Ahrefs Academy vs Semrush Academy
SEO

Ahrefs vs Semrush SEO Courses: Which Is Better In 2026?

Choosing between Ahrefs Academy and Semrush Academy sounds simple until you actually open both platforms. Both offer free SEO training. Both teach keyword research, technical SEO, link building, and other core search skills. Both…

Mehran NajafiWritten by
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Choosing between Ahrefs Academy and Semrush Academy sounds simple until you actually open both platforms.

Both offer free SEO training. Both teach keyword research, technical SEO, link building, and other core search skills. Both increasingly cover AI Search. And both are built by companies whose products are deeply embedded in the professional SEO workflow.

But that similarity can be misleading.

The real question is not simply “Ahrefs vs Semrush?”

It is:

Which academy teaches you SEO as a skill, and which one teaches you SEO through its own software?

That distinction matters.

A beginner who wants to understand search intent, crawling, internal linking, content optimization, and link acquisition has a different need from an SEO professional trying to master Site Explorer, Keyword Magic Tool, Site Audit, rank tracking, or AI visibility reporting.

So at CoursesMag, we are looking at both academies as learning systems—not just collections of free videos.

Ahrefs vs Semrush

Side by side, from the courses CoursesMag reviewed. The best value in each row is highlighted.

Ahrefs 8 courses reviewed Semrush 10 courses reviewed
Average Expert Score 4.6/5 4.6/5
Average CoursesMag Community 4.5/5 4.5/5
Average Academy Community — —
Average score by criterion
Course Content & Curriculum 4.6/5 ✓ 4.5/5
Practical Learning 4.6/5 4.6/5
Teaching Quality 4.6/5 4.6/5
Ease of Learning 4.5/5 4.5/5
Value for Money 5.0/5 5.0/5
Career Value 4.2/5 ✓ 4.1/5
Course Freshness 4.9/5 4.9/5
At a glance
Free courses810
Courses with a certificate210
Top-rated course How to Use Ahrefs 4.8/5 expert score International SEO with Aleyda Solis 4.7/5 expert score

Ahrefs leads in 2 of 9 rows · Semrush leads in 0 of 9 rows · 7 tied.

Averages are the plain mean of each academy's reviewed courses, so an academy with fewer courses is judged on fewer data points.

Ahrefs explicitly states that its SEO Course for Beginners is free, contains 14 lessons across five modules, and takes about two hours. Its current curriculum covers SEO basics, keyword research, on-page SEO, link building, and introductory technical SEO.

Semrush’s current SEO Essentials with Semrush similarly targets beginners, but its curriculum intentionally combines SEO concepts with Semrush workflows. It covers competitive research, keyword research, on-page SEO, technical SEO, backlinks, AI visibility, and local SEO.

That difference in structure is more important than it initially appears.

What Is Ahrefs Academy?

What Is Ahrefs Academy

Ahrefs Academy is Ahrefs’ free educational platform, but it is not simply one SEO course.

The current Academy combines structured courses with curated collections covering subjects such as SEO, keyword research, technical SEO, local SEO, link building, content marketing, digital marketing, and AI-focused search topics.

We also reviewed Ahrefs' current SEO training in detail, including the strengths and limitations of its course lineup.

Ahrefs' current SEO training

It is deliberately broad enough to establish the fundamentals without turning into a huge curriculum. Its 14 lessons cover:

  • SEO fundamentals
  • keyword selection
  • searcher intent
  • ranking difficulty
  • on-page SEO
  • link building
  • backlink quality
  • blogger outreach
  • technical SEO basics

The course is taught by Sam Oh and is explicitly positioned for SEO beginners, small business owners, and marketing leaders.

That makes it fundamentally different from How to Use Ahrefs.

The latter is a tool-focused course with 62 lessons across 12 modules and a total listed runtime of 3 hours 18 minutes. It goes deep into Site Explorer, Keywords Explorer, Site Audit, Rank Tracker, Content Explorer, competitive analysis, alerts, and other parts of the Ahrefs platform.

That distinction gives Ahrefs Academy an interesting two-layer structure:

Learn SEO → Learn how to execute SEO with Ahrefs.

And that is one of the most important things to understand before comparing it with Semrush Academy.

Ahrefs: CoursesMag Review Summary

Based on 8 courses from Ahrefs reviewed by CoursesMag.

Courses reviewed 8 Reviewed by CoursesMag
CoursesMag Expert Score 4.6 / 5 Average of 8 courses
CoursesMag Community Score 4.5 / 5 4 member ratings · 3 course rated
Academy Community Score No citable learner ratings

Courses we reviewed

CourseLevelDurationCertificatePriceExpertCoursesMag CommunityAcademy Community
How to Use AhrefsIntermediateSelf-paced · 3h 18mYesFree4.8/5——
Ahrefs SEO Course for BeginnersBeginnerSelf-paced · 2 hoursNoFree4.7/54.6/5—
Ahrefs YouTube ChannelAll LevelsOn-demandNoFree4.7/54.4/5—
Blogging for Business ahrefsIntermediateSelf-paced · 4h 56mNoFree4.7/5——
Advanced Link Building Course AhrefsAdvancedSelf-paced · 1h 48mNoFree4.6/54.5/5—
Keyword Research Course ahrefsAll LevelsOn-demand · 2h 20mNoFree4.6/5——
Answer Engine Optimization Course, AhrefsBeginner–IntermediateSelf-paced · 1h 26mYesFree4.5/5——
Ahrefs Technical SEO CourseBeginnerSelf-paced · 1h 20mNoFree4.4/5——

What Is Semrush Academy?

What Is Semrush Academy

Semrush Academy takes a broader approach.

It is not limited to SEO. Its current catalog includes SEO, content marketing, AI Search, paid marketing, local SEO, digital marketing, and Semrush-specific workflows. Its SEO catalog alone currently includes courses such as Getting Started with Semrush, On-Page SEO and AI Search Essentials, Keyword Research Essentials, Local SEO Essentials, and others.

We've also examined Semrush's individual SEO courses to see how they perform beyond the Academy-level overview.

Semrush's individual SEO courses

For beginners, one of the most relevant courses is SEO Essentials with Semrush.

The structure is revealing.

Rather than separating SEO theory and software training completely, the course moves back and forth between strategy and implementation:

What is SEO → SEO components → competitive research → keyword research → on-page SEO → technical SEO → backlinks → AI visibility → local SEO → tool walkthroughs.

The current course even asks learners to have a Semrush account and Project ready in order to get the most out of the training.

That makes the learning experience more integrated with the Semrush product.

It’s not necessarily a weakness. It simply means you’re learning SEO through the lens of the Semrush workflow.

Semrush: CoursesMag Review Summary

Based on 10 courses from Semrush reviewed by CoursesMag.

Courses reviewed 10 Reviewed by CoursesMag
CoursesMag Expert Score 4.6 / 5 Average of 10 courses
CoursesMag Community Score 4.5 / 5 1 member rating · 1 course rated
Academy Community Score No citable learner ratings

Courses we reviewed

CourseLevelDurationCertificatePriceExpertCoursesMag CommunityAcademy Community
International SEO with Aleyda SolisAll LevelsSelf-paced · 1h 10mYesFree4.7/5——
Content Marketing Essentials for SEO and AI Search with SemrushBeginner–IntermediateSelf-paced · 1 hourYesFree4.6/5——
Keyword Research Essentials with SemrushBeginner–IntermediateSelf-paced · 1h 50mYesFree4.6/5——
Local SEO Essentials with SemrushBeginnerSelf-paced · 1h 46mYesFree4.6/54.5/5—
Off-Page SEO and AI Search Essentials with SemrushIntermediateSelf-paced · 1 hourYesFree4.6/5——
On-Page SEO and AI Search Essentials with SemrushBeginner–IntermediateSelf-paced · 1 hourYesFree4.6/5——
Semrush SEO EssentialsBeginnerSelf-paced · 1h 40mYesFree4.6/5——
SEO Toolkit Crash Course with SemrushIntermediateSelf-paced · 1 hourYesFree4.6/5——
Technical SEO and AI Search Essentials with SemrushBeginner–IntermediateSelf-paced · 1 hourYesFree4.5/5——
AI Visibility Essentials with SemrushBeginner–IntermediateSelf-paced · 2 hoursYesFree4.4/5——

Ahrefs vs Semrush Courses: The Biggest Difference Most Comparisons Miss

Here’s where the comparison gets interesting.

Both academies teach SEO. But they don’t always teach it in the same way. Consider keyword research.

Ahrefs’ beginner course teaches concepts such as keyword selection, searcher intent, and ranking difficulty before moving into practical implementation. Its dedicated Keyword Research collection goes further into topics such as long-tail keywords, low-competition keywords, mixed SERPs, and the reliability of keyword-difficulty scores.

Semrush also teaches keyword research fundamentals, including search volume, keyword difficulty, relevance, intent, and keyword types. But its workflow is much more explicitly tied to its own tools, including Keyword Overview, Keyword Magic Tool, and Keyword Gap. So there are really two levels of learning:

Understanding the SEO problem

and

Knowing which buttons to press to solve it inside a platform.

A strong SEO course should provide both. But these academies distribute that balance differently.

Keyword Research: Ahrefs vs Semrush

Keyword research is where the two ecosystems overlap heavily.

Ahrefs’ beginner SEO course covers searcher intent and ranking difficulty, while its dedicated keyword research collection goes into more advanced territory, including fractured search intent and evaluating keyword difficulty rather than blindly trusting a metric.

Semrush’s beginner course introduces search volume, keyword difficulty, relevance, intent, and head/medium/long-tail concepts, then immediately connects those concepts to Semrush’s Keyword Overview, Keyword Magic Tool and Keyword Gap.

This creates a meaningful distinction.

Ahrefs’ approach tends to make the SEO concept easier to separate from the software.

Semrush’s approach tends to make the software part of the lesson itself.

For a learner who wants to become platform-independent, that distinction matters.

For someone who knows they will be working extensively inside Semrush, the integrated workflow can be an advantage.

Technical SEO: Which Academy Goes Deeper?

Technical SEO Which Academy Goes Deeper

Neither academy treats technical SEO as an afterthought.

Ahrefs’ beginner course introduces technical SEO through two lessons, and the Academy also has a dedicated Technical SEO collection covering subjects such as crawlability, HTTP/HTTPS, technical audits, WordPress performance, internal links, SEO audits and Core Web Vitals.

Semrush goes beyond the beginner treatment with a dedicated Technical SEO and AI Search Essentials course.

Its current curriculum covers site architecture, XML sitemaps, structured data, Core Web Vitals, mobile optimization, crawlability and AI crawlers, while combining strategy lessons with real Semrush walkthroughs.

There is also an important 2026-specific development here.

Technical SEO is no longer being taught solely around Google crawling and indexing. Semrush is explicitly incorporating AI crawlers and AI search into its technical curriculum.

Ahrefs, meanwhile, is approaching AI visibility from another direction through its AEO training. So both are moving beyond traditional SEO, but with somewhat different emphases.

Technical SEO is an area where a short introductory course can only take you so far. Once you move beyond basic crawlability and indexing concepts, you’ll need to understand site architecture, XML sitemaps, canonicalization, structured data, Core Web Vitals, internal linking, and technical audits. For learners who want to go deeper, we’ve compared several technical SEO course options to help you find more specialized training.

Ahrefs has always had a strong educational connection to link analysis, and that carries into the Academy.

Its Advanced Link Building Course is a structured 15-lesson course lasting about 1 hour 48 minutes. It covers prospecting, vetting, outreach, team building, systems and scaling.

The course is not simply:

“What is a backlink?”

It moves into operational link building. For example, the curriculum covers seed-and-lookalike prospecting, validating prospects with a blitz list, outreach, and building link acquisition systems.

Semrush’s current Off-Page SEO and AI Search Essentials also goes well beyond backlink definitions.

It teaches backlink analysis, competitor backlink comparison, link opportunities, toxic-link monitoring, linkable assets and the relationship between backlinks, brand mentions and AI Search. Brian Dean is among the instructors.

The interesting evolution here is the shift from:

link building → authority building → brand visibility across search and AI.

Both academies are now teaching that transition.

AI Search and AEO: The Comparison Changes in 2026

This is where older Ahrefs vs Semrush comparisons become outdated.

Neither Academy can really be evaluated in 2026 without looking at AI Search.

Ahrefs has launched a dedicated Answer Engine Optimization (AEO) Course with 12 lessons across five modules and a listed runtime of 1 hour 26 minutes. It covers AI search fundamentals and optimizing for visibility across platforms including ChatGPT, Google AI Overviews, Perplexity and Gemini.

Semrush has taken an even broader catalog approach.

Its current AI Search Academy includes courses around AI visibility, AI Search strategy, content for AI Search, off-page SEO and AI Search, and other AI-focused marketing workflows. For example, AI Search Operating System is designed around auditing AI visibility and developing an action plan, while AI Visibility Essentials focuses on tracking prompts, measuring AI presence and improving brand mentions in LLM outputs.

This is one of the areas where comparing one course against one course can become misleading.

The better comparison is:

How complete is each academy’s learning ecosystem around traditional SEO + AI Search?

Ahrefs has a clear AEO track. Semrush has built a wider AI Search curriculum around visibility, content, technical SEO, off-page SEO and marketing.

On-Page SEO and Content Strategy

The distinction becomes even clearer when we look at content.

Ahrefs offers content-related education, but its core SEO beginner path is tightly structured around keyword research, on-page SEO, links and technical foundations.

Semrush’s newer content education is more explicitly built around the connection between SEO, content marketing and AI Search.

Its Content Marketing Essentials for SEO and AI Search course teaches topic clusters, E-E-A-T-oriented content, AI citations, content beyond your website and workflows inside Semrush’s Content Toolkit.

That distinction matters to anyone whose SEO work is heavily content-driven.

The modern SEO workflow increasingly looks like:

keyword research → intent analysis → topical structure → content creation → optimization → authority → measurement → AI visibility.

Semrush’s current Academy is increasingly designed around that entire chain.

How Practical Are These Courses?

This is probably the most important question CoursesMag should ask.

Because a course can contain technically correct information and still be poor training.

There is a difference between:

“Here is what technical SEO is.”

and:

“Here is a real website, here is the crawl problem, here is how to diagnose it, here is why it matters, and here is how to fix it.”

Ahrefs is strong when it comes to practical workflows, particularly in the tool-specific training. Its How to Use Ahrefs course walks through actual workflows in Site Explorer, Keywords Explorer, Site Audit, Rank Tracker and Content Explorer.

Semrush is similarly explicit about walkthroughs.

Its current SEO Essentials curriculum repeatedly alternates between Strategy lessons and Walkthrough lessons, including competitive research, keyword selection, technical error identification, backlink opportunities and AI visibility workflows.

That is a good educational pattern.

You’re not only learning a definition.

You’re seeing:

concept → workflow → tool → interpretation.

However, there’s another limitation worth understanding.

Neither academy replaces working on a real website.

This is consistent with the concerns raised by SEO learners on Reddit. In one self-taught SEO discussion, users specifically advised beginners to start with fundamentals and noted that expensive SEO tools are not necessary at the very beginning; another recurring theme is gaining practical experience rather than simply collecting courses or tools.

That is arguably the most important lesson neither Academy can completely provide for you:

you still need a website to make mistakes on.

Do You Need a Paid Ahrefs or Semrush Account?

This is an important practical difference.

Ahrefs’ SEO Course for Beginners explicitly says no sign-up is required and that the course is completely free. Its How to Use Ahrefs course is also described as free with no sign-up required.

Both Ahrefs and Semrush give beginners access to free SEO training, so you don’t have to start your SEO journey by paying for an expensive platform. What matters more at this stage is building a solid understanding of search intent, keyword research, on-page SEO, technical fundamentals, and link building. For more options beyond these two vendor academies, we’ve also reviewed the top free SEO courses available in 2026.

Semrush Academy courses are free, but Semrush’s enrollment FAQ says learners log in or create a Semrush account to enroll. Its SEO Essentials course specifically recommends having a Semrush account and Project ready to get the most out of the lessons.

So:

Free course does not necessarily mean completely frictionless learning.

You can learn the concepts without buying a premium SEO platform. But when a lesson is based on a live software workflow, access to the relevant interface obviously makes the lesson more useful.

For beginners, this distinction is important because purchasing an expensive SEO platform before understanding what you need from it is often unnecessary.

Certification: Ahrefs vs Semrush

Certification is another area where the two Academies should not be treated as identical.

Semrush has certification built into a large portion of its current Academy ecosystem. Its FAQ explains that successful completion of a course, including required quizzes and exams, results in a certificate. Semrush also states that its certifications are valid for one year.

Its current certification system also allows multiple attempts: Semrush says learners have up to three attempts on a course exam, with a one-month waiting period after exhausting those attempts.

Ahrefs also offers certification, but it is more closely attached to selected courses.

For example, the current How to Use Ahrefs course lists a 67-question certification exam, while its AEO course lists a 48-question exam.

Ahrefs certification examples also show a one-year validity period.

But there is an important distinction that every SEO learner should understand:

A certificate proves course completion. It does not prove SEO mastery.

A certificate can demonstrate that you completed a curriculum and passed its assessment.

It cannot demonstrate that you can:

  • diagnose a crawling problem on a complex site;
  • build a technically sound information architecture;
  • recover from an organic traffic decline;
  • create a scalable content strategy;
  • interpret messy search data;
  • build a link acquisition campaign;
  • or make good SEO decisions when the data is incomplete.

That’s why CoursesMag treats career value and practical learning as separate dimensions from certification.

Ahrefs Academy vs Semrush Academy for Beginners

For someone starting from zero, the biggest mistake is choosing based on the brand name.

The better question is:

How do you want to learn?

Ahrefs’ beginner SEO course is unusually compact.

Two hours covers the essentials: SEO fundamentals, keyword research, on-page SEO, link building and technical SEO.

That can make it easier to build a mental model of SEO before being overwhelmed by tools.

Semrush’s beginner path is more integrated with the platform from the start. Its SEO Essentials course introduces the three main SEO components, competitive research, keyword research, on-page SEO, technical SEO, backlinks, AI visibility and local SEO, while repeatedly moving into Semrush workflows.

So the difference is less:

easy vs difficult

and more:

SEO-first learning vs SEO-through-a-tool learning.

Ahrefs vs Semrush Courses for Experienced SEOs

The situation changes completely once you already understand SEO.

An experienced SEO probably gains less from:

“What is SEO?”

and more from:

“How can I use this platform to find opportunities I would otherwise miss?”

That’s where tool-specific Academy courses become substantially more valuable.

Ahrefs’ How to Use Ahrefs course covers detailed workflows across Site Explorer, Keywords Explorer, Site Audit, Rank Tracker, Content Explorer and competitive-analysis features.

Semrush has a similar approach, but with a broader ecosystem that extends into content, local SEO, AI Search and other marketing disciplines.

For experienced professionals, the Academy is therefore less about learning SEO from scratch and more about expanding your operating toolkit.

Which Academy Has Better AI SEO Training?

There’s no meaningful answer without defining what you mean by “AI SEO.”

If you’re specifically interested in Answer Engine Optimization, Ahrefs has a dedicated AEO course covering how AI search works and how brands can become mentioned, cited and recommended by major AI platforms.

If you want to compare the wider AI SEO courses available in 2026, I’ve reviewed leading programs covering AEO, GEO, AI search visibility, and generative search optimization.

Semrush approaches the topic from a broader angle.

Its current AI Search catalog covers AI visibility, content, off-page SEO, technical SEO and broader AI-search strategy.

The difference is therefore:

Ahrefs → a clear dedicated AEO learning path

Semrush → a broader AI Search learning ecosystem

For someone specifically studying AEO, that distinction is useful.

For someone trying to understand how AI Search affects the entire SEO and content workflow, Semrush’s broader catalog may be more relevant.

Should You Take Both Ahrefs and Semrush Courses?

This is where the “versus” framing breaks down. You do not necessarily have to choose one.

Both Academies are free, and each has areas that can complement the other. A sensible learning path could look like this:

Step 1: Learn SEO fundamentals without worrying about the software.

Step 2: Use Ahrefs’ beginner material to strengthen keyword research, search intent, link building and technical fundamentals.

Step 3: Use Semrush courses to explore competitive research, broader content workflows, local SEO and AI Search.

Step 4: Return to whichever platform you’ll actually use professionally and complete its tool-specific training.

Step 5: Apply everything to a real website.

That last step is non-negotiable.

Watching another five hours of SEO videos is rarely as educational as discovering why your own site isn’t being crawled correctly.

Ahrefs and Semrush are not the only places to learn SEO. Vendor academies are useful because they connect concepts with real software workflows, but some learners may prefer broader programs that are not tied to a single tool or platform. We’ve also looked at a wider range of online SEO courses for learners who want to compare different teaching styles, course formats, and learning paths.

Ahrefs Academy vs Semrush Academy: The Real Difference

After stripping away the branding, the distinction becomes much clearer.

Ahrefs Academy

Ahrefs has built a particularly strong path around core SEO skills and practical SEO workflows.

Its beginner course is compact, structured and fundamentals-heavy. Its dedicated collections then let learners go deeper into areas such as keyword research, technical SEO and local SEO, while its advanced link-building course provides a more operational learning path.

Its tool-specific education is also deep, particularly around the workflows inside Ahrefs itself.

Local SEO is another area where the two academies take noticeably different approaches. Both touch on local search, but the depth and emphasis can vary depending on the course you’re taking. When local rankings, Google Business Profile optimization, local citations, reviews, and Maps visibility are your main priorities, it’s worth looking beyond these two platforms and comparing dedicated best local SEO courses.

Semrush Academy

Semrush has built a broader marketing education ecosystem.

SEO sits alongside content marketing, local SEO, AI Search, paid marketing and other areas, and its course design frequently combines strategy lessons with hands-on software walkthroughs and certification.

Its newer AI Search curriculum is especially notable because it isn’t confined to a single AEO course; AI visibility is being incorporated across content, technical and off-page SEO education.

The CoursesMag Take

Ahrefs Academy and Semrush Academy are both useful—but they solve slightly different learning problems.

Ahrefs Academy makes more sense when your priority is building a clean SEO foundation and then developing strong workflows around keyword research, links, technical SEO and the Ahrefs platform.

Semrush Academy makes more sense when you want SEO education embedded inside a broader ecosystem of content marketing, AI Search, local SEO and Semrush workflows. But there is a more important conclusion:

Do not judge either academy by its certificate, course count, or the reputation of the software company behind it. Judge the individual course.

A two-hour beginner course can be more valuable to someone starting SEO than a ten-hour course packed with tool demonstrations.

Likewise, an advanced link-building course can be far more valuable to an experienced SEO than another introduction to keyword research.

That’s why at CoursesMag, we don’t treat an Academy’s brand reputation as a substitute for reviewing its actual courses.

We look at curriculum, practical learning, teaching quality, ease of learning, value, career relevance, course freshness, and how well the training survives contact with real SEO work.

And that’s ultimately the question that matters:

Not “Which tool is better?”

Not even “Which Academy has more courses?”

But:

“Which course will teach me something I can actually use after I close the browser?”

Ahrefs Academy vs Semrush Academy — Frequently Asked Questions

Is Ahrefs Academy free?

Yes. Ahrefs’ current beginner SEO course is completely free, and Ahrefs states that no sign-up is required for that course. Its How to Use Ahrefs course is also listed as free.

Is Semrush Academy free?

Yes. Semrush states that its Academy provides free courses and certifications. An account is required for enrollment.

Which is better for SEO beginners, Ahrefs Academy or Semrush Academy?

It depends on the learning objective. Ahrefs has a compact fundamentals-first beginner course, while Semrush integrates SEO fundamentals with Semrush workflows and AI-optimization concepts.

Do I need a paid Ahrefs subscription to learn SEO?

No. Ahrefs’ beginner course does not require a paid subscription, and the course itself is free.

Do I need a paid Semrush subscription to take Semrush Academy courses?

No. The Academy courses are free. However, Semrush recommends having a Semrush account and Project ready for its SEO Essentials course so learners can follow the tool-based parts of the training.

Does Ahrefs Academy offer certification?

Yes, selected Ahrefs courses include certification exams. For example, the current How to Use Ahrefs course lists a 67-question exam, while the AEO course lists a 48-question exam.

Does Semrush Academy offer SEO certification?

Yes. Semrush provides certificates for eligible courses after successful completion of the required course content, quizzes and exams.

Are Ahrefs and Semrush certificates enough to get an SEO job?

A certificate can document that you completed a provider’s training, but it is not a substitute for practical SEO experience, demonstrable results or a portfolio.

Can I learn SEO without Ahrefs or Semrush?

Absolutely. Both are tools, not prerequisites for understanding SEO fundamentals. This is particularly important for beginners: learning search intent, crawling, information architecture, on-page optimization and content strategy does not require an expensive SEO platform. The tools become more valuable as your need for data, analysis and repeatable workflows increases. This concern is also frequently raised by self-taught SEO learners in community discussions.

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