer-Intent Keywords

Buyer-intent keywords typically include modifiers that signal purchasing readiness:

  • “Best “ — “best webcam for streaming,” “best YouTube tools 2026”
  • “[Product] review” — “rode podmic review,” “vidIQ review”
  • “[Product A] vs [Product B]” — “canon R50 vs Sony ZV-E10”
  • “Is worth it?” — “is vidIQ worth it,” “is Skillshare worth it”
  • “[Product] for [use case]” — “best camera for YouTube beginners”
  • “[Product] unboxing” and “[Product] setup” — indicates imminent purchase or recent purchase

I use vidIQ’s keyword research tools to find these buyer-intent terms. The keyword score combines search volume with competition data, helping you identify terms where your video has a realistic chance of ranking. The Keyword Inspector tool is particularly valuable for uncovering related searches and long-tail variations that your competitors may have missed.

Targeting Seasonal and Trending Buyer Intent

Affiliate marketers who time their content with seasonal buying patterns earn significantly more. Plan and publish review and “best of” content before peak buying seasons: Black Friday, Christmas, back-to-school, and new product launch cycles in your niche. A “best cameras for YouTube 2026” video published in September will capture months of Q4 buying traffic. vidIQ’s trending tools help you spot these seasonal spikes before your competitors.

Tracking and Optimising Affiliate Performance

You cannot improve what you do not measure. Treating your affiliate strategy like a data-driven business rather than a passive afterthought is the difference between earning a few pounds a month and building a substantial affiliate income stream.

Key Metrics to Track

  • Click-through rate (CTR): The percentage of viewers who click your affiliate links. Anything above 2% is solid; top performers hit 5-10%.
  • Conversion rate: The percentage of clicks that result in a purchase. This varies hugely by product and price point.
  • Earnings per click (EPC): Total affiliate earnings divided by total clicks. This tells you which products are most profitable per click.
  • Revenue per video: Track which videos generate the most affiliate revenue so you can create more content in that format.
  • Average order value: Higher-priced products mean higher commissions per sale, even if the commission percentage is lower.

Using Sub-IDs and Tracking Tags

Most affiliate programmes support sub-IDs or tracking tags that let you identify exactly which video or placement generated each sale. When you create an affiliate link, add a unique sub-ID for each video — for example, appending “?subId=camera-review-2026” to your Amazon link. This allows you to see which videos are your top earners and double down on what works.

Monthly Optimisation Routine

Set aside time each month to review your affiliate performance:

  1. Identify your top 5 affiliate-earning videos and analyse what makes them convert — topic, format, link placement, call-to-action style.
  2. Check for broken or expired links — products get discontinued, URLs change, and dead links mean lost revenue.
  3. Update descriptions on evergreen content — swap out discontinued products for current models and ensure all links still work.
  4. Compare programme performance — if Amazon is converting at 8% but paying 3% commission, whilst a direct programme pays 15% but converts at 4%, the direct programme may be more profitable per click.
  5. Plan next month’s affiliate content — based on what is performing, schedule more content in your highest-converting formats and niches.

This kind of data-driven approach to content and monetisation is what separates hobbyist creators from those who build sustainable income. If you want to go deeper on revenue optimisation, my guide on increasing your YouTube RPM covers how affiliate revenue interacts with your overall earnings per view.

Advanced YouTube Affiliate Marketing Strategies

Once you have the fundamentals in place, these advanced tactics can significantly multiply your affiliate earnings.

Build an Affiliate Content Ecosystem

Rather than creating isolated affiliate videos, build interconnected content clusters around product categories. For a camera equipment niche, you might create: a “best cameras for YouTube” roundup, individual reviews of the top three cameras, comparison videos between the finalists, a “camera setup tutorial” for the top pick, and a “one year later” follow-up review. Each video links to the others, keeping viewers within your content ecosystem and multiplying affiliate opportunities. This is the same cluster strategy I discuss in building a six-figure YouTube business.

Leverage YouTube Chapters for Affiliate Content

Structure your “best of” and comparison videos with clear YouTube chapters for each product. This improves watch time, makes your content more useful, and allows viewers to jump directly to the product they are most interested in. Each chapter title appears in search results and Google’s video carousel, potentially driving additional organic traffic to your affiliate content.

Create Companion Blog Posts

If you have a website or blog, create written companion pieces for your affiliate videos. Many buyers research across multiple formats — they might watch your video, then search Google for a written review to confirm their decision. By ranking in both YouTube and Google search for the same buyer-intent keyword, you capture traffic from both platforms. Your blog post can contain additional affiliate links and provide more detailed specifications that would be difficult to cover in a video.

Negotiate Higher Commission Rates

Once you have a track record of driving sales, do not be afraid to negotiate. Many affiliate programmes — especially direct brand programmes — will increase your commission rate if you can demonstrate consistent sales volume. Approach your affiliate manager with your performance data and ask for a rate increase. Even a 2-3% bump on a product you frequently promote can translate to thousands of pounds in additional annual revenue.

Combine Affiliate Marketing With Other Revenue Streams

The most successful YouTube earners do not rely on a single income source. Affiliate marketing works best as part of a diversified monetisation strategy that includes AdSense, sponsorships, digital products, and potentially consulting or services. For a comprehensive look at how all these revenue streams work together, read my guide on YouTube revenue streams beyond AdSense.

Common YouTube Affiliate Marketing Mistakes to Avoid

In my 20-plus years of creating content and helping hundreds of channels through my consulting work, I have seen these affiliate marketing mistakes repeatedly. Avoiding them will put you ahead of 90% of creators attempting affiliate marketing.

  • Promoting too many products at once: Viewers get overwhelmed and click nothing. Focus on fewer, higher-quality recommendations.
  • Choosing products purely based on commission rate: A 50% commission on a product nobody wants earns you nothing. Relevance and demand matter more than percentages.
  • Forgetting the verbal call to action: Simply placing links in your description is not enough. You must tell viewers the links are there and give them a reason to click.
  • Not disclosing affiliate relationships: Beyond the legal risk, undisclosed affiliations erode trust when viewers inevitably find out.
  • Ignoring link maintenance: Broken links, discontinued products, and expired deals silently drain your revenue. Audit your top-performing video descriptions quarterly.
  • Only creating affiliate content: If every video is a product review, your channel becomes a catalogue rather than a community. Balance affiliate content with educational and entertainment content to maintain audience loyalty.
  • Not tracking performance: If you do not know which videos, products, and placements drive the most revenue, you cannot optimise. Use tracking sub-IDs and review your data monthly.

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Frequently Asked Questions About YouTube Affiliate Marketing

What is YouTube affiliate marketing?

YouTube affiliate marketing is a monetisation strategy where creators promote products or services in their videos and earn a commission when viewers purchase through unique tracking links. You share affiliate links in your video descriptions, pinned comments, or through info cards, and each sale made through your link earns you a percentage of the transaction — typically between 1% and 50% depending on the programme and product category.

How much money can you make with YouTube affiliate marketing?

YouTube affiliate income varies enormously depending on your niche, audience size, and the products you promote. Small channels with 1,000 to 10,000 subscribers can realistically earn £100 to £500 per month from affiliate links, whilst established channels in high-ticket niches like technology or finance can earn £5,000 to £50,000 or more monthly. The key factors are your audience’s purchasing intent, the commission rates of your programmes, and how effectively you integrate recommendations into your content.

Do I need a certain number of subscribers for YouTube affiliate marketing?

No, you do not need a minimum subscriber count to start affiliate marketing on YouTube. Unlike the YouTube Partner Programme, which requires 1,000 subscribers and 4,000 watch hours for AdSense monetisation, affiliate marketing is available to channels of any size from day one. You simply need to join an affiliate programme, get your unique links, and include them in your video descriptions. That said, channels with more views will naturally generate more clicks and conversions.

Where should I put affiliate links on YouTube?

Place affiliate links in your video description — ideally within the first two to three lines so they appear above the fold before viewers click “Show more.” You can also pin a comment with your top affiliate links, mention them verbally during your video, and use YouTube info cards to direct viewers to a landing page containing your links. For the ideal description layout, check my YouTube video description template.

Do I need to disclose affiliate links on YouTube?

Yes, disclosure is legally required in most jurisdictions. In the United States, the FTC requires clear and conspicuous disclosure of affiliate relationships. In the United Kingdom, the ASA and CMA mandate that creators label affiliate content. You should include a verbal disclosure in your video, a written disclosure in your description, and check the paid promotion box in YouTube Studio if applicable. Failing to disclose can result in fines, programme termination, and significant damage to your audience’s trust.

What are the best affiliate programs for YouTubers in 2026?

The best affiliate programmes depend on your niche. Amazon Associates is the most versatile option for physical products. ShareASale and CJ Affiliate offer access to thousands of brands with higher commission rates. Impact is excellent for SaaS and technology products. For YouTube-specific tools, vidIQ’s affiliate programme is strong because the tool is directly relevant to creator audiences. The ideal strategy is to use a combination of programmes rather than relying on a single network.

Which YouTube video types convert best for affiliate marketing?

Product review videos consistently deliver the highest affiliate conversion rates because viewers are actively researching a purchase. Other high-converting formats include “best of” roundup lists, product comparison videos, tutorial content that uses specific tools, unboxing videos, and “what I use” gear videos. The common thread is buyer intent — these formats attract viewers who are already considering a purchase, making them far more likely to click and buy through your links.

Can I do affiliate marketing on YouTube without showing my face?

Absolutely. Faceless YouTube channels can succeed brilliantly with affiliate marketing. Screen recording tutorials, voiceover product demonstrations, slideshow-style reviews, and animated explainers all work well for affiliate content. The key is providing genuine value and building trust through your expertise and honest recommendations, regardless of whether you appear on camera. Many of the top-earning affiliate channels in the software review space are entirely faceless.

How do I track affiliate link performance on YouTube?

Most affiliate programmes provide dashboards showing clicks, conversions, and earnings. Use unique tracking sub-IDs for each video so you can identify which content drives the most sales. Some creators use link management tools like Geniuslink or Pretty Links to centralise tracking across multiple programmes. Review your affiliate data monthly, identify your top performers, and create more content in those winning formats and topics.

Is affiliate marketing better than AdSense for YouTube income?

Affiliate marketing and AdSense work best together rather than as alternatives. AdSense provides passive income on every monetised view, whilst affiliate marketing can generate significantly higher revenue per conversion but requires specific content types and active promotion. Many successful creators — particularly in technology, software, and finance niches — earn considerably more from affiliate marketing than AdSense. The ideal strategy is to maximise both simultaneously as part of a broader diversified income approach.

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Alan Spicer - YouTube Certified Expert

About Alan Spicer

Alan Spicer is a YouTube Certified Expert and 20+ year content creator with 6 Silver Play Buttons. A former vidIQ team member and certified YouTube consultant, Alan has helped hundreds of creators and businesses grow their channels through expert audits, coaching, and data-driven strategy.